1
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Schnitzler GR, Kang H, Fang S, Angom RS, Lee-Kim VS, Ma XR, Zhou R, Zeng T, Guo K, Taylor MS, Vellarikkal SK, Barry AE, Sias-Garcia O, Bloemendal A, Munson G, Guckelberger P, Nguyen TH, Bergman DT, Hinshaw S, Cheng N, Cleary B, Aragam K, Lander ES, Finucane HK, Mukhopadhyay D, Gupta RM, Engreitz JM. Convergence of coronary artery disease genes onto endothelial cell programs. Nature 2024; 626:799-807. [PMID: 38326615 PMCID: PMC10921916 DOI: 10.1038/s41586-024-07022-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 10/17/2022] [Accepted: 01/03/2024] [Indexed: 02/09/2024]
Abstract
Linking variants from genome-wide association studies (GWAS) to underlying mechanisms of disease remains a challenge1-3. For some diseases, a successful strategy has been to look for cases in which multiple GWAS loci contain genes that act in the same biological pathway1-6. However, our knowledge of which genes act in which pathways is incomplete, particularly for cell-type-specific pathways or understudied genes. Here we introduce a method to connect GWAS variants to functions. This method links variants to genes using epigenomics data, links genes to pathways de novo using Perturb-seq and integrates these data to identify convergence of GWAS loci onto pathways. We apply this approach to study the role of endothelial cells in genetic risk for coronary artery disease (CAD), and discover 43 CAD GWAS signals that converge on the cerebral cavernous malformation (CCM) signalling pathway. Two regulators of this pathway, CCM2 and TLNRD1, are each linked to a CAD risk variant, regulate other CAD risk genes and affect atheroprotective processes in endothelial cells. These results suggest a model whereby CAD risk is driven in part by the convergence of causal genes onto a particular transcriptional pathway in endothelial cells. They highlight shared genes between common and rare vascular diseases (CAD and CCM), and identify TLNRD1 as a new, previously uncharacterized member of the CCM signalling pathway. This approach will be widely useful for linking variants to functions for other common polygenic diseases.
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Affiliation(s)
- Gavin R Schnitzler
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- The Novo Nordisk Foundation Center for Genomic Mechanisms of Disease, Broad Institute, Cambridge, MA, USA
- Divisions of Genetics and Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Helen Kang
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Basic Science and Engineering Initiative, Stanford Children's Health, Betty Irene Moore Children's Heart Center, Stanford, CA, USA
| | - Shi Fang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Divisions of Genetics and Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Ramcharan S Angom
- Department of Biochemistry and Molecular Biology, Mayo Clinic College of Medicine and Science, Jacksonville, FL, USA
| | - Vivian S Lee-Kim
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Divisions of Genetics and Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - X Rosa Ma
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Basic Science and Engineering Initiative, Stanford Children's Health, Betty Irene Moore Children's Heart Center, Stanford, CA, USA
| | - Ronghao Zhou
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Basic Science and Engineering Initiative, Stanford Children's Health, Betty Irene Moore Children's Heart Center, Stanford, CA, USA
| | - Tony Zeng
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Basic Science and Engineering Initiative, Stanford Children's Health, Betty Irene Moore Children's Heart Center, Stanford, CA, USA
| | - Katherine Guo
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Basic Science and Engineering Initiative, Stanford Children's Health, Betty Irene Moore Children's Heart Center, Stanford, CA, USA
| | - Martin S Taylor
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Shamsudheen K Vellarikkal
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Divisions of Genetics and Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Aurelie E Barry
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Divisions of Genetics and Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Oscar Sias-Garcia
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Divisions of Genetics and Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Alex Bloemendal
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- The Novo Nordisk Foundation Center for Genomic Mechanisms of Disease, Broad Institute, Cambridge, MA, USA
| | - Glen Munson
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Tung H Nguyen
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Drew T Bergman
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Geisel School of Medicine at Dartmouth, Hanover, NH, USA
| | - Stephen Hinshaw
- Department of Chemical and Systems Biology, ChEM-H, and Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Nathan Cheng
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Brian Cleary
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Faculty of Computing and Data Sciences, Departments of Biology and Biomedical Engineering, Biological Design Center, and Program in Bioinformatics, Boston University, Boston, MA, USA
| | - Krishna Aragam
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Eric S Lander
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Biology, MIT, Cambridge, MA, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Hilary K Finucane
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Debabrata Mukhopadhyay
- Department of Biochemistry and Molecular Biology, Mayo Clinic College of Medicine and Science, Jacksonville, FL, USA
| | - Rajat M Gupta
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- The Novo Nordisk Foundation Center for Genomic Mechanisms of Disease, Broad Institute, Cambridge, MA, USA.
- Divisions of Genetics and Cardiovascular Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA.
| | - Jesse M Engreitz
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- The Novo Nordisk Foundation Center for Genomic Mechanisms of Disease, Broad Institute, Cambridge, MA, USA.
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.
- Basic Science and Engineering Initiative, Stanford Children's Health, Betty Irene Moore Children's Heart Center, Stanford, CA, USA.
- Stanford Cardiovascular Institute, Stanford University, Stanford, CA, USA.
