1
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Patel AG, Ashenberg O, Collins NB, Segerstolpe Å, Jiang S, Slyper M, Huang X, Caraccio C, Jin H, Sheppard H, Xu K, Chang TC, Orr BA, Shirinifard A, Chapple RH, Shen A, Clay MR, Tatevossian RG, Reilly C, Patel J, Lupo M, Cline C, Dionne D, Porter CBM, Waldman J, Bai Y, Zhu B, Barrera I, Murray E, Vigneau S, Napolitano S, Wakiro I, Wu J, Grimaldi G, Dellostritto L, Helvie K, Rotem A, Lako A, Cullen N, Pfaff KL, Karlström Å, Jané-Valbuena J, Todres E, Thorner A, Geeleher P, Rodig SJ, Zhou X, Stewart E, Johnson BE, Wu G, Chen F, Yu J, Goltsev Y, Nolan GP, Rozenblatt-Rosen O, Regev A, Dyer MA. A spatial cell atlas of neuroblastoma reveals developmental, epigenetic and spatial axis of tumor heterogeneity. bioRxiv 2024:2024.01.07.574538. [PMID: 38260392 PMCID: PMC10802404 DOI: 10.1101/2024.01.07.574538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Neuroblastoma is a pediatric cancer arising from the developing sympathoadrenal lineage with complex inter- and intra-tumoral heterogeneity. To chart this complexity, we generated a comprehensive cell atlas of 55 neuroblastoma patient tumors, collected from two pediatric cancer institutions, spanning a range of clinical, genetic, and histologic features. Our atlas combines single-cell/nucleus RNA-seq (sc/scRNA-seq), bulk RNA-seq, whole exome sequencing, DNA methylation profiling, spatial transcriptomics, and two spatial proteomic methods. Sc/snRNA-seq revealed three malignant cell states with features of sympathoadrenal lineage development. All of the neuroblastomas had malignant cells that resembled sympathoblasts and the more differentiated adrenergic cells. A subset of tumors had malignant cells in a mesenchymal cell state with molecular features of Schwann cell precursors. DNA methylation profiles defined four groupings of patients, which differ in the degree of malignant cell heterogeneity and clinical outcomes. Using spatial proteomics, we found that neuroblastomas are spatially compartmentalized, with malignant tumor cells sequestered away from immune cells. Finally, we identify spatially restricted signaling patterns in immune cells from spatial transcriptomics. To facilitate the visualization and analysis of our atlas as a resource for further research in neuroblastoma, single cell, and spatial-omics, all data are shared through the Human Tumor Atlas Network Data Commons at www.humantumoratlas.org.
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Affiliation(s)
- Anand G Patel
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
- These authors contributed equally
| | - Orr Ashenberg
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- These authors contributed equally
| | - Natalie B Collins
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Harvard Medical School, Boston, MA, USA
- These authors contributed equally
| | - Åsa Segerstolpe
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sizun Jiang
- Department of Pathology, Stanford University, Stanford, CA, USA
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Michal Slyper
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Xin Huang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Chiara Caraccio
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Hongjian Jin
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Heather Sheppard
- Comparative Pathology Core, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ke Xu
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ti-Cheng Chang
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Brent A Orr
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Abbas Shirinifard
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Richard H Chapple
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Amber Shen
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Michael R Clay
- Department of Pathology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Ruth G Tatevossian
- Cancer Biomarkers Laboratory, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Colleen Reilly
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jaimin Patel
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Marybeth Lupo
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Cynthia Cline
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Danielle Dionne
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Caroline B M Porter
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Julia Waldman
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Yunhao Bai
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Bokai Zhu
- Department of Pathology, Stanford University, Stanford, CA, USA
| | | | - Evan Murray
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sébastien Vigneau
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Sara Napolitano
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Isaac Wakiro
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Jingyi Wu
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Grace Grimaldi
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Laura Dellostritto
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Karla Helvie
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Asaf Rotem
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Ana Lako
- Center for Immuno-Oncology (CIO), Dana-Farber Cancer Institute, Boston, MA, USA
| | - Nicole Cullen
- Center for Immuno-Oncology (CIO), Dana-Farber Cancer Institute, Boston, MA, USA
| | - Kathleen L Pfaff
- Center for Immuno-Oncology (CIO), Dana-Farber Cancer Institute, Boston, MA, USA
