21 research outputs found
Capturing the ‘ome’ : the expanding molecular toolbox for RNA and DNA library construction
All sequencing experiments and most functional genomics screens rely on the generation of libraries to comprehensively capture pools of targeted sequences. In the past decade especially, driven by the progress in the field of massively parallel sequencing, numerous studies have comprehensively assessed the impact of particular manipulations on library complexity and quality, and characterized the activities and specificities of several key enzymes used in library construction. Fortunately, careful protocol design and reagent choice can substantially mitigate many of these biases, and enable reliable representation of sequences in libraries. This review aims to guide the reader through the vast expanse of literature on the subject to promote informed library generation, independent of the application
Genome-wide study of the effect of blood collection tubes on the cell-free DNA methylome
The methylation pattern of cfDNA, isolated from liquid biopsies, is gaining substantial interest for diagnosis and monitoring of diseases. We have evaluated the impact of type of blood collection tube and time delay between blood draw and plasma preparation on bisulphite-based cfDNA methylation profiling. Fifteen tubes of blood were drawn from three healthy volunteer subjects (BD Vacutainer K2E EDTA spray tubes, Streck Cell-Free DNA BCT tubes, PAXgene Blood ccfDNA tubes, Roche Cell-Free DNA Collection tubes and Biomatrica LBgard blood tubes in triplicate). Samples were either immediately processed or stored at room temperature for 24 or 72 hours before plasma preparation. DNA fragment size was evaluated by capillary electrophoresis. Reduced representation bisulphite sequencing was performed on the cell-free DNA isolated from these plasma samples. We evaluated the impact of blood tube and time delay on several quality control metrics. All preservation tubes performed similar on the quality metrics that were evaluated. Furthermore, a considerable increase in cfDNA concentration and the fraction of it derived from NK cells was observed after a 72-hour time delay in EDTA tubes. The methylation pattern of cfDNA is robust and reproducible in between the different preservation tubes. EDTA tubes processed as soon as possible, preferably within 24 hours, are the most cost effective. If immediate processing is not possible, preservation tubes are valid alternatives
Minimally invasive classification of pediatric solid tumors using reduced representation bisulfite sequencing of cell-free DNA : a proof-of-principle study
In the clinical management of pediatric solid tumors, histological examination of tumor tissue obtained by a biopsy remains the gold standard to establish a conclusive pathological diagnosis. The DNA methylation pattern of a tumor is known to correlate with the histopathological diagnosis across cancer types and is showing promise in the diagnostic workup of tumor samples. This methylation pattern can be detected in the cell-free DNA. Here, we provide proof-of-concept of histopathologic classification of pediatric tumors using cell-free reduced representation bisulfite sequencing (cf-RRBS) from retrospectively collected plasma and cerebrospinal fluid samples. We determined the correct tumor type in 49 out of 60 (81.6%) samples starting from minute amounts (less than 10 ng) of cell-free DNA. We demonstrate that the majority of misclassifications were associated with sample quality and not with the extent of disease. Our approach has the potential to help tackle some of the remaining diagnostic challenges in pediatric oncology in a cost-effective and minimally invasive manner.