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2
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Yang D, Haemmig S, Chen J, McCoy M, Cheng HS, Zhou H, Pérez-Cremades D, Cheng X, Sun X, Haneo-Mejia J, Vellarikkal SK, Gupta RM, Barrera V, Feinberg MW. Endothelial cell-specific deletion of a microRNA accelerates atherosclerosis. Atherosclerosis 2022; 350:9-18. [PMID: 35462240 PMCID: PMC10165557 DOI: 10.1016/j.atherosclerosis.2022.04.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Revised: 03/29/2022] [Accepted: 04/07/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND AND AIMS Chronic vascular endothelial inflammation predisposes to atherosclerosis; however, the cell-autonomous roles for endothelial-expressing microRNAs (miRNAs) are poorly understood in this process. MiR-181b is expressed in several cellular constituents relevant to lesion formation. The aim of this study is to examine the role of genetic deficiency of the miR-181b locus in endothelial cells during atherogenesis. METHODS AND RESULTS Using a proprotein convertase subtilisin/kexin type 9 (PCSK9)-induced atherosclerosis mouse model, we demonstrated that endothelial cell (EC)-specific deletion of miR-181a2b2 significantly promoted atherosclerotic lesion formation, cell adhesion molecule expression, and the influx of lesional macrophages in the vessel wall. Yet, endothelium deletion of miR-181a2b2 did not affect body weight, lipid metabolism, anti-inflammatory Ly6Clow or the pro-inflammatory Ly6Cinterm and Ly6Chigh fractions in circulating peripheral blood mononuclear cells (PBMCs), and pro-inflammatory or anti-inflammatory mediators in both bone marrow (BM) and PBMCs. Mechanistically, bulk RNA-seq and gene set enrichment analysis of ECs enriched from the aortic arch intima, as well as single cell RNA-seq from atherosclerotic lesions, revealed that endothelial miR-181a2b2 serves as a critical regulatory hub in controlling endothelial inflammation, cell adhesion, cell cycle, and immune response during atherosclerosis. CONCLUSIONS Our study establishes that deficiency of a miRNA specifically in the vascular endothelium is sufficient to profoundly impact atherogenesis. Endothelial miR-181a2b2 deficiency regulates multiple key pathways related to endothelial inflammation, cell adhesion, cell cycle, and immune response involved in the development of atherosclerosis.
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Affiliation(s)
- Dafeng Yang
- Department of Medicine, Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA; Department of Cardiovascular Surgery, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China
| | - Stefan Haemmig
- Department of Medicine, Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Jingshu Chen
- Department of Medicine, Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Michael McCoy
- Department of Medicine, Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Henry S Cheng
- Department of Medicine, Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Haoyang Zhou
- Department of Cardiovascular Surgery, The Second Xiangya Hospital of Central South University, Changsha, Hunan, China
| | - Daniel Pérez-Cremades
- Department of Medicine, Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Xiao Cheng
- Department of Biochemistry, University of Nebraska - Lincoln, Lincoln, NE, 68588, USA
| | - Xinghui Sun
- Department of Biochemistry, University of Nebraska - Lincoln, Lincoln, NE, 68588, USA
| | - Jorge Haneo-Mejia
- Department of Pathology and Laboratory Medicine and Institute for Immunology, University of Pennsylvania, Philadelphia, PA, USA
| | - Shamsudheen K Vellarikkal
- Department of Medicine, Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Rajat M Gupta
- Department of Medicine, Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Victor Barrera
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Mark W Feinberg
- Department of Medicine, Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
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3
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Pirruccello JP, Chaffin MD, Chou EL, Fleming SJ, Lin H, Nekoui M, Khurshid S, Friedman SF, Bick AG, Arduini A, Weng LC, Choi SH, Akkad AD, Batra P, Tucker NR, Hall AW, Roselli C, Benjamin EJ, Vellarikkal SK, Gupta RM, Stegmann CM, Juric D, Stone JR, Vasan RS, Ho JE, Hoffmann U, Lubitz SA, Philippakis AA, Lindsay ME, Ellinor PT. Deep learning enables genetic analysis of the human thoracic aorta. Nat Genet 2022; 54:40-51. [PMID: 34837083 PMCID: PMC8758523 DOI: 10.1038/s41588-021-00962-4] [Citation(s) in RCA: 76] [Impact Index Per Article: 38.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Accepted: 09/30/2021] [Indexed: 11/16/2022]
Abstract
Enlargement or aneurysm of the aorta predisposes to dissection, an important cause of sudden death. We trained a deep learning model to evaluate the dimensions of the ascending and descending thoracic aorta in 4.6 million cardiac magnetic resonance images from the UK Biobank. We then conducted genome-wide association studies in 39,688 individuals, identifying 82 loci associated with ascending and 47 with descending thoracic aortic diameter, of which 14 loci overlapped. Transcriptome-wide analyses, rare-variant burden tests and human aortic single nucleus RNA sequencing prioritized genes including SVIL, which was strongly associated with descending aortic diameter. A polygenic score for ascending aortic diameter was associated with thoracic aortic aneurysm in 385,621 UK Biobank participants (hazard ratio = 1.43 per s.d., confidence interval 1.32-1.54, P = 3.3 × 10-20). Our results illustrate the potential for rapidly defining quantitative traits with deep learning, an approach that can be broadly applied to biomedical images.
