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Kumar L, Farias K, Prakash S, Mishra A, Mustak MS, Rai N, Thangaraj K. Dissecting the genetic history of the Roman Catholic populations of West Coast India. Hum Genet 2021; 140:1487-1498. [PMID: 34424406 DOI: 10.1007/s00439-021-02346-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Accepted: 08/12/2021] [Indexed: 10/20/2022]
Abstract
Migration and admixture history of populations have always been curious and an interesting theme. The West Coast of India harbours a rich diversity, bestowing various ethno-linguistic groups, with many of them having well-documented history of migrations. The Roman Catholic is one such distinct group, whose origin was much debated. While some historians and anthropologists relating them to ancient group of Gaud Saraswat Brahmins, others relating them for being members of the Jews Lost Tribes in the first Century migration to India. Historical records suggests that this community was later forcibly converted to Christianity by the Portuguese in Goa during the Sixteenth Century. Till date, no genetic study was done on this group to infer their origin and genetic affinity. Hence, we analysed 110 Roman Catholics from three different locations of West Coast of India including Goa, Kumta and Mangalore using both uniparental and autosomal markers to understand their genetic history. We found that the Roman Catholics have close affinity with the Indo-European linguistic groups, particularly Brahmins. Additionally, we detected genetic signal of Jews in the linkage disequilibrium-based admixture analysis, which was absent in other Indo-European populations, who are inhabited in the same geographical regions. Haplotype-based analysis suggests that the Roman Catholics consist of South Asian-specific ancestry and showed high drift. Ancestry-specific historical population size estimation points to a possible bottleneck around the time of Goan inquisition (fifteenth century). Analysis of the Roman Catholics data along with ancient DNA data of Neolithic and bronze age revealed that the Roman Catholics fits well in a basic model of ancient ancestral composition, typical of most of the Indo-European caste groups of India. Mitochondrial DNA (mtDNA) analysis suggests that most of the Roman Catholics have aboriginal Indian maternal genetic ancestry; while the Y chromosomal DNA analysis indicates high frequency of R1a lineage, which is predominant in groups with higher ancestral North Indian (ANI) component. Therefore, we conclude that the Roman Catholics of Goa, Kumta and Mangalore regions are the remnants of very early lineages of Brahmin community of India, having Indo-Europeans genetic affinity along with cryptic Jewish admixture, which needs to be explored further.
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Affiliation(s)
- Lomous Kumar
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad, Telangana, 500007, India
| | - Kranti Farias
- Canadian Institute for Jewish Research, Montreal, Canada
| | - Satya Prakash
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad, Telangana, 500007, India
| | - Anshuman Mishra
- Institute of Advanced Materials, IAAM, Gammalkilsvägen 18, 590 53, Ulrika, Sweden
| | - Mohammed S Mustak
- Department of Applied Zoology, Mangalore University, Mangalore, 574199, India
| | - Niraj Rai
- Birbal Sahni Institute of Palaeosciences, Uttar Pradesh, 53 University Road, Lucknow, 226007, India.
| | - Kumarasamy Thangaraj
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad, Telangana, 500007, India.
- DBT-Centre for DNA Fingerprinting and Diagnostics, Uppal, Hyderabad, 500007, India.
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Larena M, McKenna J, Sanchez-Quinto F, Bernhardsson C, Ebeo C, Reyes R, Casel O, Huang JY, Hagada KP, Guilay D, Reyes J, Allian FP, Mori V, Azarcon LS, Manera A, Terando C, Jamero L, Sireg G, Manginsay-Tremedal R, Labos MS, Vilar RD, Latiph A, Saway RL, Marte E, Magbanua P, Morales A, Java I, Reveche R, Barrios B, Burton E, Salon JC, Kels MJT, Albano A, Cruz-Angeles RB, Molanida E, Granehäll L, Vicente M, Edlund H, Loo JH, Trejaut J, Ho SYW, Reid L, Lambeck K, Malmström H, Schlebusch C, Endicott P, Jakobsson M. Philippine Ayta possess the highest level of Denisovan ancestry in the world. Curr Biol 2021; 31:4219-4230.e10. [PMID: 34388371 PMCID: PMC8596304 DOI: 10.1016/j.cub.2021.07.022] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 05/04/2021] [Accepted: 07/12/2021] [Indexed: 12/30/2022]
Abstract
Multiple lines of evidence show that modern humans interbred with archaic Denisovans. Here, we report an account of shared demographic history between Australasians and Denisovans distinctively in Island Southeast Asia. Our analyses are based on ∼2.3 million genotypes from 118 ethnic groups of the Philippines, including 25 diverse self-identified Negrito populations, along with high-coverage genomes of Australopapuans and Ayta Magbukon Negritos. We show that Ayta Magbukon possess the highest level of Denisovan ancestry in the world-∼30%-40% greater than that of Australians and Papuans-consistent with an independent admixture event into Negritos from Denisovans. Together with the recently described Homo luzonensis, we suggest that there were multiple archaic species that inhabited the Philippines prior to the arrival of modern humans and that these archaic groups may have been genetically related. Altogether, our findings unveil a complex intertwined history of modern and archaic humans in the Asia-Pacific region, where distinct Islander Denisovan populations differentially admixed with incoming Australasians across multiple locations and at various points in time.
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Affiliation(s)
- Maximilian Larena
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden.
