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June 1, 2021  |  

Complex alternative splicing patterns in hematopoietic cell subpopulations revealed by third-generation long reads.

Background: Alternative splicing expands the repertoire of gene functions and is a signature for different cell populations. Here we characterize the transcriptome of human bone marrow subpopulations including progenitor cells to understand their contribution to homeostasis and pathological conditions such as atherosclerosis and tumor metastasis. To obtain full-length transcript structures, we utilized long reads in addition to RNA-seq for estimating isoform diversity and abundance. Method: Freshly harvested, viable human bone marrow tissues were extracted from discarded harvesting equipment and separated into total bone marrow (total), lineage-negative (lin-) progenitor cells and differentiated cells (lin+) by magnetic bead sorting with antibodies to surface markers of hematopoietic cell lineages. Sequencing was done with SOLiD, Illumina HiSeq (100bp paired-end reads), and PacBio RS II (full-length cDNA library protocol for 1 – 6 kb libraries). Short reads were assembled using both Trinity for de novo assembly and Cufflinks for genome-guided assembly. Full-length transcript consensus sequences were obtained for the PacBio data using the RS_IsoSeq protocol from PacBios SMRTAnalysis software. Quantitation for each sample was done independently for each sequencing platform using Sailfish to obtain the TPM (transcripts per million) using k-mer matching. Results: PacBios long read sequencing technology is capable of sequencing full-length transcripts up to 10 kb and reveals heretofore-unseen isoform diversity and complexity within the hematopoietic cell populations. A comparison of sequencing depth and de novo transcript assembly with short read, second-generation sequencing reveals that, while short reads provide precision in determining portions of isoform structure and supporting larger 5 and 3 UTR regions, it fails in providing a complete structure especially when multiple isoforms are present at the same locus. Increased breadth of isoform complexity is revealed by long reads that permits further elaboration of full isoform diversity and specific isoform abundance within each separate cell population. Sorting the distribution of major and minor isoforms reveals a cell population-specific balance focused on distinct genome loci and shows how tissue specificity and diversity are modulated by alternative splicing.


June 1, 2021  |  

Resolving the ‘dark matter’ in genomes.

Second-generation sequencing has brought about tremendous insights into the genetic underpinnings of biology. However, there are many functionally important and medically relevant regions of genomes that are currently difficult or impossible to sequence, resulting in incomplete and fragmented views of genomes. Two main causes are (i) limitations to read DNA of extreme sequence content (GC-rich or AT-rich regions, low complexity sequence contexts) and (ii) insufficient read lengths which leave various forms of structural variation unresolved and result in mapping ambiguities.


June 1, 2021  |  

Rapid full-length Iso-Seq cDNA sequencing of rice mRNA to facilitate annotation and identify splice-site variation.

PacBio’s new Iso-Seq technology allows for rapid generation of full-length cDNA sequences without the need for assembly steps. The technology was tested on leaf mRNA from two model O. sativa ssp. indica cultivars – Minghui 63 and Zhenshan 97. Even though each transcriptome was not exhaustively sequenced, several thousand isoforms described genes over a wide size range, most of which are not present in any currently available FL cDNA collection. In addition, the lack of an assembly requirement provides direct and immediate access to complete mRNA sequences and rapid unraveling of biological novelties.


June 1, 2021  |  

Comparative genome analysis of Clavibacter michiganensis subsp. michiganensis strains provides insights into genetic diversity and virulence.