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Affiliation(s)
- James P Pirruccello
- Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
- Precision Cardiology Laboratory, The Broad Institute & Bayer US LLC, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Mark D Chaffin
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
- Precision Cardiology Laboratory, The Broad Institute & Bayer US LLC, Cambridge, MA, USA
| | - Elizabeth L Chou
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Division of Vascular and Endovascular Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Stephen J Fleming
- Precision Cardiology Laboratory, The Broad Institute & Bayer US LLC, Cambridge, MA, USA
- Data Sciences Platform, Broad Institute, Cambridge, MA, USA
| | - Honghuang Lin
- Framingham Heart Study, Boston University and National Heart, Lung, and Blood Institute, Framingham, MA, USA
- Department of Medicine, Section of Computational Biomedicine, Boston University School of Medicine, Boston, MA, USA
| | - Mahan Nekoui
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Shaan Khurshid
- Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
| | | | - Alexander G Bick
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
- Department of Medicine, Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Alessandro Arduini
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
- Precision Cardiology Laboratory, The Broad Institute & Bayer US LLC, Cambridge, MA, USA
| | - Lu-Chen Weng
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
| | - Seung Hoan Choi
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
| | - Amer-Denis Akkad
- Precision Cardiology Laboratory, The Broad Institute & Bayer US LLC, Cambridge, MA, USA
| | - Puneet Batra
- Data Sciences Platform, Broad Institute, Cambridge, MA, USA
| | | | - Amelia W Hall
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
| | - Carolina Roselli
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
- University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Emelia J Benjamin
- Framingham Heart Study, Boston University and National Heart, Lung, and Blood Institute, Framingham, MA, USA
- Department of Medicine, Cardiology and Preventive Medicine Sections, Boston University School of Medicine, Boston, MA, USA
- Epidemiology Department, Boston University School of Public Health, Boston, MA, USA
| | | | - Rajat M Gupta
- Department of Medicine, Divisions of Cardiovascular Medicine and Genetics, Brigham and Women's Hospital, Boston, MA, USA
| | - Christian M Stegmann
- Precision Cardiology Laboratory, The Broad Institute & Bayer US LLC, Cambridge, MA, USA
| | - Dejan Juric
- Harvard Medical School, Boston, MA, USA
- Cancer Center, Massachusetts General Hospital, Boston, MA, USA
| | - James R Stone
- Harvard Medical School, Boston, MA, USA
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Ramachandran S Vasan
- Framingham Heart Study, Boston University and National Heart, Lung, and Blood Institute, Framingham, MA, USA
- Department of Medicine, Cardiology and Preventive Medicine Sections, Boston University School of Medicine, Boston, MA, USA
- Epidemiology Department, Boston University School of Public Health, Boston, MA, USA
| | - Jennifer E Ho
- Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Udo Hoffmann
- Department of Radiology, Harvard Medical School, Boston, MA, USA
- Cardiovascular Imaging Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Steven A Lubitz
- Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Anthony A Philippakis
- Data Sciences Platform, Broad Institute, Cambridge, MA, USA
- GV, Mountain View, CA, USA
| | - Mark E Lindsay
- Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Thoracic Aortic Center, Massachusetts General Hospital, Boston, MA, USA
| | - Patrick T Ellinor
- Division of Cardiology, Massachusetts General Hospital, Boston, MA, USA.
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.
- Cardiovascular Disease Initiative, Broad Institute, Cambridge, MA, USA.
- Precision Cardiology Laboratory, The Broad Institute & Bayer US LLC, Cambridge, MA, USA.
- Harvard Medical School, Boston, MA, USA.
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4
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Dieffenbach PB, Mallarino Haeger C, Rehman R, Corcoran AM, Coronata AMF, Vellarikkal SK, Chrobak I, Waxman AB, Vitali SH, Sholl LM, Padera RF, Lagares D, Polverino F, Owen CA, Fredenburgh LE. A Novel Protective Role for Matrix Metalloproteinase-8 in the Pulmonary Vasculature. Am J Respir Crit Care Med 2021; 204:1433-1451. [PMID: 34550870 PMCID: PMC8865706 DOI: 10.1164/rccm.202108-1863oc] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 09/22/2021] [Indexed: 11/16/2022] Open
Abstract
Rationale: Mechanical signaling through cell-matrix interactions plays a major role in progressive vascular remodeling in pulmonary arterial hypertension (PAH). MMP-8 (matrix metalloproteinase-8) is an interstitial collagenase involved in regulating inflammation and fibrosis of the lung and systemic vasculature, but its role in PAH pathogenesis remains unexplored. Objectives: To evaluate MMP-8 as a modulator of pathogenic mechanical signaling in PAH. Methods: MMP-8 levels were measured in plasma from patients with pulmonary hypertension (PH) and controls by ELISA. MMP-8 vascular expression was examined in lung tissue from patients with PAH and rodent models of PH. MMP-8-/- and MMP-8+/+ mice were exposed to normobaric hypoxia or normoxia for 4-8 weeks. PH severity was evaluated by right ventricular systolic pressure, echocardiography, pulmonary artery morphometry, and immunostaining. Proliferation, migration, matrix component expression, and mechanical signaling were assessed in MMP-8-/- and MMP-8+/+ pulmonary artery smooth muscle cells (PASMCs). Measurements and Main Results: MMP-8 expression was significantly increased in plasma and pulmonary arteries of patients with PH compared with controls and induced in the pulmonary vasculature in rodent PH models. Hypoxia-exposed MMP-8-/- mice had significant mortality, increased right ventricular systolic pressure, severe right ventricular dysfunction, and exaggerated vascular remodeling compared with MMP-8+/+ mice. MMP-8-/- PASMCs demonstrated exaggerated proliferation and migration mediated by altered matrix protein expression, elevated integrin-β3 levels, and induction of FAK (focal adhesion kinase) and downstream YAP (Yes-associated protein)/TAZ (transcriptional coactivator with PDZ-binding motif) activity. Conclusions: MMP-8 is a novel protective factor upregulated in the pulmonary vasculature during PAH pathogenesis. MMP-8 opposes pathologic mechanobiological feedback by altering matrix composition and disrupting integrin-β3/FAK and YAP/TAZ-dependent mechanical signaling in PASMCs.
