Fact-checked by Grok 2 weeks ago

Single-molecule real-time sequencing

Single-molecule real-time (SMRT) sequencing is a third-generation DNA sequencing technology developed by Pacific Biosciences that enables the real-time monitoring of individual DNA polymerase molecules as they incorporate fluorescently labeled nucleotides into a growing DNA strand within nanoscale zero-mode waveguides (ZMWs), generating long continuous reads typically averaging 10–16 kb in length. This method, introduced in 2009, operates without PCR amplification, thereby avoiding associated biases and allowing direct detection of epigenetic modifications like DNA methylation through variations in polymerase kinetics.^[1] By confining the reaction to the observation volume of ZMWs on a chip called a SMRT Cell, which contains thousands of parallel sequencing sites, SMRT sequencing achieves high-throughput analysis of single molecules, producing raw reads with an error rate of 11–15% that can be corrected to over 99% accuracy via circular consensus sequencing (CCS) using SMRTbell adapters.^[2] The core principle of SMRT sequencing relies on sequencing-by-synthesis, where a DNA polymerase bound to a template in a ZMW incorporates phospholinked nucleotides, each labeled with a distinct fluorophore that is excited and detected only when the nucleotide is held in the detection zone, followed by cleavage of the fluorophore for continuous synthesis.^[3] This real-time detection captures the natural kinetics of polymerization, including interpulse durations between nucleotide incorporations, which reveal base modifications without additional enzymatic treatments.^[4] Over time, the technology has evolved from the original PacBio RS system to advanced platforms like the Sequel and Revio systems, increasing read lengths up to 20 kb or more, throughput to millions of reads per run, and applications in de novo genome assembly.^[2] Key advantages of SMRT sequencing over second-generation methods, such as Illumina's short-read platforms, include its ability to span repetitive genomic regions, resolve structural variants, haplotype phasing, and full-length transcript isoform identification, making it particularly valuable for complex genomes like those of humans or plants.^[1] Despite higher per-base costs and initial error rates, the long reads reduce the need for extensive computational assembly and enable comprehensive epigenetic profiling in a single experiment.^[4] Applications span constitutional genetics for diagnosing disorders like Fragile X syndrome, reproductive genomics for preimplantation testing, oncology for detecting fusion genes in cancers such as leukemia, and metagenomics for microbial community analysis, including full viral genomes like HIV and HCV.^[4] Recent advancements, including high-fidelity (HiFi) reads combining long length with Q20+ accuracy, have further expanded its utility in population-scale sequencing projects and personalized medicine.^[2]

Overview

Core principles

Single-molecule real-time (SMRT) sequencing is a third-generation DNA sequencing technology that enables the direct observation of DNA synthesis by a single DNA polymerase molecule, allowing for the identification of incorporated nucleotides in real time without the need for amplification.^[5] At its core, the method relies on polymerase-mediated, template-directed synthesis, where a highly processive DNA polymerase incorporates deoxyribonucleoside triphosphates (dNTPs) into a growing DNA strand complementary to the immobilized template.^[5] This process mimics natural DNA replication but is monitored continuously to capture the temporal sequence of base additions, producing long reads that can span thousands of bases.^[5] The key innovation in SMRT sequencing lies in the use of fluorescently labeled, phospholinked nucleotides, which consist of four distinct dNTPs (dATP, dCTP, dGTP, dTTP) each conjugated to a different fluorophore attached to the terminal (γ) phosphate.^[5] Upon binding to the polymerase active site and incorporation into the DNA strand, the phospholinked fluorophore is cleaved and released, generating a brief burst of fluorescence specific to the nucleotide type.^[5] This reversible termination is avoided by the phosphate linkage, which minimizes steric hindrance and allows uninterrupted synthesis, enabling continuous sequencing-by-synthesis at the single-molecule level.^[5] The distinct emission spectra of the fluorophores permit real-time base calling by distinguishing the color and timing of each incorporation event.^[5] In the basic workflow, a single-stranded DNA template is immobilized at the bottom of a confined observation volume, such as a zero-mode waveguide, to isolate the reaction and reduce background fluorescence from unbound nucleotides.^[5] A polymerase enzyme is then bound to the template, and the phospholinked nucleotides are provided in the reaction mixture, where synthesis proceeds under constant illumination and imaging.^[5] The fluorescence pulses are detected and recorded over time, yielding raw sequence data that reflects the natural kinetics of polymerization, including potential insights into polymerase pauses or secondary structures.^[5]

Key advantages and limitations

Single-molecule real-time (SMRT) sequencing offers several key advantages over traditional short-read sequencing technologies. One primary benefit is its ability to generate long reads, with high-fidelity (HiFi) reads typically 15,000 to 20,000 base pairs in length (up to 25,000 base pairs), enabling the resolution of complex genomic regions such as repetitive sequences and structural variants that are challenging for short-read methods.^[6]^[7] Additionally, SMRT sequencing facilitates direct detection of epigenetic modifications, such as 5-methylcytosine (5mC) in CpG contexts, by analyzing kinetic variations in polymerase activity during native DNA sequencing, eliminating the need for bisulfite conversion and preserving modification information without amplification artifacts.^[8]^[9] Despite these strengths, SMRT sequencing has notable limitations. Raw reads exhibit higher error rates of 11–15%, primarily due to random insertions, deletions, and substitutions, necessitating computational corrections or deeper coverage for reliable results.^[10]^[9] Throughput, while improved, remains lower compared to short-read platforms, producing up to 120 billion bases (120 Gb) per SMRT Cell on the Revio system as of 2024.^[11] Historically, per-base costs were higher (e.g., $0.40–$0.80 per million bases in the mid-2010s), but improvements in instrumentation like the Revio have reduced this to approximately $0.004 per million bases as of 2024.^[11]^[10] In comparison to short-read sequencing platforms like Illumina, SMRT excels in applications requiring the spanning of repeats and accurate identification of structural variants, where long reads provide superior assembly contiguity and haplotype phasing.^[1]^[12] However, it lags in overall speed and scale for routine single-nucleotide variant calling in simple genomes, where short-read methods offer faster turnaround and higher data output at lower costs.^[12] Accuracy in SMRT sequencing has been significantly improved through circular consensus sequencing, where the polymerase performs multiple passes over a circularized DNA template to generate HiFi reads with over 99% accuracy, balancing length and precision for downstream analyses.^[7]^[9]

