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Panopoulos AD, D'Antonio M, Benaglio P, Williams R, Hashem SI, Schuldt BM, DeBoever C, Arias AD, Garcia M, Nelson BC, Harismendy O, Jakubosky DA, Donovan MKR, Greenwald WW, Farnam K, Cook M, Borja V, Miller CA, Grinstein JD, Drees F, Okubo J, Diffenderfer KE, Hishida Y, Modesto V, Dargitz CT, Feiring R, Zhao C, Aguirre A, McGarry TJ, Matsui H, Li H, Reyna J, Rao F, O'Connor DT, Yeo GW, Evans SM, Chi NC, Jepsen K, Nariai N, Müller FJ, Goldstein LSB, Izpisua Belmonte JC, Adler E, Loring JF, Berggren WT, D'Antonio-Chronowska A, Smith EN, Frazer KA. iPSCORE: A Resource of 222 iPSC Lines Enabling Functional Characterization of Genetic Variation across a Variety of Cell Types. Stem Cell Reports 2017; 8:1086-1100. [PMID: 28410642 PMCID: PMC5390244 DOI: 10.1016/j.stemcr.2017.03.012] [Citation(s) in RCA: 94] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2016] [Revised: 03/08/2017] [Accepted: 03/13/2017] [Indexed: 11/18/2022] Open
Abstract
Large-scale collections of induced pluripotent stem cells (iPSCs) could serve as powerful model systems for examining how genetic variation affects biology and disease. Here we describe the iPSCORE resource: a collection of systematically derived and characterized iPSC lines from 222 ethnically diverse individuals that allows for both familial and association-based genetic studies. iPSCORE lines are pluripotent with high genomic integrity (no or low numbers of somatic copy-number variants) as determined using high-throughput RNA-sequencing and genotyping arrays, respectively. Using iPSCs from a family of individuals, we show that iPSC-derived cardiomyocytes demonstrate gene expression patterns that cluster by genetic background, and can be used to examine variants associated with physiological and disease phenotypes. The iPSCORE collection contains representative individuals for risk and non-risk alleles for 95% of SNPs associated with human phenotypes through genome-wide association studies. Our study demonstrates the utility of iPSCORE for examining how genetic variants influence molecular and physiological traits in iPSCs and derived cell lines.
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Affiliation(s)
- Athanasia D Panopoulos
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Matteo D'Antonio
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Paola Benaglio
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Roy Williams
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA; Center for Regenerative Medicine, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Sherin I Hashem
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Bernhard M Schuldt
- Zentrum für Integrative Psychiatrie, Universitätsklinikum Schleswig-Holstein, 24105 Kiel, Germany
| | - Christopher DeBoever
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Angelo D Arias
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Melvin Garcia
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Bradley C Nelson
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Olivier Harismendy
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - David A Jakubosky
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Margaret K R Donovan
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - William W Greenwald
- Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - KathyJean Farnam
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Megan Cook
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Victor Borja
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Carl A Miller
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jonathan D Grinstein
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Frauke Drees
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jonathan Okubo
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | | | - Yuriko Hishida
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Veronica Modesto
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Carl T Dargitz
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Rachel Feiring
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Chang Zhao
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Aitor Aguirre
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Thomas J McGarry
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Hiroko Matsui
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - He Li
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Joaquin Reyna
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Fangwen Rao
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Daniel T O'Connor
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Gene W Yeo
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Sylvia M Evans
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Neil C Chi
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA 92093, USA
| | - Kristen Jepsen
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Naoki Nariai
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Franz-Josef Müller
- Zentrum für Integrative Psychiatrie, Universitätsklinikum Schleswig-Holstein, 24105 Kiel, Germany
| | - Lawrence S B Goldstein
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | | | - Eric Adler
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jeanne F Loring
- Center for Regenerative Medicine, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - W Travis Berggren
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | | | - Erin N Smith
- Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA
| | - Kelly A Frazer
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Department of Pediatrics, University of California, San Diego, La Jolla, CA 92093, USA.
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Panopoulos AD, Smith EN, Arias AD, Shepard PJ, Hishida Y, Modesto V, Diffenderfer KE, Conner C, Biggs W, Sandoval E, D'Antonio-Chronowska A, Berggren WT, Izpisua Belmonte JC, Frazer KA. Aberrant DNA Methylation in Human iPSCs Associates with MYC-Binding Motifs in a Clone-Specific Manner Independent of Genetics. Cell Stem Cell 2017; 20:505-517.e6. [PMID: 28388429 PMCID: PMC5444384 DOI: 10.1016/j.stem.2017.03.010] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2016] [Revised: 01/06/2017] [Accepted: 03/15/2017] [Indexed: 01/24/2023]
Abstract
Induced pluripotent stem cells (iPSCs) show variable methylation patterns between lines, some of which reflect aberrant differences relative to embryonic stem cells (ESCs). To examine whether this aberrant methylation results from genetic variation or non-genetic mechanisms, we generated human iPSCs from monozygotic twins to investigate how genetic background, clone, and passage number contribute. We found that aberrantly methylated CpGs are enriched in regulatory regions associated with MYC protein motifs and affect gene expression. We classified differentially methylated CpGs as being associated with genetic and/or non-genetic factors (clone and passage), and we found that aberrant methylation preferentially occurs at CpGs associated with clone-specific effects. We further found that clone-specific effects play a strong role in recurrent aberrant methylation at specific CpG sites across different studies. Our results argue that a non-genetic biological mechanism underlies aberrant methylation in iPSCs and that it is likely based on a probabilistic process involving MYC that takes place during or shortly after reprogramming.
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Affiliation(s)
- Athanasia D Panopoulos
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA; Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Erin N Smith
- Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093, USA
| | - Angelo D Arias
- Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093, USA
| | - Peter J Shepard
- Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093, USA; BioSpyder Technologies, Inc., Carlsbad, CA 92008, USA
| | - Yuriko Hishida
- Gene Expression Laboratory, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | - Veronica Modesto
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | | | - Clay Conner
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556, USA
| | | | | | | | - W Travis Berggren
- Stem Cell Core, Salk Institute for Biological Studies, La Jolla, CA 92037, USA
| | | | - Kelly A Frazer
- Pediatrics and Rady Children's Hospital, University of California, San Diego, La Jolla, CA 92093, USA; Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093, USA; Bioinformatics and Systems Biology Program, University of California, San Diego, La Jolla, CA 92093, USA; Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
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