| | - Åsa Karlström
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Judit Jané-Valbuena
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Ellen Todres
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Aaron Thorner
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Paul Geeleher
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Scott J Rodig
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
| | - Xin Zhou
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Elizabeth Stewart
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Bruce E Johnson
- Center for Cancer Genomics, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Gang Wu
- Center for Applied Bioinformatics, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Fei Chen
- Broad Institute of MIT and Harvard, Boston, MA, USA
| | - Jiyang Yu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yury Goltsev
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Garry P Nolan
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Current address: Research and Early Development, Genentech Inc., South San Francisco, CA, 94080, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Koch Institute of Integrative Cancer Research, Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
- Current address: Research and Early Development, Genentech Inc., South San Francisco, CA, 94080, USA
- Lead contacts
| | - Michael A Dyer
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
- Lead contacts
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2
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Keshishian H, McDonald ER, Mundt F, Melanson R, Krug K, Porter DA, Wallace L, Forestier D, Rabasha B, Marlow SE, Jane‐Valbuena J, Todres E, Specht H, Robinson ML, Jean Beltran PM, Babur O, Olive ME, Golji J, Kuhn E, Burgess M, MacMullan MA, Rejtar T, Wang K, Mani DR, Satpathy S, Gillette MA, Sellers WR, Carr SA. A highly multiplexed quantitative phosphosite assay for biology and preclinical studies. Mol Syst Biol 2021; 17:e10156. [PMID: 34569154 PMCID: PMC8474009 DOI: 10.15252/msb.202010156] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [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: 12/04/2020] [Revised: 08/19/2021] [Accepted: 08/20/2021] [Indexed: 12/14/2022] Open
Abstract
Reliable methods to quantify dynamic signaling changes across diverse pathways are needed to better understand the effects of disease and drug treatment in cells and tissues but are presently lacking. Here, we present SigPath, a targeted mass spectrometry (MS) assay that measures 284 phosphosites in 200 phosphoproteins of biological interest. SigPath probes a broad swath of signaling biology with high throughput and quantitative precision. We applied the assay to investigate changes in phospho-signaling in drug-treated cancer cell lines, breast cancer preclinical models, and human medulloblastoma tumors. In addition to validating previous findings, SigPath detected and quantified a large number of differentially regulated phosphosites newly associated with disease models and human tumors at baseline or with drug perturbation. Our results highlight the potential of SigPath to monitor phosphoproteomic signaling events and to nominate mechanistic hypotheses regarding oncogenesis, response, and resistance to therapy.
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Affiliation(s)
- Hasmik Keshishian
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | | | - Filip Mundt
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
- Present address:
Novo Nordisk Foundation Center for Protein ResearchFaculty of Health SciencesUniversity of CopenhagenCopenhagenDenmark
- Present address:
Department of Oncology and PathologyScience for Life LaboratoryKarolinska InstitutetStockholmSweden
| | - Randy Melanson
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Karsten Krug
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Dale A Porter
- Novartis Institute of Biomedical ResearchCambridgeMAUSA
- Present address:
Cedilla TherapeuticsCambridgeMAUSA
| | - Luke Wallace
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Dominique Forestier
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Bokang Rabasha
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Sara E Marlow
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Judit Jane‐Valbuena
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Ellen Todres
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Harrison Specht
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | | | | | - Ozgun Babur
- Computer Science DepartmentUniversity of Massachusetts BostonBostonMAUSA
| | - Meagan E Olive
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Javad Golji
- Novartis Institute of Biomedical ResearchCambridgeMAUSA
| | - Eric Kuhn
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Michael Burgess
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Melanie A MacMullan
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Tomas Rejtar
- Novartis Institute of Biomedical ResearchCambridgeMAUSA
| | - Karen Wang
- Novartis Institute of Biomedical ResearchCambridgeMAUSA
| | - DR Mani
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Shankha Satpathy
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
| | - Michael A Gillette
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
- Division of Pulmonary and Critical Care MedicineMassachusetts General HospitalBostonMAUSA
| | - William R Sellers
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