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Affiliation(s)
| | | | | | | | | | | | - Izabela Chrobak
- Lovelace Respiratory Research Institute, Albuquerque, New Mexico
| | | | - Sally H. Vitali
- Department of Anesthesiology, Critical Care, and Pain Medicine, Boston Children’s Hospital, Boston, Massachusetts; and
| | - Lynette M. Sholl
- Department of Pathology, Brigham and Women’s Hospital, Boston, Massachusetts
| | - Robert F. Padera
- Department of Pathology, Brigham and Women’s Hospital, Boston, Massachusetts
| | - David Lagares
- Division of Pulmonary and Critical Care Medicine, Massachusetts General Hospital, Boston, Massachusetts
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5
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Atri DS, Lee-Kim VS, Vellarikkal SK, Sias-Garcia O, Yanamandala M, Schniztler GR, Gupta RM. CRISPR-Cas9 Genome Editing of Primary Human Vascular Cells In Vitro. Curr Protoc 2021; 1:e291. [PMID: 34748284 PMCID: PMC8580244 DOI: 10.1002/cpz1.291] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Genome editing of primary human cells with CRISPR-Cas9 is a powerful tool to study gene function. For many cell types, there are efficient protocols for editing with optimized plasmids for Cas9 and sgRNA expression. Vascular cells, however, remain refractory to plasmid-based delivery of CRISPR machinery for in vitro genome editing due to low transfection efficiency, poor expression of the Cas9 machinery, and toxic effects of the selection antibiotics. Here, we describe a method for high-efficiency editing of primary human vascular cells in vitro using nucleofection for direct delivery of sgRNA:Cas9-NLS ribonucleoprotein complexes. This method is more rapid and its high editing efficiency eliminates the need for additional selection steps. The edited cells can be employed in diverse applications, such as gene expression measurement or functional assays to assess various genetic perturbation effects in vitro. This method proves effective in vascular cells that are refractory to standard genome manipulation techniques using viral plasmid delivery. We anticipate that this technique will be applied to other non-vascular cell types that face similar barriers to efficient genome editing. © 2021 Wiley Periodicals LLC. Basic Protocol: CRISPR-Cas9 genome editing of primary human vascular cells in vitro.
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Affiliation(s)
- Deepak S. Atri
- Division of Cardiovascular Medicine and Department of Genetics, Brigham & Women’s Hospital, Boston MA
- Broad Institute of MIT and Harvard, Cambridge MA
| | - Vivian S. Lee-Kim
- Division of Cardiovascular Medicine and Department of Genetics, Brigham & Women’s Hospital, Boston MA
- Broad Institute of MIT and Harvard, Cambridge MA
| | - Shamsudheen K. Vellarikkal
- Division of Cardiovascular Medicine and Department of Genetics, Brigham & Women’s Hospital, Boston MA
- Broad Institute of MIT and Harvard, Cambridge MA
| | - Oscar Sias-Garcia
- Division of Cardiovascular Medicine and Department of Genetics, Brigham & Women’s Hospital, Boston MA
- Broad Institute of MIT and Harvard, Cambridge MA
| | - Mounica Yanamandala
- Division of Cardiovascular Medicine and Department of Genetics, Brigham & Women’s Hospital, Boston MA
- Broad Institute of MIT and Harvard, Cambridge MA
| | - Gavin R. Schniztler
- Division of Cardiovascular Medicine and Department of Genetics, Brigham & Women’s Hospital, Boston MA
- Broad Institute of MIT and Harvard, Cambridge MA
| | - Rajat M. Gupta
- Division of Cardiovascular Medicine and Department of Genetics, Brigham & Women’s Hospital, Boston MA
- Broad Institute of MIT and Harvard, Cambridge MA
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6
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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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7
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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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8
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Kalluri AS, Vellarikkal SK, Edelman ER, Nguyen L, Subramanian A, Ellinor PT, Regev A, Kathiresan S, Gupta RM. Single-Cell Analysis of the Normal Mouse Aorta Reveals Functionally Distinct Endothelial Cell Populations. Circulation 2019; 140:147-163. [PMID: 31146585 DOI: 10.1161/circulationaha.118.038362] [Citation(s) in RCA: 177] [Impact Index Per Article: 35.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
BACKGROUND The cells that form the arterial wall contribute to multiple vascular diseases. The extent of cellular heterogeneity within these populations has not been fully characterized. Recent advances in single-cell RNA-sequencing make it possible to identify and characterize cellular subpopulations. METHODS We validate a method for generating a droplet-based single-cell atlas of gene expression in a normal blood vessel. Enzymatic dissociation of 4 whole mouse aortas was followed by single-cell sequencing of >10 000 cells. RESULTS Clustering analysis of gene expression from aortic cells identified 10 populations of cells representing each of the main arterial cell types: fibroblasts, vascular smooth muscle cells, endothelial cells (ECs), and immune cells, including monocytes, macrophages, and lymphocytes. The most significant cellular heterogeneity was seen in the 3 distinct EC populations. Gene set enrichment analysis of these EC subpopulations identified a lymphatic EC cluster and 2 other populations more specialized in lipoprotein handling, angiogenesis, and extracellular matrix production. These subpopulations persist and exhibit similar changes in gene expression in response to a Western diet. Immunofluorescence for Vcam1 and Cd36 demonstrates regional heterogeneity in EC populations throughout the aorta. CONCLUSIONS We present a comprehensive single-cell atlas of all cells in the aorta. By integrating expression from >1900 genes per cell, we are better able to characterize cellular heterogeneity compared with conventional approaches. Gene expression signatures identify cell subpopulations with vascular disease-relevant functions.