Technology

Template preparation

Template preparation for single-molecule real-time (SMRT) sequencing involves creating specialized SMRTbell libraries, which are circularized DNA templates designed to enable continuous polymerase-mediated synthesis and multiple passes over the same molecule for high-accuracy reads. The process emphasizes minimal bias and preservation of native DNA features, starting with high-molecular-weight input DNA that is fragmented into long inserts, typically 10-20 kb, to support extended read lengths. This preparation is distinct from amplification-based methods used in other sequencing technologies, as it relies on direct ligation without PCR to maintain epigenetic modifications and sequence integrity.^[13] The initial step is DNA fragmentation, achieved through mechanical shearing to generate fragments in the desired size range. Common methods include using the Covaris g-TUBE or Megaruptor 3 systems, with protocols targeting a size distribution mode of 15-20 kb for applications like de novo assembly, ensuring fragments remain double-stranded and suitable for downstream ligation. For example, shearing 5 μg of genomic DNA at 83.3 ng/μL in elution buffer with a two-cycle process on the Megaruptor 3 yields fragments optimized for long-insert libraries. Following fragmentation, end repair and A-tailing prepare the blunt ends for adapter attachment, minimizing damage and bias.^[14]^[15] Hairpin adapter ligation forms the core of SMRTbell template creation, where phosphorylated single-stranded hairpin adapters are ligated to both ends of the double-stranded DNA insert, resulting in a dumbbell-shaped structure with single-stranded hairpins flanking the insert. This circularization allows DNA polymerase to bind the hairpins and repeatedly traverse the insert during sequencing, enabling consensus generation from multiple subreads. The ligation reaction typically uses a T4 DNA ligase master mix at 20°C for 1 hour, with a 32.5-fold excess of adapters (e.g., 0.5 μM concentration) to ensure efficient joining, followed by exonuclease treatment to remove unligated linear molecules.^[13]^[14] Size selection is critical to enrich for long inserts and remove short fragments or adapters, favoring molecules in the 10-20 kb range to maximize read length and yield. Automated systems like the BluePippin or PippinHT are preferred, using agarose gel cassettes with size cutoffs (e.g., 10-50 kb) to isolate target fragments, achieving recoveries of 20-50% depending on input quality. Alternatively, gel electrophoresis followed by extraction can be employed for manual size selection, particularly for inserts around 15-18 kb in high-fidelity (HiFi) library preparations. Multiple AMPure PB bead cleanups (0.40X-0.45X ratios) further refine the library by removing small products below 1.5 kb.^[15]^[14] To preserve native base modifications such as methylation, the entire workflow avoids PCR amplification, which could introduce biases or alter epigenetic marks; instead, it uses low-bias mechanical shearing and direct ligation methods that maintain the original DNA composition. This approach requires high-quality, high-molecular-weight input to achieve sufficient library yield without enzymatic bias. Quantification via fluorometric methods like Qubit or PicoGreen is essential post-preparation; for size analysis, concentrations should be below 60 ng/μL, and loading concentrations are calculated in pM (e.g., 25-50 pM) using the Binding Calculator based on insert size.^[13]^[16] Preparation protocols vary by input type to accommodate different starting materials while adhering to concentration guidelines of 1-5 μg total DNA for most libraries. For genomic DNA, 5 μg of high-molecular-weight (>50 kb) material is recommended, sheared to 10-20 kb for whole-genome sequencing. Plasmid DNA follows similar shearing and ligation but benefits from validated protocols for large inserts up to 20 kb. Amplicons, typically >250 bp and derived from PCR-free sources when possible, require end repair if damaged and size selection to match sheared fragment distributions, with inputs of 1-2.4 μg for 5-10 kb targets. Across all types, gentle handling—avoiding vortexing, excessive heat, or freeze-thaw cycles—is crucial to prevent degradation. Current protocols, such as SMRTbell Prep Kit 3.0 (as of 2025), streamline these steps for higher efficiency.^[13]^[17]^[14]^[16]

Phospholinked nucleotides

In single-molecule real-time (SMRT) sequencing, phospholinked nucleotides serve as the core reagents for real-time base detection during DNA synthesis. These are synthetic deoxynucleoside triphosphates (dNTPs) modified such that a fluorescent dye is covalently attached to the γ-phosphate (terminal phosphate) of the triphosphate chain via a short linker, typically an aminohexyl group, rather than to the nucleobase. This phosphate-linked design minimizes steric interference with base pairing and hydrogen bonding in the polymerase active site, allowing natural incorporation into the growing DNA strand. Upon incorporation, the DNA polymerase cleaves the α-β phosphodiester bond, releasing pyrophosphate conjugated to the fluorophore and linker, thereby producing an unmodified phosphodiester backbone in the synthesized DNA.^[18] Each of the four canonical nucleotides—A, C, G, and T—is labeled with a distinct fluorophore, such as Alexa Fluor derivatives, emitting unique wavelengths (e.g., green for T, yellow for C, red for A, and orange for G). This color-coding enables direct identification of the incorporated base from the emitted light pulse. Critically, the fluorophore remains quenched until the nucleotide binds in the polymerase active site, where it is held for milliseconds during incorporation, producing a detectable fluorescence pulse; unbound nucleotides diffuse rapidly, yielding only brief, low-intensity signals that are filtered out. This transient signaling allows continuous, real-time monitoring of synthesis without pausing for washing or deblocking steps, distinguishing SMRT from other sequencing-by-synthesis methods. The fluorescence from these nucleotides is observed within zero-mode waveguides to confine the excitation volume for single-molecule resolution.^[18] SMRT sequencing relies on engineered variants of the bacteriophage φ29 DNA polymerase, a family B enzyme known for its exceptional processivity (synthesizing tens of kilobases without dissociating) and low error rate (approximately 10⁻⁵ to 10⁻⁶). Wild-type φ29 tolerates some nucleotide modifications, but proprietary mutants developed by Pacific Biosciences enhance compatibility with phospholinked labels by reducing sensitivity to the added bulk and charge on the phosphate chain, while preserving high synthesis rates (up to 100 bases per second). These modifications, including mutations in the thumb and exonuclease domains, improve incorporation kinetics and overall sequencing yield. The chemistry of phospholinked nucleotides has evolved to boost performance and simplify base calling. Initial implementations on early PacBio RS systems employed two-color schemes, where pairs of bases shared fluorophores and were distinguished by pulse characteristics like duration or intensity. Later advancements, such as the P6-C4 chemistry introduced in 2014, adopted four independent colors with photo-protected dyes, enabling unambiguous, one-to-one base-to-color mapping, higher throughput, and reduced ambiguity in complex sequences.^[19] These iterative improvements, including optimized linkers and dye stability, have enhanced signal-to-noise ratios and polymerase fidelity across platform generations. As of 2025, the chemistry has further evolved with SPRQ and the forthcoming SPRQ-Nx, enhancing performance on newer platforms while retaining the phospholinked nucleotide principle.^[20]