- Department of Medical OncologyDana‐Farber Cancer Institute and Harvard Medical SchoolBostonMAUSA
| | - Steven A Carr
- Broad Institute of Massachusetts Institute of Technology and HarvardCambridgeMAUSA
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3
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Delorey TM, Ziegler CGK, Heimberg G, Normand R, Yang Y, Segerstolpe Å, Abbondanza D, Fleming SJ, Subramanian A, Montoro DT, Jagadeesh KA, Dey KK, Sen P, Slyper M, Pita-Juárez YH, Phillips D, Biermann J, Bloom-Ackermann Z, Barkas N, Ganna A, Gomez J, Melms JC, Katsyv I, Normandin E, Naderi P, Popov YV, Raju SS, Niezen S, Tsai LTY, Siddle KJ, Sud M, Tran VM, Vellarikkal SK, Wang Y, Amir-Zilberstein L, Atri DS, Beechem J, Brook OR, Chen J, Divakar P, Dorceus P, Engreitz JM, Essene A, Fitzgerald DM, Fropf R, Gazal S, Gould J, Grzyb J, Harvey T, Hecht J, Hether T, Jané-Valbuena J, Leney-Greene M, Ma H, McCabe C, McLoughlin DE, Miller EM, Muus C, Niemi M, Padera R, Pan L, Pant D, Pe’er C, Pfiffner-Borges J, Pinto CJ, Plaisted J, Reeves J, Ross M, Rudy M, Rueckert EH, Siciliano M, Sturm A, Todres E, Waghray A, Warren S, Zhang S, Zollinger DR, Cosimi L, Gupta RM, Hacohen N, Hibshoosh H, Hide W, Price AL, Rajagopal J, Tata PR, Riedel S, Szabo G, Tickle TL, Ellinor PT, Hung D, Sabeti PC, Novak R, Rogers R, Ingber DE, Jiang ZG, Juric D, Babadi M, Farhi SL, Izar B, Stone JR, Vlachos IS, Solomon IH, Ashenberg O, Porter CB, Li B, Shalek AK, Villani AC, Rozenblatt-Rosen O, Regev A. COVID-19 tissue atlases reveal SARS-CoV-2 pathology and cellular targets. Nature 2021; 595:107-113. [PMID: 33915569 PMCID: PMC8919505 DOI: 10.1038/s41586-021-03570-8] [Citation(s) in RCA: 427] [Impact Index Per Article: 142.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 04/19/2021] [Indexed: 02/02/2023]
Abstract
COVID-19, which is caused by SARS-CoV-2, can result in acute respiratory distress syndrome and multiple organ failure1-4, but little is known about its pathophysiology. Here we generated single-cell atlases of 24 lung, 16 kidney, 16 liver and 19 heart autopsy tissue samples and spatial atlases of 14 lung samples from donors who died of COVID-19. Integrated computational analysis uncovered substantial remodelling in the lung epithelial, immune and stromal compartments, with evidence of multiple paths of failed tissue regeneration, including defective alveolar type 2 differentiation and expansion of fibroblasts and putative TP63+ intrapulmonary basal-like progenitor cells. Viral RNAs were enriched in mononuclear phagocytic and endothelial lung cells, which induced specific host programs. Spatial analysis in lung distinguished inflammatory host responses in lung regions with and without viral RNA. Analysis of the other tissue atlases showed transcriptional alterations in multiple cell types in heart tissue from donors with COVID-19, and mapped cell types and genes implicated with disease severity based on COVID-19 genome-wide association studies. Our foundational dataset elucidates the biological effect of severe SARS-CoV-2 infection across the body, a key step towards new treatments.
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Affiliation(s)
- Toni M. Delorey
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Carly G. K. Ziegler
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Program in Health Sciences & Technology, Harvard
Medical School & Massachusetts Institute of Technology, Boston, MA 02115,
USA,Institute for Medical Engineering & Science,
Massachusetts Institute of Technology, Cambridge, MA 02139, USA,Koch Institute for Integrative Cancer Research,
Massachusetts Institute of Technology, Cambridge, MA 02139, USA,Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA
02139, USA,Harvard Graduate Program in Biophysics, Harvard University,
Cambridge, MA 02138, USA
| | - Graham Heimberg
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Rachelly Normand
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA,Center for Cancer Research, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02114, USA,Harvard Medical School, Boston, MA 02115, USA,Massachusetts Institute of Technology, Cambridge, MA
02139, USA
| | - Yiming Yang
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Åsa Segerstolpe
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Domenic Abbondanza
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA
| | - Stephen J. Fleming
- Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142,Precision Cardiology Laboratory, Broad Institute of MIT
and Harvard, Cambridge, MA 02142, USA
| | - Ayshwarya Subramanian
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | | | - Karthik A. Jagadeesh
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Kushal K. Dey
- Department of Epidemiology, Harvard School of Public
Health
| | - Pritha Sen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA,Division of Infectious Diseases, Department of Medicine,
Massachusetts General Hospital, Boston, MA 02114, USA,Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA
| | - Michal Slyper
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Yered H. Pita-Juárez
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA,Harvard Medical School Initiative for RNA Medicine,
Boston, MA 02115, USA,Cancer Research Institute, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Devan Phillips
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Jana Biermann
- Department of Medicine, Division of Hematology/Oncology,
Columbia University Irving Medical Center, New York, NY,Columbia Center for Translational Immunology, New York,
NY
