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Human genetics

Human genetics is the scientific study of inherited human variation, encompassing the structure, function, organization, transmission, and evolution of genes in the human genome. The human nuclear genome consists of approximately 3.2 billion nucleotide base pairs organized into 23 pairs of chromosomes, encoding roughly 19,500 protein-coding genes amid vast non-coding regions that regulate gene expression. Fundamental principles include Mendelian inheritance patterns—such as segregation of alleles and independent assortment of genes—along with extensions to polygenic traits, linkage disequilibrium, and epigenetic modifications that influence phenotype without altering DNA sequence. The completion of the Human Genome Project in 2003 marked a pivotal achievement, yielding the first near-complete reference sequence and catalyzing advancements in sequencing technologies, variant discovery, and applications to medical diagnostics and therapeutics. Key defining characteristics involve single-gene disorders following predictable mendelian ratios, contrasted with complex traits like height or disease susceptibility arising from gene-environment interactions and numerous genetic variants, underscoring genetics' causal role in human diversity and adaptation.

Fundamentals

Definition and molecular basis

Human genetics is the scientific discipline that examines the structure, organization, function, and variation of the , along with the patterns of inheritance of genetic material across generations. It encompasses the study of how genetic information influences biological traits, susceptibility to diseases, and evolutionary processes in humans. At the molecular level, genetic information in humans is encoded in deoxyribonucleic acid (DNA), a double-stranded helical molecule composed of nucleotide subunits linked by phosphodiester bonds. Each nucleotide contains one of four nitrogenous bases—adenine (A), thymine (T), guanine (G), or cytosine (C)—that pair specifically (A with T, G with C) to form the genetic code. Genes, the basic units of heredity, are specific DNA sequences that serve as templates for synthesizing proteins or functional RNAs via transcription and translation processes. The human nuclear genome comprises approximately 3 billion base pairs of DNA, distributed across 23 pairs of chromosomes (22 autosomes and one pair of sex chromosomes). Chromosomes consist of long DNA molecules complexed with histone proteins into chromatin, which compacts the genetic material for efficient packaging within the cell nucleus while allowing access for replication and gene expression. During cell division, DNA replicates semi-conservatively, ensuring each daughter cell receives an identical copy of the genome, with rare mutations introducing genetic variation. This molecular framework underpins inheritance, where alleles—variant forms of genes—are transmitted from parents to offspring, determining genotypic and phenotypic outcomes.

Chromosomes, karyotype, and genome organization

Human somatic cells contain 46 chromosomes arranged in 23 pairs, consisting of 22 pairs of autosomes and one pair of . Females have two X chromosomes (46,XX ), whereas males have one X and one Y chromosome (46,XY ). Each chromosome is a linear DNA molecule associated with proteins, forming structures visible during . A is the complete, organized display of an individual's chromosomes, typically prepared from metaphase-arrested cells stained to reveal banding patterns. Chromosomes are arranged by decreasing size, with autosomes numbered 1 through 22 and identified separately; , the largest, spans approximately 249 million base pairs. Giemsa staining produces G-bands, which highlight regions of and for and abnormality detection. The human nuclear genome totals about 3.2 billion base pairs distributed across these chromosomes, with the reference assembly GRCh38 containing 3.1 billion non-gap bases. It encodes roughly 19,500 protein-coding genes, though estimates vary slightly based on annotation methods. organization features , which is gene-dense and accessible for transcription, contrasted with , a compact, gene-poor state enriched in repetitive sequences. Centromeres, specialized heterochromatic regions containing alpha-satellite DNA repeats, serve as attachment sites for spindle fibers during and to ensure accurate segregation. Telomeres cap ends with repetitive TTAGGG sequences bound by proteins, preventing end-to-end fusions and replicative shortening. Each has a primary constriction at the dividing short (p) and long (q) arms, with banding nomenclature (e.g., 1p36) denoting subregions for precise gene localization.

Historical development

Early foundations and Mendelian inheritance

Gregor Mendel, an Augustinian friar, conducted hybridization experiments on garden peas (Pisum sativum) between 1856 and 1863, analyzing seven heritable traits including seed shape, seed color, flower color, pod shape, pod color, plant height, and flower position. He presented his findings to the Natural History Society of Brünn in 1865 and published them in 1866 as "Experiments on Plant Hybridization," deriving two key principles: the law of segregation, stating that each individual possesses two discrete units (later termed alleles) for a trait, one inherited from each parent, which separate during gamete formation; and the law of independent assortment, positing that alleles for different traits assort independently. Mendel's work quantified inheritance ratios, such as 3:1 for dominant-recessive traits in F2 generations from monohybrid crosses, challenging prevailing blending inheritance theories that predicted uniform trait dilution across generations. Despite publication in a regional journal, Mendel's paper received limited attention until its independent rediscovery in 1900 by Hugo de Vries, Carl Correns, and Erich von Tschermak, who replicated similar results in plants and recognized the alignment with Mendel's ratios. The application of Mendelian principles to human traits emerged in the early through analysis, which traced patterns in families to infer dominant or recessive . British physician pioneered this in 1902 by demonstrating that —a rare condition causing urine darkening upon alkalization and (pigmentation of connective tissues)—followed autosomal recessive , affecting 1 in 200,000 to 1 million individuals and linked to homogentisic acid accumulation from deficient activity. Garrod expanded this in his 1909 Croonian Lectures, published as , proposing that certain diseases arise from congenital blocks in metabolic pathways, framing them as Mendelian traits where homozygous recessives manifest due to absent or defective enzymes—a concept termed "inborn errors." He identified additional examples like , pentosuria, and , emphasizing chemical individuality in metabolism governed by particulate rather than environmental factors alone. William Bateson, who coined the term "genetics" in 1905, advocated Mendelian mechanisms for human disorders, including as a dominant trait. Pedigree studies also illuminated sex-linked , such as hemophilia A, documented in European royal families from the but interpreted mendelianly by 1910, showing X-linked recessive patterns with affected males inheriting from carrier mothers. These foundations established human genetics as a field reliant on probabilistic ratios and family histories, shifting from speculative to empirical, particulate models of trait transmission, though complex polygenic traits resisted simple categorization until later advances.

20th-century advances and Human Genome Project

The chromosomal theory of inheritance, proposed by and around 1902–1903, was experimentally validated in humans through early cytogenetic observations, such as Archibald Garrod's 1908 identification of as an inherited metabolic disorder exemplifying "." By 1911, studies on chromosomal crossing over provided mechanistic insights applicable to human linkage analysis. The rediscovery of Mendel's laws in facilitated the mapping of human traits, with Morgan's 1910–1915 work establishing sex-linked inheritance, later confirmed in humans via conditions like hemophilia. Mid-century breakthroughs shifted focus to molecular mechanisms. In 1956, Joe Hin Tjio and Albert Levan accurately determined the human diploid chromosome number as 46 using improved culturing and staining techniques on human cells, correcting prior estimates of 48 and enabling systematic karyotyping. This paved the way for Jérôme Lejeune's 1959 discovery of trisomy 21 as the cause of , the first chromosomal abnormality linked to a specific human . Concurrently, foundational molecular advances included Oswald Avery's 1944 demonstration that DNA is the transforming principle in , Alfred Hershey and Martha Chase's 1952 experiments confirming DNA as genetic material, and and Francis Crick's 1953 double-helix model of DNA structure. These enabled human applications, such as the 1960 Denver Conference's standardization of chromosome nomenclature and banding techniques developed in the 1970s (e.g., ), which improved resolution for detecting structural variants like deletions in . Recombinant DNA technology, pioneered by Paul Berg in 1972 and Herbert Boyer and Stanley Cohen in 1973, allowed isolation and cloning of human genes, exemplified by the 1977 sequencing of the human β-globin gene amid efforts to understand disorders like sickle cell anemia. Frederick Sanger's 1977 chain-termination sequencing method and Kary Mullis's 1983 polymerase chain reaction (PCR) amplified capabilities for analyzing human DNA variations. Alec Jeffreys's 1984 DNA fingerprinting technique enabled forensic and paternity applications based on variable number tandem repeats (VNTRs). The (HGP), launched in 1990 as a 13-year, $3 billion international effort led by the U.S. (NIH) and Department of Energy (DOE) with partners in the UK, , , , and , aimed to sequence the entire ~3 billion base pairs of human DNA and map all genes. Planning began in 1984–1986 via DOE workshops assessing feasibility, with 1988 endorsements from the Office of Technology Assessment and NIH's advisory committee recommending a coordinated approach to avoid fragmented efforts. Key milestones included a 1993 map covering all chromosomes, a 1998 physical map with sequence-ready clones, and a June 2000 draft announcement of ~90% coverage by the public consortium alongside Celera Genomics' parallel private effort using whole-genome , which accelerated progress through competition. The project concluded in April 2003 with a "finished" sequence achieving >99% coverage at <1 error per 10,000 bases, revealing approximately 20,000–25,000 protein-coding genes—far fewer than the pre-HGP estimate of 100,000—and providing a reference for identifying genetic variants underlying diseases. This resource catalyzed subsequent human genetics research, though early reliance on model organisms and ethical constraints limited direct human experimentation.

Post-2003 genomic era

The completion of the Human Genome Project in April 2003 provided a reference sequence covering approximately 99% of the euchromatic human genome, enabling subsequent efforts to characterize genetic variation and function at unprecedented scale. This marked the transition to the genomic era, characterized by plummeting sequencing costs and the advent of high-throughput technologies that facilitated population-level analyses and therapeutic innovations. Next-generation sequencing (NGS) technologies, emerging in the mid-2000s, dramatically reduced the cost of genome sequencing from billions of dollars per genome to under $1,000 by the 2020s, allowing whole-genome sequencing of thousands to millions of individuals. NGS enabled comprehensive catalogs of human genetic variation, such as the (initiated in 2008), which identified over 88 million variants across 2,504 individuals from 26 populations, revealing structural variants and rare alleles previously undetectable by earlier methods. Large-scale biobanks followed, including the , which by 2023 had whole-genome sequenced nearly 500,000 participants, uncovering 1.5 billion variants and linking noncoding regions to disease traits. These resources powered genome-wide association studies (GWAS), with the first major human GWAS in 2005 identifying variants for age-related macular degeneration, followed by over 5,000 studies by 2020 implicating thousands of loci in complex traits like height (12,000 variants from 5.4 million samples). Genome-wide association data fueled the development of polygenic risk scores (PRS), which aggregate effects of common variants to predict disease susceptibility; early PRS for coronary artery disease emerged in the 2010s, with multi-ancestry models by 2023 improving prediction across populations but highlighting limitations in non-European ancestries due to ascertainment biases in training data. In therapeutics, CRISPR-Cas9 genome editing, adapted for eukaryotic cells in 2012, enabled precise modifications, leading to the first human clinical trial in 2016 for cancer immunotherapy and FDA approval in 2023 of exagamglogene autotemcel for sickle cell disease via base editing of hematopoietic stem cells. These advances underscored causal genetic mechanisms in disease while revealing challenges like off-target effects in editing and the polygenic architecture of traits, shifting human genetics toward precision diagnostics and interventions grounded in empirical variant-to-phenotype mappings.

Modes of inheritance

Autosomal dominant and recessive patterns

Autosomal inheritance refers to the transmission of genetic traits encoded by genes located on the 22 pairs of non-sex chromosomes, known as autosomes. In autosomal dominant patterns, a single copy of a mutated allele suffices to express the associated phenotype, as the mutant allele overrides the normal allele's function. Affected individuals inherit the mutation from one parent and transmit it to approximately half of their offspring, regardless of the child's sex, resulting in vertical transmission across generations in pedigrees. This pattern is evident in conditions like , caused by CAG trinucleotide repeat expansions in the HTT gene on chromosome 4, leading to progressive neurodegeneration typically manifesting in adulthood. Incomplete penetrance or variable expressivity can occur, but the trait does not skip generations unless de novo mutations arise. Autosomal recessive patterns require inheritance of two mutated alleles, one from each parent, for the phenotype to manifest, with heterozygotes serving as unaffected carriers. Pedigrees often show horizontal clustering among siblings, with unaffected parents and potential skipping of generations, as carriers may propagate the allele without symptoms. Offspring of two carriers face a 25% risk of being affected, a 50% chance of carrier status, and a 25% probability of being unaffected non-carriers, per Punnett square analysis. Common examples include , resulting from mutations in the CFTR gene on chromosome 7 that impair chloride transport, and , due to a point mutation in the HBB gene on chromosome 11 altering hemoglobin structure. These disorders exhibit equal prevalence in males and females and higher incidence in populations with consanguinity or founder effects. Distinguishing these patterns in pedigrees relies on transmission rules: dominant traits affect every generation with no male-to-male exclusion, while recessive traits frequently involve consanguineous unions and unaffected progenitors of affected individuals. Molecular confirmation via sequencing identifies causative variants, with dominant disorders often involving gain-of-function or dominant-negative mutations, contrasting recessive loss-of-function alleles requiring biallelic impairment.

Sex-linked and mitochondrial inheritance

Sex-linked inheritance refers to the transmission of genetic traits associated with genes located on the sex chromosomes, X and Y. In humans, females possess two X chromosomes (XX), while males have one X and one Y (XY). Genes on the X chromosome exhibit patterns distinct from autosomal genes due to hemizygosity in males, leading to differential expression between sexes. X-linked inheritance predominates in sex-linked traits, as the X chromosome contains approximately 800–900 protein-coding genes, compared to the Y chromosome's 70–200. For X-linked recessive disorders, affected males inherit the mutant allele from their carrier mother, transmitting it to all daughters but no sons; carrier females pass the risk to half their sons and daughters on average. This results in higher prevalence among males, exemplified by affecting 7–10% of males versus 0.5% of females, with an incidence of 1 in 5,000 males, and at 1 in 3,500–5,000 male births. X-linked dominant conditions, rarer, manifest in both sexes but often more severely in males due to single X dosage, such as , which primarily affects females due to embryonic lethality in hemizygous males. Y-linked inheritance, or holandric transmission, involves genes on the Y chromosome passed exclusively from father to son, affecting only males. The human Y chromosome harbors few disease-associated genes beyond those critical for male sex determination, like ; confirmed Y-linked traits remain scarce, with historical claims such as hypertrichosis of the ears unverified in modern genetics. Potential influences include heightened male susceptibility to immune-related conditions via Y-linked variants, though causal links require further substantiation. Mitochondrial inheritance follows a non-Mendelian maternal pattern, as mitochondrial DNA (mtDNA), a 16.6 kb circular genome encoding 13 proteins essential for oxidative phosphorylation, is transmitted almost exclusively via the oocyte; sperm mitochondria are typically degraded post-fertilization. Mutations in mtDNA cause disorders like (prevalence 1 in 30,000–50,000), (MELAS), and (MERRF), with overall mtDNA disease incidence estimated at 1 in 5,000. Heteroplasmy—variable mutant load across tissues—underlies variable expressivity, while rare biparental inheritance has been documented in specific pedigrees, challenging strict uniparental models but not altering the predominant maternal transmission. Nuclear genes affecting mitochondrial function follow Mendelian patterns, complicating diagnosis.

Pedigree analysis and complex traits

Pedigree analysis utilizes diagrammatic representations of family histories to trace the inheritance of genetic traits across generations, enabling inference of underlying modes of transmission. Standardized symbols denote individuals (squares for males, circles for females), relationships (horizontal lines for matings, vertical lines for descent), and phenotypes (filled shapes for affected individuals, slashes for deceased, dots for carriers in some notations). These charts facilitate identification of patterns such as , characterized by affected individuals in every generation and roughly 50% affected offspring from an affected parent, or , marked by unaffected parents producing affected children and potential skipping of generations. In practice, pedigree construction begins with probands (affected individuals seeking analysis) and extends to relatives, incorporating medical records and interviews to ascertain phenotypes accurately. For monogenic traits, probabilistic calculations, such as , estimate carrier statuses or risks; for instance, in X-linked recessive disorders like , male-to-male transmission absence and higher male affection rates confirm the pattern. However, assumptions of complete penetrance and accurate phenotyping often require validation with molecular testing, as historical pedigrees from the early 20th century, like those for , informed linkage studies leading to gene discovery in 1993. Complex traits, such as height, intelligence, or susceptibility to schizophrenia, deviate from simple Mendelian patterns due to polygenic architecture—involving additive or interactive effects from numerous loci—and environmental modulators. Pedigrees for these traits exhibit familial aggregation, with recurrence risks elevated among relatives (e.g., sibling risk for schizophrenia around 10% versus 1% population baseline), but lack consistent segregation ratios, reflecting incomplete penetrance, phenocopies, and gene-environment interactions. Analysis of complex traits via pedigrees is limited by coarse resolution for linkage detection, as multiple contributing variants dilute signals, and environmental variance obscures genetic components; heritability estimates from twin or family studies, often 40-80% for polygenic traits like body mass index, complement pedigrees but necessitate genome-wide association studies (GWAS) for locus identification. Empirical risks derived from large pedigrees guide genetic counseling, though post-2000 genomic data reveal that common variants explain only partial heritability, highlighting missing heritability challenges.