| | - James McKenna
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden
| | - Federico Sanchez-Quinto
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden; Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico
| | - Carolina Bernhardsson
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden
| | - Carlo Ebeo
- National Committee on Cultural Education, National Commission for Culture and the Arts, Intramuros, Manila, Philippines; National Museum of the Philippines, Padre Burgos Avenue, Rizal Park, Ermita, Manila, Philippines
| | - Rebecca Reyes
- Ayta Magbukon Cultural Bearer, Ayta Magbukon Indigenous Cultural Community, Abucay, Bataan, Philippines; National Commission on Indigenous Peoples, Philippines
| | - Ophelia Casel
- Mindanao Doctors Hospital and Cancer Center, Kabacan, Cotabato, Philippines
| | - Jin-Yuan Huang
- Molecular Anthropology and Transfusion Medicine Research Laboratory, Mackay Memorial Hospital, Taipei City 10449, Taiwan
| | - Kim Pullupul Hagada
- National Commission on Indigenous Peoples, Philippines; Young Indigenous Peoples Empowered to Act in Community Engagement, Diffun, Quirino
| | - Dennis Guilay
- Balangao Indigenous Cultural Community, Paracelis, Mountain Province, Cordillera Administrative Region, Philippines
| | - Jennelyn Reyes
- Department of Education - Bataan Division, Bataan, Philippines
| | - Fatima Pir Allian
- Nisa Ul Haqq fi Bangsamoro, Zamboanga City, Bangsamoro Autonomous Region in Muslim Mindanao, Philippines; Tarbilang Foundation, Inc., Bongao, Tawi-Tawi, Bangsamoro Autonomous Region in Muslim Mindanao, Philippines
| | - Virgilio Mori
- Tarbilang Foundation, Inc., Bongao, Tawi-Tawi, Bangsamoro Autonomous Region in Muslim Mindanao, Philippines
| | - Lahaina Sue Azarcon
- Center for Language and Culture, Quirino State University, Barangay Andres Bonifacio, Diffun, Quirino, Philippines
| | - Alma Manera
- Center for Language and Culture, Cagayan State University - Andrews Campus, Caritan Highway, Tuguegarao, Cagayan, Philippines
| | - Celito Terando
- Tagakaulo Indigenous Cultural Community, Malungon, Sarangani, Philippines; Sulong Tribu Program, Provincial Government of Sarangani, Glan, Sarangani, Philippines
| | - Lucio Jamero
- Ayta Magbukon Cultural Bearer, Ayta Magbukon Indigenous Cultural Community, Abucay, Bataan, Philippines
| | - Gauden Sireg
- Subanen Indigenous Cultural Community, Lakewood, Zamboanga del Sur, Philippines; Dumendingan Arts Guild Inc., Pagadian City, Zamboanga del Sur, Philippines
| | | | - Maria Shiela Labos
- Ateneo Institute of Anthropology, Ateneo de Davao University, Roxas Avenue, 8016 Davao City, Philippines; Museo Dabawenyo, Andres Bonifacio Rotunda, Poblacion District, Davao City, Philippines
| | - Richard Dian Vilar
- Cultural Outreach Program, Kaliwat Performing Artists Collective, Gumamela St., Lanang, Davao City, Philippines; Culture, Heritage, and Arts Office, Local Government Unit of Butuan, Butuan City, Philippines
| | - Acram Latiph
- Institute for Peace and Development in Mindanao, Mindanao State University - Marawi Campus, Marawi City, Lanao del Sur, Bangsamoro Autonomous Region in Muslim Mindanao, Philippines
| | | | - Erwin Marte
- Legal Affairs Office, Indigenous People's Mandatory Representative - Sangguniang Panlalawigan, Bukidnon, Northern Mindanao, Philippines
| | - Pablito Magbanua
- National Commission on Indigenous Peoples, Philippines; Cuyonon Indigenous Cultural Community, Cuyo Island, Palawan, Philippines
| | - Amor Morales
- Surigaonon Heritage Center, Surigao City, Surigao del Norte, Philippines
| | - Ismael Java
- Kabankalan City Cultural and Tourism Foundation, Inc., Kabankalan City, Negros Occidental, Philippines; Cultural Research and Documentation, Negros Museum, Gatuslao St., Bacolod, Negros Occidental, Philippines
| | - Rudy Reveche
- Cultural Research and Documentation, Negros Museum, Gatuslao St., Bacolod, Negros Occidental, Philippines; Culture and Arts Program, Colegio San Agustin, BS Aquino Drive, Bacolod, Negros Occidental, Philippines
| | - Becky Barrios
- Panaghiusa Alang Sa Kaugalingnan Ug Kalingkawasan, Inc., Bunawan, Agusan del Sur, Philippines; Agusan Manobo Indigenous Cultural Community, La Paz, Agusan del Sur, Philippines
| | - Erlinda Burton
- Museo de Oro, Xavier University - Ateneo de Cagayan, Corrales Avenue, Cagayan de Oro City, Philippines
| | - Jesus Christopher Salon
- Museo de Oro, Xavier University - Ateneo de Cagayan, Corrales Avenue, Cagayan de Oro City, Philippines; City Museum of Cagayan de Oro, Fernandez St., Cagayan de Oro City, Philippines
| | - Ma Junaliah Tuazon Kels
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden
| | - Adrian Albano
- Kalanguya Indigenous Cultural Community, Tinoc, Ifugao, Cordillera Administrative Region, Philippines; Office of Tinoc Campus Administrator, Ifugao State University, Tinoc, Ifugao, Cordillera Administrative Region, Philippines
| | | | - Edison Molanida
- Heritage Office, National Commission for Culture and the Arts, Intramuros, Manila, Philippines; Office of the Executive Director, National Commission for Culture and the Arts, Intramuros, Manila, Philippines
| | - Lena Granehäll
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden
| | - Mário Vicente
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden
| | - Hanna Edlund
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden
| | - Jun-Hun Loo
- Molecular Anthropology and Transfusion Medicine Research Laboratory, Mackay Memorial Hospital, Taipei City 10449, Taiwan
| | - Jean Trejaut
- Molecular Anthropology and Transfusion Medicine Research Laboratory, Mackay Memorial Hospital, Taipei City 10449, Taiwan
| | - Simon Y W Ho
- School of Life and Environmental Sciences, University of Sydney, Sydney, NSW, Australia
| | - Lawrence Reid
- Department of Linguistics, University of Hawai'i at Mānoa, Mānoa, HI, USA; National Museum of the Philippines, Padre Burgos Avenue, Rizal Park, Ermita, Manila, Philippines
| | - Kurt Lambeck
- Research School of Earth Sciences, The Australian National University, Canberra, ACT 0200, Australia
| | - Helena Malmström
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden; Palaeo-Research Institute, University of Johannesburg, PO Box 524, Auckland Park 2006, South Africa
| | - Carina Schlebusch
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden; Palaeo-Research Institute, University of Johannesburg, PO Box 524, Auckland Park 2006, South Africa; SciLifeLab, Stockholm and Uppsala, Sweden
| | - Phillip Endicott
- Department Hommes Natures Societies, Musée de l'Homme, 75016 Paris, Ile de France, France
| | - Mattias Jakobsson
- Human Evolution, Department of Organismal Biology, Uppsala University, Norbyvägen 18C, 752 36 Uppsala, Sweden; Palaeo-Research Institute, University of Johannesburg, PO Box 524, Auckland Park 2006, South Africa; SciLifeLab, Stockholm and Uppsala, Sweden.