| | - Zohar Bloom-Ackermann
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Nick Barkas
- Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142
| | - Andrea Ganna
- Institute for Molecular Medicine Finland, Helsinki,
Finland,Analytical & Translational Genetics Unit,
Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - James Gomez
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Johannes C. Melms
- Department of Medicine, Division of Hematology/Oncology,
Columbia University Irving Medical Center, New York, NY,Columbia Center for Translational Immunology, New York,
NY
| | - Igor Katsyv
- Department of Pathology and Cell Biology, Columbia
University Irving Medical Center, New York, NY
| | - Erica Normandin
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA
| | - Pourya Naderi
- Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA,Harvard Medical School Initiative for RNA Medicine,
Boston, MA 02115, USA
| | - Yury V. Popov
- Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Gastroenterology, Hepatology and Nutrition,
Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215,
USA
| | - Siddharth S. Raju
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Systems Biology, Harvard Medical School,
Boston, MA 02115, USA,FAS Center for Systems Biology, Department of Organismic
and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Sebastian Niezen
- Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Gastroenterology, Hepatology and Nutrition,
Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215,
USA
| | - Linus T.-Y. Tsai
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Endocrinology, Diabetes, and Metabolism, Beth
Israel Deaconess Medical Center, Boston, MA 02115,Boston Nutrition and Obesity Research Center Functional
Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Katherine J. Siddle
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Organismic and Evolutionary Biology,
Harvard University, Cambridge, MA, USA
| | - Malika Sud
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Victoria M. Tran
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Shamsudheen K. Vellarikkal
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Divisions of Cardiovascular Medicine and Genetics,
Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115,
USA
| | - Yiping Wang
- Department of Medicine, Division of Hematology/Oncology,
Columbia University Irving Medical Center, New York, NY,Columbia Center for Translational Immunology, New York,
NY
| | - Liat Amir-Zilberstein
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Deepak S. Atri
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Divisions of Cardiovascular Medicine and Genetics,
Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115,
USA
| | | | - Olga R. Brook
- Department of Radiology, Beth Israel Deaconess Medical
Center, Boston, MA 02215, USA
| | - Jonathan Chen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Pathology, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02115, USA
| | | | - Phylicia Dorceus
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Jesse M. Engreitz
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Genetics and BASE Initiative, Stanford
University School of Medicine
| | - Adam Essene
- Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Endocrinology, Diabetes, and Metabolism, Beth
Israel Deaconess Medical Center, Boston, MA 02115,Boston Nutrition and Obesity Research Center Functional
Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Donna M. Fitzgerald
- Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Robin Fropf
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Steven Gazal
- Center for Genetic Epidemiology, Department of Preventive
Medicine, Keck School of Medicine, University of Southern California, Los Angeles,
CA, USA
| | - Joshua Gould
- Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142
| | - John Grzyb
- Department of Pathology, Brigham and Women’s
Hospital, Boston, MA 02115
| | - Tyler Harvey
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Jonathan Hecht
- Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Tyler Hether
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Judit Jané-Valbuena
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | | | - Hui Ma
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Cristin McCabe
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Daniel E. McLoughlin
- Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Christoph Muus
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,John A. Paulson School of Engineering and Applied
Sciences, Harvard University, Cambridge, MA 02138
| | - Mari Niemi
- Institute for Molecular Medicine Finland, Helsinki,
Finland
| | - Robert Padera
- Department of Pathology, Brigham and Women’s
Hospital, Boston, MA 02115,Harvard-MIT Division of Health Sciences and Technology,
Cambridge MA,Department of Pathology, Harvard Medical School, Boston,
MA 02115, USA
| | - Liuliu Pan
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Deepti Pant
- Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Endocrinology, Diabetes, and Metabolism, Beth
Israel Deaconess Medical Center, Boston, MA 02115,Boston Nutrition and Obesity Research Center Functional
Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Carmel Pe’er
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | | | - Christopher J. Pinto
- Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA,Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Jacob Plaisted
- Department of Pathology, Brigham and Women’s
Hospital, Boston, MA 02115