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Affiliation(s)
- Aditya S Kalluri
- Broad Institute of MIT and Harvard University, Cambridge, MA (A.S.K., S.K.V., L.N., A.S., P.T.E., A.R., S.K., R.M.G.).,Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge (A.S.K., E.R.E.)
| | - Shamsudheen K Vellarikkal
- Broad Institute of MIT and Harvard University, Cambridge, MA (A.S.K., S.K.V., L.N., A.S., P.T.E., A.R., S.K., R.M.G.).,Center for Genomic Medicine (S.K.V., S.K., R.M.G.), Massachusetts General Hospital, Boston
| | - Elazer R Edelman
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge (A.S.K., E.R.E.).,Division of Cardiovascular Medicine, Department of Medicine (E.R.E., R.M.G.), Brigham and Women's Hospital, Boston MA
| | - Lan Nguyen
- Broad Institute of MIT and Harvard University, Cambridge, MA (A.S.K., S.K.V., L.N., A.S., P.T.E., A.R., S.K., R.M.G.)
| | - Ayshwarya Subramanian
- Broad Institute of MIT and Harvard University, Cambridge, MA (A.S.K., S.K.V., L.N., A.S., P.T.E., A.R., S.K., R.M.G.)
| | - Patrick T Ellinor
- Broad Institute of MIT and Harvard University, Cambridge, MA (A.S.K., S.K.V., L.N., A.S., P.T.E., A.R., S.K., R.M.G.).,Cardiology Division, Department of Medicine (P.T.E., S.K.), Massachusetts General Hospital, Boston
| | - Aviv Regev
- Broad Institute of MIT and Harvard University, Cambridge, MA (A.S.K., S.K.V., L.N., A.S., P.T.E., A.R., S.K., R.M.G.)
| | - Sekar Kathiresan
- Broad Institute of MIT and Harvard University, Cambridge, MA (A.S.K., S.K.V., L.N., A.S., P.T.E., A.R., S.K., R.M.G.).,Cardiology Division, Department of Medicine (P.T.E., S.K.), Massachusetts General Hospital, Boston.,Center for Genomic Medicine (S.K.V., S.K., R.M.G.), Massachusetts General Hospital, Boston
| | - Rajat M Gupta
- Broad Institute of MIT and Harvard University, Cambridge, MA (A.S.K., S.K.V., L.N., A.S., P.T.E., A.R., S.K., R.M.G.).,Division of Cardiovascular Medicine, Department of Medicine (E.R.E., R.M.G.), Brigham and Women's Hospital, Boston MA.,Division of Genetics (R.M.G.), Brigham and Women's Hospital, Boston MA.,Center for Genomic Medicine (S.K.V., S.K., R.M.G.), Massachusetts General Hospital, Boston
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9
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Mathew S, Sivadas A, Sehgal P, Kaushik K, Vellarikkal SK, Scaria V, Sivasubbu S. Methods to Study Long Noncoding RNA Expression and Dynamics in Zebrafish Using RNA Sequencing. Methods Mol Biol 2019; 1912:77-110. [PMID: 30635891 DOI: 10.1007/978-1-4939-8982-9_4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Long noncoding RNAs (lncRNAs) belong to a class of RNA transcripts that do not have the potential to code for proteins. LncRNAs were largely discovered in the transcriptomes of human and several model organisms, using next-generation sequencing (NGS) approaches, which have enabled a comprehensive genome scale annotation of transcripts. LncRNAs are known to have dynamic expression status and have the potential to orchestrate gene regulation at the epigenetic, transcriptional, and posttranscriptional levels. Here we describe the experimental methods involved in the discovery of lncRNAs from the transcriptome of a popular model organism zebrafish (Danio rerio). A structured and well-designed computational analysis pipeline subsequent to the RNA sequencing can be instrumental in revealing the diversity of the lncRNA transcripts. We describe one such computational pipeline used for the discovery of novel lncRNA transcripts in zebrafish. We also detail the validation of the putative novel lncRNA transcripts using qualitative and quantitative assays in zebrafish.
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Affiliation(s)
- Samatha Mathew
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
- Academy of Scientific and Innovative Research (AcSIR), New Delhi, India
| | - Ambily Sivadas
- Academy of Scientific and Innovative Research (AcSIR), New Delhi, India
- G.N. Ramachandran Knowledge Centre for Bioinformatics, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
| | - Paras Sehgal
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
- Academy of Scientific and Innovative Research (AcSIR), New Delhi, India
| | - Kriti Kaushik
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
- Academy of Scientific and Innovative Research (AcSIR), New Delhi, India
| | - Shamsudheen K Vellarikkal
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
- Academy of Scientific and Innovative Research (AcSIR), New Delhi, India
| | - Vinod Scaria
- Academy of Scientific and Innovative Research (AcSIR), New Delhi, India.
- G.N. Ramachandran Knowledge Centre for Bioinformatics, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India.
| | - Sridhar Sivasubbu
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India.
- Academy of Scientific and Innovative Research (AcSIR), New Delhi, India.
