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Kumar A, Chauhan G, Sharma S, Dabla S, Sylaja PN, Chaudhary N, Gupta S, Agrawal CS, Anand KS, Srivastava AK, Vibha D, Sagar R, Raj R, Maheshwari A, Vivekanandhan S, Kaul B, Raghavan S, Gorthi SP, Mohania D, Kaushik S, Yadav RK, Hazarika A, Sharma P, Prasad K. Association of SUMOylation Pathway Genes With Stroke in a Genome-Wide Association Study in India. Neurology 2021; 97:e345-e356. [PMID: 34031191 DOI: 10.1212/wnl.0000000000012258] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Accepted: 04/21/2021] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To undertake a genome-wide association study (GWAS) to identify genetic variants for stroke in an Indian population. METHODS In a hospital-based case-control study, 8 teaching hospitals in India recruited 4,088 participants, including 1,609 stroke cases. Imputed genetic variants were tested for association with stroke subtypes using both single-marker and gene-based tests. Association with vascular risk factors was performed with logistic regression. Various databases were searched for replication, functional annotation, and association with related traits. Status of candidate genes previously reported in the Indian population was also checked. RESULTS Associations of vascular risk factors with stroke were similar to previous reports and show modifiable risk factors such as hypertension, smoking, and alcohol consumption as having the highest effect. Single-marker-based association revealed 2 loci for cardioembolic stroke (1p21 and 16q24), 2 for small vessel disease stroke (3p26 and 16p13), and 4 for hemorrhagic stroke (3q24, 5q33, 6q13, and 19q13) at p < 5 × 10-8. The index single nucleotide polymorphism of 1p21 is an expression quantitative trait locus (p lowest = 1.74 × 10-58) for RWDD3 involved in SUMOylation and is associated with platelet distribution width (1.15 × 10-9) and 18-carbon fatty acid metabolism (p = 7.36 × 10-12). In gene-based analysis, we identified 3 genes (SLC17A2, FAM73A, and OR52L1) at p < 2.7 × 10-6. Eleven of 32 candidate gene loci studied in an Indian population replicated (p < 0.05), and 21 of 32 loci identified through previous GWAS replicated according to directionality of effect. CONCLUSIONS This GWAS of stroke in an Indian population identified novel loci and replicated previously known loci. Genetic variants in the SUMOylation pathway, which has been implicated in brain ischemia, were identified for association with stroke.
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Affiliation(s)
- Amit Kumar
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Ganesh Chauhan
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Shriram Sharma
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Surekha Dabla
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - P N Sylaja
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Neera Chaudhary
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Salil Gupta
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Chandra Sekhar Agrawal
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Kuljeet Singh Anand
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Achal Kumar Srivastava
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Deepti Vibha
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Ram Sagar
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Ritesh Raj
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Ankita Maheshwari
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Subbiah Vivekanandhan
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Bhavna Kaul
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Samudrala Raghavan
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Sankar Prasad Gorthi
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Dheeraj Mohania
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Samander Kaushik
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Rohtas Kanwar Yadav
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Anjali Hazarika
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Pankaj Sharma
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India
| | - Kameshwar Prasad
- From the Department of Neurology (A.K., A.K.S., D.V., R.S., R.R., A.M., K.P.), Department of Neurobiochemisty (S.V.), Dr. R. P. Centre for Ophthalmic Sciences (D.M.), and Cardio-Neuro Centre (A.H.), All India Institute of Medical Sciences, New Delhi; Centre for Brain Research (G.C.), Indian Institute of Science, Bangalore; Department of Neurology (S.S.), North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences, Shillong, Meghalaya; Department of Neurology (S.D.), Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences, Rohtak, Haryana; Department of Neurology (P.N.S.), Sree Chitra Tirunal Institute for Medical Sciences and Technology, Kerala; Department of Neurology (N.C., B.K., S.R.), Vardhman Mahavir Medical College and Safdarjung Hospital; Department of Neurology (S.G., S.P.G.), Army Research and Referral Hospital; Department of Neurology (C.S.A.), Sir Ganga Ram Hospital; Ram Manohar Lohia Hospital (K.S.A.); Department of Biotechnology (S.K.), Maharshi Dayanand University, Government of India, New Delhi; Pandit Bhagwat Dayal Sharma Post Graduate Institute of Medical Sciences (R.K.Y.), Rohtak, Haryana, India; and Institute of Cardiovascular Research Royal Holloway (P.S.), University of London, Imperial College London, UK. Amit Kumar, Kameshwar Prasad, and Ganesh Chauhan are currently at Rajendra Institute of Medical Sciences, Ranchi, India.
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9
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Weile J, Sun S, Cote AG, Knapp J, Verby M, Mellor JC, Wu Y, Pons C, Wong C, van Lieshout N, Yang F, Tasan M, Tan G, Yang S, Fowler DM, Nussbaum R, Bloom JD, Vidal M, Hill DE, Aloy P, Roth FP. A framework for exhaustively mapping functional missense variants. Mol Syst Biol 2017; 13:957. [PMID: 29269382 PMCID: PMC5740498 DOI: 10.15252/msb.20177908] [Citation(s) in RCA: 93] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Although we now routinely sequence human genomes, we can confidently identify only a fraction of the sequence variants that have a functional impact. Here, we developed a deep mutational scanning framework that produces exhaustive maps for human missense variants by combining random codon mutagenesis and multiplexed functional variation assays with computational imputation and refinement. We applied this framework to four proteins corresponding to six human genes: UBE2I (encoding SUMO E2 conjugase), SUMO1 (small ubiquitin‐like modifier), TPK1 (thiamin pyrophosphokinase), and CALM1/2/3 (three genes encoding the protein calmodulin). The resulting maps recapitulate known protein features and confidently identify pathogenic variation. Assays potentially amenable to deep mutational scanning are already available for 57% of human disease genes, suggesting that DMS could ultimately map functional variation for all human disease genes.
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Affiliation(s)
- Jochen Weile
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.,The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.,Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Song Sun
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.,The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.,Department of Computer Science, University of Toronto, Toronto, ON, Canada.,Department of Medical Biochemistry and Microbiology, Uppsala University, Uppsala, Sweden
| | - Atina G Cote
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.,The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Jennifer Knapp
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.,The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Marta Verby
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.,The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Joseph C Mellor
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,SeqWell Inc, Boston, MA, USA
| | - Yingzhou Wu
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.,The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.,Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Carles Pons
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute for Science and Technology, Barcelona, Catalonia, Spain
| | - Cassandra Wong
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.,The Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | | | - Fan Yang
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.,The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.,Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Murat Tasan
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.,The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.,Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Guihong Tan
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Shan Yang
- Invitae Corp., San Francisco, CA, USA
| | - Douglas M Fowler
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | | | | | - Marc Vidal
- Center for Cancer Systems Biology (CCSB), Dana-Farber Cancer Institute, Boston, MA, USA.,Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - David E Hill
- Center for Cancer Systems Biology (CCSB), Dana-Farber Cancer Institute, Boston, MA, USA
| | - Patrick Aloy
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute for Science and Technology, Barcelona, Catalonia, Spain.,Institució Catalana de Recerca I Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
| | - Frederick P Roth
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada .,The Donnelly Centre, University of Toronto, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.,Department of Computer Science, University of Toronto, Toronto, ON, Canada.,Canadian Institute for Advanced Research, Toronto, ON, Canada
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