| | - Jason Reeves
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Marty Ross
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Melissa Rudy
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA
| | | | | | - Alexander Sturm
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ellen Todres
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Avinash Waghray
- Harvard Stem Cell Institute, Cambridge, MA, USA,Center for Regenerative Medicine, Massachusetts General
Hospital, Boston, MA 02114, USA
| | - Sarah Warren
- NanoString Technologies Inc., Seattle, WA 98109,
USA
| | - Shuting Zhang
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Lisa Cosimi
- Infectious Diseases Division, Department of Medicine,
Brigham and Women’s Hospital, Boston, MA, USA
| | - Rajat M. Gupta
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Divisions of Cardiovascular Medicine and Genetics,
Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115,
USA
| | - Nir Hacohen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Center for Cancer Research, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02114, USA,Department of Medicine, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02114, USA
| | - Hanina Hibshoosh
- Department of Pathology and Cell Biology, Columbia
University Irving Medical Center, New York, NY
| | - Winston Hide
- Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA,Harvard Medical School Initiative for RNA Medicine,
Boston, MA 02115, USA,Cancer Research Institute, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Alkes L. Price
- Department of Epidemiology, Harvard School of Public
Health
| | - Jayaraj Rajagopal
- Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Stefan Riedel
- Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Gyongyi Szabo
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA
| | - Timothy L. Tickle
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142
| | - Patrick T. Ellinor
- Cardiovascular Disease Initiative, The Broad Institute of
MIT and Harvard, Cambridge, MA
| | - Deborah Hung
- Infectious Disease and Microbiome Program, Broad
Institute of MIT and Harvard, Cambridge, MA 02142, USA,Department of Genetics, Harvard Medical School, Boston,
MA 02115, USA,Department of Molecular Biology and Center for
Computational and Integrative Biology, Massachusetts General Hospital, Boston, MA
02114, USA
| | - Pardis C. Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Department of Organismic and Evolutionary Biology,
Harvard University, Cambridge, MA, USA,Department of Immunology and Infectious Diseases, Harvard
T.H. Chan School of Public Health, Harvard University, Boston, MA, USA,Howard Hughes Medical Institute, Chevy Chase, MD,
USA,Massachusetts Consortium on Pathogen Readiness, Boston,
MA, USA
| | - Richard Novak
- Wyss Institute for Biologically Inspired Engineering,
Harvard University
| | - Robert Rogers
- Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Massachusetts General Hospital, MA 02114, USA
| | - Donald E. Ingber
- John A. Paulson School of Engineering and Applied
Sciences, Harvard University, Cambridge, MA 02138,Wyss Institute for Biologically Inspired Engineering,
Harvard University,Vascular Biology Program and Department of Surgery,
Boston Children’s Hospital, Harvard Medical School, Boston, MA USA
| | - Z. Gordon Jiang
- Harvard Medical School, Boston, MA 02115, USA,Department of Medicine, Beth Israel Deaconess Medical
Center, MA 02115, USA,Division of Gastroenterology, Hepatology and Nutrition,
Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215,
USA
| | - Dejan Juric
- Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA,Massachusetts General Hospital Cancer Center, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Mehrtash Babadi
- Data Sciences Platform, Broad Institute of MIT and
Harvard, Cambridge, MA 02142,Precision Cardiology Laboratory, Broad Institute of MIT
and Harvard, Cambridge, MA 02142, USA
| | - Samouil L. Farhi
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA
| | - Benjamin Izar
- Department of Medicine, Division of Hematology/Oncology,
Columbia University Irving Medical Center, New York, NY,Columbia Center for Translational Immunology, New York,
NY,Herbert Irving Comprehensive Cancer Center, Columbia
University Irving Medical Center, New York, NY,Program for Mathematical Genomics, Columbia University
Irving Medical Center, New York, NY
| | - James R. Stone
- Department of Pathology, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02115, USA
| | - Ioannis S. Vlachos
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Harvard Medical School, Boston, MA 02115, USA,Department of Pathology, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA,Harvard Medical School Initiative for RNA Medicine,
Boston, MA 02115, USA,Cancer Research Institute, Beth Israel Deaconess Medical
Center, Boston, MA 02115, USA
| | - Isaac H. Solomon
- Department of Pathology, Brigham and Women’s
Hospital, Boston, MA 02115
| | - Orr Ashenberg
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Caroline B.M. Porter
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA
| | - Bo Li
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA,Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA
| | - Alex K. Shalek
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Program in Health Sciences & Technology, Harvard
Medical School & Massachusetts Institute of Technology, Boston, MA 02115,
USA,Institute for Medical Engineering & Science,
Massachusetts Institute of Technology, Cambridge, MA 02139, USA,Koch Institute for Integrative Cancer Research,
