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1.
Sci Adv ; 8(36): eabn4030, 2022 09 09.
Article in English | MEDLINE | ID: mdl-36083902

ABSTRACT

Genome-wide analysis of cell-free DNA methylation profile is a promising approach for sensitive and specific detection of many cancers. However, scaling such assays for clinical translation is impractical because of the high cost of whole-genome bisulfite sequencing. We show that the small fraction of GC-rich genome is highly enriched in CpG sites and disproportionately harbors most of the cancer-specific methylation signature. Here, we report on the simple and effective heat enrichment of CpG-rich regions for bisulfite sequencing (Heatrich-BS) platform that allows for focused methylation profiling in these highly informative regions. Our novel method and bioinformatics algorithm enable accurate tumor burden estimation and quantitative tracking of colorectal cancer patient's response to treatment at much reduced sequencing cost suitable for frequent monitoring. We also show tumor epigenetic subtyping using Heatrich-BS, which could enable patient stratification. Heatrich-BS holds great potential for highly scalable screening and monitoring of cancer using liquid biopsy.


Subject(s)
Cell-Free Nucleic Acids , Neoplasms , Cell-Free Nucleic Acids/genetics , DNA Methylation , Epigenome , Hot Temperature , Humans , Neoplasms/diagnosis , Neoplasms/genetics , Sequence Analysis, DNA/methods
2.
Nat Biotechnol ; 39(11): 1394-1402, 2021 11.
Article in English | MEDLINE | ID: mdl-34282325

ABSTRACT

RNA modifications, such as N6-methyladenosine (m6A), modulate functions of cellular RNA species. However, quantifying differences in RNA modifications has been challenging. Here we develop a computational method, xPore, to identify differential RNA modifications from nanopore direct RNA sequencing (RNA-seq) data. We evaluate our method on transcriptome-wide m6A profiling data, demonstrating that xPore identifies positions of m6A sites at single-base resolution, estimates the fraction of modified RNA species in the cell and quantifies the differential modification rate across conditions. We apply xPore to direct RNA-seq data from six cell lines and multiple myeloma patient samples without a matched control sample and find that many m6A sites are preserved across cell types, whereas a subset exhibit significant differences in their modification rates. Our results show that RNA modifications can be identified from direct RNA-seq data with high accuracy, enabling analysis of differential modifications and expression from a single high-throughput experiment.


Subject(s)
Nanopore Sequencing , Nanopores , High-Throughput Nucleotide Sequencing , Humans , RNA/genetics , RNA/metabolism , RNA Processing, Post-Transcriptional/genetics , Sequence Analysis, RNA/methods , Transcriptome/genetics
3.
Nat Commun ; 12(1): 2229, 2021 04 13.
Article in English | MEDLINE | ID: mdl-33850132

ABSTRACT

Profiling of circulating tumor DNA (ctDNA) may offer a non-invasive approach to monitor disease progression. Here, we develop a quantitative method, exploiting local tissue-specific cell-free DNA (cfDNA) degradation patterns, that accurately estimates ctDNA burden independent of genomic aberrations. Nucleosome-dependent cfDNA degradation at promoters and first exon-intron junctions is strongly associated with differential transcriptional activity in tumors and blood. A quantitative model, based on just 6 regulatory regions, could accurately predict ctDNA levels in colorectal cancer patients. Strikingly, a model restricted to blood-specific regulatory regions could predict ctDNA levels across both colorectal and breast cancer patients. Using compact targeted sequencing (<25 kb) of predictive regions, we demonstrate how the approach could enable quantitative low-cost tracking of ctDNA dynamics and disease progression.


Subject(s)
Cell-Free Nucleic Acids/metabolism , Circulating Tumor DNA/metabolism , DNA Fragmentation , Tumor Burden/physiology , Cell-Free Nucleic Acids/blood , Cell-Free Nucleic Acids/genetics , Circulating Tumor DNA/genetics , Colonic Neoplasms/genetics , Colorectal Neoplasms/genetics , Disease Progression , Gene Expression Regulation, Neoplastic , Genomics , Humans , Mutation
4.
Sci Rep ; 10(1): 16774, 2020 10 08.
Article in English | MEDLINE | ID: mdl-33033274

ABSTRACT

Analysis of circulating cell-free DNA (cfDNA) has opened new opportunities for characterizing tumour mutational landscapes with many applications in genomic-driven oncology. We developed a customized targeted cfDNA sequencing approach for breast cancer (BC) using unique molecular identifiers (UMIs) for error correction. Our assay, spanning a 284.5 kb target region, is combined with a novel freely-licensed bioinformatics pipeline that provides detection of low-frequency variants, and reliable identification of copy number variations (CNVs) directly from plasma DNA. We first evaluated our pipeline on reference samples. Then in a cohort of 35 BC patients our approach detected actionable driver and clonal variants at low variant frequency levels in cfDNA that were concordant (77%) with sequencing of primary and/or metastatic solid tumour sites. We also detected ERRB2 gene CNVs used for HER2 subtype classification with 80% precision compared to immunohistochemistry. Further, we evaluated fragmentation profiles of cfDNA in BC and observed distinct differences compared to data from healthy individuals. Our results show that the developed assay addresses the majority of tumour associated aberrations directly from plasma DNA, and thus may be used to elucidate genomic alterations in liquid biopsy studies.