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10
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Yenamandra VK, Vellarikkal SK, Chowdhury MR, Jayarajan R, Verma A, Scaria V, Sivasubbu S, Ray SB, Dinda AK, Kabra M, Sharma VK, Sethuraman G. Genotype-Phenotype Correlations of Dystrophic Epidermolysis Bullosa in India: Experience from a Tertiary Care Centre. Acta Derm Venereol 2018; 98:873-879. [PMID: 29963685 DOI: 10.2340/00015555-2929] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Recent advances in the field of genomics have seen the successful implementation of whole exome sequencing as a rapid and efficient diagnostic strategy in several genodermatoses. The aim of this study was to explore the potential of molecular studies in dystrophic epidermolysis bullosa (DEB) in India. Whole exome sequencing was performed using genomic DNA from each case of epidermolysis bullosa, followed by massively parallel sequencing. Resulting reads were mapped to the human reference genome hg19. Sanger sequencing subsequently confirmed the potentially pathogenic mutations. Whole exome sequencing of 18 patients with DEB from 17 unrelated Indian families revealed 20 distinct sequence variants in the COL7A1 gene including 2 widely prevalent mutations. Dominant inheritance was seen in 7 patients, while 11 patients showed a highly variable recessive DEB. This preliminary study using exome sequencing is clearly encouraging and will serve as the basis for future large-scale molecular studies to actively identify and understand DEB in the Indian population.
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Affiliation(s)
- Vamsi K Yenamandra
- Department of Dermatology and Venereology, All India Institute of Medical Sciences, New Delhi-110029, India
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11
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Mahajan R, Vellarikkal SK, Handa S, Verma A, Jayarajan R, Kumar A, De D, Kaur J, Panigrahi I, Vineeth VS, Sivasubbu S, Scaria V. Utility of whole-exome sequencing in detecting novel compound heterozygous mutations in COL7A1 among families with severe recessive dystrophic epidermolysis bullosa in India - implications on diagnosis, prognosis and prenatal testing. J Eur Acad Dermatol Venereol 2018; 32:e433-e435. [PMID: 29512197 DOI: 10.1111/jdv.14909] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Affiliation(s)
- R Mahajan
- Department of Dermatology, Venereology and Leprology, Postgraduate Institute of Medical Education and Research, Sector 12, Chandigarh, 160 012, India
| | - S K Vellarikkal
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology, Delhi, India
| | - S Handa
- Department of Dermatology, Venereology and Leprology, Postgraduate Institute of Medical Education and Research, Sector 12, Chandigarh, 160 012, India
| | - A Verma
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology, Delhi, India
| | - R Jayarajan
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology, Delhi, India
| | - A Kumar
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology, Delhi, India
| | - D De
- Department of Dermatology, Venereology and Leprology, Postgraduate Institute of Medical Education and Research, Sector 12, Chandigarh, 160 012, India
| | - J Kaur
- Department of Obstetrics & Gynaecology, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - I Panigrahi
- Department of Pediatric Medicine, Postgraduate Institute of Medical Education and Research, Chandigarh, 160012, India
| | - V S Vineeth
- Centre for DNA Fingerprinting and Diagnostics, 4-1-714, Tuljaguda Complex, Mozamzahi Road, Nampally, Hyderabad, Telangana, India
| | - S Sivasubbu
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology, Delhi, India.,Academy of Scientific and Innovative Research (AcSIR), AcSIR Headquarters CSIR-HRDC Campus, Postal Staff College Area, Sector 19, Kamla Nehru Nagar, Ghaziabad, Uttar Pradesh, 201002, India
| | - V Scaria
- GN Ramachandran Knowledge Center for Genome Informatics, CSIR Institute of Genomics and Integrative Biology, Delhi, 110025, India.,Academy of Scientific and Innovative Research (AcSIR), AcSIR Headquarters CSIR-HRDC Campus, Postal Staff College Area, Sector 19, Kamla Nehru Nagar, Ghaziabad, Uttar Pradesh, 201002, India
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12
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Vellarikkal SK, Jayarajan R, Verma A, Ravi R, Senthilvel V, Kumar A, Saini L, Gulati S, Lal M, Mathur A, Chhetri MK, Faruq M, Scaria V, Sivasubbu S. A founder mutation MLC1 c.736delA associated with megalencephalic leukoencephalopathy with subcortical cysts-1 in north Indian kindred. Clin Genet 2018; 94:271-273. [PMID: 29667716 DOI: 10.1111/cge.13251] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2018] [Revised: 03/01/2018] [Accepted: 03/19/2018] [Indexed: 11/28/2022]
Affiliation(s)
- S K Vellarikkal
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India.,Academy of Scientific and Innovative Research (AcSIR), CSIR-IGIB South Campus, New Delhi, India
| | - R Jayarajan
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India
| | - A Verma
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India
| | - R Ravi
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India
| | - V Senthilvel
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India
| | - A Kumar
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India
| | - L Saini
- Department of Pediatrics, All India Institute of Medical Sciences, New Delhi, India
| | - S Gulati
- Department of Pediatrics, All India Institute of Medical Sciences, New Delhi, India
| | - M Lal
- Alshifa Multispeciality Hospital, New Delhi, India
| | - A Mathur
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India
| | - M K Chhetri
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India
| | - M Faruq
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India.,Academy of Scientific and Innovative Research (AcSIR), CSIR-IGIB South Campus, New Delhi, India
