Genome Biology (Mar 2021)
Comprehensive identification of somatic nucleotide variants in human brain tissue
- Yifan Wang,
- Taejeong Bae,
- Jeremy Thorpe,
- Maxwell A. Sherman,
- Attila G. Jones,
- Sean Cho,
- Kenneth Daily,
- Yanmei Dou,
- Javier Ganz,
- Alon Galor,
- Irene Lobon,
- Reenal Pattni,
- Chaggai Rosenbluh,
- Simone Tomasi,
- Livia Tomasini,
- Xiaoxu Yang,
- Bo Zhou,
- Schahram Akbarian,
- Laurel L. Ball,
- Sara Bizzotto,
- Sarah B. Emery,
- Ryan Doan,
- Liana Fasching,
- Yeongjun Jang,
- David Juan,
- Esther Lizano,
- Lovelace J. Luquette,
- John B. Moldovan,
- Rujuta Narurkar,
- Matthew T. Oetjens,
- Rachel E. Rodin,
- Shobana Sekar,
- Joo Heon Shin,
- Eduardo Soriano,
- Richard E. Straub,
- Weichen Zhou,
- Andrew Chess,
- Joseph G. Gleeson,
- Tomas Marquès-Bonet,
- Peter J. Park,
- Mette A. Peters,
- Jonathan Pevsner,
- Christopher A. Walsh,
- Daniel R. Weinberger,
- Brain Somatic Mosaicism Network,
- Flora M. Vaccarino,
- John V. Moran,
- Alexander E. Urban,
- Jeffrey M. Kidd,
- Ryan E. Mills,
- Alexej Abyzov
Affiliations
- Yifan Wang
- Department of Human Genetics, University of Michigan Medical School
- Taejeong Bae
- Department of Health Sciences Research, Center for Individualized Medicine, Mayo Clinic
- Jeremy Thorpe
- Program in Biochemistry, Cellular and Molecular Biology, Johns Hopkins School of Medicine
- Maxwell A. Sherman
- Department of Biomedical Informatics, Harvard Medical School
- Attila G. Jones
- Department of Cell, Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai
- Sean Cho
- Department of Neurology, Kennedy Krieger Institute
- Kenneth Daily
- Sage Bionetworks
- Yanmei Dou
- Department of Biomedical Informatics, Harvard Medical School
- Javier Ganz
- Division of Genetics and Genomics, Manton Center for Orphan Disease, and Howard Hughes Medical Institute, Boston Children’s Hospital
- Alon Galor
- Department of Biomedical Informatics, Harvard Medical School
- Irene Lobon
- Institut de Biologia Evolutiva (CSIC-Universitat Pompeu Fabra), PRBB
- Reenal Pattni
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine
- Chaggai Rosenbluh
- Department of Cell, Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai
- Simone Tomasi
- Child Study Center, Yale University
- Livia Tomasini
- Child Study Center, Yale University
- Xiaoxu Yang
- Department of Neurosciences, University of California San Diego
- Bo Zhou
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine
- Schahram Akbarian
- Friedman Brain Institute, Icahn School of Medicine at Mount Sinai
- Laurel L. Ball
- Department of Neurosciences, University of California San Diego
- Sara Bizzotto
- Division of Genetics and Genomics, Manton Center for Orphan Disease, and Howard Hughes Medical Institute, Boston Children’s Hospital
- Sarah B. Emery
- Department of Human Genetics, University of Michigan Medical School
- Ryan Doan
- Division of Genetics and Genomics, Manton Center for Orphan Disease, and Howard Hughes Medical Institute, Boston Children’s Hospital
- Liana Fasching
- Child Study Center, Yale University
- Yeongjun Jang
- Department of Health Sciences Research, Center for Individualized Medicine, Mayo Clinic
- David Juan
- Institut de Biologia Evolutiva (CSIC-Universitat Pompeu Fabra), PRBB
- Esther Lizano
- Institut de Biologia Evolutiva (CSIC-Universitat Pompeu Fabra), PRBB
- Lovelace J. Luquette
- Department of Biomedical Informatics, Harvard Medical School
- John B. Moldovan
- Department of Human Genetics, University of Michigan Medical School
- Rujuta Narurkar
- Lieber Institute for Brain Development
- Matthew T. Oetjens
- Department of Human Genetics, University of Michigan Medical School
- Rachel E. Rodin