Genetic variation

Types and mechanisms of variation

Single-nucleotide variants (SNVs), the most common form of human genetic variation, involve substitution of one nucleotide for another and occur at approximately 5 million sites per diploid genome, primarily as single-nucleotide polymorphisms (SNPs) when present in at least 1% of the population. These variants account for the bulk of sequence-level differences, with any two human genomes differing at about 0.1% of nucleotide positions, or roughly 3–4 million SNPs per individual after accounting for diploidy. Insertions and deletions (indels), which add or remove short DNA segments (typically under 50 nucleotides), are less frequent, numbering around 600,000 per genome and often arising in repetitive regions like microsatellites. Larger structural variants (SVs), including copy-number variants (CNVs), inversions, translocations, and complex rearrangements, affect about 25,000 sites per genome and span over 20 million nucleotides, contributing substantially to overall genomic diversity beyond simple sequence changes. CNVs, a key SV subtype, involve duplications or deletions altering gene dosage, while inversions reverse segment orientation and translocations exchange material between chromosomes. Together, all variant types result in an average of 27 million differing nucleotides (~0.4% of the genome) compared to a reference sequence, though functional impacts vary widely. These variations originate from mutational processes acting on the germline DNA. Small variants like SNVs and indels primarily stem from replication errors during cell division, where DNA polymerase misincorporates bases (e.g., transitions like C-to-T more common than transversions due to chemical biases) or slips in repetitive sequences, compounded by imperfect proofreading and mismatch repair. The human germline mutation rate is approximately 1–2 × 10^{-8} per base pair per generation, yielding 50–100 de novo mutations per individual, mostly SNVs. Spontaneous endogenous damage, such as cytosine deamination or oxidative lesions, and exogenous factors like ionizing radiation or chemical mutagens further induce changes if unrepaired. SVs arise mainly from erroneous repair of double-strand breaks (DSBs), which occur spontaneously or via replication fork collapse. Non-allelic homologous recombination (NAHR) between misaligned low-copy repeats generates deletions, duplications, or inversions; non-homologous end joining (NHEJ), including classical and alternative pathways using microhomology, ligates broken ends imprecisely, often producing small indels or rearrangements at junctions. Other processes, like microhomology-mediated break-induced replication (MMBIR) or single-strand annealing (SSA), contribute to complex SVs, particularly in regions of segmental duplications. Recombination during meiosis shuffles existing variants but rarely creates novel ones, except via limited gene conversion. While mutation rates differ by genomic context (e.g., higher in GC-rich or late-replicating regions), selection and drift modulate their persistence across populations.

Within-individual and within-population diversity

The diploid human genome exhibits substantial within-individual variation due to heterozygosity, where the two alleles at a given locus differ. On average, an individual carries approximately 4 to 7 million single nucleotide polymorphisms (), most of which are heterozygous, representing about 0.1% nucleotide divergence between the maternal and paternal haplotypes across the roughly 3 billion base pairs. This germline heterozygosity arises from meiotic recombination and inherited variants, contributing to individual-specific genetic profiles. Structural variants, including deletions, insertions, duplications, and inversions larger than 50 base pairs, further amplify intra-individual diversity, with recent long-read sequencing identifying over 26,000 such variants per genome in diverse cohorts. Beyond inherited germline differences, somatic mutations introduce additional within-individual heterogeneity, resulting in mosaicism—genetically distinct cell populations within the same organism. These post-zygotic mutations occur at rates of tens to hundreds per cell division, accumulating from embryonic development through aging, and can affect up to 10-20% of cells in certain tissues like the brain by adulthood. Somatic mosaicism is widespread, with studies detecting variant allele frequencies as low as 1% in bulk tissues, influencing traits from neurodevelopment to cancer predisposition, though most variants remain neutral. Recent analyses across human tissues confirm that mutational burdens increase with age and cell proliferation, underscoring the dynamic nature of intra-individual genomic landscapes. Within human populations, genetic diversity is quantified by metrics such as (π), which measures average pairwise differences and typically ranges from 0.0006 to 0.001 (or 1 in 1,000 to 1,667 base pairs) in continental groups, reflecting low overall variability compared to other primates. This within-population π is shaped by effective population sizes on the order of 10,000-20,000 historically, with approximately 85% of total human occurring among individuals within the same population rather than between groups. Heterozygosity estimates from genome-wide data align closely with π under , though recent urban or admixture effects can elevate local rates by 0.08-0.10 in specific metapopulations. Empirical data from large-scale sequencing, such as the , reveal that while average within-population diversity is modest, it encompasses millions of low-frequency variants driving local adaptation and disease susceptibility.

Population-level differences and structure

Human genetic variation displays structured patterns at the population level, reflecting historical migrations, geographic isolation, and local adaptations that have shaped allele frequencies across continents. Principal component analysis (PCA) of genome-wide data consistently reveals distinct clusters corresponding to major ancestral groups, such as sub-Saharan African, European, East Asian, and Native American, with individuals plotting closely to their continental origins based on ancestry-informative markers. These clusters emerge from the cumulative effects of genetic drift, selection, and limited gene flow, enabling reliable inference of biogeographic ancestry even in admixed individuals. The fixation index (FST), a measure of differentiation due to population structure, quantifies these differences: pairwise FST values between continental populations typically range from 0.10 to 0.15, indicating that 10-15% of total occurs between such groups, with the remainder within populations. This level of differentiation is substantial compared to other species and supports the existence of genetically distinct population clusters, contrary to interpretations emphasizing only within-group variance that overlook clines and PCA-defined structure. For instance, non- populations derive from a of diversity following an out-of-Africa around 50,000-70,000 years ago, resulting in reduced heterozygosity and elevated FST relative to Africans. Allele frequency differences drive functional variation, including adaptive traits. alleles (e.g., -13910T in LCT) reach frequencies over 70% in Northern European-descended populations but near 0% in East Asians and most Africans, reflecting selection for dairy consumption post-domestication. Similarly, the SLC24A5 374F , associated with lighter skin pigmentation, is nearly fixed (>95%) in Europeans and South Asians but absent or rare in Africans and East Asians, consistent with to reduced UV exposure. resistance variants exemplify local selection: the Duffy-null (FY0) protects against Plasmodium vivax and exceeds 90% frequency in West Africans but is rare elsewhere, while hemoglobin S (sickle cell) occurs primarily in malaria-endemic African and Indian populations. Population structure also influences disease susceptibility. Cystic fibrosis-causing alleles in CFTR (e.g., ΔF508) have carrier frequencies of 1/25 in versus under 1/100 in Asians, paralleling historical selection or drift. Admixture analyses reveal hybrid zones, such as in (15-25% ancestry on average) or (varying Native, , and African components), where structure complicates trait mapping but effectively disentangles components. confirms these patterns, showing continuity in hunter-gatherer, farmer, and steppe ancestries, with shaping modern distributions. Empirical genomic data thus underscore that while populations share >99.9% genetic identity, systematic divergences underpin observable biological differences, informed by neutral and selective processes rather than uniform .

Population genetics and evolution

Allele frequencies and Hardy-Weinberg equilibrium

Allele frequency denotes the proportion of a specific variant of a gene (allele) at a given locus relative to all alleles at that locus in a population, typically ranging from 0 to 1. In human genetics, these frequencies are estimated via genotyping or sequencing of large cohorts, such as the Exome Aggregation Consortium (ExAC), which analyzed over 60,000 individuals to derive frequencies for thousands of variants, including those linked to recessive disorders. Frequencies exhibit marked variation across human populations; for example, certain alleles associated with disease risk show consistent differences between continental groups, with such patterns more often resulting from genetic drift during historical migrations than from positive selection. Accurate estimation relies on methods like direct counting from pooled DNA samples or PCR-based assays, which enable detection of low-frequency variants relevant to complex traits. The Hardy-Weinberg equilibrium (HWE) models the expected distribution of frequencies from known frequencies under idealized conditions: infinite , random mating, absence of , , and . Independently derived in 1908 by and Wilhelm Weinberg, the principle predicts stability of frequencies (p for dominant A, q = 1 - p for recessive a) and proportions—homozygous AA at p², heterozygous Aa at 2pq, and homozygous aa at q²—across generations if assumptions hold. For a biallelic locus, the total satisfies p² + 2pq + q² = 1, allowing inference of rare recessive disease incidence (q²) to estimate carrier rates (≈2q for low q). To derive these, count observed s from sample data, compute empirical p = (2 × AA + Aa)/(2N) where N is individuals, then compare observed versus expected via statistic: χ² = Σ[(observed - expected)² / expected], with 1 for biallelic cases; p-values below thresholds (e.g., 10^{-4} in GWAS) flag deviations. In human applications, HWE testing validates data quality in large-scale genomic studies, where violations in controls may signal genotyping errors, , or rather than true evolutionary forces. Meta-analyses and GWAS routinely apply HWE filters, yet excessive filtering risks discarding biologically informative loci; for instance, a 2005 review of association studies found HWE violations reported in under half of papers, often overlooking substructure effects. Departures occur systematically in regions under selection, such as HLA genes where disrupts equilibrium, or in structured populations like with founder effects elevating recessive alleles. For rare monogenic disorders, HWE underpins carrier screening—e.g., allele frequency ≈0.02 in Europeans yields ≈3-4% —though real-world deviations from non-random mating necessitate adjustments. Population-specific HWE holds for most neutral loci in diverse cohorts like the 1000 Genomes, underscoring its utility in detecting subtle evolutionary signals amid demographic noise.

Natural selection, drift, and migration

acts on in human populations by favoring that enhance survival and in specific environments, leading to changes in allele frequencies over generations. In humans, positive selection has driven adaptations such as , where mutations in the LCT gene allow adult digestion of lactose, spreading rapidly in pastoralist populations after emerged around 10,000 years ago in and . Similarly, the sickle cell (HBB Glu6Val) provides against , maintaining frequencies up to 20% in equatorial populations where Plasmodium falciparum prevalence is high. Recent genomic analyses reveal ongoing selection signals, including in skin pigmentation genes like SLC24A5, which lightened skin in Europeans post-Out-of-Africa migration to reduce risks at higher latitudes. Genetic drift, the random sampling of alleles in finite populations, causes allele frequency fluctuations independent of fitness, with effects amplified in small groups through bottlenecks or founder effects. Human populations experienced a severe bottleneck approximately 930,000 to 813,000 years ago, reducing effective population size to about 1,280 individuals and reshaping genetic diversity, as inferred from whole-genome sequences of modern humans. Founder effects are evident in serial migrations, such as to the , where stepwise colonization from led to progressive loss of rare variants and increased drift in indigenous groups, contributing to higher frequencies of certain alleles like those for metabolic traits. Drift has fixed deleterious mutations in isolated populations, such as the high carrier rate of Tay-Sachs in due to historical . Migration, or gene flow, introduces alleles between populations, counteracting divergence by homogenizing frequencies and potentially swamping local adaptations. In human evolution, admixture events like Neanderthal introgression contributed 1-2% Neanderthal DNA to non-African genomes, influencing immune and skin-related loci, with gene flow persisting until about 45,000 years ago. Post-colonial migrations have increased admixture, altering frequencies of polygenic traits; for instance, European-African gene flow in African Americans has shifted average skin pigmentation alleles toward lighter variants. Interactions among these forces are complex: selection can amplify drift-fixed alleles if beneficial, while migration dilutes strong selection signals, as seen in admixed populations where historical sweeps are obscured. Ancient DNA studies confirm that migration and selection, more than drift alone, distributed much of Eurasia's phenotypic variation by 5,000 years ago.

Human adaptation and ancient DNA insights

Ancient DNA (aDNA) analysis has revolutionized understanding of human genetic adaptation by providing direct evidence of allele frequency changes, selection pressures, and archaic admixture in past populations. Unlike modern genomic data, which reflects cumulative historical effects, aDNA captures snapshots of genetic variation across time, revealing how humans responded to environmental shifts such as dietary innovations, climate changes, and exposure. Studies of over 10,000 ancient human genomes since 2010 have documented rapid evolutionary responses, including strong positive selection on specific loci within millennia. Dietary adaptations exemplify this, particularly enabling adult milk digestion. The -13910*T in the MCM6 , conferring , was rare in pre-Neolithic Europeans but rose sharply post-dairy farming. In a central European community, its frequency exceeded 70% by AD 1200, indicating ongoing selection during the , as evidenced by aDNA from Tollense battlefield remains dated ~1200 BC. Similar patterns in African pastoralists highlight driven by milk consumption advantages in nutrient-scarce environments. Environmental pressures have also shaped adaptations via archaic . ' high-altitude tolerance stems from the EPAS1 , introgressed from Denisovans around 40,000–50,000 years ago, which regulates levels to mitigate without excessive . Ancient Himalayan genomes confirm this variant's antiquity and role in facilitating settlement above 4,000 meters. In contrast, Andean adaptations involve distinct de novo mutations in EGLN1 and PPARA, underscoring under . Skin pigmentation evolution illustrates selection for UV-related traits. Early hunter-gatherers (~40,000–10,000 years ago) predominantly carried alleles for , with light pigmentation alleles like SLC24A5 sweeping to high frequency only ~8,000–3,000 years ago, coinciding with northern latitudes and farming. Probabilistic models from low-coverage infer that , eyes, and hair emerged multiple times post-Africa dispersal, aiding synthesis in low-UV regions. East Asian involved different loci, such as OCA2, selected independently. Archaic admixture from s and s contributed adaptive alleles, comprising 1–2% of non-African genomes. introgression provided variants enhancing immunity (e.g., against viruses via HLA loci) and skin pigmentation (e.g., BNC2 for function), with some haplotypes persisting due to balancing selection. Recent from 45,000-year-old Europeans constrains admixture timing to ~47,000 years ago, while catalogs of ancestry show depletion in deleterious variants but retention in adaptive ones like those for . contributions, rarer outside , were pivotal for high-altitude and cold-climate resilience. These insights underscore how interbreeding buffered human expansion into novel niches, with selection purging maladaptive segments. Pathogen-driven selection, inferred from ancient pathogen DNA and immune loci, further highlights adaptation. Frequencies of HLA and TLR variants fluctuated with disease outbreaks, such as Yersinia pestis in medieval , favoring heterozygous advantage. Overall, aDNA reveals as dynamic, with local adaptations overriding neutral drift in response to causal environmental pressures.

Medical genetics

Monogenic disorders and diagnosis

Monogenic disorders, also known as Mendelian disorders, result from pathogenic variants in a single that disrupt normal protein function, leading to disease phenotypes with high . These conditions follow predictable patterns, including autosomal dominant, autosomal recessive, X-linked dominant, and X-linked recessive, as described in classical genetic models. In autosomal dominant disorders, a single mutated allele suffices to cause , often with variable expressivity and age-dependent onset, whereas autosomal recessive disorders require biallelic mutations, typically manifesting in offspring of heterozygous carriers. X-linked disorders disproportionately affect males due to hemizygosity, with females as carriers or, rarely, affected in dominant forms. Prominent examples include , caused by mutations in the CFTR gene and the most common lethal autosomal recessive disorder among individuals of European descent, with carrier frequencies around 1 in 25 in that population. , an autosomal dominant neurodegenerative condition from CAG repeat expansions in the HTT gene, has a prevalence of approximately 5-10 per 100,000 worldwide, with onset typically in mid-adulthood. , an X-linked recessive disorder due to mutations in the DMD gene, affects about 1 in 5,000 male births, leading to progressive muscle degeneration and early mortality without intervention. These disorders illustrate how single-gene variants can produce severe, deterministic phenotypes, contrasting with polygenic traits. Diagnosis of monogenic disorders begins with clinical evaluation and pedigree analysis to identify inheritance patterns, followed by targeted biochemical assays where applicable, such as enzyme activity tests for certain . Confirmatory employs techniques like (PCR) and for known familial variants, achieving near-100% specificity for single-nucleotide changes. For unresolved cases, next-generation sequencing (NGS), including whole-exome or whole-genome approaches, enables detection of novel variants, with diagnostic yields of 20-40% in undiagnosed pediatric cohorts referred for rapid sequencing. programs, implemented since the 1960s for conditions like , integrate with genetic confirmation to enable early intervention, reducing morbidity in screened populations. Preimplantation for monogenic disorders (PGT-M) allows embryo selection in at-risk couples via fertilization, though it raises ethical considerations regarding embryo viability and access. Diagnostic delays averaging years persist due to phenotypic overlap and incomplete , underscoring the need for broader genomic integration in clinical practice.