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Arriaga-MacKenzie IS, Matesi G, Chen S, Ronco A, Marker KM, Hall JR, Scherenberg R, Khajeh-Sharafabadi M, Wu Y, Gignoux CR, Null M, Hendricks AE. Summix: A method for detecting and adjusting for population structure in genetic summary data. Am J Hum Genet 2021; 108:1270-1282. [PMID: 34157305 PMCID: PMC8322937 DOI: 10.1016/j.ajhg.2021.05.016] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Accepted: 05/26/2021] [Indexed: 12/11/2022] Open
Abstract
Publicly available genetic summary data have high utility in research and the clinic, including prioritizing putative causal variants, polygenic scoring, and leveraging common controls. However, summarizing individual-level data can mask population structure, resulting in confounding, reduced power, and incorrect prioritization of putative causal variants. This limits the utility of publicly available data, especially for understudied or admixed populations where additional research and resources are most needed. Although several methods exist to estimate ancestry in individual-level data, methods to estimate ancestry proportions in summary data are lacking. Here, we present Summix, a method to efficiently deconvolute ancestry and provide ancestry-adjusted allele frequencies (AFs) from summary data. Using continental reference ancestry, African (AFR), non-Finnish European (EUR), East Asian (EAS), Indigenous American (IAM), South Asian (SAS), we obtain accurate and precise estimates (within 0.1%) for all simulation scenarios. We apply Summix to gnomAD v.2.1 exome and genome groups and subgroups, finding heterogeneous continental ancestry for several groups, including African/African American (∼84% AFR, ∼14% EUR) and American/Latinx (∼4% AFR, ∼5% EAS, ∼43% EUR, ∼46% IAM). Compared to the unadjusted gnomAD AFs, Summix's ancestry-adjusted AFs more closely match respective African and Latinx reference samples. Even on modern, dense panels of summary statistics, Summix yields results in seconds, allowing for estimation of confidence intervals via block bootstrap. Given an accompanying R package, Summix increases the utility and equity of public genetic resources, empowering novel research opportunities.
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Affiliation(s)
| | - Gregory Matesi
- Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO 80204, USA
| | - Samuel Chen
- Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO 80204, USA
| | - Alexandria Ronco
- Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO 80204, USA
| | - Katie M Marker
- Human Medical Genetics and Genomics Program, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Jordan R Hall
- Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO 80204, USA
| | - Ryan Scherenberg
- Business School, University of Colorado Denver, Denver, CO 80204, USA
| | | | - Yinfei Wu
- Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO 80204, USA
| | - Christopher R Gignoux
- Human Medical Genetics and Genomics Program, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; Colorado Center for Personalized Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; Biostatistics and Informatics, Colorado School of Public Health, Aurora, CO 80045, USA
| | - Megan Null
- Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO 80204, USA; Mathematics and Physical Sciences, The College of Idaho, Caldwell, ID 83605, USA
| | - Audrey E Hendricks
- Mathematical and Statistical Sciences, University of Colorado Denver, Denver, CO 80204, USA; Human Medical Genetics and Genomics Program, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; Colorado Center for Personalized Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; Biostatistics and Informatics, Colorado School of Public Health, Aurora, CO 80045, USA.
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The deep population history of northern East Asia from the Late Pleistocene to the Holocene. Cell 2021; 184:3256-3266.e13. [PMID: 34048699 DOI: 10.1016/j.cell.2021.04.040] [Citation(s) in RCA: 67] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 01/20/2021] [Accepted: 04/23/2021] [Indexed: 11/22/2022]
Abstract
Northern East Asia was inhabited by modern humans as early as 40 thousand years ago (ka), as demonstrated by the Tianyuan individual. Using genome-wide data obtained from 25 individuals dated to 33.6-3.4 ka from the Amur region, we show that Tianyuan-related ancestry was widespread in northern East Asia before the Last Glacial Maximum (LGM). At the close of the LGM stadial, the earliest northern East Asian appeared in the Amur region, and this population is basal to ancient northern East Asians. Human populations in the Amur region have maintained genetic continuity from 14 ka, and these early inhabitants represent the closest East Asian source known for Ancient Paleo-Siberians. We also observed that EDAR V370A was likely to have been elevated to high frequency after the LGM, suggesting the possible timing for its selection. This study provides a deep look into the population dynamics of northern East Asia.
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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: 16] [Impact Index Per Article: 4.0] [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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Belbin GM, Cullina S, Wenric S, Soper ER, Glicksberg BS, Torre D, Moscati A, Wojcik GL, Shemirani R, Beckmann ND, Cohain A, Sorokin EP, Park DS, Ambite JL, Ellis S, Auton A, Bottinger EP, Cho JH, Loos RJF, Abul-Husn NS, Zaitlen NA, Gignoux CR, Kenny EE. Toward a fine-scale population health monitoring system. Cell 2021; 184:2068-2083.e11. [PMID: 33861964 DOI: 10.1016/j.cell.2021.03.034] [Citation(s) in RCA: 88] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2019] [Revised: 11/18/2020] [Accepted: 03/12/2021] [Indexed: 12/22/2022]
Abstract
Understanding population health disparities is an essential component of equitable precision health efforts. Epidemiology research often relies on definitions of race and ethnicity, but these population labels may not adequately capture disease burdens and environmental factors impacting specific sub-populations. Here, we propose a framework for repurposing data from electronic health records (EHRs) in concert with genomic data to explore the demographic ties that can impact disease burdens. Using data from a diverse biobank in New York City, we identified 17 communities sharing recent genetic ancestry. We observed 1,177 health outcomes that were statistically associated with a specific group and demonstrated significant differences in the segregation of genetic variants contributing to Mendelian diseases. We also demonstrated that fine-scale population structure can impact the prediction of complex disease risk within groups. This work reinforces the utility of linking genomic data to EHRs and provides a framework toward fine-scale monitoring of population health.