Zero-mode waveguides

Zero-mode waveguides (ZMWs) represent a foundational nanoscale optical confinement technology in single-molecule real-time (SMRT) sequencing, designed to enable the isolated observation of individual biomolecular reactions amid high-concentration solutions. These structures consist of cylindrical apertures, approximately 100 nm in diameter, etched into a thin metal film—typically aluminum—deposited atop a transparent silica substrate. The subwavelength dimensions of the apertures prevent propagating light modes, generating instead a tightly confined evanescent field that extends only 20–30 nm into the well from the illumination side, thereby restricting the effective observation volume to a diffraction-limited region at the waveguide bottom.^[21] In the context of SMRT sequencing, the polymerase-DNA complex is immobilized at the base of each ZMW through a biotin-streptavidin linkage, positioning the active site within the illuminated volume while excess fluorescently labeled nucleotides remain excluded from this zone due to the shallow evanescent field. This selective illumination reduces background fluorescence from unbound molecules in the bulk solution, allowing real-time detection of nucleotide incorporations as transient color-specific pulses without the need for washing steps or molecular dilution. Such functionality supports physiological reaction conditions and high-throughput parallelization essential for sequencing applications.^[22] ZMWs are arrayed at high densities on SMRT cells, with configurations scaling to millions of waveguides per chip; for example, early systems like the RS II featured around 150,000 ZMWs, while the Sequel series increased this to one million, and advanced platforms such as the Sequel IIe accommodate up to eight million for enhanced data output.^[22] The fabrication of ZMWs leverages semiconductor processing techniques to achieve precise, uniform arrays suitable for optical detection. This involves electron beam lithography to define the nanopattern on a resist-coated substrate, followed by metal evaporation, lift-off, and reactive ion etching to form the cladding and open the apertures, ensuring minimal variation in well dimensions across the chip for consistent signal quality.^[21]

Signal detection and base calling

In single-molecule real-time (SMRT) sequencing, fluorescence signals generated by the incorporation of phospholinked nucleotides within zero-mode waveguides (ZMWs) are captured using high-speed complementary metal-oxide-semiconductor (CMOS) sensors. These sensors image the emission pulses from active ZMWs in real time, typically at frame rates ranging from 30 to 75 frames per second, enabling parallel monitoring of thousands of sequencing reactions without the need for amplification or washing steps.^[23] Base calling in SMRT systems relies on kinetic analysis of the fluorescence pulses to determine the sequence of incorporated nucleotides. Key parameters include pulse width (duration of the fluorescence signal), brightness (intensity of the emitted light), and interpulse duration (time between consecutive pulses), which reflect the polymerase's incorporation kinetics and help distinguish bases. Initial base calling is performed using proprietary software such as SMRT Link, which processes raw movie files to generate subreads.^[24]^[25] High-fidelity (HiFi) reads are produced through circular consensus sequencing (CCS), where the polymerase repeatedly traverses the circular SMRTbell template, yielding multiple subreads (typically 20-30x coverage) from the same molecule. These subreads are aligned and consensus-corrected using algorithms like those in the CCS tool (v3.0.0 or later), resulting in reads with predicted accuracies exceeding Q30 (99.9% per base).^[26] Errors in raw subreads often arise from polymerase stalling (prolonged interpulse durations) or misincorporation events, particularly in homopolymeric regions or near base modifications. These are mitigated during HiFi generation by machine learning models, such as DeepConsensus, which leverage neural networks to refine consensus calls and improve accuracy beyond traditional methods.^[24]^[27]

Platforms and evolution

Early systems (RS and RS II)

The PacBio RS, the inaugural commercial platform for single-molecule real-time (SMRT) sequencing, was introduced in late 2010 as a beta system, with full commercialization following in 2011. It utilized SMRT Cells containing approximately 75,000 zero-mode waveguides (ZMWs) to enable parallel sequencing of individual DNA molecules. With the initial C1 chemistry, the system produced average read lengths of around 1,500 base pairs, emphasizing proof-of-concept demonstrations for de novo genome assembly using long reads to resolve repetitive regions that challenged short-read technologies. In April 2013, Pacific Biosciences released the upgraded PacBio RS II system, which doubled the active ZMWs to 150,000 per SMRT Cell, enhancing parallelization and overall throughput. The RS II incorporated an improved DNA polymerase and introduced the P4-C2 chemistry, yielding average read lengths exceeding 5,000 base pairs and enabling the generation of reads up to 10 kb or longer in many cases. These advancements supported more efficient sequencing of complex genomes, with typical run times of 2-3 hours per SMRT Cell and data outputs of 0.75-1.5 Gb per cell. Early milestones with the RS platform included the first hybrid de novo assemblies of bacterial genomes, where long SMRT reads were error-corrected using short-read data to produce high-quality, contiguous assemblies for organisms like Mycobacterium tuberculosis. The inherent kinetic signatures in SMRT sequencing also facilitated pioneering epigenetic mapping, allowing direct detection of DNA base modifications such as 5-methylcytosine without bisulfite conversion, as demonstrated in initial studies on synthetic and bacterial templates.

Sequel series

The Sequel system, introduced by Pacific Biosciences in 2015, represented a significant scale-up in SMRT sequencing capacity compared to prior platforms, featuring SMRT Cells with 1 million zero-mode waveguides (ZMWs) to enable higher throughput through diffusion-based loading of DNA polymerase complexes.^[28] This design supported chemistry versions from v2 to v4, allowing for extended movie acquisition times of up to 10 hours, which facilitated the generation of longer subreads typically ranging from 10 to 18 kb in mean length.^[29] Typical output per run reached approximately 5-10 Gb of raw data, making it suitable for targeted genomic applications and de novo assembly projects requiring moderate coverage.^[30] Building on this foundation, the Sequel II system, launched in 2019, incorporated enhanced optics and onboard computing to process denser arrays, utilizing SMRT Cell 8M technology with 8 million ZMWs and approximately 1 million active ZMWs per cell for improved signal detection efficiency.^[31] This upgrade standardized the production of highly accurate circular consensus (HiFi) reads, achieving >99% accuracy through multiple passes over SMRTbell templates, and delivered up to 100 Gb of HiFi output per SMRT Cell in optimized runs.^[32] The system's integration of advanced reagent kits and software enabled flexible run times of 12 to 30 hours, supporting diverse library types while reducing overall project costs by approximately eightfold relative to earlier generations.^[33] In 2021, Pacific Biosciences released the Sequel IIe as a cost-optimized variant of the Sequel II, maintaining comparable performance metrics including 8 million ZMWs and HiFi yields of up to 100 Gb per SMRT Cell, but with streamlined hardware to lower acquisition and operational expenses for research labs.^[34] Key innovations across the Sequel series included on-instrument processing capabilities, such as direct generation of HiFi reads via circular consensus sequencing algorithms, which increased yield efficiency by minimizing post-run computational demands and enabling higher polymerase loading utilization.^[35] Additionally, seamless integration with SMRT Link software version 10 and later provided end-to-end workflow management, from run monitoring to automated base calling and variant detection, enhancing accessibility for broader scientific adoption.^[36]