Clavibacter michiganensis subsp. michiganensis (Cmm) is a gram positive actinomycete, causing bacterial canker of tomato (Solanum lycopersicum) a disease that can cause significant losses in tomato production. In this study, we determined the complete genome sequence of 13 California Cmm strains and one saprophytic Clavibacter strain using a combination of Ilumina and PacBio sequencing. The California Cmm strains have genome size (3.2 -3.3 mb) similar to the reference strain NCPPB382 (3.3 mb) with =98% sequence identity. Cmm strains from California share =92% genes (8-10% are noble genes) with the reference Cmm strain NCPPB382. Despite this similarity, we detected significant alternatives in California strains with respect to plasmid number, plasmid composition, and genomic island presence indicating acquisition of unique mechanisms controlling virulence. Plasmids pCM1 and pCM2, that were previously demonstrated to be required for NCPPB382 virulence, also differ in their presence and gene content across Cmm strains. pCM2 is absent in some Cmm strains and that still retain virulence in tomato. Saprophytic Clavibacter possess a novel plasmid, pSCM, and lacks the majority of characterized virulence factors. Genome sequence information was also used to design specific and sensitive primer pairs for Cmm detection. A mechanistic understanding of how genomic changes have impacted Cmm virulence and survival across diverse strains will be necessary for developing a robust disease control strategies for bacterial canker of tomato.


June 1, 2021  |  

A workflow for the analysis of contigs from the metagenomic shotgun assembly of SMRT Sequencing data

The throughput of SMRT Sequencing and long reads allows microbial communities to be analyzed using a shotgun sequencing approach. Key to leveraging this data is the ability to cluster sequences belonging to the same member of a community. Long reads of up to 40 kb provide a unique capability in identifying those relationships, and pave the way towards finished assemblies of community members. Long reads are highly valuable when samples are more complex and containing lower intra-species variation, such as a larger number of closely related species, or high intra-species variation. Here, we present a collection of tools tailored for the analysis of PacBio metagenomic assemblies. These tools allow for improvements in the assembly results, and greater insight into the complexity of the study communities. Supervised classification is applied to a large set of sequence characteristics (e.g. GC content, raw read coverage, k-mer frequency, and gene prediction information) and to cluster contigs from single or highly related species. Assembly in isolation of the raw data associated with these contigs is shown to improve assembly statistics. A unique feature of SMRT Sequencing is the availability to leverage simultaneously collected base modification / methylation data to aid the clustering of contigs expected to comprise a single or very closely related species. We demonstrate the added value of base modification information to distinguish and study variation within metagenomic samples based on differences in the methylated DNA motifs involved in the restriction modification system. Application of these techniques is demonstrated on a mock community and monkey intestinal microbiome sample.


June 1, 2021  |  

Resources for advanced bioinformaticians working in plant and animal genomes with SMRT Sequencing.

Significant advances in bioinformatics tool development have been made to more efficiently leverage and deliver high-quality genome assemblies with PacBio long-read data. Current data throughput of SMRT Sequencing delivers average read lengths ranging from 10-15 kb with the longest reads exceeding 40 kb. This has resulted in consistent demonstration of a minimum 10-fold improvement in genome assemblies with contig N50 in the megabase range compared to assemblies generated using only short- read technologies. This poster highlights recent advances and resources available for advanced bioinformaticians and developers interested in the current state-of-the-art large genome solutions available as open-source code from PacBio and third-party solutions, including HGAP, MHAP, and ECTools. Resources and tools available on GitHub are reviewed, as well as datasets representing major model research organisms made publically available for community evaluation or interested developers.


June 1, 2021  |  

Impact of DNA quality on PacBio RS II read lengths.

Maximizing the read length of next generation sequencing (NGS) facilitates de novo genome assembly. Currently, the PacBio RS II system leads the industry with respect to maximum possible NGS read lengths. Amplicon Express specializes in preparation of high molecular weight, NGS-grade genomic DNA for a variety of applications, including next generation sequencing. This study was performed to evaluate the effects of gDNA quality on PacBio RS II read length.


June 1, 2021  |  

Complete microbial genomes, epigenomes, and transcriptomes using long-read PacBio Sequencing.

For comprehensive metabolic reconstructions and a resulting understanding of the pathways leading to natural products, it is desirable to obtain complete information about the genetic blueprint of the organisms used. Traditional Sanger and next-generation, short-read sequencing technologies have shortcomings with respect to read lengths and DNA-sequence context bias, leading to fragmented and incomplete genome information. The development of long-read, single molecule, real-time (SMRT) DNA sequencing from Pacific Biosciences, with >10,000 bp average read lengths and a lack of sequence context bias, now allows for the generation of complete genomes in a fully automated workflow. In addition to the genome sequence, DNA methylation is characterized in the process of sequencing. PacBio® sequencing has also been applied to microbial transcriptomes. Long reads enable sequencing of full-length cDNAs allowing for identification of complete gene and operon sequences without the need for transcript assembly. We will highlight several examples where these capabilities have been leveraged in the areas of industrial microbiology, including biocommodities, biofuels, bioremediation, new bacteria with potential commercial applications, antibiotic discovery, and livestock/plant microbiome interactions.