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Affiliation(s)
- Gillian M Belbin
- Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Sinead Cullina
- Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Stephane Wenric
- Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Emily R Soper
- Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Benjamin S Glicksberg
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Denis Torre
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Arden Moscati
- The Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Genevieve L Wojcik
- Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA
| | - Ruhollah Shemirani
- Information Science Institute, University of Southern California, Marina del Rey, CA 90089, USA
| | - Noam D Beckmann
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Ariella Cohain
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Elena P Sorokin
- Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA
| | - Danny S Park
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Jose-Luis Ambite
- Information Science Institute, University of Southern California, Marina del Rey, CA 90089, USA
| | - Steve Ellis
- The Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Adam Auton
- Department of Genetics, Albert Einstein College of Medicine, New York, NY 10461, USA
| | - Erwin P Bottinger
- Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Judy H Cho
- The Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Ruth J F Loos
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Noura S Abul-Husn
- Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Noah A Zaitlen
- Department of Neurology, University of California, Los Angeles, Los Angeles, CA 90033, USA
| | - Christopher R Gignoux
- Colorado Center for Personalized Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Eimear E Kenny
- Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
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Abstract
Dogs and humans have coexisted together for thousands of years, but it was not until the Victorian Era that humans practiced selective breeding to produce the modern standards we see today. Strong artificial selection during the breed formation period has simplified the genetic architecture of complex traits and caused an enrichment of identity-by-descent (IBD) segments in the dog genome. This study demonstrates the value of IBD segments and utilizes them to infer the recent demography of canids, predict case-control status for complex traits, locate regions of the genome potentially linked to inbreeding depression, and to identify understudied breeds where there is potential to discover new disease-associated variants. Domestic dogs have experienced population bottlenecks, recent inbreeding, and strong artificial selection. These processes have simplified the genetic architecture of complex traits, allowed deleterious variation to persist, and increased both identity-by-descent (IBD) segments and runs of homozygosity (ROH). As such, dogs provide an excellent model for examining how these evolutionary processes influence disease. We assembled a dataset containing 4,414 breed dogs, 327 village dogs, and 380 wolves genotyped at 117,288 markers and data for clinical and morphological phenotypes. Breed dogs have an enrichment of IBD and ROH, relative to both village dogs and wolves, and we use these patterns to show that breed dogs have experienced differing severities of bottlenecks in their recent past. We then found that ROH burden is associated with phenotypes in breed dogs, such as lymphoma. We next test the prediction that breeds with greater ROH have more disease alleles reported in the Online Mendelian Inheritance in Animals (OMIA). Surprisingly, the number of causal variants identified correlates with the popularity of that breed rather than the ROH or IBD burden, suggesting an ascertainment bias in OMIA. Lastly, we use the distribution of ROH across the genome to identify genes with depletions of ROH as potential hotspots for inbreeding depression and find multiple exons where ROH are never observed. Our results suggest that inbreeding has played a large role in shaping genetic and phenotypic variation in dogs and that future work on understudied breeds may reveal new disease-causing variation.
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58
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Shinde P, Whitwell HJ, Verma RK, Ivanchenko M, Zaikin A, Jalan S. Impact of modular mitochondrial epistatic interactions on the evolution of human subpopulations. Mitochondrion 2021; 58:111-122. [PMID: 33618020 DOI: 10.1016/j.mito.2021.02.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Revised: 09/22/2020] [Accepted: 02/03/2021] [Indexed: 12/23/2022]
Abstract
Investigation of human mitochondrial (mt) genome variation has been shown to provide insights to the human history and natural selection. By analyzing 24,167 human mt-genome samples, collected for five continents, we have developed a co-mutation network model to investigate characteristic human evolutionary patterns. The analysis highlighted richer co-mutating regions of the mt-genome, suggesting the presence of epistasis. Specifically, a large portion of COX genes was found to co-mutate in Asian and American populations, whereas, in African, European, and Oceanic populations, there was greater co-mutation bias in hypervariable regions. Interestingly, this study demonstrated hierarchical modularity as a crucial agent for these co-mutation networks. More profoundly, our ancestry-based co-mutation module analyses showed that mutations cluster preferentially in known mitochondrial haplogroups. Contemporary human mt-genome nucleotides most closely resembled the ancestral state, and very few of them were found to be ancestral-variants. Overall, these results demonstrated that subpopulation-based biases may favor mitochondrial gene specific epistasis.
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Affiliation(s)
- Pramod Shinde
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Khandwa Road, Simrol, Indore 453552, India.
| | - Harry J Whitwell
- National Phenome Centre and Imperial Clinical Phenotyping Centre, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK; Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK; Centre for Analysis of Complex Systems, Sechenov First Moscow State Medical University, Moscow, Russia
| | - Rahul Kumar Verma
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Khandwa Road, Simrol, Indore 453552, India
| | - Mikhail Ivanchenko
- Department of Applied Mathematics and Centre of Bioinformatics, Lobachevsky State University of Nizhny Novgorod, Nizhny Novgorod, Russia
| | - Alexey Zaikin
- Centre for Analysis of Complex Systems, Sechenov First Moscow State Medical University, Moscow, Russia; Department of Applied Mathematics and Centre of Bioinformatics, Lobachevsky State University of Nizhny Novgorod, Nizhny Novgorod, Russia; Department of Mathematics and Institute for Women's Health, University College London, London WC1E 6BT, UK
| | - Sarika Jalan
- Department of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Khandwa Road, Simrol, Indore 453552, India; Complex Systems Lab, Department of Physics, Indian Institute of Technology Indore, Khandwa Road, Simrol, Indore 453552, India; Center for Theoretical Physics of Complex Systems, Institute for Basic Science(IBS), Daejeon 34126, Korea.
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59
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Jain A, Sharma D, Bajaj A, Gupta V, Scaria V. Founder variants and population genomes-Toward precision medicine. ADVANCES IN GENETICS 2021; 107:121-152. [PMID: 33641745 DOI: 10.1016/bs.adgen.2020.11.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Human migration and community specific cultural practices have contributed to founder events and enrichment of the variants associated with genetic diseases. While many founder events in isolated populations have remained uncharacterized, the application of genomics in clinical settings as well as for population scale studies in the recent years have provided an unprecedented push towards identification of founder variants associated with human health and disease. The discovery and characterization of founder variants could have far reaching implications not only in understanding the history or genealogy of the disease, but also in implementing evidence based policies and genetic testing frameworks. This further enables precise diagnosis and prevention in an attempt towards precision medicine. This review provides an overview of founder variants along with methods and resources cataloging them. We have also discussed the public health implications and examples of prevalent disease associated founder variants in specific populations.