Translational relevance: Obtaining a correct diagnosis in pediatric oncology can be challenging in some tumor types, especially in renal tumors or central nervous system tumors. Furthermore, the diagnostic odyssey can result in anxiety and discomfort for these children. By applying a novel technique, reduced representation bisulfite sequencing on cell-free DNA (cf-RRBS), we show the feasibility of obtaining the histopathological diagnosis with a minimally invasive test on either plasma or cerebrospinal fluid. Furthermore, we were able to derive the copy number profile or tumor subtype from the same assay. Given that primary tumor material might be difficult to obtain, in particular in critically ill children or depending on the tumor location, and might be limited in terms of quantity or quality, our assay could become complementary to the classical tissue biopsy in difficult cases
Novel methods designed for diagnostic methylome profiling of blood circulating cell-free DNA : expanding the liquid biopsy molecular toolbox
A versatile method for circulating cell-free DNA methylome profiling by reduced representation bisulfite sequencing
The methylation profile of circulating cell-free DNA (cfDNA) in blood can be exploited to detect and diagnose cancer and other tissue pathologies and is therefore of great diagnostic interest. There is an urgent need for a cost-effective genome-wide methylation profiling method that is simple, robust and automatable and that works on highly fragmented cfDNA. We report on a novel sample preparation method for reduced representation bisulfite sequencing (RRBS), rigorously designed and customized for minute amounts of highly fragmented DNA. Our method works in particular on cfDNA from blood plasma. It is a performant and cost-effective methodology (termed cf-RRBS) which enables clinical cfDNA epigenomics studies
Computational deconvolution of DNA methylation data from mixed DNA samples
In this review, we provide a comprehensive overview of the different computational tools that have been published for the deconvolution of bulk DNA methylation (DNAm) data. Here, deconvolution refers to the estimation of cell-type proportions that constitute a mixed sample. The paper reviews and compares 25 deconvolution methods (supervised, unsupervised or hybrid) developed between 2012 and 2023 and compares the strengths and limitations of each approach. Moreover, in this study, we describe the impact of the platform used for the generation of methylation data (including microarrays and sequencing), the applied data pre-processing steps and the used reference dataset on the deconvolution performance. Next to reference-based methods, we also examine methods that require only partial reference datasets or require no reference set at all. In this review, we provide guidelines for the use of specific methods dependent on the DNA methylation data type and data availability
GENType : all-in-one preimplantation genetic testing by pedigree haplotyping and copy number profiling suitable for third-party reproduction
STUDY QUESTION Is it possible to develop a comprehensive pipeline for all-in-one preimplantation genetic testing (PGT), also suitable for parents-only haplotyping and, for the first time, third-party reproduction? SUMMARY ANSWER Optimized reduced representation sequencing (RRS) by GENType, along with a novel analysis platform (Hopla), enables cheap, accurate and comprehensive PGT of blastocysts, even without the inclusion of additional family members or both biological parents for genome-wide embryo haplotyping. WHAT IS KNOWN ALREADY Several haplotyping strategies have proven to be effective for comprehensive PGT. However, these methods often rely on microarray technology, whole-genome sequencing (WGS) or a combination of strategies, hindering sample throughput and cost-efficiency. Moreover, existing tools (including other RRS-based strategies) require both prospective biological parents for embryo haplotyping, impeding application in a third-party reproduction setting. STUDY DESIGN, SIZE, DURATION This study included a total of 257 samples. Preliminary technical validation was performed on 81 samples handpicked from commercially available cell lines. Subsequently, a clinical validation was performed on a total of 72 trophectoderm biopsies from 24 blastocysts, tested for a monogenic disorder (PGT-M) (n = 15) and/or (sub)chromosomal aneuploidy (PGT-SR/PGT-A) (n = 9). Once validated, our pipeline was implemented in a diagnostic setting on 104 blastocysts for comprehensive PGT. PARTICIPANTS/MATERIALS, SETTING, METHODS Samples were whole-genome amplified (WGA) and processed by GENType. Quality metrics, genome-wide haplotypes, b-allele frequencies (BAFs) and copy number profiles were generated by Hopla. PGT-M results were deduced from relative haplotypes, while PGT-SR/PGT-A results were inferred from read-count analysis and BAF profiles. Parents-only haplotyping was assessed by excluding additional family members from analysis and using an independently diagnosed embryo as phasing reference. Suitability for third-party reproduction through single-parent haplotyping was evaluated by excluding one biological parent from analysis. Results were validated against reference PGT methods. MAIN RESULTS AND THE ROLE OF CHANCE Genome-wide haplotypes of single cells were highly accurate (mean > 99%) compared to bulk DNA. Unbalanced chromosomal abnormalities (>5 Mb) were detected by GENType. For both PGT-M as well as PGT-SR/PGT-A, our technology demonstrated 100% concordance with reference PGT methods for diverse WGA methods. Equally, for parents-only haplotyping and single-parent haplotyping (of autosomal dominant disorders and X-linked disorders), PGT-M results were fully concordant. Furthermore, the origin of trisomies in PGT-M embryos was correctly deciphered by Hopla. LIMITATIONS, REASONS FOR CAUTION Intrinsic to linkage-analysis strategies, de novo single-nucleotide variants remain elusive. Moreover, parents-only haplotyping is not a stand-alone approach and requires prior diagnosis of at least one reference embryo by an independent technology (i.e. direct mutation analysis) for haplotype phasing. Using a haplotyping approach, the presence of a homologous recombination site across the chromosome is biologically required to distinguish meiotic II errors from mitotic errors during trisomy origin investigation. WIDER IMPLICATIONS OF THE FINDINGS We offer a generic, fully automatable and accurate pipeline for PGT-M, PGT-A and PGT-SR as well as trisomy origin investigation without the need for personalized assays, microarray technology or WGS.
