Genome Biology (Dec 2021)
The SEQC2 epigenomics quality control (EpiQC) study
- Jonathan Foox,
- Jessica Nordlund,
- Claudia Lalancette,
- Ting Gong,
- Michelle Lacey,
- Samantha Lent,
- Bradley W. Langhorst,
- V. K. Chaithanya Ponnaluri,
- Louise Williams,
- Karthik Ramaswamy Padmanabhan,
- Raymond Cavalcante,
- Anders Lundmark,
- Daniel Butler,
- Christopher Mozsary,
- Justin Gurvitch,
- John M. Greally,
- Masako Suzuki,
- Mark Menor,
- Masaki Nasu,
- Alicia Alonso,
- Caroline Sheridan,
- Andreas Scherer,
- Stephen Bruinsma,
- Gosia Golda,
- Agata Muszynska,
- Paweł P. Łabaj,
- Matthew A. Campbell,
- Frank Wos,
- Amanda Raine,
- Ulrika Liljedahl,
- Tomas Axelsson,
- Charles Wang,
- Zhong Chen,
- Zhaowei Yang,
- Jing Li,
- Xiaopeng Yang,
- Hongwei Wang,
- Ari Melnick,
- Shang Guo,
- Alexander Blume,
- Vedran Franke,
- Inmaculada Ibanez de Caceres,
- Carlos Rodriguez-Antolin,
- Rocio Rosas,
- Justin Wade Davis,
- Jennifer Ishii,
- Dalila B. Megherbi,
- Wenming Xiao,
- Will Liao,
- Joshua Xu,
- Huixiao Hong,
- Baitang Ning,
- Weida Tong,
- Altuna Akalin,
- Yunliang Wang,
- Youping Deng,
- Christopher E. Mason
Affiliations
- Jonathan Foox
- Department of Physiology and Biophysics, Weill Cornell Medicine
- Jessica Nordlund
- Department of Medical Sciences and Science for Life Laboratory, Uppsala University
- Claudia Lalancette
- BRCF Epigenomics Core, University of Michigan Medicine
- Ting Gong
- Department of Quantitative Health Sciences, University of Hawaii John A. Burns School of Medicine
- Michelle Lacey
- Tulane University
- Samantha Lent
- AbbVie Genomics Research Center
- Bradley W. Langhorst
- New England Biolabs
- V. K. Chaithanya Ponnaluri
- New England Biolabs
- Louise Williams
- New England Biolabs
- Karthik Ramaswamy Padmanabhan
- BRCF Epigenomics Core, University of Michigan Medicine
- Raymond Cavalcante
- BRCF Epigenomics Core, University of Michigan Medicine
- Anders Lundmark
- Department of Medical Sciences and Science for Life Laboratory, Uppsala University
- Daniel Butler
- Department of Physiology and Biophysics, Weill Cornell Medicine
- Christopher Mozsary
- Department of Physiology and Biophysics, Weill Cornell Medicine
- Justin Gurvitch
- Department of Physiology and Biophysics, Weill Cornell Medicine
- John M. Greally
- Albert Einstein College of Medicine
- Masako Suzuki
- Albert Einstein College of Medicine
- Mark Menor
- Department of Quantitative Health Sciences, University of Hawaii John A. Burns School of Medicine
- Masaki Nasu
- Department of Quantitative Health Sciences, University of Hawaii John A. Burns School of Medicine
- Alicia Alonso
- Department of Physiology and Biophysics, Weill Cornell Medicine
- Caroline Sheridan
- Department of Physiology and Biophysics, Weill Cornell Medicine
- Andreas Scherer
- EATRIS ERIC- European Infrastructure for Translational Medicine
- Stephen Bruinsma
- Illumina, Inc.