June 1, 2021  |  

Single Molecule, Real-Time sequencing of full-length cDNA transcripts uncovers novel alternatively spliced isoforms.

In higher eukaryotic organisms, the majority of multi-exon genes are alternatively spliced. Different mRNA isoforms from the same gene can produce proteins that have distinct properties such as structure, function, or subcellular localization. Thus, the importance of understanding the full complement of transcript isoforms with potential phenotypic impact cannot be underscored. While microarrays and other NGS-based methods have become useful for studying transcriptomes, these technologies yield short, fragmented transcripts that remain a challenge for accurate, complete reconstruction of splice variants. The Iso-Seq protocol developed at PacBio offers the only solution for direct sequencing of full-length, single-molecule cDNA sequences to survey transcriptome isoform diversity useful for gene discovery and annotation. Knowledge of the complete isoform repertoire is also key for accurate quantification of isoform abundance. As most transcripts range from 1 – 10 kb, fully intact RNA molecules can be sequenced using SMRT Sequencing (avg. read length: 10-15 kb) without requiring fragmentation or post-sequencing assembly. Our open-source computational pipeline delivers high-quality, non-redundant sequences for unambiguous identification of alternative splicing events, alternative transcriptional start sites, polyA tail, and gene fusion events. The standard Iso-Seq protocol workflow available for all researchers is presented using a deep dataset of full- length cDNA sequences from the MCF-7 cancer cell line, and multiple tissues (brain, heart, and liver). Detected novel transcripts approaching 10 kb and alternative splicing events are highlighted. Even in extensively profiled samples, the method uncovered large numbers of novel alternatively spliced isoforms and previously unannotated genes.


June 1, 2021  |  

Targeted SMRT Sequencing and phasing using Roche NimbleGen’s SeqCap EZ enrichment

As a cost-effective alternative to whole genome human sequencing, targeted sequencing of specific regions, such as exomes or panels of relevant genes, has become increasingly common. These methods typically include direct PCR amplification of the genomic DNA of interest, or the capture of these targets via probe-based hybridization. Commonly, these approaches are designed to amplify or capture exonic regions and thereby result in amplicons or fragments that are a few hundred base pairs in length, a length that is well-addressed with short-read sequencing technologies. These approaches typically provide very good coverage and can identify SNPs in the targeted region, but are unable to haplotype these variants. Here we describe a targeted sequencing workflow that combines Roche NimbleGen’s SeqCap EZ enrichment technology with Pacific Biosciences’ SMRT Sequencing to provide a more comprehensive view of variants and haplotype information over multi-kilobase regions. While the SeqCap EZ technology is typically used to capture 200 bp fragments, we demonstrate that 6 kb fragments can also be utilized to enrich for long fragments that extend beyond the targeted capture site and well into (and often across) the flanking intronic regions. When combined with the long reads of SMRT Sequencing, multi-kilobase regions of the human genome can be phased and variants detected in exons, introns and intergenic regions.


June 1, 2021  |  

SMRT Sequencing of DNA and RNA samples extracted from formalin-fixed and paraffin embedded tissues using adaptive focused acoustics by Covaris.