Massachusetts Institute of Technology, Cambridge, MA 02139, USA,Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA
02139, USA,Harvard Graduate Program in Biophysics, Harvard University,
Cambridge, MA 02138, USA,Harvard Medical School, Boston, MA 02115, USA,Harvard Stem Cell Institute, Cambridge, MA, USA,Program in Computational & Systems Biology,
Massachusetts Institute of Technology, Cambridge, MA 02139, USA,Program in Immunology, Harvard Medical School, Boston, MA
02115, USA,Department of Chemistry, Massachusetts Institute of
Technology, Cambridge, MA 02139, USA
| | - Alexandra-Chloé Villani
- Broad Institute of MIT and Harvard, Cambridge, MA 02142,
USA,Center for Immunology and Inflammatory Diseases, Department
of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA,Center for Cancer Research, Massachusetts General Hospital,
Harvard Medical School, Boston, MA 02114, USA,Department of Medicine, Harvard Medical School, Boston,
MA 02115, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Current address: Genentech, 1 DNA Way, South San
Francisco, CA, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and
Harvard, Cambridge, MA 02142, USA, USA,Koch Institute for Integrative Cancer Research,
Massachusetts Institute of Technology, Cambridge, MA 02139, USA,Howard Hughes Medical Institute, Chevy Chase, MD,
USA,Current address: Genentech, 1 DNA Way, South San
Francisco, CA, USA
| |
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4
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Delorey TM, Ziegler CGK, Heimberg G, Normand R, Yang Y, Segerstolpe A, Abbondanza D, Fleming SJ, Subramanian A, Montoro DT, Jagadeesh KA, Dey KK, Sen P, Slyper M, Pita-Juárez YH, Phillips D, Bloom-Ackerman Z, Barkas N, Ganna A, Gomez J, Normandin E, Naderi P, Popov YV, Raju SS, Niezen S, Tsai LTY, Siddle KJ, Sud M, Tran VM, Vellarikkal SK, Amir-Zilberstein L, Atri DS, Beechem J, Brook OR, Chen J, Divakar P, Dorceus P, Engreitz JM, Essene A, Fitzgerald DM, Fropf R, Gazal S, Gould J, Grzyb J, Harvey T, Hecht J, Hether T, Jane-Valbuena J, Leney-Greene M, Ma H, McCabe C, McLoughlin DE, Miller EM, Muus C, Niemi M, Padera R, Pan L, Pant D, Pe’er C, Pfiffner-Borges J, Pinto CJ, Plaisted J, Reeves J, Ross M, Rudy M, Rueckert EH, Siciliano M, Sturm A, Todres E, Waghray A, Warren S, Zhang S, Zollinger DR, Cosimi L, Gupta RM, Hacohen N, Hide W, Price AL, Rajagopal J, Tata PR, Riedel S, Szabo G, Tickle TL, Hung D, Sabeti PC, Novak R, Rogers R, Ingber DE, Jiang ZG, Juric D, Babadi M, Farhi SL, Stone JR, Vlachos IS, Solomon IH, Ashenberg O, Porter CB, Li B, Shalek AK, Villani AC, Rozenblatt-Rosen O, Regev A. A single-cell and spatial atlas of autopsy tissues reveals pathology and cellular targets of SARS-CoV-2. bioRxiv 2021:2021.02.25.430130. [PMID: 33655247 PMCID: PMC7924267 DOI: 10.1101/2021.02.25.430130] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The SARS-CoV-2 pandemic has caused over 1 million deaths globally, mostly due to acute lung injury and acute respiratory distress syndrome, or direct complications resulting in multiple-organ failures. Little is known about the host tissue immune and cellular responses associated with COVID-19 infection, symptoms, and lethality. To address this, we collected tissues from 11 organs during the clinical autopsy of 17 individuals who succumbed to COVID-19, resulting in a tissue bank of approximately 420 specimens. We generated comprehensive cellular maps capturing COVID-19 biology related to patients' demise through single-cell and single-nucleus RNA-Seq of lung, kidney, liver and heart tissues, and further contextualized our findings through spatial RNA profiling of distinct lung regions. We developed a computational framework that incorporates removal of ambient RNA and automated cell type annotation to facilitate comparison with other healthy and diseased tissue atlases. In the lung, we uncovered significantly altered transcriptional programs within the epithelial, immune, and stromal compartments and cell intrinsic changes in multiple cell types relative to lung tissue from healthy controls. We observed evidence of: alveolar type 2 (AT2) differentiation replacing depleted alveolar type 1 (AT1) lung epithelial cells, as previously seen in fibrosis; a concomitant increase in myofibroblasts reflective of defective tissue repair; and, putative TP63+ intrapulmonary basal-like progenitor (IPBLP) cells, similar to cells identified in H1N1 influenza, that may serve as an emergency cellular reserve for severely damaged alveoli. Together, these findings suggest the activation and failure of multiple avenues for regeneration of the epithelium in these terminal lungs. SARS-CoV-2 RNA reads were enriched in lung mononuclear phagocytic cells and endothelial cells, and these cells expressed distinct host response transcriptional programs. We corroborated the compositional and transcriptional changes in lung tissue through spatial analysis of RNA profiles in situ and distinguished unique tissue host responses between regions with and without viral RNA, and in COVID-19 donor tissues relative to healthy lung. Finally, we analyzed genetic regions implicated in COVID-19 GWAS with transcriptomic data to implicate specific cell types and genes associated with disease severity. Overall, our COVID-19 cell atlas is a foundational dataset to better understand the biological impact of SARS-CoV-2 infection across the human body and empowers the identification of new therapeutic interventions and prevention strategies.