Complex diseases and polygenic risk scores

Complex diseases, also known as multifactorial disorders, arise from the interplay of multiple genetic variants and environmental factors, rather than a single causative . Unlike monogenic disorders, they exhibit a continuous distribution where liability thresholds determine disease onset, with genetic contributions often following a polygenic involving thousands of common variants of small effect. Genome-wide association studies (GWAS) have identified such variants for conditions including , (CAD), and , collectively explaining 10-30% of trait variance depending on the disease. Polygenic risk scores (PRS), derived from GWAS , quantify an individual's genetic predisposition by summing the weighted effects of numerous single-nucleotide polymorphisms (SNPs) associated with a . Each SNP's weight reflects its from discovery cohorts, typically European-ancestry populations, enabling PRS to stratify risk within populations; for instance, high PRS for correlates with up to 4-fold increased odds of diagnosis, while for CAD it identifies individuals with 1.5-2 times higher lifetime risk. Applications extend to , where PRS predict drug response variability, and population screening, though environmental interactions limit standalone predictive power. Despite advances, PRS accuracy is constrained by incomplete heritability capture (often <20% for behavioral traits) and poor transferability across ancestries due to and differences. European-biased GWAS underlie this, with PRS performance dropping 70-80% in African-ancestry groups for traits like , prompting multi-ancestry models that improve but do not fully resolve disparities. Clinical integration remains nascent; as of 2024, PRS augment traditional risk factors for CVD in select guidelines but lack broad endorsement owing to modest (AUC ~0.6-0.7) and ethical concerns over equity. Ongoing trials, such as those for implementation, aim to validate utility in diverse cohorts by 2025.

Pharmacogenomics and personalized medicine

Pharmacogenomics examines the role of genetic variations in determining individual responses to medications, including efficacy, dosage requirements, and risk of adverse drug reactions. This field integrates genomic data to predict how enzymes, transporters, and receptors encoded by genes like those in the (CYP) family influence drug and . For instance, variants in CYP2D6 can classify individuals as poor, intermediate, extensive, or ultrarapid metabolizers of substrates such as , where poor metabolizers convert less prodrug to active , reducing effects, while ultrarapid metabolizers risk from excessive metabolite production. Similarly, TPMT and NUDT15 variants affect thiopurine ; low-activity alleles increase myelosuppression risk in patients treated for or , prompting dose reductions or alternative therapies in up to 10% of cases depending on population. In personalized medicine, pharmacogenomic testing guides therapeutic decisions to optimize outcomes and minimize harm. The U.S. Food and Drug Administration lists over 300 drug-gene associations, including mandatory warnings for HLA-B*5701 screening prior to abacavir initiation in HIV treatment, where the allele confers a 50-80% risk of severe hypersensitivity reactions, reducing incidence from 5-8% to near zero with preemptive genotyping. For anticoagulants like warfarin, variants in VKORC1 and CYP2C9 explain up to 40% of dose variability; algorithms incorporating these genotypes alongside clinical factors improve time in therapeutic range and reduce bleeding risks compared to clinical dosing alone. Oncology provides further examples, such as TPMT testing for 6-mercaptopurine in childhood leukemia, where deficient patients require 10-fold dose adjustments to avoid life-threatening toxicity. These applications stem from genome-wide association studies and functional validation, revealing that rare variants (minor allele frequency <0.5%) constitute 90% of pharmacogene diversity, with frequencies varying by ancestry—e.g., higher CYP2D6 poor metabolizer rates (5-10%) in Europeans versus Asians. Implementation has advanced through initiatives like the Clinical Pharmacogenetics Implementation Consortium (CPIC), which provides evidence-based guidelines for 25+ gene-drug pairs as of 2024, covering drugs used by millions annually. Preemptive panel testing, sequencing multiple actionable variants upfront, has been piloted in programs at institutions like and , demonstrating reduced adverse events and healthcare costs—e.g., a 30% drop in hospitalizations for panel-tested patients on high-risk medications. and clinical whole-genome sequencing further enable polygenic risk integration for complex responses, though most evidence supports single-gene tests for high-impact scenarios. Global regulatory harmonization lags, with policies varying; the FDA endorses labels for 200+ drugs, but only 10-20% of U.S. prescriptions involve guideline-recommended testing. Challenges persist in widespread adoption, including clinician unfamiliarity, with surveys indicating 40-60% of physicians lack confidence in interpreting results or integrating them into workflows. Cost-effectiveness is proven for specific cases like abacavir (saving $100,000+ per avoided reaction), but broad panels face barriers and insufficient prospective trials demonstrating population-level benefits amid variable . Ethical concerns arise from ancestry-specific variant distributions, potentially exacerbating disparities if testing overlooks non-European genomes, where underrepresentation in databases limits generalizability. Despite these hurdles, reduces the 7-10% adverse reaction rate attributable to , positioning it as a cornerstone for causal, evidence-driven prescribing over trial-and-error approaches.

Gene editing and therapy

Historical gene therapy efforts

The concept of gene therapy emerged in the 1970s as a potential means to correct monogenic disorders by introducing functional genes into cells, initially proposed by Theodore Friedmann and Robert Roblin in 1972. Early preclinical work focused on viral vectors, with retroviruses demonstrating stable gene integration in mammalian cells by the late 1970s. The first human applications occurred in 1980, when Martin Cline attempted modification of cells with a vector for beta-thalassemia in two s in and , but no clinical benefit was observed due to inefficient gene transfer and lack of integration. The inaugural approved gene therapy trial commenced on September 14, 1990, targeting (ADA) deficiency, a form of (SCID). In this approach, T lymphocytes from a 4-year-old , Ashanthi DeSilva, were isolated, transduced with a retroviral carrying the human ADA cDNA, and reinfused; a second followed shortly after. Initial outcomes included normalized T-cell counts and improved immune responses, with gene-marked cells persisting for up to 2 years; long-term follow-up revealed ADA expression in approximately 20% of lymphocytes in the first over 10-12 years, though overall efficacy was limited by the transient nature of T-cell therapy and the need for continued enzyme replacement. By the mid-1990s, over 100 clinical trials had initiated worldwide, predominantly using retroviral vectors for hematopoietic cell modification in cancers and diseases like , but transduction efficiencies remained low (often <10%), and durable expression was rare without targeting. In vivo delivery emerged in the 1990s using adenoviral vectors for conditions such as and (OTC) deficiency, aiming direct lung or liver , yet provoked strong immune responses that neutralized vectors and limited repeat dosing. A pivotal setback occurred on September 17, 1999, when 18-year-old died four days after receiving a high-dose adenoviral vector for OTC deficiency in a trial; the cause was a leading to multi-organ failure, highlighting risks of inflammatory vectors and inadequate preclinical modeling of human immunity. This event prompted the FDA to issue a 2000 "Gene Therapy Letter" mandating enhanced oversight, suspending several trials and stalling field progress for years. Subsequent revelations of in early 2000s retroviral SCID trials, attributed to activating oncogenes like LMO2, underscored integration-related , with five of twenty X-SCID patients developing T-cell by 2003. These failures revealed fundamental challenges in , immune evasion, and off-target effects, necessitating shifts toward self-inactivating vectors and non-integrating alternatives.

CRISPR-Cas9 and recent clinical trials

CRISPR-Cas9, adapted from a bacterial , enables precise DNA cleavage at targeted genomic loci using a and the endonuclease, facilitating insertions, deletions, or replacements to correct pathogenic in human genetic disorders. In therapeutic applications, it has progressed from preclinical models to human trials, primarily targeting monogenic diseases through editing of patient cells or emerging delivery via viral vectors. Early clinical successes demonstrate feasibility, though challenges persist, including potential off-target , immune rejection of , and scalable manufacturing. A pivotal advancement occurred with Casgevy (exagamglogene autotemcel), developed by and , which received FDA approval on December 8, 2023, for (SCD) in patients aged 12 and older experiencing recurrent vaso-occlusive crises. This therapy edits autologous hematopoietic stem cells to disrupt the BCL11A enhancer, boosting production to mitigate polymerization and red blood cell sickling. In the phase 3 CLIMB-121 trial (n=44), 96% of treated SCD patients remained free of severe vaso-occlusive crises for at least 12 months post-infusion, with 28-month follow-up data confirming sustained hemoglobin increases averaging 4.3 g/dL. For transfusion-dependent beta-thalassemia (TDT), approval followed on January 16, 2024, based on CLIMB-131 trial results where 93% of 42 patients achieved transfusion independence for at least one year, addressing alpha-globin chain imbalance. These outcomes mark the first regulatory approvals for CRISPR-based therapies, though requires myeloablative and incurs costs exceeding $2 million per , limiting . In vivo applications have advanced with Editas Medicine's EDIT-101 for type 10 (LCA10), a from CEP290 intronic mutations causing near-total blindness. The 1/2 BRILLIANCE (NCT03872479) delivered CRISPR-Cas9 subretinally to disrupt the aberrant splice donor, with 2024 results from 14 participants showing 79% experienced improved mobility navigation under low light and other vision metrics, alongside a favorable safety profile lacking severe adverse events. Efficacy varied by mutation location and disease stage, with pediatric dosing initiated in 2022 yielding preliminary vision gains in early-onset cases, though not all patients achieved clinically meaningful improvements. Intellia Therapeutics' NTLA-2001 targets transthyretin amyloidosis (ATTR), a systemic disorder from TTR mutations leading to protein misfolding and deposition. Administered intravenously as lipid nanoparticles, it inactivates hepatic TTR alleles, reducing serum protein levels. Phase 1 trial data (NCT04601051) reported mean TTR reductions exceeding 90% by day 28, sustained through two years in follow-up as of May 2025, with improvements in cardiac biomarkers and neuropathy scores in ATTR and cohorts. No serious treatment-related adverse events were noted beyond transient liver enzyme elevations, supporting dose escalation to phase 3. By February 2025, over 150 CRISPR-involved trials target genetic conditions like blood disorders, cardiomyopathies, and rare metabolic diseases, with expansions into polygenic traits via multiplex editing. Durability of edits remains promising in hematopoietic and hepatic contexts, but long-term genomic stability requires extended monitoring, as preclinical models indicate rare off-target integrations. These trials underscore CRISPR-Cas9's potential to address root genetic causes, contrasting prior gene addition therapies prone to .

Germline editing controversies

Human germline genome editing involves modifying DNA in gametes, zygotes, or early embryos, resulting in heritable changes transmitted to future generations, in contrast to somatic editing which affects only the individual. This approach has sparked intense debate due to unresolved technical limitations, including off-target mutations where unintended genomic alterations occur, potentially causing harmful effects like cancer or developmental disorders, as demonstrated in preclinical studies with CRISPR-Cas9 systems. Mosaicism, where not all cells in the embryo receive the edit uniformly, further complicates efficacy and safety, as observed in animal models and early human embryo experiments. The most prominent controversy arose in November 2018 when Chinese scientist announced the birth of twin girls, Lulu and Nana, whose embryos he edited using CRISPR-Cas9 to introduce a mutation conferring resistance, claiming a third edited child was en route. Jiankui's work bypassed international norms, lacked transparent , and involved inadequate from participants, many of whom were reportedly incentivized through payments rather than fully grasping long-term risks. Global scientific bodies, including the National Academies of Sciences, Engineering, and Medicine (NASEM), condemned the experiment as premature and unethical, citing insufficient evidence of safety and the absence of pressing medical need, as transmission can be prevented through established methods like . Jiankui was convicted in in 2019 of illegal medical practice, receiving a three-year sentence and fines totaling about 3 million (approximately $430,000 USD). Ethical concerns center on and consent, as edited individuals cannot retroactively approve changes affecting their descendants, raising questions of violation under first-principles of individual rights. Critics argue that even therapeutic intents risk a toward enhancements, such as selecting for or physical traits, exacerbating social inequalities since access would likely favor affluent groups, as projected in economic analyses of emerging biotechnologies. Proponents, including some bioethicists, contend that for monogenic diseases like Huntington's, benefits could outweigh risks if preclinical data confirm precision and low mosaicism rates below 1%, but remains sparse, with no large-scale human trials validating long-term outcomes. Sources from academic institutions often emphasize precautionary prohibitions, potentially influenced by institutional , yet causal analysis supports caution given the irreversible nature of alterations and historical precedents of unintended genetic consequences in analogous fields like radiation mutagenesis. Regulatory responses reflect broad consensus against clinical application: as of 2020, 75 of 96 surveyed countries explicitly prohibit heritable in pregnancies, with bans enforced through or funding restrictions. , congressional acts since 2015 bar federal funding for leading to , effectively halting FDA review pathways due to statutory requirements for proven and . The World Health Organization's 2021 framework recommends a global registry for research and moratoriums on heritable uses until robust exists, prioritizing empirical validation over speculative benefits. An international commission convened by NASEM, the U.K. , and others in 2020 concluded that clinical should not proceed absent reliable across the and broad societal agreement, underscoring persistent scientific disagreements on thresholds. Despite these strictures, underground or laxly regulated pursuits persist in some jurisdictions, heightening calls for harmonized global standards to mitigate rogue applications.

Behavioral and cognitive genetics

Heritability of intelligence and personality

Heritability in behavioral genetics refers to the proportion of observed variation in a trait within a population that can be attributed to genetic differences among individuals, estimated primarily through twin, adoption, and family studies that compare monozygotic (identical) and dizygotic (fraternal) twins reared together or apart. These methods leverage the fact that monozygotic twins share nearly 100% of their genetic material, while dizygotic twins share about 50%, allowing separation of genetic from shared environmental influences. Broad heritability encompasses both additive and non-additive genetic effects, with estimates derived from classical quantitative genetics rather than molecular methods like genome-wide association studies (GWAS), which capture only common variant contributions and often yield lower figures due to "missing heritability" from rare variants and gene-environment interactions. For intelligence, typically operationalized as general cognitive ability (g) via IQ tests, twin studies consistently indicate moderate to high heritability that increases with age. In childhood (around age 9), heritability is approximately 41%, rising linearly to 55% in adolescence (age 12) and 66% in young adulthood, reflecting diminishing shared environmental influences as individuals select environments aligning with their genetic predispositions. Adult estimates from meta-analyses of twin and adoption studies average 50% for broad heritability, with some ranging 57-73% or higher in large samples, while narrow heritability (additive genetics) from adoption designs aligns closely at around 50%. GWAS polygenic scores explain 10-20% of IQ variance in recent large-scale studies, supporting the polygenic architecture but underscoring that twin-based estimates better capture total genetic influence. These findings hold across diverse populations, though environmental deprivation can suppress expression in low-SES groups, with heritability appearing lower there due to amplified non-shared environmental variance rather than reduced genetics. Personality traits, often framed within the model (openness, , extraversion, , ), exhibit moderate averaging 40-50% across traits based on twin studies. A of genetic found overall of 40% for self-reported , with no significant sex differences and stability across assessment methods, though extraversion and show slightly higher estimates (around 50%) than (around 30-40%). Family and adoption studies corroborate these figures, indicating minimal shared environmental effects in adulthood (less than 10%), with non-shared experiences and measurement error accounting for the remainder. Genetic influences on are polygenic, with GWAS identifying hundreds of loci, but twin estimates remain the gold standard for total , as molecular methods capture only a fraction (e.g., 5-10%) due to similar limitations as in .
Trait CategoryHeritability Estimate (Adults)Key MethodsNotes
(g/IQ)50-80%Twin/adoption studiesIncreases with age; GWAS ~10-20% SNP-h²
Personality40-50% averageTwin studiesConsistent across traits; low shared environment
Critics of high heritability estimates argue for greater environmental roles, but empirical tests, including reared-apart twin correlations (0.70-0.80 for IQ), refute equal environment assumptions as a major confound, with genetic effects persisting despite diverse upbringings. Academic sources, while sometimes minimizing genetic to emphasize malleability, rely on the same data showing causal genetic pathways via molecular validation and animal models, underscoring that does not imply immutability but highlights genetic baselines shaping trait variance.

