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Schaum N, Karkanias J, Neff NF, May AP, Quake SR, Wyss-Coray T, Darmanis S, Batson J, Botvinnik O, Chen MB, Chen S, Green F, Jones R, Maynard A, Penland L, Pisco AO, Sit RV, Stanley GM, Webber JT, Zanini F, Baghel AS, Bakerman I, Bansal I, Berdnik D, Bilen B, Brownfield D, Cain C, Chen MB, Chen S, Cho M, Cirolia G, Conley SD, Darmanis S, Demers A, Demir K, de Morree A, Divita T, du Bois H, Dulgeroff LBT, Ebadi H, Espinoza FH, Fish M, Gan Q, George BM, Gillich A, Green F, Genetiano G, Gu X, Gulati GS, Hang Y, Hosseinzadeh S, Huang A, Iram T, Isobe T, Ives F, Jones R, Kao KS, Karnam G, Kershner AM, Kiss BM, Kong W, Kumar ME, Lam J, Lee DP, Lee SE, Li G, Li Q, Liu L, Lo A, Lu WJ, Manjunath A, May AP, May KL, May OL, Maynard A, McKay M, Metzger RJ, Mignardi M, Min D, Nabhan AN, Neff NF, Ng KM, Noh J, Patkar R, Peng WC, Penland L, Puccinelli R, Rulifson EJ, Schaum N, Sikandar SS, Sinha R, Sit RV, Szade K, Tan W, Tato C, Tellez K, Travaglini KJ, Tropini C, Waldburger L, van Weele LJ, Wosczyna MN, Xiang J, Xue S, Youngyunpipatkul J, Zanini F, Zardeneta ME, Zhang F, Zhou L, Bansal I, Chen S, Cho M, Cirolia G, Darmanis S, Demers A, Divita T, Ebadi H, Genetiano G, Green F, Hosseinzadeh S, Ives F, Lo A, May AP, Maynard A, McKay M, Neff NF, Penland L, Sit RV, Tan W, Waldburger L, oungyunpipatkul JY, Batson J, Botvinnik O, Castro P, Croote D, Darmanis S, DeRisi JL, Karkanias J, Pisco AO, Stanley GM, Webber JT, Zanini F, Baghel AS, Bakerman I, Batson J, Bilen B, Botvinnik O, Brownfield D, Chen MB, Darmanis S, Demir K, de Morree A, Ebadi H, Espinoza FH, Fish M, Gan Q, George BM, Gillich A, Gu X, Gulati GS, Hang Y, Huang A, Iram T, Isobe T, Karnam G, Kershner AM, Kiss BM, Kong W, Kuo CS, Lam J, Lehallier B, Li G, Li Q, Liu L, Lu WJ, Min D, Nabhan AN, Ng KM, Nguyen PK, Patkar R, Peng WC, Penland L, Rulifson EJ, Schaum N, Sikandar SS, Sinha R, Szade K, Tan SY, Tellez K, Travaglini KJ, Tropini C, van Weele LJ, Wang BM, Wosczyna MN, Xiang J, Yousef H, Zhou L, Batson J, Botvinnik O, Chen S, Darmanis S, Green F, May AP, Maynard A, Pisco AO, Quake SR, Schaum N, Stanley GM, Webber JT, Wyss-Coray T, Zanini F, Beachy PA, Chan CKF, de Morree A, George BM, Gulati GS, Hang Y, Huang KC, Iram T, Isobe T, Kershner AM, Kiss BM, Kong W, Li G, Li Q, Liu L, Lu WJ, Nabhan AN, Ng KM, Nguyen PK, Peng WC, Rulifson EJ, Schaum N, Sikandar SS, Sinha R, Szade K, Travaglini KJ, Tropini C, Wang BM, Weinberg K, Wosczyna MN, Wu SM, Yousef H, Barres BA, Beachy PA, Chan CKF, Clarke MF, Darmanis S, Huang KC, Karkanias J, Kim SK, Krasnow MA, Kumar ME, Kuo CS, May AP, Metzger RJ, Neff NF, Nusse R, Nguyen PK, Rando TA, Sonnenburg J, Wang BM, Weinberg K, Weissman IL, Wu SM, Quake SR, Wyss-Coray T. Single-cell transcriptomics of 20 mouse organs creates a Tabula Muris. Nature 2018; 562:367-372. [PMID: 30283141 PMCID: PMC6642641 DOI: 10.1038/s41586-018-0590-4] [Citation(s) in RCA: 1437] [Impact Index Per Article: 239.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2017] [Accepted: 08/20/2018] [Indexed: 12/12/2022]
Abstract
Here we present a compendium of single-cell transcriptomic data from the model organism Mus musculus that comprises more than 100,000 cells from 20 organs and tissues. These data represent a new resource for cell biology, reveal gene expression in poorly characterized cell populations and enable the direct and controlled comparison of gene expression in cell types that are shared between tissues, such as T lymphocytes and endothelial cells from different anatomical locations. Two distinct technical approaches were used for most organs: one approach, microfluidic droplet-based 3'-end counting, enabled the survey of thousands of cells at relatively low coverage, whereas the other, full-length transcript analysis based on fluorescence-activated cell sorting, enabled the characterization of cell types with high sensitivity and coverage. The cumulative data provide the foundation for an atlas of transcriptomic cell biology.