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Affiliation(s)
- Toni M. Delorey
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Carly G. K. Ziegler
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, MA 02115, USA
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
- Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA 02138, USA
| | - Graham Heimberg
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Rachelly Normand
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
- Harvard Medical School, Boston, MA 02115, USA
- Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Yiming Yang
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Asa Segerstolpe
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Domenic Abbondanza
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Stephen J. Fleming
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Precision Cardiology Laboratory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ayshwarya Subramanian
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | | | - Karthik A. Jagadeesh
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Kushal K. Dey
- Department of Epidemiology, Harvard School of Public Health
| | - Pritha Sen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Division of Infectious Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Michal Slyper
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Yered H. Pita-Juárez
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
- Harvard Medical School Initiative for RNA Medicine, Boston, MA 02115, USA
- Cancer Research Institute, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Devan Phillips
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Zohar Bloom-Ackerman
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Nick Barkas
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - Andrea Ganna
- Institute for Molecular Medicine Finland, Helsinki, Finland
- Analytical & Translational Genetics Unit, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - James Gomez
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Erica Normandin
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
| | - Pourya Naderi
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
- Harvard Medical School Initiative for RNA Medicine, Boston, MA 02115, USA
| | - Yury V. Popov
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Gastroenterology, Hepatology and Nutrition, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Siddharth S. Raju
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
- FAS Center for Systems Biology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Sebastian Niezen
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Gastroenterology, Hepatology and Nutrition, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Linus T.-Y. Tsai
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA 02115
- Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Katherine J. Siddle
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
| | - Malika Sud
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Victoria M. Tran
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Shamsudheen K. Vellarikkal
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Divisions of Cardiovascular Medicine and Genetics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Liat Amir-Zilberstein
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Deepak S. Atri
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Divisions of Cardiovascular Medicine and Genetics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
| | | | - Olga R. Brook
- Department of Radiology, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Jonathan Chen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA
| | | | - Phylicia Dorceus
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Jesse M. Engreitz
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Genetics and BASE Initiative, Stanford University School of Medicine
| | - Adam Essene
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA 02115
- Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Donna M. Fitzgerald
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Robin Fropf
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Steven Gazal
- Center for Genetic Epidemiology, Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Joshua Gould
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - John Grzyb
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115
| | - Tyler Harvey
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Jonathan Hecht
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Tyler Hether
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Judit Jane-Valbuena
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | | | - Hui Ma
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Cristin McCabe
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Daniel E. McLoughlin
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Christoph Muus
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138
| | - Mari Niemi
- Institute for Molecular Medicine Finland, Helsinki, Finland
| | - Robert Padera
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115
- Harvard-MIT Division of Health Sciences and Technology, Cambridge MA
- Department of Pathology, Harvard Medical School, Boston, MA 02115, USA
| | - Liuliu Pan
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Deepti Pant
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA 02115
- Boston Nutrition and Obesity Research Center Functional Genomics and Bioinformatics Core Boston, MA 02115, USA
| | - Carmel Pe’er
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | | | - Christopher J. Pinto
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Jacob Plaisted
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115
| | - Jason Reeves
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Marty Ross
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Melissa Rudy
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | | | - Alexander Sturm
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ellen Todres
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Avinash Waghray
- Harvard Stem Cell Institute, Cambridge, MA, USA
- Center for Regenerative Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Sarah Warren
- NanoString Technologies Inc., Seattle, WA 98109, USA
| | - Shuting Zhang
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Lisa Cosimi
- Infectious Diseases Division, Department of Medicine, Brigham and Women’s Hospital, Boston, MA, USA
| | - Rajat M. Gupta
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Divisions of Cardiovascular Medicine and Genetics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Nir Hacohen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Winston Hide
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
