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June 1, 2021  |  

Assembly of complete KIR haplotypes from a diploid individual by the direct sequencing of full-length fosmids.

We show that linearizing and directly sequencing full-length fosmids simplifies the assembly problem such that it is possible to unambiguously assemble individual haplotypes for the highly repetitive 100-200 kb killer Ig-like receptor (KIR) gene loci of chromosome 19. A tiling of targeted fosmids can be used to clone extended lengths of genomic DNA, 100s of kb in length, but repeat complexity in regions of particular interest, such as the KIR locus, means that sequence assembly of pooled samples into complete haplotypes is difficult and in many cases impossible. The current maximum read length generated by SMRT Sequencing exceeds the length of a 40 kb fosmid; it is therefore possible to span an entire fosmid in one sequencing read. Shearing, sequencing and assembling fosmids in a shotgun approach is prone to errors when the underlying sequence is highly repetitive. We show that it is possible to directly sequence linearized fosmids and generate a high-quality consensus by simple alignment, removing the need for an error-prone assembly step. The high-quality sequence of complete fosmids can then be tiled into full haplotypes. We demonstrate the method on DNA samples from a number of individuals and fully recover the sequence of both haplotypes from a pool of KIR fosmids. The ability to haplotype and sequence complex immunogenetic regions will bring exciting opportunities to explore the evolution of disease associations of the immune sub-genome. This simple and robust approach can be scaled-up allowing a complex genomic region to be sequenced at a population level. We expect such sequencing to be valuable in disease association research.


June 1, 2021  |  

Highly contiguous de novo human genome assembly and long-range haplotype phasing using SMRT Sequencing

The long reads, random error, and unbiased sampling of SMRT Sequencing enables high quality, de novo assembly of the human genome. PacBio long reads are capable of resolving genomic variations at all size scales, including SNPs, insertions, deletions, inversions, translocations, and repeat expansions, all of which are important in understanding the genetic basis for human disease and difficult to access via other technologies. In demonstration of this, we report a new high-quality, diploid aware de novo assembly of Craig Venter’s well-studied genome.


June 1, 2021  |  

The “Art” of shotgun sequencing

2015 SMRT Informatics Developers Conference Presentation Slides: Jason Chin of PacBio highlighted some of the challenges for shotgun assembly while suggesting some potential solutions to obtain diploid assemblies, including the FALCON method.


June 1, 2021  |  

MinHash for overlapping and assembly

2015 SMRT Informatics Developers Conference Presentation Slides: Sergey Koren of National Biodefense Analysis and Countermeasures Center (NBACC) provided an overview of the MHAP algorithm, a method for assembling large genomes with Sing-Molecule Sequencing and locality sensitive hashing. Using MHAP, Koren produced a human assembly (CHM1) with a contig N50 of >23 Mb.


June 1, 2021  |  

Making the most of long reads: towards efficient assemblers for reference quality, de novo reconstructions

2015 SMRT Informatics Developers Conference Presentation Slides: Gene Myers, Ph.D., Founding Director, Systems Biology Center, Max Planck Institute delivered the keynote presentation. He talked about building efficient assemblers, the importance of random error distribution in sequencing data, and resolving tricky repeats with very long reads. He also encouraged developers to release assembly modules openly, and noted that data should be straightforward to parse since sharing data interfaces is easier than sharing software interfaces.


June 1, 2021  |  

Transcriptome analysis using Hybrid-Seq

2015 SMRT Informatics Developers Conference Presentation Slides: Kin Fau Au of the University of Iowa presented on a suite of transcriptome analysis tools for junction detection, error correction, isoform detection and prediction, and gene fusion.


June 1, 2021  |  

Full-length sequencing of HLA class I genes of more than 1000 samples provides deep insights into sequence variability

Aim: The vast majority of donor typing relies on sequencing exons 2 and 3 of HLA class I genes (HLA-A, -B, -C). With such an approach certain allele combinations do not result in the anticipated “high resolution” (G-code) typing, due to the lack of exon-phasing information. To resolve ambiguous typing results for a haplotype frequency project, we established a whole gene sequencing approach for HLA class I, facilitating also an estimation of the degree of sequence variability outside the commonly sequenced exons. Methods: Primers were developed flanking the UTR regions resulting in similar amplicon lengths of 4.2-4.4 kb. Using a 4-primer approach, secondary primers containing barcodes were combined with the gene specific primers to obtain barcoded full-gene amplicons in a single amplification step. Amplicons were pooled, purified, and ligated to SMRT bells (i.e. annealing points for sequencing primers) following standard protocols from Pacific Biosciences. Taking advantage of the SMRT chemistry, pools of 48-72 amplicons were sequenced full length and phased in single runs on a Pacific Biosciences RSII instrument. Demultiplexing was achieved using the SMRT portal. Sequence analysis was performed using NGSengine software (GenDx). Results: We successfully performed full-length gene sequencing of 1003 samples, harboring ambiguous typings of either HLA-A (n=46), HLA-B (n=304) or HLA-C (n=653). Despite the high per-read raw error rates typical for SMRT sequencing (~15%) the consensus sequence proved highly reliable. All consensus sequences for exons 2 and 3 were in full accordance with their MiSeq-derived sequences. Unambiguous allelic resolution was achieved for all samples. We observed novel intronic, exonic as well as UTR sequence variations for many of the alleles covered by our data set. This included sequences of 600 individuals with HLA-C*07:01/C*07:02 genotype revealing the extent of sequence variation outside the exons 2 and 3. Conclusion: Here we present a whole gene amplification and sequencing approach for HLA class I genes. The maturity of this approach was demonstrated by sequencing more than 1000 samples, achieving fully phased allelic sequences. Extensive sequencing of one common allele combination hints at the yet to discover diversity of the HLA system outside the commonly analyzed exons.