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Affiliation(s)
- Abhinav Jain
- CSIR-Institute of Genomics and Integrative Biology, New Delhi, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, India
| | - Disha Sharma
- CSIR-Institute of Genomics and Integrative Biology, New Delhi, India
| | - Anjali Bajaj
- CSIR-Institute of Genomics and Integrative Biology, New Delhi, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, India
| | - Vishu Gupta
- CSIR-Institute of Genomics and Integrative Biology, New Delhi, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, India
| | - Vinod Scaria
- CSIR-Institute of Genomics and Integrative Biology, New Delhi, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, India.
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60
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Nizamuddin S, Dubey S, Singh S, Sharma S, Machha P, Thangaraj K. CYP2C9 Variations and Their Pharmacogenetic Implications Among Diverse South Asian Populations. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2021; 14:135-147. [PMID: 33536773 PMCID: PMC7850565 DOI: 10.2147/pgpm.s272015] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Accepted: 12/01/2020] [Indexed: 11/23/2022]
Abstract
Introduction Allelic frequency distribution of drug metabolizing enzyme genes among populations is important to identify risk groups for adverse drug reaction and to select representative populations for clinical trials. Although India emerged as an important hub for clinical trials, information about the pharmacogenetic diversity for this region is still lacking. Here, we investigated genetic diversity of cytochrome-P450-2C9 (CYP2C9) gene which metabolizes wide range of drugs and is highly expressed in the human liver. Methods In total, 1278 individuals from 36 diverse Indian populations, 210 individuals from in-house data-repository and 489 other South Asian samples from the 1000 Genomes Project were selected. Variants observed in CYP2C9 gene were subjected to various statistical analyses. Results High frequency of CYP2C9*3 (~13%) and CYP2C9*3/*3 (~1%) was observed among South Asians, compared to 21 populations living outside the Indian subcontinent. The allelic/genotypic frequency does not correlate with geographical location or linguistic affiliation, except populations speaking Tibeto-Burmans language, who have lower frequency of CYP2C9*3 and CYP2C9*3/*3. Since, South Asians practice strict endogamy, presence of unique mutation and high frequency of homozygous genotypes not surprising. CYP2C9*3 has been associated with therapeutic response.The effect of CYP2C9*3/*3 is more pronounced compared to heterozygous and wild type homozygous genotypes as evident in many in vitro studies. As South Asians have high frequency, it would be interesting to explore potential of CYP2C9*3 as a marker for personalized therapy. Our study revealed several rare functional variants, which form eight novel and rare haplotypes of CYP2C9 (CYP2C9*63–*70). Of which, CYP2C9*64, *65, *66, *68, *69 and *70 haplotypes are South Asian-specific. Conclusion Overall, we find high genetic heterogeneity within South Asians and identified South Asian-specific putative functional CYP2C9 haplotypes. High frequency of CYP2C9*3 and CYP2C9*3/*3 was observed in South Asian populations. Taken together, current study greatly enriches the knowledge of naturally occurring CYP2C9 variants and its diversity in South Asia, which are relevant to further CYP2C9-related functional research and for personalized medicine.
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Affiliation(s)
- Sheikh Nizamuddin
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad 500007, India.,German Cancer Consortium (DKTK) c/o Zentrale Klinische Forschung (ZKF), University Medical Center, Freiburg, Germany
| | - Shivendra Dubey
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad 500007, India
| | - Sakshi Singh
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad 500007, India
| | - Saurav Sharma
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad 500007, India
| | - Pratheusa Machha
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad 500007, India.,AcSIR (Academy of Scientific and Innovative Research), CSIR-Centre for Cellular and Molecular Biology, Hyderabad 500007, India
| | - Kumarasamy Thangaraj
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad 500007, India.,AcSIR (Academy of Scientific and Innovative Research), CSIR-Centre for Cellular and Molecular Biology, Hyderabad 500007, India.,DBT-Centre for DNA Fingerprinting and Diagnostics, Hyderabad 500039, India
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61
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Sahoo SA, Zaidi RA, Anagol S, Mathieson I. Long Runs of Homozygosity Are Correlated with Marriage Preferences across Global Population Samples. Hum Biol 2021; 93:201-216. [PMID: 37701498 PMCID: PMC10497073 DOI: 10.1353/hub.2021.0011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Children of consanguineous unions carry long runs of homozygosity (ROH) in their genomes, due to their parents' recent shared ancestry. This increases the burden of recessive disease in populations with high levels of consanguinity and has been heavily studied in some groups. However, there has been little investigation of the broader effect of consanguinity on patterns of genetic variation on a global scale. This study, which collected published genetic data and information about marriage practice from 395 worldwide populations, shows that reported preference for cousin marriage has a detectable association with the distribution of long ROH in this sample, increasing the expected number of ROH longer than 10 cM by a factor of 2.2. Variation in marriage practice and consequent rates of consanguinity are therefore an important aspect of demographic history for the purposes of modeling human genetic variation. However, reported marriage practices explain a relatively small proportion of the variation in ROH distribution, and consequently, population genetic data are only partially informative about cultural preferences.
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Affiliation(s)
- Samali Anova Sahoo
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - rslan A. Zaidi
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Santosh Anagol
- Business Economics and Public Policy, Wharton School of Business, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Iain Mathieson
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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62
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Ceballos FC, Hazelhurst S, Clark DW, Agongo G, Asiki G, Boua PR, Xavier Gómez-Olivé F, Mashinya F, Norris S, Wilson JF, Ramsay M. Autozygosity influences cardiometabolic disease-associated traits in the AWI-Gen sub-Saharan African study. Nat Commun 2020; 11:5754. [PMID: 33188201 PMCID: PMC7666169 DOI: 10.1038/s41467-020-19595-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Accepted: 10/12/2020] [Indexed: 11/10/2022] Open
Abstract
The analysis of the effects of autozygosity, measured as the change of the mean value of a trait among offspring of genetic relatives, reveals the existence of directional dominance or overdominance. In this study we detect evidence of the effect of autozygosity in 4 out of 13 cardiometabolic disease-associated traits using data from more than 10,000 sub-Saharan African individuals recruited from Ghana, Burkina Faso, Kenya and South Africa. The effect of autozygosity on these phenotypes is found to be sex-related, with inbreeding having a significant decreasing effect in men but a significant increasing effect in women for several traits (body mass index, subcutaneous adipose tissue, low-density lipoproteins and total cholesterol levels). Overall, the effect of inbreeding depression is more intense in men. Differential effects of inbreeding depression are also observed between study sites with different night-light intensity used as proxy for urban development. These results suggest a directional dominant genetic component mediated by environmental interactions and sex-specific differences in genetic architecture for these traits in the Africa Wits-INDEPTH partnership for Genomic Studies (AWI-Gen) cohort.