- Gosia Golda
- Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University
- Agata Muszynska
- Małopolska Centre of Biotechnology, Jagiellonian University
- Paweł P. Łabaj
- Małopolska Centre of Biotechnology, Jagiellonian University
- Matthew A. Campbell
- New England Biolabs
- Frank Wos
- New York Genome Center
- Amanda Raine
- Department of Medical Sciences and Science for Life Laboratory, Uppsala University
- Ulrika Liljedahl
- Department of Medical Sciences and Science for Life Laboratory, Uppsala University
- Tomas Axelsson
- Department of Medical Sciences and Science for Life Laboratory, Uppsala University
- Charles Wang
- Center for Genomics, School of Medicine, Loma Linda University
- Zhong Chen
- Center for Genomics, School of Medicine, Loma Linda University
- Zhaowei Yang
- Center for Genomics, School of Medicine, Loma Linda University
- Jing Li
- Center for Genomics, School of Medicine, Loma Linda University
- Xiaopeng Yang
- Department of Neurology, The Second Affiliated Hospital of Zhengzhou University
- Hongwei Wang
- Development of Medicine, the University of Chicago
- Ari Melnick
- Department of Physiology and Biophysics, Weill Cornell Medicine
- Shang Guo
- The Second Affiliated Hospital of Zhengzhou University
- Alexander Blume
- Bioinformatics and Omics Data Science Platform, Berlin Institute for Medical Systems Biology, Max Delbrueck Center for Molecular Medicine
- Vedran Franke
- Bioinformatics and Omics Data Science Platform, Berlin Institute for Medical Systems Biology, Max Delbrueck Center for Molecular Medicine
- Inmaculada Ibanez de Caceres
- EATRIS ERIC- European Infrastructure for Translational Medicine
- Carlos Rodriguez-Antolin
- EATRIS ERIC- European Infrastructure for Translational Medicine
- Rocio Rosas
- EATRIS ERIC- European Infrastructure for Translational Medicine
- Justin Wade Davis
- AbbVie Genomics Research Center
- Jennifer Ishii
- New York Genome Center
- Dalila B. Megherbi
- CMINDS Research Center, Francis College of Engineering, University of Massachusetts Lowell
- Wenming Xiao
- Center for Devices and Radiological Health, Food and Drug Administration
- Will Liao
- New York Genome Center
- Joshua Xu
- Division of Bioinformatics and Biostatistics, National Center for Toxicological Research, Food and Drug Administration
- Huixiao Hong
- Division of Bioinformatics and Biostatistics, National Center for Toxicological Research, Food and Drug Administration
- Baitang Ning
- Division of Bioinformatics and Biostatistics, National Center for Toxicological Research, Food and Drug Administration
- Weida Tong
- Division of Bioinformatics and Biostatistics, National Center for Toxicological Research, Food and Drug Administration
- Altuna Akalin
- Bioinformatics and Omics Data Science Platform, Berlin Institute for Medical Systems Biology, Max Delbrueck Center for Molecular Medicine
- Yunliang Wang
- The Second Affiliated Hospital of Zhengzhou University
- Youping Deng
- Department of Quantitative Health Sciences, University of Hawaii John A. Burns School of Medicine
- Christopher E. Mason
- Department of Physiology and Biophysics, Weill Cornell Medicine
- DOI
- https://doi.org/10.1186/s13059-021-02529-2
- Journal volume & issue
-
Vol. 22,
no. 1
pp. 1 – 30
Abstract
Abstract Background Cytosine modifications in DNA such as 5-methylcytosine (5mC) underlie a broad range of developmental processes, maintain cellular lineage specification, and can define or stratify types of cancer and other diseases. However, the wide variety of approaches available to interrogate these modifications has created a need for harmonized materials, methods, and rigorous benchmarking to improve genome-wide methylome sequencing applications in clinical and basic research. Here, we present a multi-platform assessment and cross-validated resource for epigenetics research from the FDA’s Epigenomics Quality Control Group. Results Each sample is processed in multiple replicates by three whole-genome bisulfite sequencing (WGBS) protocols (TruSeq DNA methylation, Accel-NGS MethylSeq, and SPLAT), oxidative bisulfite sequencing (TrueMethyl), enzymatic deamination method (EMSeq), targeted methylation sequencing (Illumina Methyl Capture EPIC), single-molecule long-read nanopore sequencing from Oxford Nanopore Technologies, and 850k Illumina methylation arrays. After rigorous quality assessment and comparison to Illumina EPIC methylation microarrays and testing on a range of algorithms (Bismark, BitmapperBS, bwa-meth, and BitMapperBS), we find overall high concordance between assays, but also differences in efficiency of read mapping, CpG capture, coverage, and platform performance, and variable performance across 26 microarray normalization algorithms. Conclusions The data provided herein can guide the use of these DNA reference materials in epigenomics research, as well as provide best practices for experimental design in future studies. By leveraging seven human cell lines that are designated as publicly available reference materials, these data can be used as a baseline to advance epigenomics research.