Recent advances in next-generation sequencing have led to an increased use of formalin-fixed and paraffin-embedded (FFPE) tissues for medical samples in disease and scientific research. Single Molecule, Real-Time (SMRT) Sequencing offers a unique advantage for direct analysis of FFPE samples without amplification. However, obtaining ample long-read information from FFPE samples has been a challenge due to the quality and quantity of the extracted DNA. FFPE samples often contain damaged sites, including breaks in the backbone and missing or altered nucleotide bases, which directly impact sequencing and target enrichment. Additionally, the quality and quantity of the recovered DNA vary depending on the extraction methods used. We have evaluated the Covaris® Adaptive Focused Acoustics (AFA) system as a method for obtaining high molecular weight DNA suitable for SMRTbell™ template preparation and subsequent PacBio RS II sequencing. To test the Covaris system, we extracted DNA from normal kidney FFPE scrolls acquired from the Cooperative Human Tissue Network (CHTN), University of Pennsylvania. Damaged sites in the extracted DNA were repaired using a DNA Damage Repair step, and the treated DNA was constructed into SMRTbell libraries for sequencing on the PacBio System. Using the same repaired DNA, we also tested the efficiency of PCR in amplifying targets of up to 10 kb. The resulting amplicons were also constructed into SMRTbell templates for full-length sequencing on the PacBio System. We found the Adaptive Focused Acoustics (AFA) system by Covaris to be effective. This system is easy and simple to use, and the resulting DNA is compatible with SMRTbell library preparation for targeted and whole genome SMRT Sequencing. The data presented here demonstrates feasibility of SMRT Sequencing with FFPE samples.


June 1, 2021  |  

Full-length HIV-1 env deep sequencing in a donor with broadly neutralizing V1/V2 antibodies.

Background: Understanding the co-evolution of HIV populations and broadly neutralizing antibodies (bNAbs) may inform vaccine design. Novel long-read, next-generation sequencing methods allow, for the first time, full-length deep sequencing of HIV env populations. Methods: We longitudinally examined HIV-1 env populations (12 time points) in a subtype A infected individual from the IAVI primary infection cohort (Protocol C) who developed bNAbs (62% ID50>50 on a diverse panel of 105 viruses) targeting the V1/V2 loop region. We developed a PacBio single molecule, real-time sequencing protocol to deeply sequence full-length env from HIV RNA. Bioinformatics tools were developed to align env sequences, infer phylogenies, and interrogate escape dynamics of key residues and glycosylation sites. PacBio env sequences were compared to env sequences generated through amplification and cloning. Env dynamics and viral escape motif evolution were interpreted in the context of the development V1/V2-targeting broadly neutralizing antibodies. Results: We collected a median of 6799 (range: 1770-14727) high quality full-length HIV env circular consensus sequences (CCS) per SMRT Cell, per time point. Using only CCS reads comprised of 6 or more passes over the HIV env insert (= 16 kb read length) ensured that our median per-base accuracy was 99.7%. A phylogeny inferred with PacBio and 100 cloned env sequences (10 time points) found the cloned sequences evenly distributed among PacBio sequences. Viral escape from the V1/V2 targeted bNAbs was evident at V2 positions 160, 166, 167, 169 and 181 (HxB2 numbering), exhibiting several distinct escape pathways by 40 months post-infection. Conclusions: Our PacBio full-length env sequencing method allowed unprecedented view and ability to characterize HIV-1 env dynamics throughout the first four years of infection. Longitudinal full-length env deep sequencing allows accurate phylogenetic inference, provides a detailed picture of escape dynamics in epitope regions, and can identify minority variants, all of which will prove critical for increasing our understanding of how env evolution drives the development of antibody breadth.


June 1, 2021  |  

Best practices for whole-genome de novo sequencing with long-read SMRT Sequencing.

With the introduction of P6-C4 chemistry, PacBio has made significant strides with Single Molecule, Real-Time (SMRT) Sequencing . Read lengths averaging between 10 and 15 kb can be now be achieved with extreme reads in the distribution of > 60 kb. The chemistry attains a consensus accuracy of 99.999% (QV50) at 30x coverage which coupled with an increased throughput from the PacBio RS II platform (500 Mb – 1 Gb per SMRT Cell) makes larger genome projects more tractable. These combined advancements in technology deliver results that rival the quality of Sanger “clone-by-clone” sequencing efforts; resulting in closed microbial genomes and highly contiguous de novo assembly of complex eukaryotes on multi-Gbase scale using SMRT Sequencing as the standalone technology. We present here the guidelines and best practices to achieve optimal results when employing PacBio-only whole genome shotgun sequencing strategies. Specific sequencing examples for plant and animal genomes are discussed with SMRTbell library preparation and purification methods for obtaining long insert libraries to generate optimal sequencing results. The benefits of long reads are demonstrated by the highly contiguous assemblies yielding contig N50s of over 5 Mb compared to similar assemblies using next-generation short-read approaches. Finally, guidelines will be presented for planning out projects for the de novo assembly of large genomes.