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Affiliation(s)
- Nicholas Schaum
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Jim Karkanias
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Norma F. Neff
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Andrew P. May
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Stephen R. Quake
- Chan Zuckerberg Biohub, San Francisco, California, USA
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Tony Wyss-Coray
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
- Paul F. Glenn Center for the Biology of Aging, Stanford University School of Medicine, Stanford, California, USA
- Center for Tissue Regeneration, Repair, and Restoration, V.A. Palo Alto Healthcare System, Palo Alto, California, USA
| | | | - Joshua Batson
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Michelle B. Chen
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Steven Chen
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Foad Green
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Robert Jones
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | | | | | | | - Rene V. Sit
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Geoffrey M. Stanley
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | | | - Fabio Zanini
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Ankit S Baghel
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Isaac Bakerman
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Cardiology, Stanford University School of Medicine, Stanford, California, USA
| | - Ishita Bansal
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Daniela Berdnik
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Biter Bilen
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Douglas Brownfield
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Corey Cain
- Flow Cytometry Core, V.A. Palo Alto Healthcare System, Palo Alto, California, USA
| | - Michelle B. Chen
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Steven Chen
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Min Cho
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Giana Cirolia
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Stephanie D. Conley
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | | | - Aaron Demers
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Kubilay Demir
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
| | - Antoine de Morree
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Tessa Divita
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Haley du Bois
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Laughing Bear Torrez Dulgeroff
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Hamid Ebadi
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - F. Hernán Espinoza
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Matt Fish
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Qiang Gan
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Benson M. George
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Astrid Gillich
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Foad Green
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Xueying Gu
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Gunsagar S. Gulati
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Yan Hang
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | | | - Albin Huang
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Tal Iram
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Taichi Isobe
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Feather Ives
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Robert Jones
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Kevin S. Kao
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Guruswamy Karnam
- Department of Medicine and Liver Center, University of California San Francisco, San Francisco, California, USA
| | - Aaron M. Kershner
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Bernhard M. Kiss
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Urology, Stanford University School of Medicine, Stanford, California, USA
| | - William Kong
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Maya E. Kumar
- Sean N. Parker Center for Asthma and Allergy Research, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Pulmonary and Critical Care, Stanford University School of Medicine, Stanford, California, USA
| | - Jonathan Lam
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Davis P. Lee
- Center for Tissue Regeneration, Repair, and Restoration, V.A. Palo Alto Healthcare System, Palo Alto, California, USA
| | - Song E. Lee
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Guang Li
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, California, USA
| | - Qingyun Li
- Department of Neurobiology, Stanford University School of Medicine, Stanford, CA USA
| | - Ling Liu
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Annie Lo
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Wan-Jin Lu
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Anoop Manjunath
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Andrew P. May
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Kaia L. May
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Oliver L. May
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Marina McKay
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Ross J. Metzger
- Vera Moulton Wall Center for Pulmonary and Vascular Disease, Stanford University School of Medicine, Stanford, California, USA
- Department of Pediatrics, Division of Cardiology, Stanford University School of Medicine, Stanford, California, USA
| | - Marco Mignardi
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Dullei Min
- Department of Pediatrics, Stanford University school of Medicine, Stanford, California, USA
| | - Ahmad N. Nabhan
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Norma F. Neff
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Katharine M. Ng
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Joseph Noh
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Rasika Patkar
- Department of Medicine and Liver Center, University of California San Francisco, San Francisco, California, USA
| | - Weng Chuan Peng
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | | | | | - Eric J. Rulifson
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Nicholas Schaum
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Shaheen S. Sikandar
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Rahul Sinha
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Pathology, Stanford University School of Medicine, Stanford, California, USA
- Ludwig Center for Cancer Stem Cell Research and Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California, USA
| | - Rene V. Sit
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Krzysztof Szade
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Medical Biotechnology, Faculty of Biophysics, Biochemistry and Biotechnology, Jagiellonian University, Poland
| | - Weilun Tan
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Cristina Tato
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Krissie Tellez
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Kyle J. Travaglini
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Carolina Tropini
- Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, California, USA
| | | | - Linda J. van Weele
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Michael N. Wosczyna