June 1, 2021  |  

Phased full-length SMRT Sequencing of HLA DPB1

Aim: In contrast to exon-based HLA-typing approaches, whole gene genotyping crucially depends on full-length sequences submitted to the IMGT/HLA Database. Currently, full-length sequences are provided for only 7 out of 520 HLA-DPB1 alleles. Therefore, we developed a fully phased whole-gene sequencing approach for DPB1, to facilitate further exploration of the allelic structure at this locus. Methods: Primers were developed flanking the UTR-regions of DPB1 resulting in a 12 kb amplicon. Using a 4-primer approach, secondary primers containing barcodes were combined with the gene-specific primers to obtain barcoded full-gene amplicons in a single amplification step. Amplicons were pooled, purified, and ligated to SMRT bells (i.e. annealing points for sequencing primers) following standard protocols from Pacific Biosciences. Taking advantage of the SMRT chemistry, pools of 48 amplicons were sequenced full length in single runs on a Pacific Biosciences RSII instrument. Demultiplexing was performed using the SMRT portal. Sequence analysis was performed using the NGSengine software (GenDx). Results: We analyzed a set of 48 randomly picked samples. With 3 exceptions due to PCR failure, all genotype assignments conformed to standard genotyping results based on exons 2 and 3. Allelic proportions for heterozygous positions were evenly distributed (range 0.4 – 0.6) for all samples, suggesting unbiased amplifications. Despite the high per-read raw error rates typical for SMRT sequencing (~15%) the consensus sequence proved highly reliable. All consensus sequences for exons 2 and 3 were in full accordance with their MiSeq-derived sequences. We describe novel intronic sequence variation of the 7 so far genomically defined alleles, as well as 7 whole-length DPB1 alleles with hitherto unknown intronic regions. One of these alleles (HLA-DPB1*131:01) is classified as rare. Conclusion: Here we present a whole gene amplification and sequencing workflow for DPB1 alleles utilizing single molecule real-time (SMRT) sequencing from Pacific Biosciences. Validation of consensus sequences against known exonic sequences highlights the reliability of this technology. This workflow will facilitate amending the IMGT/HLA Database for DPB1.


June 1, 2021  |  

Access full spectrum of polymorphisms in HLA class I & II genes, without imputation for disease association and evolutionary research.

MHC class I and II genes are critically monitored by high-resolution sequencing for organ transplant decisions due to their role in GVHD. Their direct or linkage-based causal association, have increased their prominence as targets for drug sensitivity, autoimmune, cancer and infectious disease research. Monitoring HLA genes can however be tricky due to their highly polymorphic nature. Allele-level resolution is thus strongly preferred. However, most studies were historically focused on peptide binding domains of the HLA genes, due to technological challenges. As a result knowledge about the functional role of polymorphisms outside of exons 2 and 3 of HLA genes was rather limited. There are also relatively few full-length gene references currently available in the IMGT HLA database. This made it difficult to quickly adopt high-throughput reference-reliant methods for allele-level HLA sequencing. Increasing awareness regarding role of regulatory region polymorphisms of HLA genes in disease association1, nonetheless have brought about a revolution in full-length HLA gene sequencing. Researchers are now exploring ways to obtain complete information for HLA genes and integrate it with the current HLA database so it can be interpreted used by clinical researchers. We have explored advantages of SMRT Sequencing to obtain fully phased, allele-specific sequences of HLA class I and II genes for 96 samples using completely De novo consensus generation approach for imputation-free 4-field typing. With long read lengths (average >10 kb) and consensus accuracy exceeding 99.999% (Q50), a comprehensive snapshot of variants in exons, introns and UTRs could be obtained for spectrum of polymorphisms in phase across SNP-poor regions. Such information can provide invaluable insights in future causality association and population diversity research.


June 1, 2021  |  

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

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 (1). 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 (2). We have developed a technique, called Iso-Seq sequencing, that is capable of sequencing full-length, single-molecule cDNA sequences. The method employs SMRT Sequencing from PacBio, which can sequence individual molecules with read lengths that average more than 10 kb and can reach as long as 40 kb. As most transcripts are from 1 – 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 polyA 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 (3). Here we characterize the full-length transcriptome of paired tumor/normal samples from breast cancer using deep Iso-Seq sequencing. We highlight numerous discoveries of novel alternatively spliced isoforms, gene-fusion events, and previously unannotated genes that will improve our understanding of human cancer. (1) Faustino NA and Cooper TA. Genes and Development. 2003. 17: 419-437(2) Steijger T, et al. Nat Methods. 2013 Dec;10(12):1177-84.(3) Au KF, et al. Proc Natl Acad Sci U S A. 2013 Dec 10;110(50):E4821-30.


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