| | - V Scaria
- Academy of Scientific and Innovative Research (AcSIR), CSIR-IGIB South Campus, New Delhi, India.,GN Ramachandran Knowledge Center for Genome Informatics, CSIR Institute of Genomics and Integrative Biology, New Delhi, India
| | - S Sivasubbu
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), New Delhi, India.,Academy of Scientific and Innovative Research (AcSIR), CSIR-IGIB South Campus, New Delhi, India
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13
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Hariprakash JM, Vellarikkal SK, Keechilat P, Verma A, Jayarajan R, Dixit V, Ravi R, Senthivel V, Kumar A, Sehgal P, Sonakar AK, Ambawat S, Giri AK, Philip A, Sivadas A, Faruq M, Bharadwaj D, Sivasubbu S, Scaria V. Pharmacogenetic landscape of DPYD variants in south Asian populations by integration of genome-scale data. Pharmacogenomics 2017; 19:227-241. [PMID: 29239269 DOI: 10.2217/pgs-2017-0101] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
AIM Adverse drug reactions to 5-Fluorouracil(5-FU) is frequent and largely attributable to genetic variations in the DPYD gene, a rate limiting enzyme that clears 5-FU. The study aims at understanding the pharmacogenetic landscape of DPYD variants in south Asian populations. MATERIALS & METHODS Systematic analysis of population scale genome wide datasets of over 3000 south Asians was performed. Independent evaluation was performed in a small cohort of patients. RESULTS Our analysis revealed significant differences in the the allelic distribution of variants in different ethnicities. CONCLUSIONS This is the first and largest genetic map the DPYD variants associated with adverse drug reaction to 5-FU in south Asian population. Our study highlights ethnic differences in allelic frequencies.
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Affiliation(s)
- Judith M Hariprakash
- GN Ramachandran Knowledge Center for Genome Informatics, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Shamsudheen K Vellarikkal
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Pavithran Keechilat
- Department of Medical Oncology, Amrita Institute of Medical Sciences & Research Centre, Amrita University, Kochi-682041, India
| | - Ankit Verma
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Rijith Jayarajan
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Vishal Dixit
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Rowmika Ravi
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Vigneshwar Senthivel
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Anoop Kumar
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Paras Sehgal
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Akhilesh K Sonakar
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Sakshi Ambawat
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Anil K Giri
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Arun Philip
- Department of Medical Oncology, Amrita Institute of Medical Sciences & Research Centre, Amrita University, Kochi-682041, India
| | - Akhila Sivadas
- Department of Medical Oncology, Amrita Institute of Medical Sciences & Research Centre, Amrita University, Kochi-682041, India
| | - Mohammed Faruq
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Dwaipayan Bharadwaj
- School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India
| | - Sridhar Sivasubbu
- Genomics & Molecular Medicine, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
| | - Vinod Scaria
- GN Ramachandran Knowledge Center for Genome Informatics, CSIR Institute of Genomics & Integrative Biology, Mathura Road, Delhi 110025, India
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Yenamandra VK, Vellarikkal SK, Kumar M, Chowdhury MR, Jayarajan R, Verma A, Scaria V, Sivasubbu S, Ray SB, Dinda AK, Kabra M, Kaur P, Sharma VK, Sethuraman G. Application of whole exome sequencing in elucidating the phenotype and genotype spectrum of junctional epidermolysis bullosa: A preliminary experience of a tertiary care centre in India. J Dermatol Sci 2017; 86:30-36. [PMID: 28087116 DOI: 10.1016/j.jdermsci.2016.12.020] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2016] [Revised: 12/20/2016] [Accepted: 12/28/2016] [Indexed: 10/20/2022]
Abstract
BACKGROUND Junctional epidermolysis bullosa (JEB) is a diverse group of genodermatoses associated with extreme skin fragility. Despite several well-characterized genetic studies, molecular diagnosis of this heterogeneous group is still challenging. Recent advances in the field of genomics have seen the successful implementation of whole exome sequencing (WES) as a fast and efficient diagnostic strategy in several genodermatoses. OBJECTIVE In view of the scarcity and need of molecular studies for JEB in India, we sought to explore the potential of WES in understanding the mutational spectrum of this rare, in certain subtypes lethal, sub-group of EB. METHODS WES was performed using genomic DNA from each case of EB, followed by massively parallel sequencing. Resulting reads were mapped to the human reference genome hg19. Sanger sequencing subsequently confirmed the potentially pathogenic mutations. RESULTS Overall, four unrelated families (6 patients) of JEB with a highly variable clinical presentation including a rare case of LOC syndrome were studied. WES revealed 4 variations in 3 genes (LAMA3, LAMB3 and COL17A1) that are implicated in JEB. None of the variations were recurrent. In addition we proposed the probable molecular consequence of a missense mutation on the structure-function relationship of lamininβ3 protein through computational modeling studies. CONCLUSIONS Being the first report documenting the phenotype-genotype correlations of JEB patients from India, our preliminary experience with WES is clearly encouraging and serves as a nidus for future large-scale molecular studies to actively identify and understand JEB patients in Indian population.