Genetic correlations with social outcomes

Polygenic scores derived from genome-wide association studies (GWAS) of have been shown to predict a range of social outcomes, including years of schooling completed, , and household income, of parental . These scores, which aggregate the effects of thousands of common genetic variants, explain approximately 10-15% of the variance in and extend to correlated socioeconomic measures, with effect sizes persisting after controlling for family background in longitudinal cohorts. For instance, in analyses of over 20,000 individuals across five studies, higher polygenic scores for were associated with upward relative to parental class, as measured by intergenerational shifts in occupation and income. Genetic correlations between and income have been quantified through multivariate GWAS, revealing shared genomic loci that underlie a common factor influencing multiple indicators of , such as earnings and wealth accumulation. A 2025 GWAS identified 162 loci associated with this income factor, demonstrating small but significant pleiotropic effects where variants predictive of cognitive performance also contribute to economic outcomes. Similarly, polygenic scores for predict lower rates of criminal offending, with a one-standard-deviation increase in the score linked to reduced risk by 2-5% in population samples, even after adjusting for environmental confounders like childhood SES. These associations extend to reproductive behaviors, where polygenic scores for exhibit negative genetic correlations with traits, such as number of children and age at first birth, reflecting trade-offs between prolonged and earlier formation. Multivariate analyses confirm that genetic propensities for higher SES are associated with delayed and fewer offspring, consistent with empirical patterns in high-income populations. Such findings underscore direct genetic influences on life-course decisions, though environmental interactions, including gene-environment correlations, amplify these effects in supportive settings. Overall, these genetic correlations highlight causal pathways from heritable cognitive traits to stratified social positions, with predictive power validated across diverse European-ancestry cohorts.

Nature-nurture debates and

The nature-nurture debate in human genetics centers on apportioning variance in behavioral and cognitive traits between genetic and environmental influences, with from twin, , and molecular studies demonstrating substantial genetic contributions for traits such as . Twin studies, which compare monozygotic twins (sharing nearly 100% of genes) to dizygotic twins (sharing about 50%), consistently yield estimates—defined as the proportion of phenotypic variance attributable to genetic variance within a —for (IQ) ranging from 0.57 to 0.73 in adults, with meta-analyses of longitudinal data showing increasing from approximately 0.20-0.40 in infancy to 0.80 in adulthood due to gene-environment amplification effects. For personality traits, averages 0.40-0.50 across the dimensions, as synthesized in meta-analyses of over 2,700 twin studies encompassing 17,804 traits. Adoption and reared-apart twin studies further disentangle shared environment from , revealing that shared family environment—encompassing , , and household factors—accounts for near-zero variance in adult IQ and after controlling for genetic confounds, with non-shared environmental influences (unique experiences) explaining the remainder alongside . This pattern holds across replicated findings: no behavioral trait is 100% heritable, yet all show significant genetic influence greater than zero, and most environmental measures correlated with traits are themselves genetically mediated, indicating that individuals genetically predisposed to certain environments actively select or evoke them (). For instance, meta-analyses confirm that shared environment estimates (c²) diminish to negligible levels for cognitive abilities by , underscoring that family-wide factors do not persistently shape individual differences once genetic effects are isolated. Molecular genetic evidence from genome-wide association studies (GWAS) corroborates twin-based through polygenic scores (PGS), which aggregate thousands of genetic variants to predict trait variance. PGS for , a correlated with IQ (r ≈ 0.5-0.6), explain 12-16% of variance in large cohorts and independently predict cognitive performance even within families, controlling for parental and shared environment. Similarly, PGS for cognitive performance forecast up to 10% of IQ variance in independent samples, bridging the "missing heritability" gap from earlier candidate failures and affirming causal genetic realism over purely experiential models. Despite this empirical consensus in behavioral genetics—where heritability exceeds 0.40 for most —public and some academic discourse often underemphasizes genetic roles, favoring nurture-centric explanations amid ideological resistance, as evidenced by surveys showing media coverage induces misconceptions like absent in the data. This discrepancy highlights issues, with peer-reviewed syntheses in journals like Nature Genetics providing robust, replicable evidence against systemic overattribution to alone, though interactions (e.g., genetic to adversity) refine rather than refute genetic primacy. Ongoing integrates these findings to model causal pathways, rejecting false dichotomies for multivariate realism.

Eugenics history and scientific racism critiques

The term was coined by in 1883 to describe efforts aimed at improving the genetic quality of human populations through , drawing on principles of inspired by his cousin Charles Darwin's theory of . Galton outlined these ideas in Inquiries into Human Faculty and Its Development, advocating "positive" to encourage reproduction among those deemed intellectually and physically superior, and "negative" to restrict it among the inferior, based on observed familial patterns of traits like and . The movement initially relied on statistical correlations from family studies, but gained scientific momentum after the 1900 rediscovery of Gregor Mendel's work on particulate inheritance, which suggested traits could be predictably selected like in agriculture. In the United States, eugenics influenced policy from the early 1900s, with the founding of the Eugenics Record Office in 1910 at Cold Spring Harbor Laboratory, supported by the Carnegie Institution and later the Rockefeller Foundation, to compile pedigrees linking traits such as "feeblemindedness," pauperism, and criminality to inheritance. Indiana passed the first compulsory sterilization law in 1907 targeting the "unfit," followed by over 30 states; the U.S. Supreme Court upheld such measures in Buck v. Bell (1927), affirming the sterilization of Carrie Buck, deemed an "imbecile," with Justice Oliver Wendell Holmes declaring that "three generations of imbeciles are enough." Approximately 70,000 individuals, primarily the institutionalized poor, disabled, and ethnic minorities, underwent forced sterilizations by the 1970s, with California accounting for about one-third. Eugenics also shaped the Immigration Act of 1924, imposing quotas to limit entry from Southern and Eastern Europe based on claims of preserving Nordic racial stock, supported by intelligence testing data from World War I army recruits. Internationally, eugenics programs varied; Britain focused on voluntary measures and marriage restrictions, while Sweden enforced sterilizations on 63,000 people until 1975 for social and genetic reasons. In Germany, the 1933 Law for the Prevention of Hereditarily Diseased Offspring, modeled partly on U.S. precedents, mandated sterilizations for conditions like schizophrenia and resulted in over 400,000 procedures by 1945, escalating into the Aktion T4 euthanasia program that killed 200,000-300,000 disabled individuals as a precursor to broader racial extermination policies. These extremes, justified by eugenic rhetoric of racial hygiene, contributed to the movement's global discrediting after World War II, as Allied revelations of Nazi atrocities linked eugenics to genocide, prompting organizations like the American Eugenics Society to rebrand as the Society for Biodemography and Social Biology by 1972. Critiques framing as "scientific " emerged prominently in the mid-20th century, portraying it as a pseudoscientific that misapplied genetic principles to justify innate racial hierarchies and , often citing flawed assumptions about the of like without accounting for environmental factors. Proponents, however, drew on from twin and studies showing moderate to high for traits such as IQ (estimated at 50-80% in contemporary meta-analyses, though early data was cruder), arguing for causal genetic influences on outcomes rather than pure constructs. While some eugenicists incorporated racial elements—evident in U.S. immigration restrictions and Nazi policies targeting and as genetically inferior—core negative eugenics focused on individual defects like hereditary diseases across groups, not exclusively ; critiques from sources like academic institutions often amplified racial associations to delegitimize the field entirely, reflecting a shift toward amid ideological opposition to biological realism. This perspective persists in modern discourse, where recognition of differences between ancestral populations (e.g., via genome-wide studies) is equated with , despite such data underpinning and disease risk models without coercive intent. Historical analyses note that while eugenics overestimated genetic and employed unethical coercion, dismissing its foundational insights ignores validated principles of , as demonstrated by successful in yielding 20-50% gains in traits like milk production over decades.

Privacy, discrimination, and equity concerns

Genetic data risks have intensified with the rise of testing, exemplified by the October 2023 breach at , where hackers accessed ancestry and genetic reports of 6.9 million users via , exposing sensitive information including self-reported traits like Ashkenazi Jewish ancestry that facilitated targeted attempts. The incident, costing the company $1-2 million in remediation, highlighted vulnerabilities in and , with stolen profiles later sold on forums. Further compounding concerns, 's March 2025 bankruptcy filing raised alarms over the potential sale of its database containing genetic data from over 15 million individuals as a corporate asset, prompting lawsuits from 27 states and the District of Columbia to block unconsented transfers and calls for federal restrictions on such transactions. In response, over a dozen U.S. states have enacted genetic laws since 2020, mandating for and de-identification standards, while the fined £2.31 million in June 2025 for inadequate safeguards. Genetic discrimination involves adverse actions based on genetic information, such as carrier status or predispositions, prompting the U.S. (GINA) of 2008, which bars health insurers from denying coverage or adjusting premiums due to genetic data and prohibits most employers from using it in hiring, firing, or promotion decisions. GINA also forbids over genetic traits and applies to family , but excludes employers with fewer than 15 workers and offers no protections against in life, , or , where carriers could theoretically deny policies or raise rates for high-risk genotypes. Real-world examples remain limited due to underreporting, but include cases where employers indirectly acquired genetic details—such as through wellness programs—and adjusted benefits, though GINA violations have led to EEOC enforcement actions. Some states, like , extend GINA-like prohibitions to , lending, and , addressing gaps in . Equity concerns in human genetics arise from uneven and , with genomic databases historically dominated by ancestries—over 80% in many studies—resulting in polygenic risk scores that underperform for non- groups and exacerbate health outcome disparities. Minorities, rural populations, and low-income individuals face barriers to due to costs exceeding $100-500 per test, lack of coverage, transportation issues, and linguistic hurdles, limiting benefits from precision medicine. This underrepresentation perpetuates cycles where underrepresented groups contribute less data yet receive less accurate predictions, as seen in tests biased toward variants, prompting initiatives like diverse recruitment but highlighting systemic failures in equitable .

Policy responses and future governance

The United States enacted the (GINA) in 2008, prohibiting health insurers from denying coverage or adjusting premiums based on genetic information and barring employers from using such data in hiring, firing, or promotion decisions, though it excludes life, , and and permits voluntary wellness programs under certain conditions. GINA's protections remain in force without substantive amendments as of 2025, despite advocacy for expansions to cover emerging areas like epigenetic markers, reflecting a policy emphasis on preventing misuse of genetic data amid rising testing. Similar laws exist in other jurisdictions, such as the European Union's GDPR provisions on genetic data as sensitive personal information, which mandate explicit consent and stringent security for processing. Somatic gene therapies, including -based treatments, face rigorous regulatory oversight but have seen approvals signaling policy adaptation to therapeutic potential. The U.S. (FDA) approved Casgevy, the first / therapy for and beta-thalassemia, on December 8, 2023, following clinical trials demonstrating durable efficacy in altering hematopoietic stem cells . The () followed with approval in February 2024, under advanced therapy medicinal product () frameworks that require comprehensive safety data, including off-target editing risks and long-term . These approvals contrast with prohibitions on heritable () editing; as of 2025, no country permits clinical applications of germline modifications, with 70 nations, including the U.S., , and EU members, enacting explicit bans or funding restrictions via legislation or executive orders. The 2018 case of Chinese scientist He Jiankui's unauthorized CRISPR-edited embryos prompted global policy tightening, including China's 2019 regulations criminalizing heritable editing and enhanced oversight of reproductive technologies. In response, the (WHO) issued 2021 recommendations for editing governance, advocating international registries for , prohibitions on heritable edits until and are assured, and principles like promoting , due care, and fairness to mitigate risks of inequitable access. These guidelines emphasize multilateral collaboration over unilateral national policies, given cross-border flows, but implementation varies, with lighter regulation in some Asian jurisdictions compared to stringent U.S. and EU requirements for institutional review and ethical oversight. Emerging applications like polygenic embryo screening for disease risks or behavioral traits, enabled by in vitro fertilization and genomic sequencing, lack unified global policies, raising governance challenges. Surveys indicate substantial public interest, with 72% of U.S. adults approving polygenic screening in principle for traits like intelligence or health outcomes, though concerns persist over accuracy limits—polygenic scores explain only 10-20% of variance in complex traits like educational attainment—and potential for exacerbating social inequalities. In jurisdictions like the UK, preimplantation genetic testing for monogenic disorders is permitted under the Human Fertilisation and Embryology Act 1990, but extensions to polygenic scores for non-medical traits face ethical scrutiny without formal bans, prompting calls for welfarist regulations balancing parental autonomy with societal risks. Future governance frameworks anticipate integrating behavioral genetics findings, where twin studies show 40-60% heritability for traits like , into policy without endorsing deterministic views. In May 2025, leading organizations including the International Society for Cell & Gene Therapy (ISCT), Alliance for (ARM), and American Society of Gene & Cell Therapy (ASGCT) jointly called for a 10-year moratorium on heritable editing to prioritize safety data and ethical consensus, recommending global standards for oversight amid advances in synthetic genomes and AI-driven polygenic prediction. Proposed models include WHO-aligned registries, reforms to democratize tools, and mandates to counter misuse, though critics argue precautionary moratoriums may unduly delay disease-preventing applications absent evidence of unique germline risks beyond somatic precedents. Policymakers must weigh empirical data against ideological resistances to genetic causal influences, favoring evidence-based thresholds for permitting enhancements that demonstrably improve well-being without coercion.

Recent advances

Pangenome projects and diverse sequencing

The traditional single-reference , such as GRCh38, predominantly reflects European ancestry and fails to capture substantial in non-European populations, leading to mapping errors and missed variants in diverse groups. projects address this by constructing graph-based references from multiple high-quality, phased diploid assemblies, enabling better representation of population-specific alleles, structural variants, and copy number variations. These efforts prioritize diverse sequencing from underrepresented ancestries, such as , South Asian, and groups, where is highest, to improve variant detection accuracy across global populations. The Human Pangenome Reference (HPRC), funded by the U.S. and launched in 2019, coordinates international efforts to produce a encompassing hundreds of complete genomes from diverse individuals. The consortium targets at least 350 phased diploid assemblies by mid-decade, with an initial focus on 100 high-coverage assemblies using long-read technologies like PacBio HiFi and to resolve complex regions intractable in short-read sequencing. Participants include genomic centers in the U.S., U.K., and , emphasizing ethical recruitment to ensure equitable representation without over-sampling any single group. In May 2023, HPRC released its first draft , comprising 47 phased diploid assemblies (94 haplotypes) from 32 unrelated individuals of diverse ancestries, including , Amerindian, East Asian, South Asian, and European. This resource aligns over 99% of the while identifying 119 million novel DNA variants, with nearly 90 million single variants and a fourfold increase in structural variant detection compared to prior references. The structure accommodates non-reference sequences, reducing bias in alignment for non-European genomes, where the single reference previously omitted up to 8% of content. Diverse sequencing initiatives within these projects, such as HPRC's expansion and complementary efforts like the , sequence genomes from isolated or admixed populations to catalog rare variants and archaic admixture signals. For instance, African-ancestry genomes reveal 50% more variants than European ones due to deeper coalescence times, enhancing disease association studies and for global applicability. These advancements mitigate disparities in clinical genomics, where European-biased references have historically inflated error rates in variant calling for other groups by 10-20%. Ongoing releases, including year-2 in , integrate these into tools for population-scale analysis, fostering precision medicine less tethered to ancestral biases.