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Jinyi Xiang
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Soso Xue
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | | | - Fabio Zanini
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Macy E. Zardeneta
- Center for Tissue Regeneration, Repair, and Restoration, V.A. Palo Alto Healthcare System, Palo Alto, California, USA
| | - Fan Zhang
- Vera Moulton Wall Center for Pulmonary and Vascular Disease, Stanford University School of Medicine, Stanford, California, USA
- Department of Pediatrics, Division of Cardiology, Stanford University School of Medicine, Stanford, California, USA
| | - Lu Zhou
- Department of Neurobiology, Stanford University School of Medicine, Stanford, CA USA
| | - Ishita Bansal
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Steven Chen
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Min Cho
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Giana Cirolia
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Aaron Demers
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Tessa Divita
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Hamid Ebadi
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Foad Green
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Feather Ives
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Annie Lo
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Andrew P. May
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Marina McKay
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Norma F. Neff
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Rene V. Sit
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Weilun Tan
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | | | - Joshua Batson
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Paola Castro
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Derek Croote
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | | | - Joseph L. DeRisi
- Chan Zuckerberg Biohub, San Francisco, California, USA
- Department of Biochemistry and Biophysics, University of California San Francisco, San Francisco, California USA
| | - Jim Karkanias
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Geoffrey M. Stanley
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | | | - Fabio Zanini
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Ankit S. Baghel
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Isaac Bakerman
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Cardiology, Stanford University School of Medicine, Stanford, California, USA
| | - Joshua Batson
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Biter Bilen
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | | | - Douglas Brownfield
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Michelle B. Chen
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | | | - Kubilay Demir
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
| | - Antoine de Morree
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Hamid Ebadi
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - F. Hernán Espinoza
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Matt Fish
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Qiang Gan
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Benson M. George
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Astrid Gillich
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Xueying Gu
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Gunsagar S. Gulati
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Yan Hang
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Albin Huang
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Tal Iram
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Taichi Isobe
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Guruswamy Karnam
- Department of Medicine and Liver Center, University of California San Francisco, San Francisco, California, USA
| | - Aaron M. Kershner
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Bernhard M. Kiss
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Urology, Stanford University School of Medicine, Stanford, California, USA
| | - William Kong
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Christin S. Kuo
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
- Department of Pediatrics, Stanford University school of Medicine, Stanford, California, USA
| | - Jonathan Lam
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Benoit Lehallier
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Guang Li
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, California, USA
| | - Qingyun Li
- Department of Neurobiology, Stanford University School of Medicine, Stanford, CA USA
| | - Ling Liu
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Wan-Jin Lu
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Dullei Min
- Department of Pediatrics, Stanford University school of Medicine, Stanford, California, USA
| | - Ahmad N. Nabhan
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Katharine M. Ng
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Patricia K. Nguyen
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Cardiology, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, California, USA
| | - Rasika Patkar
- Department of Medicine and Liver Center, University of California San Francisco, San Francisco, California, USA
| | - Weng Chuan Peng
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | | | - Eric J. Rulifson
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Nicholas Schaum
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Shaheen S. Sikandar
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Rahul Sinha
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Pathology, Stanford University School of Medicine, Stanford, California, USA
- Ludwig Center for Cancer Stem Cell Research and Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California, USA
| | - Krzysztof Szade
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Medical Biotechnology, Faculty of Biophysics, Biochemistry and Biotechnology, Jagiellonian University, Poland
| | - Serena Y. Tan
- Department of Pathology, Stanford University School of Medicine, Stanford, California, USA
| | - Krissie Tellez
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Kyle J. Travaglini
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Carolina Tropini
- Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, California, USA
| | - Linda J. van Weele
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Bruce M. Wang
- Department of Medicine and Liver Center, University of California San Francisco, San Francisco, California, USA
| | - Michael N. Wosczyna
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Jinyi Xiang
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Hanadie Yousef
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Lu Zhou
- Department of Neurobiology, Stanford University School of Medicine, Stanford, CA USA
| | - Joshua Batson
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Steven Chen
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | - Foad Green
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Andrew P. May
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | | | | | - Stephen R. Quake
- Chan Zuckerberg Biohub, San Francisco, California, USA
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Nicholas Schaum
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Geoffrey M. Stanley