- Division of Genetics and Genomics, Manton Center for Orphan Disease, and Howard Hughes Medical Institute, Boston Children’s Hospital
- Shobana Sekar
- Department of Health Sciences Research, Center for Individualized Medicine, Mayo Clinic
- Joo Heon Shin
- Lieber Institute for Brain Development
- Eduardo Soriano
- Department of Cell Biology, Physiology and Immunology, and Institute of Neurosciences, University of Barcelona
- Richard E. Straub
- Lieber Institute for Brain Development
- Weichen Zhou
- Department of Computational Medicine and Bioinformatics, University of Michigan Medical School
- Andrew Chess
- Department of Cell, Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai
- Joseph G. Gleeson
- Department of Neurosciences, University of California San Diego
- Tomas Marquès-Bonet
- Institut de Biologia Evolutiva (CSIC-Universitat Pompeu Fabra), PRBB
- Peter J. Park
- Department of Biomedical Informatics, Harvard Medical School
- Mette A. Peters
- Sage Bionetworks
- Jonathan Pevsner
- Department of Neurology, Kennedy Krieger Institute
- Christopher A. Walsh
- Division of Genetics and Genomics, Manton Center for Orphan Disease, and Howard Hughes Medical Institute, Boston Children’s Hospital
- Daniel R. Weinberger
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine
- Brain Somatic Mosaicism Network
- Flora M. Vaccarino
- Child Study Center, Yale University
- John V. Moran
- Department of Human Genetics, University of Michigan Medical School
- Alexander E. Urban
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine
- Jeffrey M. Kidd
- Department of Human Genetics, University of Michigan Medical School
- Ryan E. Mills
- Department of Human Genetics, University of Michigan Medical School
- Alexej Abyzov
- Department of Health Sciences Research, Center for Individualized Medicine, Mayo Clinic
- DOI
- https://doi.org/10.1186/s13059-021-02285-3
- Journal volume & issue
-
Vol. 22,
no. 1
pp. 1 – 32
Abstract
Abstract Background Post-zygotic mutations incurred during DNA replication, DNA repair, and other cellular processes lead to somatic mosaicism. Somatic mosaicism is an established cause of various diseases, including cancers. However, detecting mosaic variants in DNA from non-cancerous somatic tissues poses significant challenges, particularly if the variants only are present in a small fraction of cells. Results Here, the Brain Somatic Mosaicism Network conducts a coordinated, multi-institutional study to examine the ability of existing methods to detect simulated somatic single-nucleotide variants (SNVs) in DNA mixing experiments, generate multiple replicates of whole-genome sequencing data from the dorsolateral prefrontal cortex, other brain regions, dura mater, and dural fibroblasts of a single neurotypical individual, devise strategies to discover somatic SNVs, and apply various approaches to validate somatic SNVs. These efforts lead to the identification of 43 bona fide somatic SNVs that range in variant allele fractions from ~ 0.005 to ~ 0.28. Guided by these results, we devise best practices for calling mosaic SNVs from 250× whole-genome sequencing data in the accessible portion of the human genome that achieve 90% specificity and sensitivity. Finally, we demonstrate that analysis of multiple bulk DNA samples from a single individual allows the reconstruction of early developmental cell lineage trees. Conclusions This study provides a unified set of best practices to detect somatic SNVs in non-cancerous tissues. The data and methods are freely available to the scientific community and should serve as a guide to assess the contributions of somatic SNVs to neuropsychiatric diseases.