Synthetic genomes and long-read technologies

Long-read sequencing technologies, such as ' HiFi sequencing and Oxford Nanopore's single-molecule approaches, generate reads spanning thousands to millions of base pairs, surpassing the shorter reads (typically 100-300 bp) of traditional short-read methods like Illumina. These advancements enable more accurate assembly of repetitive and structurally complex genomic regions, which constitute about 8% of the and were previously unresolved in reference assemblies. In human genetics, long-read sequencing has facilitated the complete telomere-to-telomere assembly of a , as achieved by the Telomere-to-Telomere Consortium in 2022, revealing over 2 million additional base pairs and novel centromeric sequences. This has improved variant calling for structural variants, which account for a larger fraction of in than single-nucleotide polymorphisms alone. Recent applications include enhanced detection of in clinical diagnostics, where long reads resolve phased haplotypes and mobile elements missed by short-read technologies, increasing diagnostic yield in undiagnosed cases by up to 20-30%. In single- , long-read methods now produce reads of 6-10 , enabling whole-chromosome phasing and assembly from individual cells, which aids in studying mosaicism and tumor heterogeneity. These technologies have also supported efforts by incorporating diverse ancestries, reducing reference bias in non-European populations where short-read alignments fail up to 10% more frequently. Costs have dropped significantly, with per-genome sequencing now under $1,000 for high-quality long-read data, broadening accessibility for population-scale studies. Parallel efforts in synthetic genomes seek to construct human DNA sequences de novo, building on milestones like the 2010 synthesis of a minimal bacterial genome by the J. Craig Venter Institute. The Genome Project-Write (GP-write), launched in 2016, aims to develop scalable methods for engineering entire human genomes or large segments, with applications in recoding genomes to resist viruses or enhance therapeutic cell production. In June 2025, the Synthetic Human Genome (SynHG) project, funded by Wellcome, initiated work on foundational tools for human genome synthesis, targeting scalable DNA assembly and editing pipelines expected to mature over decades. This involves chemical synthesis of large DNA fragments, followed by yeast-based assembly, to probe gene regulation and disease mechanisms unattainable through editing alone. Synthetic approaches promise causal insights into non-coding elements, which comprise 98% of the and influence traits via regulatory networks, but raise challenges in verifying functionality without empirical testing in cellular contexts. with long-read technologies could validate synthetic constructs by providing high-fidelity during , though current synthesis error rates (1 in 100-1,000 bases) necessitate iterative refinement. These developments, while advancing precision medicine, underscore the need for rigorous validation, as synthetic genomes must replicate native epigenetic and dynamics for biological fidelity.

Integration with AI and big data

(AI) and big data analytics have transformed human genetics by enabling the processing of massive genomic datasets, such as those from next-generation sequencing (NGS), which generate terabytes of data per sample. AI algorithms, particularly models, automate calling, correction, and in NGS pipelines, reducing time from weeks to hours and improving accuracy in identifying rare variants associated with diseases. For instance, convolutional neural networks applied to sequencing reads achieve up to 20% higher precision in detecting structural variants compared to traditional methods. In polygenic risk scoring (PRS), enhances predictions of complex traits by capturing non-linear interactions among millions of genetic variants, outperforming models used in conventional genome-wide association studies (GWAS). Studies demonstrate that deep learning-optimized PRS for blood cell traits identify sex-specific genetic correlations with diseases, explaining up to 15% more variance than standard approaches. Similarly, AI-refined PRS for cardiovascular diseases improve early detection by integrating genomic data with clinical covariates, achieving area under the curve () values exceeding 0.80 in validation cohorts. These advancements rely on big data repositories like the , which provide millions of genotyped samples for training robust models. AI integration extends to multimodal data fusion, combining genomic sequences with epigenomic, transcriptomic, and proteomic information to model regulation. Tools like AlphaGenome, developed by DeepMind, predict how single variants alter and protein outputs by simulating regulatory networks, aiding in the interpretation of non-coding mutations implicated in 90% of disease-associated variants. platforms facilitate this by scaling computations across cloud infrastructures, though challenges persist in handling data heterogeneity and , where models trained on European-ancestry datasets underperform in diverse populations due to differences. Ethical and technical hurdles include ensuring algorithmic transparency amid black-box models and mitigating privacy risks in systems that aggregate genetic data without centralization. While accelerates precision medicine—such as tailoring therapies based on pharmacogenomic predictions—empirical validation remains essential, as inflated performance often diminishes in clinical settings due to unmodeled environmental confounders. Ongoing efforts focus on sustainable to address the energy demands of training large models on petabyte-scale genomic archives.