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | | | - Tony Wyss-Coray
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
- Paul F. Glenn Center for the Biology of Aging, Stanford University School of Medicine, Stanford, California, USA
- Center for Tissue Regeneration, Repair, and Restoration, V.A. Palo Alto Healthcare System, Palo Alto, California, USA
| | - Fabio Zanini
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Philip A. Beachy
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Charles K. F. Chan
- Department of Surgery, Division of Plastic and Reconstructive Surgery, Stanford University, Stanford, California USA
| | - Antoine de Morree
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Benson M. George
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Gunsagar S. Gulati
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Yan Hang
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Kerwyn Casey Huang
- Chan Zuckerberg Biohub, San Francisco, California, USA
- Department of Bioengineering, Stanford University, Stanford, California, USA
- Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, California, USA
| | - Tal Iram
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Taichi Isobe
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Aaron M. Kershner
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Bernhard M. Kiss
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Urology, Stanford University School of Medicine, Stanford, California, USA
| | - William Kong
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Guang Li
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, California, USA
| | - Qingyun Li
- Department of Neurobiology, Stanford University School of Medicine, Stanford, CA USA
| | - Ling Liu
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Wan-Jin Lu
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Ahmad N. Nabhan
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Katharine M. Ng
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Patricia K. Nguyen
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Cardiology, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, California, USA
| | - Weng Chuan Peng
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Eric J. Rulifson
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Nicholas Schaum
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Shaheen S. Sikandar
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Rahul Sinha
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Pathology, Stanford University School of Medicine, Stanford, California, USA
- Ludwig Center for Cancer Stem Cell Research and Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California, USA
| | - Krzysztof Szade
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Medical Biotechnology, Faculty of Biophysics, Biochemistry and Biotechnology, Jagiellonian University, Poland
| | - Kyle J. Travaglini
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
| | - Carolina Tropini
- Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, California, USA
| | - Bruce M. Wang
- Department of Medicine and Liver Center, University of California San Francisco, San Francisco, California, USA
| | - Kenneth Weinberg
- Department of Pediatrics, Stanford University school of Medicine, Stanford, California, USA
| | - Michael N. Wosczyna
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Sean M. Wu
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, California, USA
| | - Hanadie Yousef
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
| | - Ben A. Barres
- Department of Neurobiology, Stanford University School of Medicine, Stanford, CA USA
| | - Philip A. Beachy
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Charles K. F. Chan
- Department of Surgery, Division of Plastic and Reconstructive Surgery, Stanford University, Stanford, California USA
| | - Michael F. Clarke
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
| | | | - Kerwyn Casey Huang
- Chan Zuckerberg Biohub, San Francisco, California, USA
- Department of Bioengineering, Stanford University, Stanford, California, USA
- Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, California, USA
| | - Jim Karkanias
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Seung K. Kim
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine and Stanford Diabetes Research Center, Stanford University, Stanford, California USA
| | - Mark A. Krasnow
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
| | - Maya E. Kumar
- Sean N. Parker Center for Asthma and Allergy Research, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Pulmonary and Critical Care, Stanford University School of Medicine, Stanford, California, USA
| | - Christin S. Kuo
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
- Department of Pediatrics, Stanford University school of Medicine, Stanford, California, USA
| | - Andrew P. May
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Ross J. Metzger
- Vera Moulton Wall Center for Pulmonary and Vascular Disease, Stanford University School of Medicine, Stanford, California, USA
- Department of Pediatrics, Division of Cardiology, Stanford University School of Medicine, Stanford, California, USA
| | - Norma F. Neff
- Chan Zuckerberg Biohub, San Francisco, California, USA
| | - Roel Nusse
- Department of Biochemistry, Stanford University School of Medicine, Stanford, California, USA
- Howard Hughes Medical Institute, USA
- Department of Developmental Biology, Stanford University School of Medicine, Stanford, California, USA
| | - Patricia K. Nguyen
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Cardiology, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, California, USA
| | - Thomas A. Rando
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
- Paul F. Glenn Center for the Biology of Aging, Stanford University School of Medicine, Stanford, California, USA
- Center for Tissue Regeneration, Repair, and Restoration, V.A. Palo Alto Healthcare System, Palo Alto, California, USA
| | - Justin Sonnenburg
- Department of Microbiology & Immunology, Stanford University School of Medicine, Stanford, California, USA
| | - Bruce M. Wang
- Department of Medicine and Liver Center, University of California San Francisco, San Francisco, California, USA
| | - Kenneth Weinberg
- Department of Pediatrics, Stanford University school of Medicine, Stanford, California, USA
| | - Irving L. Weissman
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Department of Pathology, Stanford University School of Medicine, Stanford, California, USA
- Ludwig Center for Cancer Stem Cell Research and Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California, USA
| | - Sean M. Wu
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California, USA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, California, USA
- Department of Medicine, Division of Cardiovascular Medicine, Stanford University, Stanford, California, USA
| | - Stephen R. Quake
- Chan Zuckerberg Biohub, San Francisco, California, USA
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Tony Wyss-Coray
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
- Paul F. Glenn Center for the Biology of Aging, Stanford University School of Medicine, Stanford, California, USA
- Center for Tissue Regeneration, Repair, and Restoration, V.A. Palo Alto Healthcare System, Palo Alto, California, USA
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