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Affiliation(s)
- Francisco C Ceballos
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Scott Hazelhurst
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- School of Electrical & Information Engineering, University of the Witwatersrand, Johannesburg, South Africa
| | - David W Clark
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, UK
| | - Godfred Agongo
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Navrongo Health Research Centre, Navrongo, Ghana
| | - Gershim Asiki
- African Population and Health Research Center, Nairobi, Kenya
| | - Palwende R Boua
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Faculty of Health Sciences University of the Witwatersrand, Division of Human Genetics, National Health Laboratory Service and School of Pathology, Johannesburg, South Africa
- Clinical Research Unit of Nanoro, Institut de Recherche en Sciences de la Santé, Nanoro, Burkina Faso
| | - F Xavier Gómez-Olivé
- MRC/Wits Rural Public Health and Health Transitions Research Unit (Agincourt), School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Felistas Mashinya
- Department of Pathology and Medical Science, School of Health Care Sciences, Faculty of Health Sciences, University of Limpopo, Polokwane, South Africa
| | - Shane Norris
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Faculty of Health Sciences University of the Witwatersrand, Division of Human Genetics, National Health Laboratory Service and School of Pathology, Johannesburg, South Africa
| | - James F Wilson
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Teviot Place, Edinburgh, EH8 9AG, UK
- Medical Research Council Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, EH4 2XU, UK
| | - Michèle Ramsay
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.
- Faculty of Health Sciences University of the Witwatersrand, Division of Human Genetics, National Health Laboratory Service and School of Pathology, Johannesburg, South Africa.
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63
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Signatures of natural selection and ethnic-specific prevalence of NPC1 pathogenic mutations contributing to obesity and Niemann-Pick disease type C1. Sci Rep 2020; 10:18787. [PMID: 33139814 PMCID: PMC7608643 DOI: 10.1038/s41598-020-75919-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Accepted: 09/21/2020] [Indexed: 11/13/2022] Open
Abstract
While homozygous pathogenic mutations in the NPC1 gene cause Niemann-Pick type C1 disease, heterozygous mutations cause highly-penetrant obesity. We aimed to investigate the prevalence of NPC1 mutations and their signatures of natural selection in 122,678 exome sequenced participants from six ethnic groups in the Genome Aggregation Database. Pathogenic missense coding mutations were identified by in silico tools and the ClinVar database. Signatures of natural selection were assessed by the probability of NPC1 being loss-of-function mutation intolerant and Z-scores of observed/expected synonymous and non-synonymous mutation ratios. There was no evidence of negative selection observed for synonymous, non-synonymous and loss-of-function mutations. However, there were significant ethnic differences in the prevalence of heterozygous pathogenic NPC1 mutations ranging from 0.56% in Ashkenazi Jewish to 3.26% in African/African Americans (5.8-fold difference). Four homozygous carriers of pathogenic NPC1 mutations were also identified, belonging to the South Asian population. In conclusion, NPC1 mutations are consistent with a model of balanced selection, where heterozygotes and homozygotes have higher and lower reproductive fitness, respectively. Therefore, NPC1 heterozygous mutations may account for a substantial and ethnic-dependent percentage of obesity in the general population, while NPC1 homozygous mutations may be frequent in the South Asian populations and warrants more investigation.
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64
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Bianco E, Laval G, Font-Porterias N, García-Fernández C, Dobon B, Sabido-Vera R, Sukarova Stefanovska E, Kučinskas V, Makukh H, Pamjav H, Quintana-Murci L, Netea MG, Bertranpetit J, Calafell F, Comas D. Recent Common Origin, Reduced Population Size, and Marked Admixture Have Shaped European Roma Genomes. Mol Biol Evol 2020; 37:3175-3187. [PMID: 32589725 DOI: 10.1093/molbev/msaa156] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
The Roma Diaspora-traditionally known as Gypsies-remains among the least explored population migratory events in historical times. It involved the migration of Roma ancestors out-of-India through the plateaus of Western Asia ultimately reaching Europe. The demographic effects of the Diaspora-bottlenecks, endogamy, and gene flow-might have left marked molecular traces in the Roma genomes. Here, we analyze the whole-genome sequence of 46 Roma individuals pertaining to four migrant groups in six European countries. Our analyses revealed a strong, early founder effect followed by a drastic reduction of ∼44% in effective population size. The Roma common ancestors split from the Punjabi population, from Northwest India, some generations before the Diaspora started, <2,000 years ago. The initial bottleneck and subsequent endogamy are revealed by the occurrence of extensive runs of homozygosity and identity-by-descent segments in all Roma populations. Furthermore, we provide evidence of gene flow from Armenian and Anatolian groups in present-day Roma, although the primary contribution to Roma gene pool comes from non-Roma Europeans, which accounts for >50% of their genomes. The linguistic and historical differentiation of Roma in migrant groups is confirmed by the differential proportion, but not a differential source, of European admixture in the Roma groups, which shows a westward cline. In the present study, we found that despite the strong admixture Roma had in their diaspora, the signature of the initial bottleneck and the subsequent endogamy is still present in Roma genomes.