Revio and recent advancements

The Revio system, launched by PacBio in 2022, represents a significant leap in single-molecule real-time (SMRT) sequencing scalability, featuring high-density SMRT cells with 25 million zero-mode waveguides (ZMWs) per cell and the capacity to process up to four cells in parallel for a total of 100 million ZMWs.^[37] This configuration, combined with SPRQ chemistry and enhanced adaptive loading protocols that optimize polymerase immobilization efficiency, enables outputs of up to 480 Gb of high-fidelity (HiFi) data per run, with typical HiFi read lengths surpassing 20 kb to support comprehensive genome assembly and variant detection.^[11] Improved loading strategies reduce variability in ZMW occupancy, ensuring more consistent active site utilization across the cell surface, which is critical for high-throughput applications like population-scale genomics.^[38] In 2025, the Sequel II CNDx variant advanced clinical adoption by securing Class III medical device approval from China's National Medical Products Administration (NMPA) through a partnership with Berry Genomics, marking the world's first regulatory clearance for a long-read sequencer in clinical diagnostics.^[39] This approval, paired with Berry Genomics' thalassemia assay, enables end-to-end detection of single-nucleotide variants, insertions/deletions, and structural variants in a single test, emphasizing regulatory pathways tailored to long-read technologies for diseases requiring precise genomic characterization.^[40] PacBio's PRISM roadmap, outlined for 2025 and beyond, focuses on fabricating ultra-high-density SMRT cells using 300 mm semiconductor wafers to achieve petabase-scale throughput, potentially enabling sub-$300 human genome sequencing through reusable cells and multi-run capabilities per cell.^[41] This initiative builds on nanofabrication advances to increase ZMW density beyond current levels, supporting massive cohort studies; for instance, recent publications from the All of Us Research Program have leveraged HiFi sequencing to identify millions of structural variants across diverse populations, revealing novel disease associations previously obscured by short-read methods.^[42] In 2024, PacBio introduced the Vega benchtop system, a compact platform designed for smaller labs, delivering up to 60 Gb of HiFi data per run with read lengths of 15-20 kb, powered by SMRT technology and supporting flexible run times including rapid modes for targeted applications.^[43] Recent advancements in SMRT sequencing include AI-driven base calling via DeepConsensus, a transformer-based model that corrects raw subreads by modeling gaps and alignments, reducing error rates by over 40% compared to prior consensus methods and boosting Q30+ HiFi yield.^[44] Complementary innovations in chemistry, such as SPRQ-Nx, enable two- to four-hour run times for select high-speed modes optimized for shorter inserts or targeted sequencing on the Vega system, enhancing workflow efficiency in time-sensitive clinical and research settings.^[20]

Performance characteristics

Read length and accuracy

In single-molecule real-time (SMRT) sequencing, raw subreads typically range from 10 to 20 kb in length, reflecting the processive synthesis by the DNA polymerase on linear templates before stalling or dissociation.^[45] These subread lengths enable initial capture of repetitive genomic regions, though individual subreads alone are insufficient for resolving structures exceeding 10 kb due to fragmentation and errors. High-fidelity (HiFi) reads, generated through circular consensus sequencing (CCS) of SMRTbell templates, achieve average lengths of 15 to 25 kb, allowing reliable spanning of repeats larger than 10 kb and facilitating de novo assembly of complex genomes.^[46] The template circularization via hairpin adapters permits multiple passes of the polymerase over the same molecule, typically 10 to 20 iterations, yielding a consensus sequence that combines subread data for enhanced length and reliability.^[47] Raw subread accuracy is approximately 90% (equivalent to a Q10 Phred score), characterized by random insertion-deletion and substitution errors arising from polymerase kinetics and signal noise.^[48] In contrast, HiFi reads exceed 99.9% accuracy (Q30 or higher), rivaling short-read and Sanger sequencing, through the averaging of multiple subreads in CCS; this represents a substantial improvement over unpolished raw PacBio assemblies, where error correction via short-read polishing is often required for comparable precision.^[6] Key factors influencing these metrics include the high processivity of engineered DNA polymerases, such as variants of Phi29, which sustain synthesis for tens of kilobases, and the circular template design that enables repeated traversal without reloading.^[49] Consensus accuracy in HiFi sequencing follows an exponential decay model for error rate, approximated as \epsilon \approx e^{-n}, where n is the coverage depth from subread passes (e.g., 20x depth achieves Q20+ or better, with errors reduced by orders of magnitude).^[50] Recent benchmarks as of 2025 demonstrate HiFi reads' utility in full human genome phasing, as evidenced by the All of Us Research Program's analysis of diverse cohorts, where HiFi reads enabled haplotype-resolved variant detection across challenging regions like segmental duplications.^[42]

Throughput and cost efficiency

Single-molecule real-time (SMRT) sequencing platforms have demonstrated substantial improvements in throughput over successive generations, enabling larger-scale genomic projects. The early PacBio RS system typically yielded approximately 1 Gb per run using a single SMRT cell with 75,000 zero-mode waveguides (ZMWs).^[51] Subsequent upgrades in the RS II increased this to around 5 Gb per run through enhanced chemistry and polymerase efficiency, while the Sequel system further scaled output to 5-8 Gb per SMRT cell by expanding ZMW density to 1 million.^[52] The Sequel II platform advanced this to 50-60 Gb per run with a single SMRT cell, and the current Revio system achieves 100-120 Gb per SMRT cell, supporting up to 480 Gb per run across four cells in 24-hour operations.^[11] Projections for future high-throughput systems in development anticipate exceeding 1 Tb per run by leveraging higher ZMW densities and optimized multi-use SMRT cells to approach short-read scale, as discussed in 2025 R&D presentations.^[53] Cost efficiency in SMRT sequencing has declined dramatically from early systems, where costs exceeded $1 per Gb due to limited yields and higher reagent demands, to approximately $0.01-0.05 per Gb for high-fidelity (HiFi) reads as of November 2025 on the Revio platform with SPRQ chemistry.^[11] In October 2025, PacBio announced the SPRQ-Nx chemistry for Revio, enabling multiple runs per SMRT cell and further reducing costs, with beta testing beginning in November 2025 and full availability in 2026; this supports sub-$300 whole human genomes at 20x coverage at scale.^[20] Key factors include SMRT cell pricing, which ranges from $1,000 to $2,000 per cell, and overall run consumables costing around $1,500-1,800 for a full Revio setup.^[54] These reductions stem from increased output per cell and reusable designs in newer chemistries like SPRQ-Nx.^[20] Operational efficiency metrics further enhance SMRT sequencing's viability, with Revio achieving over 50% polymerase utilization across active ZMWs through adaptive loading protocols that optimize template distribution.^[55] Run times vary from 2-10 hours in early systems to 12-30 hours on Revio, balancing yield with minimal hands-on intervention.^[56] Compared to short-read technologies, SMRT remains more expensive for uniform high-coverage applications but offers superior cost-effectiveness for complex genomes requiring long reads to resolve structural variants and repetitive regions.^[57]