References

  1. [1]
    Understanding Human Genetic Variation - NCBI - NIH
    Genetics is the scientific study of inherited variation. Human genetics, then, is the scientific study of inherited human variation.How Do Scientists Study... · How Is Our Understanding of...Missing: overview | Show results with:overview
  2. [2]
    A brief history of human disease genetics - PMC - PubMed Central
    Jan 8, 2020 · A primary goal of human genetics is to identify DNA sequence variants that influence biomedical traits, particularly those related to the ...
  3. [3]
    The Human Genome - NCBI - NIH
    The human genome, made of DNA, has two parts: a nuclear genome of about 3.2 billion nucleotides and a mitochondrial genome of 16,569 nucleotides.
  4. [4]
    The status of the human gene catalogue - PMC - PubMed Central
    Mar 24, 2023 · Over 20 years after the original publication of the human genome, the number of protein-coding genes is stabilizing around 19,500, although the ...Missing: size | Show results with:size
  5. [5]
  6. [6]
    INHERITANCE PATTERNS - Understanding Genetics - NCBI - NIH
    Several basic modes of inheritance exist for single-gene disorders: autosomal dominant, autosomal recessive, X-linked dominant, and X-linked recessive.
  7. [7]
    Human Genome Project Fact Sheet
    Jun 13, 2024 · The Human Genome Project was a large, well-organized, and highly collaborative international effort that generated the first sequence of the human genome.
  8. [8]
    The Human Genome Project
    Mar 19, 2025 · Launched in October 1990 and completed in April 2003, the Human Genome Project's signature accomplishment – generating the first sequence of ...
  9. [9]
    Human Genetics and the Human Genome Project - NCBI - NIH
    Genes are the fundamental units of heredity, and the genome is the organism's ensemble of genes. The genotype is the individual organism's unique set of all ...Missing: overview | Show results with:overview
  10. [10]
    GENETICS 101 - Understanding Genetics - NCBI Bookshelf - NIH
    The human genome is estimated to contain 20,000 to 25,000 genes. Although each cell contains a full complement of DNA, cells use genes selectively. For example, ...
  11. [11]
    Molecular genetics made simple - PMC - PubMed Central
    All inheritable traits of living organisms are determined by their genetic material, the 'genome', a long nucleic acid called deoxyribonucleic acid (DNA).
  12. [12]
    Base Pair - National Human Genome Research Institute
    One copy of the human genome consists of approximately 3 billion base pairs of DNA, which are distributed across 23 chromosomes. Human chromosomes range in size ...Missing: 2023 | Show results with:2023
  13. [13]
    Genetics, Chromosomes - StatPearls - NCBI Bookshelf - NIH
    A chromosome is a DNA molecule that contains the genetic information for an organism. The chromosomal structure is composed of the organism's DNA and special ...
  14. [14]
    Chromosome - National Human Genome Research Institute
    Humans have 22 pairs of numbered chromosomes (autosomes) and one pair of sex chromosomes (XX or XY), for a total of 46. Each pair contains two chromosomes, one ...Cromosoma · Histone · Nucleosome
  15. [15]
    Chromosome Map - Genes and Disease - NCBI Bookshelf - NIH
    The Human Genome Project aims to identify and sequence the ~30,000 genes in human DNA.
  16. [16]
    Chromosomes Fact Sheet
    Aug 15, 2020 · Chromosomes are thread-like structures located inside the nucleus of animal and plant cells.
  17. [17]
    Karyotype - National Human Genome Research Institute
    A karyotype is an individual's complete set of chromosomes. The term also refers to a laboratory-produced image of a person's chromosomes isolated from an ...
  18. [18]
    Chromosome Abnormalities Fact Sheet
    Aug 15, 2020 · The typical number of chromosomes in a human cell is 46: 23 pairs, holding an estimated total of 20,000 to 25,000 genes. One set of 23 ...
  19. [19]
    Human Genome Assembly GRCh38.p14 - NCBI - NIH
    GRCh38.p14 has 3,298,912,062 total bases, 3,137,300,923 non-N bases, and a primary N50 of 67,794,873. Chromosome 1 is 248,956,422 bp.
  20. [20]
    Chromosomes and Chromatin - The Cell - NCBI Bookshelf - NIH
    Heterochromatin is transcriptionally inactive and contains highly repeated DNA sequences, such as those present at centromeres and telomeres. As cells enter ...
  21. [21]
    Genomic and Functional Variation of Human Centromeres - PMC
    Feb 6, 2020 · Centromeres are central to chromosome segregation and genome stability, and thus their molecular foundations are important for understanding their function.
  22. [22]
    The organization and function of chromosomes - PMC - NIH
    Telomeres have two key functions. First, the complex of proteins that nucleates on the telomeric DNA maintains its structural stability and ensures that the ...
  23. [23]
    Genetics, Chromosome Abnormalities - StatPearls - NCBI Bookshelf
    Apr 24, 2023 · The normal human karyotype contains approximately two meters of DNA organized into 46 chromosomes: 22 pairs of homologous autosomal chromosomes ...
  24. [24]
    "Experiments in Plant Hybridization" (1866), by Johann Gregor Mendel
    Sep 4, 2013 · During the mid-nineteenth century, Johann Gregor Mendel experimented with pea plants to develop a theory of inheritance.
  25. [25]
    Mendel and his peas (article) | Heredity - Khan Academy
    In 1865, Mendel presented the results of his experiments with nearly 30,000 pea plants to the local Natural History Society. Based on the patterns he observed, ...
  26. [26]
    Gregor Johann Mendel and the development of modern ... - NIH
    Jul 18, 2022 · Mendel demonstrated that individuals inherit one allele from each of the male and female parent, and they transmit these alleles randomly to the ...
  27. [27]
    The Early History of Genetics - Oregon State University
    Mendel postulated the third law of heredity (a.k.a. the law of independent assortment), suggesting that different traits—like seed shape and seed color—are ...
  28. [28]
    Why Everyone Overlooked Gregor Mendel's Groundbreaking Paper
    Feb 8, 2018 · Until 1900, however, the entire European scientific community apparently missed the real discovery buried in Mendel's data, mostly because ...
  29. [29]
    Mendelian Inheritance in Man and Its Online Version, OMIM - PMC
    Garrod's Generalization: Most Diseases Are Related to Chemical Individuality. The title of Garrod's landmark report on the first of his inborn errors of ...<|control11|><|separator|>
  30. [30]
    1902: Orderly Inheritance of Disease Observed
    Apr 22, 2013 · In 1902, British physician Archibald Garrod, on the advice of his colleague, Bateson, demonstrated that alkaptonuria is inherited according to Mendelian rules.Missing: hemophilia inborn
  31. [31]
    Archibald Edward Garrod: Inborn errors of metabolism
    Jun 13, 2023 · Alkaptonuria became the prototype of the inborn errors of metabolism, which Garrod investigated; he eventually collated forty instances from the literature.Missing: hemophilia | Show results with:hemophilia
  32. [32]
    Legacies of Garrod's brilliance. One hundred years--and counting
    Oct 5, 2008 · In these formerly forgotten, but now famous, dissertations, Garrod first used the expression, 'inborn errors of metabolism', to describe four ...Missing: hemophilia | Show results with:hemophilia
  33. [33]
    Sir Archibald Edward Garrod - DNA from the Beginning
    Garrod was also the first to propose the idea that diseases were "inborn errors of metabolism." He believed that diseases were the result of missing or false ...Missing: hemophilia | Show results with:hemophilia
  34. [34]
    How Mendel's Interest in Inheritance Grew out of Plant Improvement
    Oct 1, 2018 · Mendel conducted his pea crossing experiments between 1856 and 1863 (see Mendel's second letter to Nägeli; Correns 1905). Before that, in 1854 ...
  35. [35]
    A History of Medical Genetics in Pediatrics - Nature
    Jul 1, 2004 · The field of biochemical genetics dates back to Garrod (3), who in the early part of the 20th century coined the term “inborn errors of ...
  36. [36]
    Mendel and the laws of inheritance - The Explorer's Guide to Biology
    Mendel's First Discovery – Traits are Inherited as Discrete Pieces of Information ... Most human traits are influenced by complex networks of many genes.
  37. [37]
    [PDF] Genetic Timeline - National Human Genome Research Institute
    1865. Discovery: Heredity Transmitted in Units. Gregor Mendel's experiments on peas demonstrate that heredity is transmitted in discrete units.
  38. [38]
    Evolution of Genetic Techniques: Past, Present, and Beyond - NIH
    Developments in all fields of genetics and genetic technology in the first half of the 20th century provided a basis for the later developments. In the second ...
  39. [39]
    Human Genome Project Timeline
    Jul 5, 2022 · Completed in April 2003, the Human Genome Project gave us the ability to read nature's complete genetic blueprint for a human.
  40. [40]
    The Human Genome Project changed everything - Nature
    Aug 7, 2020 · Since the completion of the HGP, he has led multiple genome projects including the generation of the first personalized whole-genome diploid ...
  41. [41]
    Next-generation sequencing: 2025 Revolution - Lifebit
    Sep 24, 2025 · The progress is remarkable: sequencing a human genome has dropped from billions of dollars over a decade to under $1,000 in hours. The high ...
  42. [42]
    The Next-Generation Sequencing Revolution and Its Impact on ... - NIH
    Although next-generation sequencing has impacted the human genetics field as a whole, few areas have benefited more than the study of rare genetic diseases.
  43. [43]
    Whole-genome sequencing of half-a-million UK Biobank participants
    Dec 8, 2023 · The UKB WGS project offers a groundbreaking opportunity to explore human genetic variation and its application to disease research. The vast ...<|control11|><|separator|>
  44. [44]
    Twenty years of genome-wide association studies: Health ... - Nature
    Oct 14, 2025 · A landmark genome-wide association study (GWAS) in 2005 led to a major discovery about the genetics of age-related macular degeneration.
  45. [45]
    Largest genome-wide association study ever uncovers nearly all ...
    Oct 12, 2022 · By analyzing data from nearly 5.4 million people, Broad researchers have identified more than 12,000 genetic variants that influence height.
  46. [46]
  47. [47]
    Past, present, and future of CRISPR genome editing technologies
    Feb 29, 2024 · With the approval of the first CRISPR-based human therapy in late 2023,1 CRISPR genome editing is entering a new era.Missing: timeline | Show results with:timeline
  48. [48]
    Current applications and future perspective of CRISPR/Cas9 gene ...
    Feb 21, 2022 · The first clinical application of CRISPR/Cas9 gene editing was in 2016, when a clinical trial delivered CRISPR gene-edited immune cells to a ...Missing: timeline | Show results with:timeline
  49. [49]
    CRISPR–Cas9: A History of Its Discovery and Ethical ... - NIH
    Aug 15, 2022 · Sangamo Therapeutics first performed this procedure in July 2017 on a patient suffering from Hunter syndrome (a rare genetic disease, form of ...
  50. [50]
    Genetics, Autosomal Recessive - StatPearls - NCBI Bookshelf
    An autosomal pattern of inheritance occurs in families affected with a genetic disease whose gene is not on a sex chromosome.
  51. [51]
    Genetics, Autosomal Dominant - StatPearls - NCBI Bookshelf - NIH
    Disorders that follow an autosomal dominant mode of inheritance manifest when an individual inherits at least one dominant allele (A) for a disorder gene.
  52. [52]
    Autosomal Recessive Inheritance: Cystic Fibrosis - PMC - NIH
    Jul 24, 2017 · It typically displays autosomal recessive inheritance requiring each parent to provide a pathogenic allele to their child for the disease to ...Abstract · Figure 1 · Figure 2
  53. [53]
    Chromosome theory of inheritance - Biological Principles
    Simple rules for pedigree analysis ; Autosomal recessive. affects males and females equally; both parents must carry allele ; Autosomal dominant. affects males ...
  54. [54]
    Sex Linked - National Human Genome Research Institute
    Sex-linked, as related to genetics, refers to characteristics (or traits) that are influenced by genes carried on the sex chromosomes.
  55. [55]
    X-Linked - National Human Genome Research Institute
    X-linked, as related to genetics, refers to characteristics or traits that are influenced by genes on the X chromosome.
  56. [56]
    Genetics, X-Linked Inheritance - StatPearls - NCBI Bookshelf
    RISK CALCULATION: The X chromosome from a male is transmitted to daughters, and the Y chromosome is transferred to sons. If an affected male has kids with a ...Introduction · Clinical Significance
  57. [57]
    Y chromosome - Genetics - MedlinePlus
    Sep 28, 2022 · The Y chromosome likely contains 70 to 200 genes that provide instructions for making proteins. Because only males have the Y chromosome, the ...
  58. [58]
    The Y chromosome and its impact on health and disease - PMC - NIH
    The Y-linked gene, UTY, when functional, reduces pro-inflammatory cytokines and endothelial cell death (28).
  59. [59]
    Inheritance of mitochondrial DNA in humans: implications for rare ...
    Mar 18, 2020 · For many decades, it has generally been accepted that mtDNA is inherited exclusively down the maternal line in humans. Although recent evidence ...
  60. [60]
    Human mitochondrial DNA: roles of inherited and somatic mutations
    Mutations in the human mitochondrial genome are known to cause an array of diverse disorders, most of which are maternally inherited.
  61. [61]
    The Maternal Magic of Mitochondria
    May 6, 2020 · Unlike nuclear DNA, which is inherited from both parents, mitochondrial DNA is usually inherited only from our mothers. Both egg and sperm ...
  62. [62]
    4.2 Symbols used in Pedigree Charts - Introduction to Genetics
    Pedigree chart symbols include: male (square), female (circle), marriage (linked lines), affected (shaded), carrier (dot inside), deceased (line through), ...
  63. [63]
    PEDIGREE AND FAMILY HISTORY-TAKING - Understanding Genetics
    A pedigree represents family members and relationships using standardized symbols (see Pedigree Symbols below). Because the family history continually ...
  64. [64]
    Pedigrees review (article) | Heredity - Khan Academy
    Pedigrees are used to analyze the pattern of inheritance of a particular trait throughout a family. Pedigrees show the presence or absence of a trait.
  65. [65]
    Pedigree Analysis – Genetic History of Family - BYJU'S
    Pedigree analysis was developed to understand the inheritance of genes from parents to offspring. It was developed as a chart that can represent a family tree ...
  66. [66]
    [PDF] Pedigree Analysis
    Pedigree analysis uses a family tree to study genetics of inherited diseases, determining if a trait is dominant or recessive and if it is autosomal or X- ...
  67. [67]
    Pedigrees (video) | Mendelian genetics - Khan Academy
    Jul 29, 2018 · Pedigrees are a useful method to model the inheritance patterns of traits within families. By using symbols and analyzing phenotypes, we can infer genotypes ...<|separator|>
  68. [68]
    Pedigree Chart- Definition, Interpretation, Symbols, Significances
    Aug 3, 2023 · A pedigree chart is an illustration that represents the presence and emergence of different phenotypes of a significant gene of an organism.
  69. [69]
    Polygenic inheritance and environmental effects - Khan Academy
    In this article, we'll examine how complex traits such as height are inherited. We'll also see how factors like genetic background and environment can affect ...Missing: pedigree | Show results with:pedigree
  70. [70]
    3.4: Mendelian Genetics and Other Patterns of Inheritance
    Apr 20, 2023 · The term polygenic means “many genes.” Therefore, a polygenic trait is influenced by many genes that work together to produce the phenotype.
  71. [71]
    The recurrence risk of genetic complex diseases - PMC
    Mar 15, 2017 · Using empirical recurrence risks are the most important and available method to evaluate pedigree of complex (multifactorial), chromosomal, and unknown ...
  72. [72]
    The role of large pedigrees in an era of high-throughput sequencing
    The fundamental disadvantage of pedigree designs is that genomic regions identified via linkage analysis tend to be relatively large because of the coarse ...
  73. [73]
    Multifactorial Genetic Models for Quantitative Traits in Humans
    Quantitative traits measured in human families can be analyzed to partition the total population variance into genetic and environmental components.Missing: limitations | Show results with:limitations
  74. [74]
    Power of Pedigree Likelihood Analysis in Extended Pedigrees to ...
    However, as pedigree size increases, the possibility of phenocopies or other risk alleles related to the same trait also increases, complicating the analysis.Simulated Genotypes And... · Statistical Analysis · Results
  75. [75]
    Human Genomic Variation
    Feb 1, 2023 · The differences among human genomes are called genomic variants. A person's set of genomic variants is part of what makes them unique.
  76. [76]
    Mutation - National Human Genome Research Institute
    A mutation is a change in a DNA sequence. Mutations can result from DNA copying mistakes made during cell division, exposure to ionizing radiation, ...Point Mutation · Mutación · Deletion
  77. [77]
    Discovery of genomic variation across a generation - Oxford Academic
    From genome-wide microarray and next-generation sequencing scans, we now know that each human genome contains over 3 million single nucleotide variants.Discovery Of Genomic... · Genetic Variation At The... · De Novo Mutation Across A...
  78. [78]
    The causes of mutations - Understanding Evolution - UC Berkeley
    Mutations can also be caused by exposure to specific chemicals or radiation that cause the DNA to break down. Cells do have mechanisms to repair damaged or ...
  79. [79]
    Mechanisms for Structural Variation in the Human Genome
    Mar 17, 2013 · Structural variants (SVs) arise from improperly repaired DNA double-strand breaks (DSB). DSBs are a frequent occurrence in all cells and two major pathways are ...
  80. [80]
    Hotspots of Human Mutation - PMC - NIH
    Mutation of the human genome results in three classes of genomic variation: single nucleotide variants; short insertions or deletions; and large structural ...
  81. [81]
    Human populations are not biologically and genetically discrete
    Feb 1, 2023 · Each person carries between 4 and 7 million SNPs and millions of larger structural variants, compared to the human reference genome (The 1000 ...<|separator|>
  82. [82]
    Complex genetic variation in nearly complete human genomes
    Jul 23, 2025 · Here we sequence 65 diverse human genomes and build 130 haplotype-resolved assemblies (median continuity of 130 Mb), closing 92% of all previous ...
  83. [83]
    Somatic Mosaicism in the Human Genome - PMC - PubMed Central
    Somatic mosaicism refers to the occurrence of two genetically distinct populations of cells within an individual, derived from a postzygotic mutation.
  84. [84]
    The human brain through the lens of somatic mosaicism - Frontiers
    May 11, 2023 · This review starts with a methodological perspective on the study of somatic mosaicism to then cover the most recent findings in brain development and aging.
  85. [85]
    The Somatic Mosaicism across Human Tissues Network - PubMed
    Jul 2, 2025 · From fertilization onwards, the cells of the human body acquire variations in their DNA sequence, known as somatic mutations.
  86. [86]
    Low nucleotide diversity in man - PubMed
    The nucleotide diversity in humans is very low. The low diversity is probably due to a relatively small long-term effective population size rather than any ...
  87. [87]
    Population Genetics and Statistics for Forensic Analysts
    Jul 17, 2023 · The study of genetics has revealed that approximately 85% of human genetic diversity comes from individuals of the same population.
  88. [88]
    Quantifying the increase in average human heterozygosity due to ...
    Mar 5, 2008 · We have shown that urbanisation was associated with an average increase in h of up to 0.08–0.10 in this Croatian metapopulation, regardless of the method used.
  89. [89]
    Contrasting X-Linked and Autosomal Diversity across 14 Human ...
    For each of the 14 populations from 1000 Genomes, (A) genome-wide estimates are shown for nucleotide diversity (π) on the autosomes (left-most), nucleotide ...
  90. [90]
    Principal Component Analyses (PCA)-based findings in population ...
    Aug 29, 2022 · They are routinely used to cluster individuals with shared genetic ancestry and detect, quantify, and adjust for population structure. PCA is ...
  91. [91]
    Insights into human genetic variation and population history from ...
    We identify 67.3 million single-nucleotide polymorphisms (SNPs), 8.8 million small insertions or deletions (indels) and 40,736 copy number variants (CNVs). This ...
  92. [92]
    a method to assess and visualize population substructures in genetics
    Mar 7, 2019 · Principal component analysis (PCA) is a standard method to correct for population stratification in ancestry-specific genome-wide ...
  93. [93]
    Empirical Distributions of F ST from Large-Scale Human ...
    Nov 21, 2012 · We further showed that only 12% of the total genetic variation is distributed between continental populations with a minor amount of 1% between ...
  94. [94]
    Worldwide F(ST) estimates relative to five continental-scale ...
    Overall, we find low FST values, with posterior 97.5 percentiles < 3% when comparing a subpopulation with the most appropriate population, and even for inter- ...
  95. [95]
    Challenges in human genetic diversity: demographic history and ...
    A clear example of genetic adaptation to cultural innovation is the selection of alleles of LCT permitting persistence of lactase expression into adulthood.
  96. [96]