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Affiliation(s)
- Erica Bianco
- Departament de Ciències Experimentals i de la Salut, Institut de Biologia Evolutiva (CSIC-UPF), Universitat Pompeu Fabra, Barcelona, Spain
| | - Guillaume Laval
- Human Evolutionary Genetics Unit, Department of Genomes and Genetics, UMR 2000, CNRS, Institut Pasteur, Paris, France
| | - Neus Font-Porterias
- Departament de Ciències Experimentals i de la Salut, Institut de Biologia Evolutiva (CSIC-UPF), Universitat Pompeu Fabra, Barcelona, Spain
| | - Carla García-Fernández
- Departament de Ciències Experimentals i de la Salut, Institut de Biologia Evolutiva (CSIC-UPF), Universitat Pompeu Fabra, Barcelona, Spain
| | - Begoña Dobon
- Departament de Ciències Experimentals i de la Salut, Institut de Biologia Evolutiva (CSIC-UPF), Universitat Pompeu Fabra, Barcelona, Spain
| | - Rubén Sabido-Vera
- Departament de Ciències Experimentals i de la Salut, Institut de Biologia Evolutiva (CSIC-UPF), Universitat Pompeu Fabra, Barcelona, Spain
| | - Emilija Sukarova Stefanovska
- Research Center for Genetic Engineering and Biotechnology "Georgi D. Efremov", Macedonian Academy of Science and Arts, Skopje, Macedonia
| | - Vaidutis Kučinskas
- Department of Human and Medical Genetics, Institute of Biomedical Sciences, Faculty of Medicine, Vilnius University, Vilnius, Lithuania
| | - Halyna Makukh
- Institute of Hereditary Pathology of the Ukrainian Academy of Medical Sciences, Lviv, Ukraine
| | - Horolma Pamjav
- Department of Reference Sample Analysis, Institute of Forensic Genetics, Hungarian Institute for Forensic Sciences, Budapest, Hungary
| | - Lluis Quintana-Murci
- Human Evolutionary Genetics Unit, Department of Genomes and Genetics, UMR 2000, CNRS, Institut Pasteur, Paris, France
- Chair Human Genomics and Evolution, Collège de France, Paris, France
| | - Mihai G Netea
- Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, The Netherlands
- Department for Genomics & Immunoregulation, Life and Medical Sciences 12 Institute (LIMES), University of Bonn, Bonn, Germany
| | - Jaume Bertranpetit
- Departament de Ciències Experimentals i de la Salut, Institut de Biologia Evolutiva (CSIC-UPF), Universitat Pompeu Fabra, Barcelona, Spain
| | - Francesc Calafell
- Departament de Ciències Experimentals i de la Salut, Institut de Biologia Evolutiva (CSIC-UPF), Universitat Pompeu Fabra, Barcelona, Spain
| | - David Comas
- Departament de Ciències Experimentals i de la Salut, Institut de Biologia Evolutiva (CSIC-UPF), Universitat Pompeu Fabra, Barcelona, Spain
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65
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Das R, Ivanisenko VA, Anashkina AA, Upadhyai P. The story of the lost twins: decoding the genetic identities of the Kumhar and Kurcha populations from the Indian subcontinent. BMC Genet 2020; 21:117. [PMID: 33092524 PMCID: PMC7583313 DOI: 10.1186/s12863-020-00919-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Accepted: 05/28/2020] [Indexed: 11/10/2022] Open
Abstract
Background The population structure of the Indian subcontinent is a tapestry of extraordinary diversity characterized by the amalgamation of autochthonous and immigrant ancestries and rigid enforcement of sociocultural stratification. Here we investigated the genetic origin and population history of the Kumhars, a group of people who inhabit large parts of northern India. We compared 27 previously published Kumhar SNP genotype data sampled from Uttar Pradesh in north India to various modern day and ancient populations. Results Various approaches such as Principal Component Analysis (PCA), Admixture, TreeMix concurred that Kumhars have high ASI ancestry, minimal Steppe component and high genomic proximity to the Kurchas, a small and relatively little-known population found ~ 2500 km away in Kerala, south India. Given the same, biogeographical mapping using Geographic Population Structure (GPS) assigned most Kumhar samples in areas neighboring to those where Kurchas are found in south India. Conclusions We hypothesize that the significant genomic similarity between two apparently distinct modern-day Indian populations that inhabit well separated geographical areas with no known overlapping history or links, likely alludes to their common origin during or post the decline of the Indus Valley Civilization (estimated by ALDER). Thereafter, while they dispersed towards opposite ends of the Indian subcontinent, their genomic integrity and likeness remained preserved due to endogamous social practices. Our findings illuminate the genomic history of two Indian populations, allowing a glimpse into one or few of numerous of human migrations that likely occurred across the Indian subcontinent and contributed to shape its varied and vibrant evolutionary past.
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Affiliation(s)
- Ranajit Das
- Yenepoya Research Centre (YRC), Yenepoya (Deemed to be University), Mangalore, Karnataka, India.
| | - Vladimir A Ivanisenko
- Humanitarian Institute, Novosibirsk State University, 630090, Novosibirsk, Russia.,Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia
| | - Anastasia A Anashkina
- The Digital Health Institute, I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia.,Engelhardt Institute of Molecular Biology RAS, Moscow, Russia
| | - Priyanka Upadhyai
- Department of Medical Genetics, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, Karnataka, India
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66
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Srivastava A, Pandey RK, Singh PP, Kumar P, Rasalkar AA, Tamang R, van Driem G, Shrivastava P, Chaubey G. Most frequent South Asian haplotypes of ACE2 share identity by descent with East Eurasian populations. PLoS One 2020; 15:e0238255. [PMID: 32936832 PMCID: PMC7494073 DOI: 10.1371/journal.pone.0238255] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Accepted: 08/12/2020] [Indexed: 12/31/2022] Open
Abstract
It was shown that the human Angiotensin-converting enzyme 2 (ACE2) is the receptor of recent coronavirus SARS-CoV-2, and variation in this gene may affect the susceptibility of a population. Therefore, we have analysed the sequence data of ACE2 among 393 samples worldwide, focusing on South Asia. Genetically, South Asians are more related to West Eurasian populations rather than to East Eurasians. In the present analyses of ACE2, we observed that the majority of South Asian haplotypes are closer to East Eurasians rather than to West Eurasians. The phylogenetic analysis suggested that the South Asian haplotypes shared with East Eurasians involved two unique event polymorphisms (rs4646120 and rs2285666). In contrast with the European/American populations, both of the SNPs have largely similar frequencies for East Eurasians and South Asians, Therefore, it is likely that among the South Asians, host susceptibility to the novel coronavirus SARS-CoV-2 will be more similar to that of East Eurasians rather than to that of Europeans.