Subject(s)
Breast Neoplasms/genetics , Circulating Tumor DNA/genetics , DNA Copy Number Variations , Adult , Aged , Biomarkers, Tumor/genetics , Breast Neoplasms/pathology , Female , High-Throughput Nucleotide Sequencing , Humans , Middle Aged , Mutation , Sequence Analysis, DNA
5.
J Clin Invest ; 130(6): 3005-3020, 2020 06 01.
Article in English | MEDLINE | ID: mdl-32364535

ABSTRACT

Transcriptional reactivation of telomerase catalytic subunit (TERT) is a frequent hallmark of cancer, occurring in 90% of human malignancies. However, specific mechanisms driving TERT reactivation remain obscure for many tumor types and in particular gastric cancer (GC), a leading cause of global cancer mortality. Here, through comprehensive genomic and epigenomic analysis of primary GCs and GC cell lines, we identified the transcription factor early B cell factor 1 (EBF1) as a TERT transcriptional repressor and inactivation of EBF1 function as a major cause of TERT upregulation. Abolishment of EBF1 function occurs through 3 distinct (epi)genomic mechanisms. First, EBF1 is epigenetically silenced via DNA methyltransferase, polycomb-repressive complex 2 (PRC2), and histone deacetylase activity in GCs. Second, recurrent, somatic, and heterozygous EBF1 DNA-binding domain mutations result in the production of dominant-negative EBF1 isoforms. Third, more rarely, genomic deletions and rearrangements proximal to the TERT promoter remobilize or abolish EBF1-binding sites, derepressing TERT and leading to high TERT expression. EBF1 is also functionally required for various malignant phenotypes in vitro and in vivo, highlighting its importance for GC development. These results indicate that multimodal genomic and epigenomic alterations underpin TERT reactivation in GC, converging on transcriptional repressors such as EBF1.


Subject(s)
Epigenomics , Gene Expression Regulation, Enzymologic , Gene Expression Regulation, Neoplastic , Neoplasm Proteins/metabolism , Stomach Neoplasms/metabolism , Telomerase/biosynthesis , Trans-Activators/metabolism , Cell Line, Tumor , Humans , Mutation , Neoplasm Proteins/genetics , Response Elements , Stomach Neoplasms/genetics , Telomerase/genetics , Trans-Activators/genetics
6.
Sci Rep ; 7: 40737, 2017 01 19.
Article in English | MEDLINE | ID: mdl-28102343

ABSTRACT

Circulating tumour DNA (ctDNA) has the potential to be a specific biomarker for the monitoring of tumours in patients with colorectal cancer (CRC). Here, our aim was to develop a personalised surveillance strategy to monitor the clinical course of CRC after surgery. We developed patient-specific ctDNA assays based on multiplexed detection of somatic mutations identified from patient primary tumours, and applied them to detect ctDNA in 44 CRC patients, analysing a total of 260 plasma samples. We found that ctDNA detection correlated with clinical events - it is detectable in pre-operative but not post-operative plasma, and also in patients with recurrent CRC. We also detected ctDNA in 11 out of 15 cases at or before clinical or radiological recurrence of CRC, indicating the potential of our assay for early detection of metastasis. We further present data from a patient with multiple primary cancers to demonstrate the specificity of our assays to distinguish between CRC recurrence and a second primary cancer. Our approach can complement current methods for surveillance of CRC by adding an individualised biological component, allowing us not only to point to the presence of residual or recurrent disease, but also attribute it to the original cancer.


Subject(s)
Biomarkers, Tumor , Circulating Tumor DNA , Colorectal Neoplasms/genetics , DNA, Neoplasm , Colorectal Neoplasms/blood , Colorectal Neoplasms/diagnosis , Colorectal Neoplasms/surgery , Humans , Multiplex Polymerase Chain Reaction , Mutation , Postoperative Period , Recurrence , Reproducibility of Results , Sensitivity and Specificity , Treatment Outcome , Workflow
7.
PLoS One ; 8(7): e64084, 2013.
Article in English | MEDLINE | ID: mdl-23894273

ABSTRACT

Library preparation for next-generation DNA sequencing (NGS) remains a key bottleneck in the sequencing process which can be relieved through improved automation and miniaturization. We describe a microfluidic device for automating laboratory protocols that require one or more column chromatography steps and demonstrate its utility for preparing Next Generation sequencing libraries for the Illumina and Ion Torrent platforms. Sixteen different libraries can be generated simultaneously with significantly reduced reagent cost and hands-on time compared to manual library preparation. Using an appropriate column matrix and buffers, size selection can be performed on-chip following end-repair, dA tailing, and linker ligation, so that the libraries eluted from the chip are ready for sequencing. The core architecture of the device ensures uniform, reproducible column packing without user supervision and accommodates multiple routine protocol steps in any sequence, such as reagent mixing and incubation; column packing, loading, washing, elution, and regeneration; capture of eluted material for use as a substrate in a later step of the protocol; and removal of one column matrix so that two or more column matrices with different functional properties can be used in the same protocol. The microfluidic device is mounted on a plastic carrier so that reagents and products can be aliquoted and recovered using standard pipettors and liquid handling robots. The carrier-mounted device is operated using a benchtop controller that seals and operates the device with programmable temperature control, eliminating any requirement for the user to manually attach tubing or connectors. In addition to NGS library preparation, the device and controller are suitable for automating other time-consuming and error-prone laboratory protocols requiring column chromatography steps, such as chromatin immunoprecipitation.


Subject(s)
Chromatography/methods , High-Throughput Nucleotide Sequencing/methods , Microfluidic Analytical Techniques/methods
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