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Affiliation(s)
- Vamsi K Yenamandra
- Departments of Dermatology & Venereology, All India Institute of Medical Sciences, New Delhi, India
| | - Shamsudheen K Vellarikkal
- CSIR-Institute of Genomics & Integrative Biology, Mathura Road, New Delhi, India; Academy of Scientific and Innovative Research, CSIR, India
| | - Manoj Kumar
- Departments of Biophysics, All India Institute of Medical Sciences, New Delhi, India
| | - Madhumita R Chowdhury
- Departments of Pediatrics, All India Institute of Medical Sciences, New Delhi, India
| | - Rijith Jayarajan
- CSIR-Institute of Genomics & Integrative Biology, Mathura Road, New Delhi, India
| | - Ankit Verma
- CSIR-Institute of Genomics & Integrative Biology, Mathura Road, New Delhi, India
| | - Vinod Scaria
- CSIR-Institute of Genomics & Integrative Biology, Mathura Road, New Delhi, India; Academy of Scientific and Innovative Research, CSIR, India
| | - Sridhar Sivasubbu
- CSIR-Institute of Genomics & Integrative Biology, Mathura Road, New Delhi, India; Academy of Scientific and Innovative Research, CSIR, India
| | - Subrata B Ray
- Departments of Anatomy, All India Institute of Medical Sciences, New Delhi, India
| | - Amit K Dinda
- Departments of Pathology, All India Institute of Medical Sciences, New Delhi, India
| | - Madhulika Kabra
- Departments of Pediatrics, All India Institute of Medical Sciences, New Delhi, India
| | - Punit Kaur
- Departments of Biophysics, All India Institute of Medical Sciences, New Delhi, India
| | - Vinod K Sharma
- Departments of Dermatology & Venereology, All India Institute of Medical Sciences, New Delhi, India
| | - Gomathy Sethuraman
- Departments of Dermatology & Venereology, All India Institute of Medical Sciences, New Delhi, India.
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15
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Gupta A, Sharma YK, Vellarikkal SK, Jayarajan R, Dixit V, Verma A, Sivasubbu S, Scaria V. Whole-exome sequencing solves diagnostic dilemma in a rare case of sporadic acrokeratosis verruciformis. J Eur Acad Dermatol Venereol 2015; 30:695-7. [PMID: 25622760 DOI: 10.1111/jdv.12983] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- A Gupta
- Department of Dermatology, Dr. D.Y. Patil Medical College, Pimpri, Pune, India
| | - Y K Sharma
- Department of Dermatology, Dr. D.Y. Patil Medical College, Pimpri, Pune, India
| | - S K Vellarikkal
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Mathura Road, Delhi, 110020, India.,Academy of Scientific and Innovative Research (AcSIR), CSIR-IGIB South Campus, Delhi, 110020, India
| | - R Jayarajan
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Mathura Road, Delhi, 110020, India
| | - V Dixit
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Mathura Road, Delhi, 110020, India
| | - A Verma
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Mathura Road, Delhi, 110020, India
| | - S Sivasubbu
- Genomics and Molecular Medicine, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Mathura Road, Delhi, 110020, India.,Academy of Scientific and Innovative Research (AcSIR), CSIR-IGIB South Campus, Delhi, 110020, India
| | - V Scaria
- Academy of Scientific and Innovative Research (AcSIR), CSIR-IGIB South Campus, Delhi, 110020, India.,GN Ramachandran Knowledge Center for Genome Informatics, CSIR Institute of Genomics and Integrative Biology (CSIR-IGIB), Mathura Road, Delhi, 110020, India
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16
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Vellarikkal SK, Patowary A, Singh M, Kumari R, Faruq M, Master DC, Sivasubbu S, Scaria V. Exome sequencing reveals a novel mutation, p.L325H, in the KRT5 gene associated with autosomal dominant Epidermolysis Bullosa Simplex Koebner type in a large family from western India. Hum Genome Var 2014; 1:14007. [PMID: 27081501 PMCID: PMC4785511 DOI: 10.1038/hgv.2014.7] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2014] [Revised: 06/14/2014] [Accepted: 06/30/2014] [Indexed: 11/25/2022] Open
Abstract
We report a large, non-consanguineous family comprising five generations of individuals residing in Gujarat, India affected with localized Epidermolysis Bullosa Simplex (EBS) Koebner type. We analyzed 14 individuals including 9 affected individuals from this family. Exome sequencing in two cases suggested a novel non-synonymous variation, p.L325H, in the KRT5 gene. The present analysis also reports the first causative mutation of EBS Koebner type from India.
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Affiliation(s)
- Shamsudheen K Vellarikkal
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology, Delhi, India; Academy of Scientific and Innovative Research (AcSIR), Anusandhan Bhawan, New Delhi, India
| | - Ashok Patowary
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology , Delhi, India
| | - Meghna Singh
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology, Delhi, India; Academy of Scientific and Innovative Research (AcSIR), Anusandhan Bhawan, New Delhi, India
| | - Renu Kumari
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology, Delhi, India; Academy of Scientific and Innovative Research (AcSIR), Anusandhan Bhawan, New Delhi, India
| | - Mohammed Faruq
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology, Delhi, India; Academy of Scientific and Innovative Research (AcSIR), Anusandhan Bhawan, New Delhi, India
| | - Dilip C Master
- Department of Anatomy, Government Medical College , Baroda, India
| | - Sridhar Sivasubbu
- Genomics and Molecular Medicine Unit, CSIR Institute of Genomics and Integrative Biology, Delhi, India; Academy of Scientific and Innovative Research (AcSIR), Anusandhan Bhawan, New Delhi, India
| | - Vinod Scaria
- Academy of Scientific and Innovative Research (AcSIR), Anusandhan Bhawan, New Delhi, India; GN Ramachandran Knowledge Center for Genome Informatics, CSIR Institute of Genomics and Integrative Biology, Delhi, India
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