Applications

Genomics and structural variant detection

Single-molecule real-time (SMRT) sequencing has revolutionized de novo genome assembly by producing long, high-fidelity reads that span repetitive regions, enabling the construction of highly contiguous assemblies. In bacterial genomes, SMRT sequencing facilitates non-hybrid de novo assemblies from a single long-insert library, achieving contig N50 values exceeding 10 Mb and closing gaps that short-read methods cannot resolve. For instance, hybrid approaches combining SMRT reads with short-read data have produced complete, closed bacterial genomes from complex microbiomes, demonstrating the technology's ability to resolve circular chromosomes and plasmids without manual intervention. In human genomes, SMRT sequencing supports the generation of chromosome-scale assemblies, with contig N50s reaching hundreds of megabases, which is essential for capturing structural complexity missed by fragmented short-read assemblies.^[58]^[59]^[60] A key strength of SMRT sequencing in genomics lies in its capacity for haplotype phasing, which separates maternal and paternal chromosome copies to reveal inherited genetic variations. By leveraging circular consensus sequencing to produce high-fidelity (HiFi) reads up to 20 kb in length, SMRT enables fully phased human genome assemblies without parental data, achieving over 99% phasing accuracy across the genome. This approach has been used to phase multi-kilobase regions in de novo assemblies, providing insights into compound heterozygosity and rare variants that influence disease risk. In diploid genomes, SMRT-based phasing outperforms short-read methods by resolving heterozygous variants in repetitive contexts, such as segmental duplications, with minimal error rates.^[61]^[60]^[62] SMRT sequencing excels in detecting structural variants (SVs), including insertions and deletions larger than 50 bp, inversions, and translocations, by aligning long reads across breakpoints that short-read technologies fragment. These variants, which account for a significant portion of human genetic diversity, are identified with high sensitivity using SMRT's ability to span entire SV events in a single read, reducing false positives from alignment artifacts. For example, SMRT has resolved complex SVs in clinical samples, such as large deletions associated with genetic disorders, by providing full-length sequence context. In population studies, HiFi reads from SMRT sequencing have improved SV calling accuracy to over 95% for events up to megabases in size, enabling the cataloging of novel rearrangements.^[63]^[64]^[65]^[66] The 2025 All of Us Research Program analysis exemplifies SMRT's impact on large-scale SV discovery, where HiFi sequencing of over 200 diverse samples identified 273 novel SVs not captured in short-read data, including population-specific insertions and translocations overlapping hundreds of medically relevant genes. This population-scale effort highlighted SMRT's role in uncovering underrepresented variants in non-European ancestries. Such findings underscore SMRT's utility in equitable genomics, revealing SVs linked to health disparities.^[42]^[67] SMRT sequencing addresses longstanding challenges in repeat resolution, particularly for tandem repeats and centromeric regions that confound short-read assemblies. Long HiFi reads traverse expansive repetitive arrays, phasing alleles through highly identical sequences like alpha satellites in centromeres, which span megabases. For human centromeres, SMRT has enabled the complete assembly of higher-order repeat structures, revealing evolutionary variations across populations that were previously inaccessible. This resolution extends to tandem repeats exceeding 100 kb, where SMRT accurately reconstructs unit copy numbers and orientations, filling gaps in reference genomes.^[68]^[69]^[70]^[71] In human pangenome projects, SMRT sequencing with HiFi reads has been instrumental for assembling diverse haplotypes from underrepresented populations, creating non-linear references that better represent global genetic variation. The Human Pangenome Reference Consortium's efforts utilized SMRT to produce 94 phased haplotypes from 47 individuals, achieving contig N50s over 25 Mb and incorporating SVs from diverse ancestries. Recent initiatives, such as the first Arab human pangenome and South Korea's national pangenome, relied on SMRT for resolving population-specific repeats and SVs, enhancing variant interpretation in precision medicine. These projects demonstrate SMRT's scalability for inclusive genomic references.^[72]^[73]^[74]^[75]

Epigenetics and methylation analysis

Single-molecule real-time (SMRT) sequencing enables direct detection of epigenetic modifications by monitoring alterations in DNA polymerase kinetics during base incorporation. Modified bases, such as 5-methylcytosine (5mC), induce delays in the polymerase progression, which are quantified through interpulse duration (IPD) ratios—the time intervals between consecutive fluorescence pulses corresponding to nucleotide incorporations. For instance, 5mC typically slows incorporation rates, resulting in elevated IPD values at the modified site and often at positions up to six bases downstream, allowing inference of modification status without bisulfite conversion or other chemical treatments.^[76]^[77] SMRT sequencing covers a range of epigenetic marks, including N6-methyladenine (6mA), 5mC, and 5-hydroxymethylcytosine (5hmC), by analyzing these kinetic signatures integrated with sequence data. Detection accuracy exceeds 90% for CpG methylation sites when using high-fidelity circular consensus sequencing (CCS) reads, particularly with deep learning-based models that deconvolute subtle kinetic variations in complex eukaryotic genomes. This approach benefits from the platform's ability to generate long reads, providing single-molecule resolution and phasing of modifications over extended genomic regions.^[78] In applications, SMRT sequencing has facilitated genome-wide methylation mapping in eukaryotes and comprehensive profiling of bacterial epigenomes, revealing motifs like 5'-GGCC-3' for 5mC in microbial genomes. Tools such as PacBio's pbccs software perform kinetic variant calling by computing IPD ratios alongside consensus sequences, enabling integrated epigenetic and genomic analysis. Recent 2025 advancements, including licensed deep learning models, enhance detection of 5hmC, hemimethylation, and 6mA during standard HiFi runs, supporting studies on disease-associated epigenetics like those in hemoglobinopathies.^[8]^[79]^[80]

Clinical and diagnostic uses

Single-molecule real-time (SMRT) sequencing has emerged as a valuable tool in prenatal and carrier screening, particularly for detecting complex hemoglobinopathies such as thalassemia and sickle cell anemia. In a 2025 population-based screening initiative in Guangxi, China, SMRT sequencing enabled the identification of rare hemoglobin variants like Hb O-Arab and Hb D-Punjab through high-fidelity long reads, facilitating preconception carrier detection and reducing the risk of affected offspring in high-prevalence regions.^[81] Similarly, targeted long-read SMRT approaches have been applied in preimplantation genetic testing for α-thalassemia, allowing simultaneous detection of deletions and point mutations in a single reaction without requiring proband samples, as demonstrated in a July 2025 study.^[82] These applications leverage SMRT's ability to resolve repeat expansions and structural variants that short-read methods often miss, improving diagnostic accuracy in prenatal diagnostics.^[83] In oncology, SMRT sequencing supports the analysis of tumor structural variants (SVs) and methylation patterns, enhancing liquid biopsy capabilities for non-invasive cancer monitoring. Long-read SMRT has enabled the detection of extended cell-free DNA (cfDNA) fragments exceeding 500 base pairs, which are enriched in euchromatic regions and provide insights into tumor heterogeneity and methylation status, as shown in an October 2025 study on cfDNA fragmentomics.^[84] This approach facilitates direct methylation analysis from plasma samples, aiding in the identification of cancer-specific epigenetic signatures and predicting immunotherapy responses by resolving complex SVs that influence immune checkpoint expression.^[85] For instance, PacBio's HiFi sequencing, with its >99% accuracy, has been integrated into cancer genomics workflows to detect rare variants in liquid biopsies with high sensitivity, supporting personalized treatment decisions.^[86] A key regulatory milestone occurred in November 2025 when China's National Medical Products Administration (NMPA) granted Class III medical device approval to the Sequel II CNDx system, developed by Berry Genomics in partnership with PacBio, marking the world's first clinical approval for long-read SMRT sequencing.^[39] This approval specifically validates HiFi-based thalassemia testing, enabling routine clinical use for hemoglobinopathy diagnostics and paving the way for broader adoption of SMRT in precision medicine across Asia.^[40] Despite these advances, clinical implementation of SMRT sequencing faces challenges in standardization and regulatory compliance, particularly under FDA and CLIA frameworks. A U.S. District Court vacated the FDA's 2024 rule on Laboratory Developed Tests (LDTs) in March 2025, with the FDA rescinding it on September 19, 2025, and reverting to pre-2024 oversight under CLIA without additional phased requirements.^[87] Additionally, integration into hybrid workflows combining SMRT long reads with short-read sequencing demands standardized bioinformatics pipelines to ensure reproducibility, as highlighted by ongoing efforts from the Association for Molecular Pathology (AMP) to modernize CLIA guidelines amid concerns over disrupted access to innovative diagnostics.^[88] These hurdles underscore the need for collaborative initiatives to harmonize protocols and demonstrate clinical utility.