    The Genetics of Human Adaptation: Hard Sweeps, Soft Sweeps, and ...
    Feb 23, 2010 · Several lines of evidence argue for an important role of positive selection in shaping human variation and differences among populations.
  97. [97]
    Evolutionary Adaptation in the Human Lineage - Nature
    Malaria also drove one of the most striking genetic differences between populations. This difference involves the Duffy antigen gene (FY), which encodes a ...
  98. [98]
    Genetics in geographically structured populations: defining ...
    FST is directly related to the variance in allele frequency among populations and, conversely, to the degree of resemblance among individuals within populations ...
  99. [99]
    Human genetic admixture through the lens of population genomics
    Apr 18, 2022 · In this review, we outline some challenges for admixture population genetics, including limitations of applying methods designed for populations without recent ...
  100. [100]
    Insights into human genetic variation and population history from ...
    We identified 67.3 million single-nucleotide polymorphisms, 8.8 million small insertions or deletions (indels), and 40,736 copy number variants. This includes ...
  101. [101]
    Populations, Traits, and Their Spatial Structure in Humans
    Allele frequency differences can lead to causal alleles that are present only in a single population, also known as population-specific causal alleles. The ...
  102. [102]
    The population genetics of human disease: The case of recessive ...
    Allele frequency data for the 417 variants were obtained from the Exome Aggregation Consortium (ExAC) for 60,706 individuals, of whom 33,370 are non-Finnish ...
  103. [103]
    Large allele frequency differences between human continental ...
    Large allele frequency differences between human continental groups are more likely to have occurred by drift during range expansions than by selection.<|separator|>
  104. [104]
    Allele frequency distributions in pooled DNA samples - PubMed - NIH
    Our studies show that accurate, quantitative data on allele frequencies, suitable for identifying markers for complex disorders, can be identified from pooled ...
  105. [105]
    Hardy-Weinberg Equilibrium in the Large Scale Genomic ... - NIH
    Mar 13, 2020 · Hardy-Weinberg Equilibrium (HWE) is used to estimate the number of homozygous and heterozygous variant carriers based on its allele frequency in populations ...
  106. [106]
    Hardy–Weinberg equilibrium in genetic association studies - Nature
    Apr 13, 2005 · We evaluated the testing and reporting of Hardy–Weinberg equilibrium (HWE) in recent genetic association studies, detected how frequently HWE was violated.
  107. [107]
    Departure from Hardy Weinberg Equilibrium and Genotyping Error
    Oct 30, 2017 · Departure from Hardy Weinberg Equilibrium (HWE) may occur due to a variety of causes, including purifying selection, inbreeding, population substructure, copy ...
  108. [108]
    Evolution of lactase persistence: an example of human niche ...
    Lactase persistence is one of the clearest examples of niche construction in humans. Lactase is the enzyme responsible for the digestion of the milk sugar ...
  109. [109]
    Natural selection at the molecular level – scienceinschool.org
    Apr 30, 2010 · One example involves two diseases: sickle-cell anaemia and malaria. The gene involved in sickle-cell anaemia has two variants, or alleles: a ' ...
  110. [110]
    The selection landscape and genetic legacy of ancient Eurasians
    Jan 10, 2024 · Our results indicate that ancient selection and migration were large contributors to the distribution of phenotypic diversity in present-day Europeans.
  111. [111]
    Genomic inference of a severe human bottleneck during ... - Science
    Aug 31, 2023 · Our findings indicate that the severe bottleneck brought the ancestral human population close to extinction and completely reshaped present-day ...
  112. [112]
    Bottlenecks and founder effects - Understanding Evolution
    Because genetic drift acts more quickly to reduce genetic variation in small populations, undergoing a bottleneck can reduce a population's genetic variation ...
  113. [113]
    Genetic Drift and Founder Effects: Implications for Population ...
    Mar 17, 2024 · Genetic drift and founder effects are fundamental processes that shape genetic diversity within isolated populations, such as island populations ...
  114. [114]
    Neanderthal ancestry through time: Insights from genomes ... - Science
    Dec 13, 2024 · Our study provides insights into the complex history of Neanderthal gene flow into modern humans. We found strong support for a single extended ...
  115. [115]
    The contribution of gene flow, selection, and genetic drift to ... - PNAS
    We show how the genome-wide variance in allele frequency change between two time points can be decomposed into the contributions of gene flow, genetic drift, ...Results · Ancient Dna Time Transects · Ancient Dna Analyses<|separator|>
  116. [116]
    Admixture has obscured signals of historical hard sweeps in humans
    Oct 31, 2022 · These results demonstrate that admixture can sufficiently distort the genetic signals resulting from ancient fixed sweeps, often leading to ...<|control11|><|separator|>
  117. [117]
    Insights into human history from the first decade of ancient ... - Science
    Sep 23, 2021 · In this Review, we discuss the global human population movements revealed by aDNA studies, admixture, and replacements of modern and archaic humans.
  118. [118]
    Ancient genomes and the evolutionary path of modern humans: Cell
    Feb 29, 2024 · We recount recent information collected from ancient DNA studies that inform us about the evolutionary pathway to modern humanity.
  119. [119]
    Ancient DNA analysis reveals high frequency of European lactase ...
    Jan 23, 2014 · Our research shows that by AD 1200, lactase persistence frequency had risen to over 70% in this community in western Central Europe.
  120. [120]
    Human Genetics: Lactase Persistence in a Battlefield - ScienceDirect
    Nov 2, 2020 · New ancient DNA evidence from a Bronze Age battlefield indicates that selection for lactase persistence was strong and on-going in the last 3, ...
  121. [121]
    Study Reveals Lactose Tolerance Happened Quickly in Europe
    Sep 3, 2020 · The study tested genetic material from the bones of warriors in Germany in 1,200 BC, and researchers found that lactase persistence spread in ...
  122. [122]
    Altitude adaptation in Tibet caused by introgression of Denisovan ...
    Altitude adaptation in Tibet caused by introgression of Denisovan-like DNA ... A genome-wide search for signals of high-altitude adaptation in Tibetans.
  123. [123]
    Ancient genomes from the Himalayas illuminate the genetic history ...
    Mar 8, 2022 · Altitude adaptation in Tibetans caused by introgression of Denisovan-like DNA. ... A genetic mechanism for Tibetan high-altitude adaptation.
  124. [124]
    Inference of human pigmentation from ancient DNA by genotype ...
    Light eyes, hair, and skins probably evolved several times as Homo sapiens dispersed from Africa. In areas with lower UV radiation, light pigmentation ...
  125. [125]
    The evolving pigment palette of European skin, eyes and hair as ...
    Feb 18, 2025 · The study used a probabilistic genotype likelihood method to infer pigmentation traits from low-coverage ancient DNA.
  126. [126]
    The Contribution of Neanderthal Introgression to Modern Human Traits
    ... ancient specimens revealed that Neanderthals, our closest extinct relatives, admixed (mated) with modern human contemporaries. As a consequence, Neanderthal DNA ...
  127. [127]
    Earliest modern human genomes constrain timing of Neanderthal ...
    Dec 12, 2024 · ... old modern humans from Europe uncovered evidence for such secondary admixtures with Neanderthals. To test whether the Neanderthal ancestry ...
  128. [128]
    New insights into human immunity from ancient genomics
    However, ancient DNA techniques have facilitated studies of human adaptation to pathogen exposure; by analyzing the genomes of populations from different ...
  129. [129]
    Tracing the Evolution of Human Immunity Through Ancient DNA
    Apr 25, 2025 · This review discusses how ancient DNA studies, which have revolutionized evolutionary genetics, increase our understanding of the evolution of ...
  130. [130]
    Common genetic variants modify disease risk and clinical ...
    Monogenic diseases are classically defined by single, highly penetrant (proportion of carriers who develop the disease) causative mutations. However, many ...
  131. [131]
    The genetic basis of disease - PMC - PubMed Central
    This review explores the genetic basis of human disease, including single gene disorders, chromosomal imbalances, epigenetics, cancer and complex disorders.
  132. [132]
    Era of Genomic Medicine: A Narrative Review on CRISPR ... - NIH
    Oct 7, 2019 · Alterations in over 3000 human genes are known to be associated with diseases [2]. Monogenic disorders, such as Huntington's disease, cystic ...
  133. [133]
    Therapeutic advances in muscular dystrophy - PMC - PubMed Central
    The estimated prevalence rates of the most common forms of muscular dystrophy are 1 in 5,000 live male births for Duchenne muscular dystrophy (DMD) and between ...
  134. [134]
    [PDF] A brief clinical genetics review: stepwise diagnostic processes of a ...
    Oct 23, 2024 · Monogenic disorders are primarily caused by a variant(s) or certain allele(s) in a gene with a discernible inheritance pattern, and multiple ...
  135. [135]
    Preimplantation Genetic Testing for Genetic Diseases: Limits ... - NIH
    Nov 17, 2023 · In general, PGT-M can be applied to the diagnosis of all hereditary monogenic diseases for which the responsible gene has been identified, one ...
  136. [136]
    Addressing the routine failure to clinically identify monogenic cases ...
    Jun 7, 2022 · This article seeks to focus attention on the need for universal genetic testing in common diseases for which the recommended clinical management of patients
  137. [137]
    What are complex or multifactorial disorders?: MedlinePlus Genetics
    May 14, 2021 · Conditions caused by many contributing factors are called complex or multifactorial disorders. Although complex disorders often cluster in families, they do ...
  138. [138]
  139. [139]
    Genetics of coronary artery disease: discovery, biology and clinical ...
    May 4, 2018 · This pattern of results for CAD is similar to other complex diseases, including type 2 diabetes mellitus and schizophrenia. Second, most of the ...
  140. [140]
    Current State and Future of Polygenic Risk Scores in ...
    Apr 10, 2023 · This scoping review is the first of its kind and reports strong evidence for the clinical utility of PRSs in coronary artery disease, hypertension, ...
  141. [141]
    Polygenic risk scores: from research tools to clinical instruments
    May 18, 2020 · Polygenic risk scores may be used to estimate an individual's lifetime genetic risk of disease, but the current discriminative ability is low in the general ...Missing: post- | Show results with:post-
  142. [142]
    Polygenic risk scores: An overview from bench to bedside for ...
    In this review, we discuss progress in developing disease susceptibility PRSs across multiple medical specialties, development of pharmacogenomic PRSs, and ...
  143. [143]
    Polygenic scoring accuracy varies across the genetic ancestry ...
    May 17, 2023 · Polygenic scores (PGSs) have limited portability across different groupings of individuals (for example, by genetic ancestries and/or social ...
  144. [144]
    Theoretical and empirical quantification of the accuracy of polygenic ...
    Jul 31, 2020 · We find that LD and MAF differences between ancestries can explain between 70 and 80% of the loss of RA of European-based PGS in African ancestry.
  145. [145]
    Clinical utility and implementation of polygenic risk scores for ...
    Feb 5, 2025 · This clinical consensus statement provides an overview of the scientific basis of PRS and evidence to date on their role in CVD risk prediction.
  146. [146]
    Polygenic risk scores for genomics and population screening
    Sep 7, 2024 · The GenoVA study: equitable implementation of a pragmatic randomized trial of polygenic-risk scoring in primary care<|separator|>
  147. [147]
    Pharmacogenomics Overview - StatPearls - NCBI Bookshelf - NIH
    Aug 2, 2025 · This review highlights key developments and practical considerations in implementing pharmacogenomics.Missing: peer- | Show results with:peer-
  148. [148]
    Pharmacogenomics: Challenges and Opportunities - PMC
    Common coding-region CYP variants that affect drug elimination and responses have now been described. The frequency of many variants varies by ethnicity ...
  149. [149]
    VIPs: Very Important Pharmacogenes - ClinPGx
    Very Important Pharmacogenes (VIP) play a role in the metabolism of many drugs (e.g. CYP2D6), or contain variants which potentially contribute to a severe ...
  150. [150]
    Population pharmacogenomics: an update on ethnogeographic ...
    Here, we provide an updated overview of population pharmacogenomics of ten important pharmacokinetic genes (CYP2D6, CYP2C19, DPYD, TPMT, NUDT15 and SLC22A1), ...
  151. [151]
    Table of Pharmacogenetic Associations - FDA
    The affected subgroup(s) may be carriers of a specific genetic variant (for example, HLA-B*15:02), or a genotype-inferred phenotype, ultrarapid, normal, ...
  152. [152]
    The global spectrum of protein-coding pharmacogenomic diversity
    Oct 25, 2016 · A total of 12 084 genetic variants were found in 120 pharmacogenes, with the majority (90.0%) classified as rare variants (global minor allele frequency <0.5%) ...
  153. [153]
    Pharmacogenetics Testing AHS - M2021 | Providers | Blue Cross NC
    Thiopurine methyltransferase (TPMT) is an enzyme that methylates azathioprine, mercaptopurine and thioguanine into active thioguanine nucleotide metabolites.
  154. [154]
  155. [155]
    Challenges and considerations in implementing clinical ...
    Abstract: This article reviews pharmacogenomic (PGx) testing from the clinical laboratorian's perspective. First, the status of several large PGx programs ...
  156. [156]
    Pharmacogenomics in drug therapy: global regulatory guidelines for ...
    Sep 24, 2025 · Abstract. Pharmacogenomics is rapidly transforming precision medicine, yet regulatory policies governing its implementation vary widely across ...
  157. [157]
    Pharmacogenetic Testing - Evidence, Challenges, and Pathways to ...
    While clinical adoption of pharmacogenetics has increased, challenges remain, including a lack of clinician confidence in navigating the logistics of testing ...
  158. [158]
    Pharmacogenomics in practice: a review and implementation guide
    May 17, 2023 · In this article, we first briefly describe PGx and its role in improving treatment outcomes. We then propose an approach to initiate clinical PGx in the ...Introduction · Stakeholders engaged in the... · Design of clinical pgx in the...<|separator|>
  159. [159]
    Evolution of Gene Therapy, Historical Perspective - PMC - NIH
    The history of gene therapy comprises the advance of theoretical concepts, understanding the human genome, availability of critical materials and instruments.
  160. [160]
    long-term results of the first clinical gene therapy trial - PubMed
    The first human gene therapy experiment begun in September 1990 used a retroviral vector containing the human adenosine deaminase (ADA) cDNA to transduce ...
  161. [161]
    T Lymphocyte-Directed Gene Therapy for ADA− SCID - Science
    In 1990, a clinical trial was started using retroviral-mediated transfer of the adenosine deaminase (ADA) gene into the T cells of two children with severe ...
  162. [162]
    Clinical Development of Gene Therapies: The First Three Decades ...
    Throughout its history, the field of gene therapy has experienced many failed ... The experience gained from the early product failures and improvements ...
  163. [163]
    Advancing CRISPR genome editing into gene therapy clinical trials
    Ongoing research explores the potential of CRISPR technology for cancer therapies, HIV treatment and other complex diseases.
  164. [164]
    CRISPR Clinical Trials: A 2025 Update - Innovative Genomics Institute
    Jul 9, 2025 · An update on the progress of CRISPR clinical trials with the latest data and a survey of the CRISPR landscape in 2025.Blood Disorders · Cancers · Diabetes
  165. [165]
    Latest Developments in CRISPR and Genome Editing Clinical Trials
    Mar 21, 2025 · This article provides an update on current approved CRISPR and other gene editing therapies and outlines the latest development activities including ongoing ...
  166. [166]
    FDA Approves First Gene Therapies to Treat Patients with Sickle ...
    Dec 8, 2023 · The FDA approved the first cell-based gene therapies, Casgevy and Lyfgenia, for the treatment of sickle cell disease in patients 12 years ...
  167. [167]
    CRISPR Therapeutics Highlights Strategic Priorities and Anticipated ...
    Jan 13, 2025 · 2025 is an important inflection year for CRISPR Therapeutics as we establish CASGEVY and advance our pipeline candidates to human proof-of-concept and beyond.
  168. [168]
    Vertex Announces US FDA Approval of CASGEVY ...
    Jan 16, 2024 · Vertex Announces US FDA Approval of CASGEVY™ (exagamglogene autotemcel) for the Treatment of Transfusion-Dependent Beta Thalassemia · Low levels ...
  169. [169]
    CRISPR Clinical Trials: A 2024 Update - Innovative Genomics Institute
    Mar 13, 2024 · In late 2023, we saw the first-ever approval of CRISPR-based medicine: Casgevy, a cure for sickle cell disease (SCD) and transfusion-dependent beta thalassemia ...Blood Disorders · Cancers · Leukemias & Lymphomas<|separator|>
  170. [170]
    Gene Editing for CEP290-Associated Retinal Degeneration
    May 6, 2024 · The advancements in precision medicine for Leber congenital amaurosis: Breakthroughs from genetic diagnosis to therapy, Survey of ...
  171. [171]
    CRISPR Gene Editing Leads to Improvements in Vision for People ...
    May 6, 2024 · Results from a groundbreaking clinical trial of CRISPR gene editing in 14 individuals with a form of inherited blindness show that the treatment is safe.
  172. [172]
    Intellia Announces Positive Two-Year Follow-Up Data from Ongoing ...
    May 18, 2025 · Deep, durable and consistent reductions in TTR were sustained at two years, following a one-time dose of nex-z; Clinically meaningful ...
  173. [173]
    CRISPR-Cas9 In Vivo Gene Editing for Transthyretin Amyloidosis
    Jun 26, 2021 · NTLA-2001 is an in vivo gene-editing therapeutic agent that is designed to treat ATTR amyloidosis by reducing the concentration of TTR in serum.
  174. [174]
    Overview CRISPR Clinical Trials 2025 - Learn | Innovate | Access
    Feb 28, 2025 · As of February 2025, CRISPR Medicine News monitors approximately 250 clinical trials involving gene-editing therapeutic candidates, with more than 150 trials ...
  175. [175]
    World first: ultra-powerful CRISPR treatment trialled in a person
    May 19, 2025 · CRISPR 2.0: a new wave of gene editors heads for clinical trials. Super-precise new CRISPR tool could tackle a plethora of genetic diseases.
  176. [176]
    What are the Ethical Concerns of Genome Editing?
    Aug 3, 2017 · Most ethical discussions about genome editing center on human germline editing because changes are passed down to future generations.
  177. [177]
    Risks and benefits of human germline genome editing - NIH
    As a possible life-saving therapy, it provides benefits that outweigh its risks. Opponents of GGE claim that the medical and societal risks, especially the use ...
  178. [178]
    CRISPR'd babies: human germline genome editing in the 'He ...
    The world was shocked in Nov. 25, 2018 by the revelation that He Jiankui had used clustered regularly interspaced short palindromic repeats ('CRISPR') to edit ...
  179. [179]
    CRISPR bombshell: Chinese researcher claims to have created ...
    HONG KONG, CHINA—On the eve of an international summit here on genome editing, a Chinese researcher has shocked many by claiming to have altered the genomes ...
  180. [180]
    The CRISPR babies controversy: Responsibility and regulation in ...
    May 28, 2020 · The genome editing of human embryos by He Jianjui and the announcement to do so by Denis Rebrikov should spur the research community into ...
  181. [181]
    Human Gene Editing Scientific, Medical and Ethical Considerations
    This report proposes criteria for heritable germline editing, provides conclusions on the crucial need for public education and engagement,
  182. [182]
    The untold story of the 'circle of trust' behind the world's first gene ...
    Aug 1, 2019 · He, who for much of his brief career had specialized in sequencing DNA, offered a potential solution: CRISPR, the genome-editing tool that was ...
  183. [183]
    Ethical Issues: Germline Gene Editing | ASGCT
    Feb 3, 2025 · The clinical use of germline gene editing is prohibited in many countries at present for good reasons, owing to significant scientific, ethical, and safety ...
  184. [184]
    Beyond safety: mapping the ethical debate on heritable genome ...
    Apr 20, 2022 · Nevertheless, genome editing technology raises several questions, including the implications of its use for human germline cells or embryos, ...<|separator|>
  185. [185]
    Harvard researchers share views on future, ethics of gene editing
    Jan 9, 2019 · Aside from the safety risks, human genome editing poses some hefty ethical questions. For families who have watched their children suffer from ...
  186. [186]
    Human Germline and Heritable Genome Editing: The Global Policy ...
    Oct 20, 2020 · Seventy-five of the 96 countries prohibit the use of genetically modified in vitro embryos to initiate a pregnancy (heritable genome editing).
  187. [187]
    United States: Germline / Embryonic
    Germline gene editing is banned in the United States by acts of Congress although there is no federal legislation that dictates protocols or restrictions.