- Harvard Medical School Initiative for RNA Medicine, Boston, MA 02115, USA
- Cancer Research Institute, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Alkes L. Price
- Department of Epidemiology, Harvard School of Public Health
| | - Jayaraj Rajagopal
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Stefan Riedel
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Gyongyi Szabo
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
| | - Timothy L. Tickle
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
| | - Deborah Hung
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
- Department of Molecular Biology and Center for Computational and Integrative Biology, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Pardis C. Sabeti
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, USA
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Massachusetts Consortium on Pathogen Readiness, Boston, MA, USA
| | - Richard Novak
- Wyss Institute for Biologically Inspired Engineering, Harvard University
| | - Robert Rogers
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Massachusetts General Hospital, MA 02114, USA
| | - Donald E. Ingber
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138
- Wyss Institute for Biologically Inspired Engineering, Harvard University
- Vascular Biology Program and Department of Surgery, Boston Children’s Hospital, Harvard Medical School, Boston, MA USA
| | - Z. Gordon Jiang
- Harvard Medical School, Boston, MA 02115, USA
- Department of Medicine, Beth Israel Deaconess Medical Center, MA 02115, USA
- Division of Gastroenterology, Hepatology and Nutrition, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Dejan Juric
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
- Massachusetts General Hospital Cancer Center, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Mehrtash Babadi
- Data Sciences Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Precision Cardiology Laboratory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Samouil L. Farhi
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - James R. Stone
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Ioannis S. Vlachos
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
- Harvard Medical School Initiative for RNA Medicine, Boston, MA 02115, USA
- Cancer Research Institute, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
| | - Isaac H. Solomon
- Department of Pathology, Brigham and Women’s Hospital, Boston, MA 02115
| | - Orr Ashenberg
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Caroline B.M. Porter
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
| | - Bo Li
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Alex K. Shalek
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Program in Health Sciences & Technology, Harvard Medical School & Massachusetts Institute of Technology, Boston, MA 02115, USA
- Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
- Harvard Graduate Program in Biophysics, Harvard University, Cambridge, MA 02138, USA
- Harvard Medical School, Boston, MA 02115, USA
- Harvard Stem Cell Institute, Cambridge, MA, USA
- Program in Computational & Systems Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Program in Immunology, Harvard Medical School, Boston, MA 02115, USA
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Alexandra-Chloé Villani
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Center for Immunology and Inflammatory Diseases, Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Orit Rozenblatt-Rosen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Current address: Genentech, 1 DNA Way, South San Francisco, CA, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Current address: Genentech, 1 DNA Way, South San Francisco, CA, USA
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Abstract
We describe four members of the tetraspanin/TM4SF superfamily of proteins that were identified in expressed sequence tag projects on the antennae of Manduca sexta moths and Apis mellifera honey bees. The three moth genes are expressed in the sensillar epithelium of male antennae, and some are expressed in female antennae, haemocytes, wing scale cell primordia and/or embryonic tissues. These proteins are probably involved in diverse cellular processes, much like their vertebrate homologues. A phylogenetic analysis of all known tetraspanins, including thirty-seven members of the superfamily revealed by the Drosophila melanogaster genome and twenty in the nematode Caenorhabditis elegans genome, reveals some phylum-specific gene amplification, in particular a contiguous array of eighteen genes in the D. melanogaster genome.
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Affiliation(s)
- E Todres
- Department of Entomology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
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Acharya S, Rodriguez IR, Moreira EF, Midura RJ, Misono K, Todres E, Hollyfield JG. SPACR, a novel interphotoreceptor matrix glycoprotein in human retina that interacts with hyaluronan. J Biol Chem 1998; 273:31599-606. [PMID: 9813076 DOI: 10.1074/jbc.273.47.31599] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.5] [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] [Indexed: 11/06/2022] Open
Abstract
SPACR (sialoprotein associated with cones and rods), is the major 147-150-kDa glycoprotein present in the insoluble interphotoreceptor matrix of the human retina. Immunocytochemistry localizes SPACR to the matrix surrounding rods and cones (Acharya, S., Rayborn, M. E., and Hollyfield, J. G. (1998) Glycobiology 8, 997-1006). From affinity-purified SPACR, we obtained seven peptide sequences showing 100% identity to the deduced sequence of IMPG1, a purported chondroitin 6-sulfate proteoglycan core protein, which binds peanut agglutinin and is localized to the interphotoreceptor matrix. We show here that SPACR is the most prominent 147-150-kDa band present in the interphotoreceptor matrix and is the gene product of IMPG1. SPACR is not a chondroitin sulfate proteoglycan, since it is not a product of chondroitinase ABC digestion and does not react to a specific antibody for chondroitin 6-sulfate proteoglycan. Moreover, the deduced amino acid sequence reveals no established glycosaminoglycan attachment site. One hyaluronan binding motif is present in the predicted sequence of SPACR. We present evidence that SPACR has a functional hyaluronan binding domain, suggesting that interactions between SPACR and hyaluronan may serve to form the basic macromolecular scaffold, which comprises the insoluble interphotoreceptor matrix.
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Affiliation(s)
- S Acharya
- The Eye Institute, The Cleveland Clinic Foundation, Cleveland, Ohio 44195, USA
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