References

[1]
The advantages of SMRT sequencing - PMC - PubMed Central - NIH
SMRT sequencing offers long reads, modified base detection, high accuracy, and helps resolve fragmented assemblies, making it ideal for small genomes.Missing: review | Show results with:review
[2]
PacBio Sequencing and Its Applications - PMC - PubMed Central
Nov 2, 2015 · PacBio sequencing offers much longer read lengths and faster runs than SGS methods but is hindered by a lower throughput, higher error rate, and higher cost ...
[3]
Single molecule real-time (SMRT) sequencing comes of age - NIH
Feb 1, 2018 · Here we capsulize how SMRT sequencing is revolutionizing constitutional, reproductive, cancer, microbial and viral genetic testing.
[4]
https://pmc.ncbi.nlm.nih.gov/articles/PMC5861413/
[5]
Long-read sequencing vs short-read sequencing
Jul 26, 2021 · Both short-read sequencing and long-read sequencing have their own benefits and flaws, depending on what the experiment is aiming to accomplish.
[6]
Accurate circular consensus long-read sequencing improves variant ...
Aug 12, 2019 · We report the optimization of circular consensus sequencing (CCS) to improve the accuracy of single-molecule real-time (SMRT) sequencing (PacBio)
[7]
Genome-wide detection of cytosine methylation by single molecule ...
Jan 25, 2021 · Single molecule real-time (SMRT) sequencing theoretically offers the opportunity to directly assess certain base modifications of native DNA ...
[8]
Single molecule real-time (SMRT) sequencing comes of age
Feb 1, 2018 · Long read single molecule sequencers resolve these obstacles. Moreover, they offer higher consensus accuracies and can detect epigenetic ...<|separator|>
[9]
PacBio Sequencing and Its Applications - ScienceDirect.com
Oct 3, 2015 · Single-molecule, real-time sequencing developed by Pacific BioSciences offers longer read lengths than the second-generation sequencing ...
[10]
[PDF] Guide - Pacific Biosciences Template Preparation and Sequencing
The SMRTbell template preparation method creates a circularized template for use with multiple sequencing protocols. A single stream- lined protocol is used to ...
[11]
[PDF] Procedure & Checklist - Preparing HiFi SMRTbell Libraries using ...
To maximize HiFi yield per SMRT Cell, PacBio recommends fragmenting the gDNA to a size distribution mode between 15 kb – 18 kb for human whole genome sequencing ...
[12]
[PDF] Guidelines for Preparing 20 kb SMRTbell™ Templates - PacBio
This Bulletin provides recommendations and tips for preparing 20 kb SMRTbell templates using the. BluePippin™ size-selection method using size-selection ...
[13]
[PDF] PACBIO® GUIDELINES FOR SUCCESSFUL SMRTbell™ LIBRARIES
3) Concentration of your DNA sample: Accurate quantitation of DNA concentration is critical for the PacBio® template preparation procedures. Traditional ...
[14]
https://www.pacb.com/wp-content/uploads/Procedure-Checklist-Preparing-HiFi-SMRTbell-Libraries-using-SMRTbell-Express-Template-Prep-Kit-2.0.pdf
[15]
Pacific Biosciences Introduces New Chemistry With Longer Read ...
Oct 3, 2013 · ... four DNA bases using four colors of fluorescence. These photo-protected dyes shield the P5 polymerase from laser-induced damage, allowing ...Missing: early two-
[16]
Improved fabrication of zero-mode waveguides for single-molecule ...
Feb 4, 2008 · We present a novel fabrication of metallic subwavelength apertures in the visible range. Using a new electron beam lithography process, uniform arrays of such ...
[17]
Zero-mode waveguides and nanopore-based sequencing ...
Pacific Biosciences (PacBio) developed a highly functional DNA sequencing single-molecule real-time (SMRT) chip, capable of collecting more than 8 million ...
[18]
High-throughput platform for real-time monitoring of biological ... - NIH
This interface allows custom control over a variety of instrument parameters, including laser powers, acquisition times, camera frame rate, chip clamp ...
[19]
[PDF] Harnessing Kinetic Information in Single-Molecule, Real-Time ...
The kinetic data can be used to corroborate or overturn consensus calls and even enable calling bases in problematic sequence contexts. Second, using the ...
[20]
SMRT Link - PacBio
SMRT analysis. Perform secondary analysis on the basecalled data, including sequence alignment, variant detection, structural variant calling, and RNA analysis.
[21]
Accurate circular consensus long-read sequencing improves variant ...
We present a protocol for producing highly-accurate long reads using circular consensus sequencing (CCS) on the PacBio Sequel System. We apply the protocol to ...
[22]
PacBio and Google Collaborate to Use Machine Learning to ...
Jan 11, 2022 · PacBio will explore the use of Google's genomic analysis, machine learning and algorithm development tools to further improve PacBio's already highly accurate ...
[23]
Pacific Biosciences Launches New Sequencing Platform Based In ...
Sep 30, 2015 · The core of the Sequel System is the capacity of its redesigned SMRT Cells, which contain one million zero-mode waveguides (ZMWs) at launch, ...Missing: 2010 specifications
[24]
New Chemistry and Software for Sequel System Improve Read ...
Jan 9, 2017 · PacBio new chemistry and software for the Sequel System achieve mean read lengths of 10-18 kb, with half of the data in reads >20 kb, ...Missing: movie | Show results with:movie
[25]
PacBio Sequel - Genohub
Apr 26, 2024 · The Sequel uses redesigned SMRT Cells to contain more than one million ZMWs, which is a significant increase over the 150,000 ZMWs within the ...
[26]
Pacific Biosciences Launches New Sequel II System, Featuring
Apr 24, 2019 · The system includes the new SMRT Cell 8M, as well as chemistry, instrument control software and the SMRT Link software package.
[27]
Sequel systems - PacBio
Sequel II and IIe systems. Input amount per SMRT Cell, 2 µg, 500 ng with SPRQ chemistry, 1 ug. Run times, 12 and 24-hours, 12, 24, and 30-hours, 12 to 30 hours.
[28]
Award-Winning Sequel II System Sets a New Standard for ... - PacBio
Dec 3, 2019 · It contains updated hardware to process the new SMRT Cell 8M, which provides ~8x DNA sequencing data output, as well as reduced project costs ...
[29]
Pacific Biosciences Launches The Sequel IIe System To Accelerate ...
Oct 5, 2020 · The new system can directly produce highly accurate long reads (HiFi reads) more quickly and more cost-effectively than ever.