  188. [188]
    Human genome editing: recommendations
    Jul 12, 2021 · A set of two publications that provide advice and recommendations on appropriate institutional, national, regional and global governance mechanisms for human ...
  189. [189]
    International Commission on the Clinical Use of Human Germline ...
    Human embryos whose genomes have been edited should not be used to create a pregnancy until it is established that precise genomic changes can be made reliably ...
  190. [190]
    Human genome editing: ensuring responsible research - The Lancet
    Mar 18, 2023 · Heritable genome editing—also called germline editing—is aimed at research on human fertilisation and embryology or for reproductive purposes ...
  191. [191]
    The new genetics of intelligence - PMC - PubMed Central
    For intelligence, twin estimates of broad heritability are 50% on average. Adoption studies of first-degree relatives yield similar estimates of narrow ...
  192. [192]
    A genome-wide association study for extremely high intelligence
    Jul 4, 2017 · The single-nucleotide polymorphism heritability for the extreme IQ trait was 0.33 (0.02), which is the highest so far for a cognitive phenotype, ...
  193. [193]
    The heritability of general cognitive ability increases linearly from ...
    The heritability of general cognitive ability increases significantly and linearly from 41% in childhood (9 years) to 55% in adolescence (12 years) and to 66% ...
  194. [194]
    Heritability of personality: A meta-analysis of behavior genetic studies.
    The aim of this meta-analysis was to systematize available findings in the field of personality heritability and test for possible moderator effects.
  195. [195]
    Heritability estimates of the Big Five personality traits based on ... - NIH
    Jul 14, 2015 · According to twin studies, around 40–60% of the variance in the Big Five is heritable, with some overlap in heritability between personality ...
  196. [196]
    The genetics of human personality - PMC - NIH
    Twin and family studies have demonstrated that personality traits are moderately heritable, and can predict various lifetime outcomes, including psychopathology ...
  197. [197]
    The five factor model of personality and heritability
    In a recent meta-analysis of the heritability of personality traits, Vukasović and Bratko (2015) identified 134 studies that have estimated the heritability ...
  198. [198]
    Genetic analysis of social-class mobility in five longitudinal studies
    Jul 9, 2018 · We tested if education-linked polygenic scores predicted social mobility in >20,000 individuals in five longitudinal studies in the United ...
  199. [199]
    Polygenic prediction of educational attainment within and between ...
    Mar 31, 2022 · A genome-wide polygenic predictor, or polygenic index (PGI), explains 12–16% of EA variance and contributes to risk prediction for ten diseases.
  200. [200]
    Genetic analysis of social-class mobility in five longitudinal studies
    Jul 31, 2018 · In the key test, participants with higher polygenic scores tended to be upwardly mobile compared with their parents. Moreover, in sibling- ...
  201. [201]
    Associations between common genetic variants and income provide ...
    Jan 28, 2025 · We identified 162 genomic loci associated with a common genetic factor underlying various income measures, all with small effect sizes (the Income Factor).Missing: criminality | Show results with:criminality
  202. [202]
  203. [203]
    Associations between an educational attainment polygenic score ...
    Feb 21, 2019 · Polygenic propensity for educational attainment has been associated with higher education attendance, academic achievement and criminal ...
  204. [204]
    Analysis of Sex-Specific Gene-by-Cohort and Genetic Correlation-by ...
    Aug 12, 2023 · We primarily analyze two sets of outcomes: (1) social status: educational attainments and (2) reproductive behavior: fertility, age at first ...
  205. [205]
    Multivariate genome-wide analysis of education, socioeconomic ...
    Socioeconomic status (SES) and education (EDU) are phenotypically associated with psychiatric disorders and behaviors.Missing: fertility criminality
  206. [206]
    Top 10 Replicated Findings from Behavioral Genetics - PMC
    2. No traits are 100% heritable. Although heritability estimates are significantly greater than 0%, they are also significantly less than 100%. As noted above ...
  207. [207]
    Genetics and intelligence differences: five special findings - PMC
    Sep 16, 2014 · Explaining the increasing heritability of cognitive ability across development: A meta-analysis of longitudinal twin and adoption studies.
  208. [208]
    Meta-analysis of the heritability of human traits based on fifty years ...
    May 18, 2015 · We report a meta-analysis of twin correlations and reported variance components for 17,804 traits from 2,748 publications including 14,558,903 ...
  209. [209]
    Behavior genetics research on personality: Moving beyond traits to ...
    Jun 11, 2021 · Decades of twin studies have provided heritability estimates of personality traits generally ranging from 40% to 50% (Bouchard, 1994; Nichols, ...2 Behavior Genetics Research... · 3 Behavior Genetics Research... · 3.2 Adult Attachment
  210. [210]
    Conventional twin studies overestimate the environmental ... - Nature
    Jul 17, 2023 · Only the sibling shared environment captures environmental influences that reliably differ between families, suggesting the CTD substantially ...
  211. [211]
    A Polygenic Score for Higher Educational Attainment is Associated ...
    As anticipated, we found that participants with higher educational attainment polygenic scores tended to score higher on tests of cognitive performance, as did ...
  212. [212]
    Polygenic Scores for Cognitive Abilities and Their Association with ...
    Polygenic scores for intelligence, cognitive performance, and educational attainment are increasingly used to investigate associations between genetic ...
  213. [213]
    Public (Mis)understanding of News about Behavioral Genetics ...
    Nov 6, 2014 · The dissemination of news about behavioral genetics unintentionally induces unfounded beliefs that are not supported by the scientific evidence presented.
  214. [214]
    Full article: Nature vs. nurture is nonsense: On the necessity of an ...
    The field of behavioural genetics unambiguously demonstrates that heritable individual differences exist and are important in explaining human behaviour.
  215. [215]
    [Sir Francis Galton: the father of eugenics] - PubMed
    Not only was Sir Francis Galton a famous geographer and statistician, he also invented "eugenics" in 1883. Eugenics, defined as the science of improving ...
  216. [216]
    Eugenics: Its Origin and Development (1883 - Present)
    Nov 30, 2021 · Eugenics is an immoral and pseudoscientific theory that claims it is possible to perfect people and groups through genetics and the scientific laws of ...
  217. [217]
    U.S. Scientists' Role in the Eugenics Movement (1907–1939) - NIH
    By the 1920s, three major efforts pushed the eugenic agenda in the United States and subsequently throughout Europe: (1) The Eugenics Research Association with ...
  218. [218]
    The Supreme Court Ruling That Led To 70000 Forced Sterilizations
    Mar 7, 2016 · That's why eugenic sterilization really became the main model that the eugenicists embraced and that many states enacted laws to allow. On ...
  219. [219]
    Unwanted Sterilization and Eugenics Programs in the United States
    Jan 29, 2016 · Researcher Alex Stern, author of the new book Eugenic Nation: Faults and Frontiers of Better Breeding in America, adds: “In the early 20th ...
  220. [220]
    Eugenics and Scientific Racism
    May 18, 2022 · The genomics communities continue to work to scientifically debunk eugenic myths and combat modern-day manifestations of eugenics and scientific ...
  221. [221]
    “Ridding the Race of His Defective Blood” — Eugenics in the ...
    Eugenics in the Journal, 1906–1948 · Eugenics and the “Mentally Defective” · Immigration Restriction ...
  222. [222]
    [PDF] Eugenics and Modern Biology: Critiques of Eugenics, 1910-1945
    I have divided the discussion of criticisms of eugenics into several categories: criticisms of the basic genetic concepts, criticism of eugenicists' ...Missing: sources | Show results with:sources
  223. [223]
    6.9 Million 23andMe Users Affected by Data Breach
    Dec 5, 2023 · 23andMe estimated the cost of the incident to be between $1 million and $2 million, which has mostly been spent on technology consulting ...
  224. [224]
    Lessons from the 23andMe Breach and NIST SP 800-63B | Enzoic
    In 2023, personal genomics company 23andMe suffered a major data breach that exposed sensitive genetic and personal information of nearly 7 million people.
  225. [225]
    The precarious future of consumer genetic privacy - Science
    Sep 11, 2025 · After declaring bankruptcy in March 2025, direct-to-consumer (DTC) genetic testing company 23andMe sold the data of more than 15 million people ...Missing: developments | Show results with:developments
  226. [226]
    Will Genetic Privacy Concerns Raised by 23andMe's Collapse Last?
    Jun 17, 2025 · This month, 27 states and the District of Columbia filed a lawsuit seeking to prevent 23andMe from selling customers' genetic data without ...
  227. [227]
    23andMe users' genetic data is at risk, state AGs warn; here's how to ...
    May 7, 2025 · More than a dozen states, including Virginia, have passed some version of a genetic information privacy law since 2020.
  228. [228]
    23andMe fined £2.31 million for failing to protect UK users' genetic ...
    Jun 17, 2025 · In August 2023, a claim of data theft affecting over 10 million users was dismissed as a hoax, despite 23andMe having conducted isolated ...
  229. [229]
    Genetic Discrimination - National Human Genome Research Institute
    Jan 6, 2022 · GINA prohibits health insurers from discrimination based on the genetic information of enrollees. Specifically, health insurers may not use ...
  230. [230]
    What is genetic discrimination? - MedlinePlus
    Jul 28, 2021 · For example, GINA does not apply when an employer has fewer than 15 employees. GINA also does not protect against genetic discrimination in ...
  231. [231]
    Genetic Discrimination and Misuse of Genetic Information: Areas of ...
    Oct 3, 2022 · GINA does not apply to long-term insurances such as life and disability insurance. This limitation is due to an unresolved controversy over the ...
  232. [232]
    Genetic Information Discrimination | U.S. Equal Employment ... - EEOC
    Under GINA, it is also illegal to harass a person because of his or her genetic information. Harassment can include, for example, making offensive or derogatory ...
  233. [233]
    [PDF] Genetic discrimination - American Medical Association
    are not present in GINA.6,40 For example, California law prohibits genetic discrimination in such areas as housing, mortgage lending, education, life ...<|separator|>
  234. [234]
    Challenges and potential solutions to health disparities in genomic ...
    Jun 9, 2022 · Achieving equity in genetic research entails that the conditions, genes, and alleles of diverse groups are appropriately represented.
  235. [235]
    Unequal Access to Genetic Testing and Follow-up Care - ELSIhub
    Sep 11, 2024 · Unequal access to genetic testing and follow-up care affects underserved populations due to economic, social, language, and transportation ...
  236. [236]
    Health equity in the implementation of genomics and precision ... - NIH
    Health equity in genomics means fair access and unbiased implementation, but disparities exist, especially for minorities, rural communities, and those with ...
  237. [237]
    Perspective Bridging genomics' greatest challenge: The diversity gap
    Jan 8, 2025 · Disparities in access to DTC genetic testing are paralleled by biased models of genetic risks and reports, which are tailored to European ...
  238. [238]
  239. [239]
    Multidisciplinary: gene therapy | European Medicines Agency (EMA)
    The European Medicines Agency's scientific guidelines on gene therapy help medicine developers prepare marketing authorisation applications for human medicines.Reflection Papers · Questions And Answers · Ich
  240. [240]
    First gene editing therapy to treat beta thalassemia and severe ...
    Dec 15, 2023 · EMA has recommended approval of the first medicine using CRISPR/Cas9, a novel gene-editing technology.<|separator|>
  241. [241]
    Regulatory framework of human germline and heritable genome ...
    May 13, 2025 · However, no country currently allows human heritable genome editing, and 70 countries have clear policies against it (including China, the US, ...
  242. [242]
    Human genome editing - World Health Organization (WHO)
    Genome editing is a method for making specific changes to the DNA of a cell or organism. It can be used to add, remove or alter DNA in the genome. Human ...
  243. [243]
    Public Attitudes, Interests, and Concerns Regarding Polygenic ...
    May 14, 2024 · This survey study examines general attitudes, interests, and concerns among US adults regarding the use of polygenic embryo screening.
  244. [244]
    Problems with Using Polygenic Scores to Select Embryos
    Jun 30, 2021 · This article includes a discussion of many factors that lower the predictive power of polygenic scores in the context of embryo selection.
  245. [245]
    Governance of Polygenic Embryo Screening: A Qualitative Study on ...
    Our results highlight a tension between the welfarist approach favored by clinicians and the libertarian approach favored by patients, ...
  246. [246]
    ISCT, ARM, and ASGCT Issue Unified Joint Statement Calling for 10 ...
    May 27, 2025 · ISCT, ARM, and ASGCT Issue Unified Joint Statement Calling for 10-year Global Moratorium on Heritable Human Genome Editing. Recommend.
  247. [247]
    The Fourth Law of Behavior Genetics - PMC - NIH
    1. All human behavioral traits are heritable. · 2. The effect of being raised in the same family is smaller than the effect of genes. · 3. A substantial portion ...Missing: governance | Show results with:governance
  248. [248]
    A new human "pangenome" reference
    Jun 1, 2023 · The NHGRI-funded Human Pangenome Reference Consortium has released a high-quality collection of human genome reference sequences, which together ...
  249. [249]
    A draft human pangenome reference | Nature
    May 10, 2023 · Here the Human Pangenome Reference Consortium presents a first draft of the human pangenome reference. The pangenome contains 47 phased ...
  250. [250]
    The human pangenome reference anticipates equitable and ... - NIH
    For the past few years, researchers in the Human Pangenome Reference Consortium (HPRC) have been working to catalog almost all human genomic diversity.
  251. [251]
    Human Pangenome Reference Consortium
    The Human Pangenome Reference Consortium (HPRC) is an NIH-funded project that aims to engage scientists and bioethicists in creating a human pangenome ...DataPartners
  252. [252]
    Scientists release a new human “pangenome” reference - NIH
    May 10, 2023 · The new “pangenome” reference includes genome sequences of 47 people, with the researchers pursuing the goal of increasing that number to 350 by ...Missing: draft | Show results with:draft
  253. [253]
    Human Pangenome Reference Consortium - Ensembl Projects
    The Human Pangenome Reference Consortium (HPRC) aims to engage scientists and bioethicists in creating a human pangenome reference and resource that represents ...
  254. [254]
    $$14 million supports work to diversify human genome research
    Jan 21, 2025 · The Human Pangenome Refence Sequencing Project seeks to gather genomic sequences from a diverse representation of human participants.
  255. [255]
    human-pangenomics/hpp_pangenome_resources - GitHub
    This repo describes pangenomes produced by the Human Pangenome Reference Consortium from year 1 data. For information about data reuse and publicating with ...
  256. [256]
    Sequencing 101: long-read sequencing - PacBio
    Mar 2, 2023 · Long-read sequencing technologies such as PacBio HiFi sequencing are quickly becoming the new gold standard in genomics research.Background · The Benefits Of Assembling A... · The Advantages Of Long Reads...
  257. [257]
    Long-read human genome sequencing and its applications - PMC
    Long-read sequencing technologies will soon permit the routine assembly of diploid genomes, which will revolutionize genomics.
  258. [258]
    Long-read whole-genome analysis of human single cells - Nature
    Aug 24, 2023 · Our work shows the promise of long-read sequencing toward characterization of the full spectrum of genetic variation in single cells.
  259. [259]
    Long read sequencing enhances pathogenic and novel variation ...
    Mar 14, 2025 · Our study illustrates the utility of LRS in clinical genetic testing and the discovery of novel disease variation.
  260. [260]
    The application of long-read sequencing in clinical settings
    Aug 8, 2023 · Long-read DNA sequencing technologies have been rapidly evolving in recent years, and their ability to assess large and complex regions of ...
  261. [261]
    Single-cell omics sequencing technologies: the long-read generation
    Aug 22, 2025 · SMS-based single-cell genome sequencing technologies generate long reads ranging from 6 to 10 kb, enabling genome assembly and whole-chromosome- ...
  262. [262]
    Advancements in long-read genome sequencing technologies and ...
    This comprehensive review delves into the intricate interplay between cutting-edge long read sequencing technologies, assembly methodologies, and the ever- ...
  263. [263]
    Advancements in long-read genome sequencing technologies and ...
    Apr 11, 2024 · This comprehensive review delves into the intricate interplay between cutting-edge long read sequencing technologies, assembly methodologies, and the ever- ...
  264. [264]
    Synthetic genomics advances and promise - J. Craig Venter Institute
    Jul 21, 2022 · On the horizon there are dramatic advances in DNA synthesis that will enable extraordinary new opportunities in medicine, industry, agriculture ...
  265. [265]
    GP-write: The Center of Excellence for Engineering Biology
    Thus, the Human Genome Project-write (HGP-write) will be a critical core activity within GP-write focused on synthesizing human genomes in whole or in part.Missing: synthetic | Show results with:synthetic
  266. [266]
    New project to pioneer the principles of human genome synthesis
    Jun 26, 2025 · Synthetic genomes have the potential to open up brand new areas of research in creating targeted cell-based therapies, virus-resistant tissue ...
  267. [267]
    Work begins to create artificial human DNA from scratch - BBC
    Jun 25, 2025 · Work has begun on a controversial project to create the building blocks of human life from scratch, in what is believed to be a world first.
  268. [268]
    What's the point of the Synthetic Human Genome Project?
    Jul 3, 2025 · The work promises to transform our understanding of fundamental biological processes, such as how genes are turned on and off, and disease.
  269. [269]
    Synthetic Genomics: Repurposing Biological Systems for ... - NIH
    May 17, 2024 · As an emerging discipline in synthetic biology, synthetic genomics combines the synthesis of DNA, computational design, and genomic modification ...<|separator|>
  270. [270]
    Recent development on DNA & genome synthesis - ScienceDirect
    In this review, we focus mainly on the advances in DNA and genome synthesis and discuss difficulties that need to be addressed in both areas.
  271. [271]
  272. [272]
    Integrating Artificial Intelligence in Next-Generation Sequencing
    Jun 19, 2025 · The integration of AI into NGS applications is revolutionizing the landscape of genomics, epigenomics, transcriptomics, and clinical diagnostics ...
  273. [273]
    The transformative role of Artificial Intelligence in genomics
    This review article explores the multifaceted integration of AI into genomic medicine, highlighting its potential to enhance genomic data analysis, improve ...
  274. [274]
    A survey on deep learning for polygenic risk scores - Oxford Academic
    Aug 13, 2025 · Polygenic risk scores (PRS) are powerful tools for predicting complex diseases. PRS estimate genetic predisposition to a disease based on the ...Deep Learning Architectures... · Fully Connected Neural... · Sequence-Based Architectures
  275. [275]
    Performance of deep-learning-based approaches to improve ...
    Jun 2, 2025 · Machine learning optimized polygenic scores for blood cell traits identify sex-specific trajectories and genetic correlations with disease.Results · Methods · Covariate Selection For The...
  276. [276]
    Artificial Intelligence in Optimizing Polygenic Risk Scores: A ... - JACC
    Jun 25, 2025 · AI-optimized polygenic risk scores show promising potential for improving early detection and personalized prevention of cardiovascular diseases ...
  277. [277]
  278. [278]
    DeepMind's latest AI tool makes sense of changes in the human ...
    Jun 25, 2025 · Its new AI tool, AlphaGenome, reveals how simple genetic changes affect the expression of genes, altering the kinds and amounts of RNA and proteins they ...Missing: solutions | Show results with:solutions
  279. [279]
    Genetic data sharing and artificial intelligence in the era of ... - Nature
    Jan 26, 2022 · However, employing AI-based algorithms without engaging policies and regulations can potentially endanger human genetic data privacy. Data ...
  280. [280]
    AI-powered precision medicine: utilizing genetic risk factor ... - NIH
    May 5, 2025 · The integration of AI with genetic data advances precision in drug metabolism prediction and therapy optimization [140, 141]. It helps ...
  281. [281]
    Big data, smaller footprint: sustainability in genomics research - Nature
    However, its exponential growth presents a considerable challenge. Analysis of genomic data typically uses computationally intense AI-driven tools and ...