The unique ability to perform single-parent assisted haplotyping of embryos paves the way for cost-effective PGT in a third-party reproduction setting. STUDY FUNDING/COMPETING INTEREST(S) L.D.W. is supported by the Research Foundation Flanders (FWO; 1S74619N). L.R. and B.M. are funded by Ghent University and M.B., S.S., K.T., F.V.M. and A.D. are supported by Ghent University Hospital. Research in the N.C. lab was funded by Ghent University, VIB and Kom op Tegen Kanker. A.D.K and N.C. are co-inventors of patent WO2017162754A1. The other authors have no conflicts of interest
A fast, affordable and minimally-invasive diagnostic test for Cancer of Unknown Primary (CUP) using DNA methylation profiling
Currently, we cannot provide a conclusive diagnosis for 3 to 5% of people who are confronted with cancer. These patients have Cancer of Unknown Primary (CUP), i.e. a metastasized cancer for which the tissue-of-origin cannot be determined. Studies have shown that the DNA methylation profile is a unique ‘fingerprint’ that can be used to classify tumors. Here we use cfRRBS (cell-free reduced representation bisulfite sequencing), a technique that allows us to identify the methylation profile starting from minimal amounts of highly fragmented DNA, for CUP diagnosis on FFPE tissue and liquid biopsies. We collected 80 primary tumor FFPE samples covering 16 tumor entities together with 15 healthy plasma samples to use as custom cfRRBS reference dataset. Entity specific methylation regions (ESRs) are defined for each entity to build a classifier based on non-negative least squares (NNLS) deconvolution. This classification framework was tested on 30 FFPE, 19 plasma and 40 pleural and peritoneal effusion samples of both known metastatic tumors and clinical CUPs for which pathological investigation finally resulted in a cancer diagnosis. Using this framework, 27/30 FFPE (all CUPs) and 16/19 plasma samples (10/13 CUPs) obtained an accurate diagnosis, with a minimal DNA input of 400 pg. Of the 40 pleural and peritoneal effusion samples, diagnosis is possible in 9/27 samples with negative/inconclusive cytology (6/13 CUPs), showing that cfDNA methylation profiling could complement routine cytological analysis. However, a low “cfDNA – high molecular weight DNA ratio” has a considerable impact on the prediction accuracy. Moreover, the accuracy improves significantly if the predicted tumor percentage is higher than 7%. This proof-of-concept study shows the feasibility of using DNA methylation profiling on FFPE and liquid biopsy samples such as blood, ascites and pleural effusions in a fast and affordable way. Our novel RRBS-based technique requires minimal DNA input, can be performed in less than one week and is highly adaptable to specific diagnostic problems as we only use 5 FFPE references per tumor entity. We believe that cfRRBS methylation profiling could be a valuable addition to the pathologist’s toolbox in the diagnosis of CUPs