[30]
Meet the New Sequel IIe System: Delivering Fast & Affordable HiFi ...
Oct 5, 2020 · “Generating HiFi reads directly on the Sequel IIe System now has the potential to further accelerate cost-effective access to this information- ...Missing: optimized | Show results with:optimized
[31]
Previous system releases - PacBio
The Sequel II system 2.0 release features major improvements to system performance through our 2.0 consumables, SMRT Cell 8M, Sequel ICS v8.0, and SMRT Link v8.
[32]
PacBio Announces Revio, a Revolutionary New Long Read ...
Oct 25, 2022 · Revio will run up to four SMRT Cells in parallel, which provides up to 100 million ZMWs for sequencing single molecules simultaneously. Combined ...
[33]
PacBio Revio | Long-read sequencing at scale
The GPUs provide rapid turnaround time for basecalling and HiFi read generation, directly outputting HiFi reads in BAM format. Google Health DeepConsensus.
[34]
[PDF] REVIO SYSTEM + SPRQ CHEMISTRY SPECIFICATION SHEET
Now optimized with SPRQ™ chemistry, the Revio system offers enhanced affordability, throughput, and ease of use. Free yourself to discover more with a complete ...
[35]
https://www.pacb.com/products-protocols/meet-the-new-sequel-iie-system/
[36]
https://www.pacb.com/technology/hifi-sequencing/sequel-system/previous-system-releases/
[37]
Roadmap - PacBio
SMRT Cells power PacBio sequencing. Each chip holds millions of zero-mode waveguides (ZMWs) where a polymerase is observed sequencing DNA in real time.
[38]
Landmark All of Us study demonstrates HiFi sequencing as ... - PacBio
Oct 16, 2025 · All of Us Research Program (AoU) is the first AoU large-scale, population-level analysis using PacBio long-read sequencing.
[39]
DeepConsensus improves the accuracy of sequences with a gap ...
Sep 1, 2022 · DeepConsensus reduces errors in PacBio HiFi reads by 41.9% compared to pbccs in human sequence data. We stratify performance across mismatches, ...Missing: paper | Show results with:paper
[40]
PacBio Announces Major Advances for Revio and Vega to Lower ...
Oct 14, 2025 · Beta testing of SPRQ-Nx chemistry on the higher throughput Revio is expected to begin in November 2025, with full commercial availability ...
[41]
New Chemistry Boosts Average Read Length to 10 kb - PacBio
Oct 15, 2014 · PacBio's new reagent kit, P6-C4 replaces the P5-C3 chemistry and is recommended for all SMRT® Sequencing applications.Missing: C1 C2 phospholinked
[42]
Highly accurate long-read HiFi sequencing data for five complex ...
Nov 17, 2020 · The PacBio HiFi sequencing method yields highly accurate long-read sequencing datasets with read lengths averaging 10–25 kb and accuracies greater than 99.5%.
[43]
A flexible and efficient template format for circular consensus ... - NIH
The circular topology of the SMRTbell format enables a circular consensus sequencing application, where observations of polymerase activity can be made ...Missing: circularization | Show results with:circularization
[44]
PacBio sequencing output increased through uniform and ... - Nature
Sep 10, 2021 · However, these third-generation sequencers suffer from poor sequencing accuracy of only 90% (equal to a quality score of Q10), compared to ...
[45]
HiFi Reads - Highly accurate long-read sequencing - PacBio
PacBio is the only sequencing technology to offer HiFi reads that provide accuracy of 99.9%, on par with short reads and Sanger sequencing.
[46]
Real-Time DNA Sequencing from Single Polymerase Molecules
Pacific Biosciences has developed a method for real-time sequencing of single DNA molecules (Eid et al., 2009), with intrinsic sequencing rates of several ...
[47]
A Benchmark Study on Error Assessment and Quality Control of ...
PacBio RS, a newly emerging third-generation DNA sequencing platform, is based on a real-time, single-molecule, nano-nitch sequencing technology that can ...Missing: review | Show results with:review<|control11|><|separator|>
[48]
[PDF] Revolutionize Genomics with SMRT Sequencing - PacBio
SMRT uses ZMWs and phospholinked nucleotides, processed on a PacBio system, to achieve long reads, high accuracy, and simultaneous epigenetic characterization.
[49]
[PDF] Best practices for whole genome sequencing using the Sequel System
The system generates average read lengths between 10 – 15 kb with throughput of 5 – 8 Gb per SMRT Cell while requiring lower loading concentration compared ...
[50]
[PDF] Todd Friedman (Investor Relations) - PacBio
In the first quarter of 2025, consumable revenue reached a record $20.1 million, reflecting 26% year- over-year growth and steady utilization across our growing ...
[51]
Rates & Billing - QB3 Berkeley
PacBio ; Amplicon Lib Prep, $150, $165 ; Revio SMRTcell (SPRQ Chemistry), 5-10M (varies by application), 60-90Gb (varies by application), $1500, $1650 ...
[52]
[PDF] Revio™ system run evaluation and troubleshooting guide - PacBio
The reads from P1 ZMWs that generate a HiFi read (consensus accuracy ≥QV20) are stored in the HiFi_reads.bam file and are used in downstream applications.
[53]
Sequencing systems - PacBio
The introduction of Onso short-read sequencing redefines this standard, offering extraordinarily accurate reads with an error rate of only 1 in 10,000 bases or ...
[54]
Long-read sequencing myths: debunked. Part 5 — microbiology
May 16, 2024 · PacBio HiFi sequencing is now as affordable as short reads across all microbial genomics applications ; Cost per sample, ILMN NextSeq 2000*, PACB ...
[55]
[PDF] Automated, Non-Hybrid De Novo Genome Assemblies and ... - PacBio
We have developed a new paradigm for microbial de novo assemblies in which SMRT sequencing reads from a single long insert library are used exclusively to close ...Missing: first | Show results with:first
[56]
Complete, closed bacterial genomes from microbiomes using ...
Feb 10, 2020 · As bin assembly approaches completion, the quantity N50 divided by bin length approaches one, regardless of genome size. Nanopore sequencing and ...
[57]
Fully phased human genome assembly without parental data using ...
Dec 7, 2020 · Human genomes are typically assembled as consensus sequences that lack information on parental haplotypes. Here we describe a reference-free ...
[58]
[PDF] Highly contiguous de novo human genome assembly and long ...
SMRT sequencing enables high-quality human genome assembly using long reads, and combined with capture technology, it allows phasing of multi-kilobase regions.