June 1, 2021  |  

Full-length cDNA sequencing of alternatively spliced isoforms provides insight into human diseases.

The majority of human genes are alternatively spliced, making it possible for most genes to generate multiple proteins. The process of alternative splicing is highly regulated in a developmental-stage and tissue-specific manner. Perturbations in the regulation of these events can lead to disease in humans. Alternative splicing has been shown to play a role in human cancer, muscular dystrophy, Alzheimer’s, and many other diseases. Understanding these diseases requires knowing the full complement of mRNA isoforms. Microarrays and high-throughput cDNA sequencing have become highly successful tools for studying transcriptomes, however these technologies only provide small fragments of transcripts and building complete transcript isoforms has been very challenging. We have developed the Iso-Seq technique, which is capable of sequencing full-length, single-molecule cDNA sequences. The method employs SMRT Sequencing to generate individual molecules with average read lengths of more than 10 kb and some as long as 40 kb. As most transcripts are from 1 to 10 kb, we can sequence through entire RNA molecules, requiring no fragmentation or post-sequencing assembly. Jointly with the sequencing method, we developed a computational pipeline that polishes these full-length transcript sequences into high-quality, non-redundant transcript consensus sequences. Iso-Seq sequencing enables unambiguous identification of alternative splicing events, alternative transcriptional start and poly-A sites, and transcripts from gene fusion events. Knowledge of the complete set of isoforms from a sample of interest is key for accurate quantification of isoform abundance when using any technology for transcriptome studies. Here we characterize the full-length transcriptome of normal human tissues, paired tumor/normal samples from breast cancer, and a brain sample from a patient with Alzheimer’s using deep Iso-Seq sequencing. We highlight numerous discoveries of novel alternatively spliced isoforms, gene-fusions events, and previously unannotated genes that will improve our understanding of human diseases.


June 1, 2021  |  

Multiplexing human HLA class I & II genotyping with DNA barcode adapters for high throughput research.

Human MHC class I genes HLA-A, -B, -C, and class II genes HLA-DR, -DP and -DQ, play a critical role in the immune system as major factors responsible for organ transplant rejection. The have a direct or linkage-based association with several diseases, including cancer and autoimmune diseases, and are important targets for clinical and drug sensitivity research. HLA genes are also highly polymorphic and their diversity originates from exonic combinations as well as recombination events. A large number of new alleles are expected to be encountered if these genes are sequenced through the UTRs. Thus allele-level resolution is strongly preferred when sequencing HLA genes. Pacific Biosciences has developed a method to sequence the HLA genes in their entirety within the span of a single read taking advantage of long read lengths (average >10 kb) facilitated by SMRT technology. A highly accurate consensus sequence (=99.999 or QV50 demonstrated) is generated for each allele in a de novo fashion by our SMRT Analysis software. In the present work, we have combined this imputation-free, fully phased, allele-specific consensus sequence generation workflow and a newly developed DNA-barcode-tagged SMRTbell sample preparation approach to multiplex 96 individual samples for sequencing all of the HLA class I and II genes. Commercially available NGS-go reagents for full-length HLA class I and relevant exons of class II genes were amplified for hi-resolution HLA sequencing. The 96 samples included 72 that are part of UCLA reference panel and had pre-typing information available for 2 fields, based on gold standard SBT methods. SMRTbell adapters with 16 bp barcode tags were ligated to long amplicons in symmetric pairing. PacBio sequencing was highly effective in generating accurate, phased sequences of full-length alleles of HLA genes. In this work we demonstrate scalability of HLA sequencing using off the shelf assays for research applications to find biological significance in full-length sequencing.


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