[59]
Chromosome-scale, haplotype-resolved assembly of human genomes
Dec 7, 2020 · Haplotype-resolved or phased genome assembly provides a complete picture of genomes and their complex genetic variations.
[60]
Tutorial: Structural variant calling [SMRT Link v6.0.0] - PacBio
Feb 5, 2021 · This tutorial provides an overview of the Structural Variant Calling application in SMRT Link and a live demo of how to launch an analysis in SMRT Link and ...
[61]
Structural variant calling: the long and the short of it | Genome Biology
Nov 20, 2019 · These genomic variants are typically classified as deletions, duplications, insertions, inversions, and translocations describing different ...
[62]
[PDF] SMRT Long-Read Sequencing Solves Genetic Mysteries
May 8, 2020 · SMRT sequencing allowed the scientists to focus on potentially causative structural variants. A quick filter of the over. 17,000 structural ...
[63]
Tradeoffs in alignment and assembly-based methods for structural ...
Mar 19, 2024 · Long-read sequencing offers long contiguous DNA fragments, facilitating diploid genome assembly and structural variant (SV) detection.
[64]
Population-scale Long-read Sequencing in the All of Us Research ...
Oct 5, 2025 · Here, we present the first large-scale analyses of long-read sequencing (LRS) in AoU and offer a new framework for deriving genomic insights ...
[65]
Resolving the complexity of the human genome using single ... - NIH
In order to identify missing sequence and genetic variation, we sequenced and analyzed a haploid human genome (CHM1) using single-molecule, real-time (SMRT) DNA ...
[66]
The variation and evolution of complete human centromeres | Nature
Apr 3, 2024 · Human centromeres have been traditionally very difficult to sequence and assemble owing to their repetitive nature and large size.
[67]
Rapid and ongoing evolution of repetitive sequence structures in ...
Dec 11, 2020 · Our understanding of centromere sequence variation across human populations is limited by its extremely long nested repeat structures called ...
[68]
Finding long tandem repeats in long noisy reads - Oxford Academic
Chaisson et al. attempted to close gaps in the human genome using SMRT sequencing and found that many of the gaps were filled with long tandem repeats, ...<|separator|>
[69]
The HiFi difference: enabling the human pangenome reference
Jul 22, 2022 · A high-quality human pangenome reference built from diploid, phased, de novo PacBio HiFi assemblies of 47 genetically diverse individuals (94 haplotypes).
[70]
A draft human pangenome reference | Nature
May 10, 2023 · Trio-Hifiasm uses PacBio HiFi long-read sequences and parental Illumina short-read sequences to produce near fully phased contig assemblies. The ...
[71]
PacBio HiFi Sequencing Powers First Arab Human Pangenome ...
Jul 24, 2025 · Scientists have published the first Arab human pangenome in Nature Communications, powered in large part by PacBio's HiFi long-read sequencing.
[72]
PacBio HiFi Technology Selected as Core Platform for South ...
Oct 13, 2025 · This marks the first national pangenome initiative to adopt PacBio's full technology suite, combining accuracy, completeness, and resolution ...
[73]
Direct detection of DNA methylation during single-molecule, real ...
Aug 7, 2025 · We describe the direct detection of DNA methylation, without bisulfite conversion, through single-molecule, real-time (SMRT) sequencing.
[74]
[PDF] Detecting DNA Base Modifications Using SMRT Sequencing - PacBio
With C2 Chemistry, the base throughput of a two hour run on the PacBio RS is approximately 100 Mb. Studying methyladenine in E. coli requires 4 to 6 SMRT Cells ...Missing: color | Show results with:color<|control11|><|separator|>
[75]
DNA 5-methylcytosine detection and methylation phasing using ...
Jul 8, 2023 · With longer reads, PacBio CCS is expected to profile methylation of more CpGs in the human genome than short-read sequencing technologies do.
[76]
Enhanced 5-methylcytosine detection in single-molecule, real-time ...
Jan 22, 2013 · Through SMRT sequencing, we were able to identify two methylated sequence motifs: 5'-GCATC-3' or 5'-GATGC-3' and 5'-GGCC-3'. The first motif had ...
[77]
PacBio Announces Plans to Improve Methylation Detection in HiFi ...
Apr 28, 2025 · Company licenses novel deep learning-based epigenetic models from CUHK enabling the detection of 5hmC, 5mC hemimethylation, and 6mA in standard sequencing runs.
[78]
The rare hemoglobin variants Hb O-Arab and Hb D-Punjab ... - NIH
Aug 14, 2025 · In this study, we launched a population-based genetic screening initiative for hemoglobinopathies in Guangxi, China, using the SMRT sequencing.
[79]
A novel targeted long-read sequencing-based preimplantation ...
Jul 8, 2025 · The purpose is to develop a preimplantation genetic testing (PGT) method for α-thalassemia in one reaction, without requiring a proband.<|separator|>
[80]
Clinical Perspective on Use of Long-Read Sequencing in Prenatal ...
Aug 9, 2025 · This is an editorial focusing on the clinical perspective of a long-read sequencing method in the prenatal diagnosis of alpha- and ...
[81]
Review Cell-free DNA fragmentomics in cancer - ScienceDirect.com
Oct 2, 2025 · Using PacBio SMRT sequencing, Che and colleagues show that long (>500 bp) cfDNA is enriched in euchromatic regions. Indeed, the abundance of ...
[82]
Single-Molecule Sequencing Enables Long Cell-Free DNA ...
May 19, 2022 · Single-molecule sequencing enables long cell-free DNA detection and direct methylation analysis for cancer patients.
[83]
Cancer genomics - PacBio
Highly accurate SBB short-read sequencing allows researchers to achieve unprecedented sensitivity and specificity for detecting rare variants in liquid biopsy ...Cancer Genomics Solutions · Reveal Hidden Biomarkers · Highly Accurate Short-Read...Missing: 2024 | Show results with:2024
[84]
Impact of Recent FDA Ruling on CLIA Laboratory Developed Tests ...
Aug 9, 2025 · The FDA's recent ruling on Clinical Laboratory Improvement Amendments (CLIA) Laboratory Developed Tests (LDTs) marks a large shift in regulatory oversight.
[85]
AMP Challenges FDA's LDT Rule, Advocates for CLIA Modernization
Sep 4, 2024 · AMP believes the FDA LDT rule will drastically alter how lab services are regulated, significantly disrupting access to localized, evidence- ...Missing: SMRT hybrid