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Affiliation(s)
- Anshika Srivastava
- Department of Zoology, Cytogenetics Laboratory, Banaras Hindu University, Varanasi, India
| | - Rudra Kumar Pandey
- Department of Zoology, Cytogenetics Laboratory, Banaras Hindu University, Varanasi, India
| | - Prajjval Pratap Singh
- Department of Zoology, Cytogenetics Laboratory, Banaras Hindu University, Varanasi, India
| | - Pramod Kumar
- National Centre for Disease Control, Delhi, India
| | | | - Rakesh Tamang
- Department of Zoology, University of Calcutta, Kolkata, India
| | - George van Driem
- Institut für Sprachwissenschaft, Universität Bern, Bern, Switzerland
| | - Pankaj Shrivastava
- Department of Home (Police), DNA Fingerprinting Unit, State Forensic Science Laboratory, Government of MP, Sagar, India
| | - Gyaneshwer Chaubey
- Department of Zoology, Cytogenetics Laboratory, Banaras Hindu University, Varanasi, India
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67
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Girisha KM, Pande S, Dalal A, Phadke SR. Untapped opportunities for rare disease gene discovery in India. Am J Med Genet A 2020; 182:3056-3059. [PMID: 32914504 DOI: 10.1002/ajmg.a.61866] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 08/22/2020] [Indexed: 11/08/2022]
Affiliation(s)
- Katta Mohan Girisha
- Department of Medical Genetics, Kasturba Medical College, Manipal, Manipal Academy of Higher Education, Manipal, India
| | - Shruti Pande
- Department of Medical Genetics, Kasturba Medical College, Manipal, Manipal Academy of Higher Education, Manipal, India
| | - Ashwin Dalal
- Diagnostics Division, Center for DNA Fingerprinting and Diagnostics, Hyderabad, India
| | - Shubha R Phadke
- Department of Medical Genetics, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow, India
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68
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Smith JA, Zhao W, Yu M, Rumfelt KE, Moorjani P, Ganna A, Dey AB, Lee J, Kardia SLR. Association Between Episodic Memory and Genetic Risk Factors for Alzheimer's Disease in South Asians from the Longitudinal Aging Study in India-Diagnostic Assessment of Dementia (LASI-DAD). J Am Geriatr Soc 2020; 68 Suppl 3:S45-S53. [PMID: 32815605 DOI: 10.1111/jgs.16735] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 04/03/2020] [Accepted: 04/23/2020] [Indexed: 12/27/2022]
Abstract
BACKGROUND/OBJECTIVES Genetic factors play an important role in Alzheimer's disease (AD) and cognitive aging. However, it is unclear whether risk loci identified in European ancestry (EA) populations have similar effects in other groups, such as South Asians. DESIGN We investigated the allelic distribution and cognitive associations of 56 known AD risk single-nucleotide polymorphisms (SNPs) identified from three EA genome-wide association studies (EA-GWASs) in a South Asian population. Single SNP and genetic risk score (GRS) associations with measures of episodic memory were assessed. SETTING The Diagnostic Assessment of Dementia for the Longitudinal Aging Study in India (LASI-DAD). PARTICIPANTS A total of 906 LASI-DAD participants from diverse states in India. MEASUREMENTS Participants were genotyped using the Illumina Global Screening Array and imputed with 1000G Phase 3v5. Cognitive measures included total learning and delayed word recall. RESULTS Although only a few SNPs were significantly associated with memory scores (P < .05), effect estimates from the EA-GWAS and the LASI-DAD showed moderate correlation (0.35-0.88) in the expected direction. GRSs were also associated with memory scores, although percentage variation explained was small (0.1%-0.6%). CONCLUSIONS Discrepancies in allele frequencies and cognitive association results suggest that genetic factors found predominantly through EA-GWASs may play a limited role in South Asians. However, the extent of differences in the genetic architecture of AD and cognition in EA and South Asians remains uncertain. There is also a critical need to perform a more comprehensive assessment of the mutational spectrum of South Asia to identify novel genetic variants associated with AD and cognition in this population. J Am Geriatr Soc 68:S45-S53, 2020.
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Affiliation(s)
- Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA.,Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, Michigan, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - Miao Yu
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - Kalee E Rumfelt
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - Priya Moorjani
- Department of Molecular and Cell Biology, University of California, Berkeley, California, USA.,Center for Computational Biology, University of California, Berkeley, California, USA
| | - Andrea Ganna
- Institute for Molecular Medicine Finland, Helsinki, Finland
| | - Aparajit B Dey
- Department of Geriatric Medicine, All India Institute of Medical Sciences, New Delhi, India
| | - Jinkook Lee
- Department of Economics, University of Southern California, Los Angeles, California, USA
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
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69
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Chaubey G. Coronavirus (SARS-CoV-2) and Mortality Rate in India: The Winning Edge. Front Public Health 2020; 8:397. [PMID: 32850604 PMCID: PMC7396667 DOI: 10.3389/fpubh.2020.00397] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Accepted: 07/06/2020] [Indexed: 12/22/2022] Open
Affiliation(s)
- Gyaneshwer Chaubey
- Cytogenetics Laboratory, Department of Zoology, Banaras Hindu University, Varanasi, India
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70
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Dai CL, Vazifeh MM, Yeang CH, Tachet R, Wells RS, Vilar MG, Daly MJ, Ratti C, Martin AR. Population Histories of the United States Revealed through Fine-Scale Migration and Haplotype Analysis. Am J Hum Genet 2020; 106:371-388. [PMID: 32142644 PMCID: PMC7058830 DOI: 10.1016/j.ajhg.2020.02.002] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2019] [Accepted: 02/05/2020] [Indexed: 12/11/2022] Open
Abstract
The population of the United States is shaped by centuries of migration, isolation, growth, and admixture between ancestors of global origins. Here, we assemble a comprehensive view of recent population history by studying the ancestry and population structure of more than 32,000 individuals in the US using genetic, ancestral birth origin, and geographic data from the National Geographic Genographic Project. We identify migration routes and barriers that reflect historical demographic events. We also uncover the spatial patterns of relatedness in subpopulations through the combination of haplotype clustering, ancestral birth origin analysis, and local ancestry inference. Examples of these patterns include substantial substructure and heterogeneity in Hispanics/Latinos, isolation-by-distance in African Americans, elevated levels of relatedness and homozygosity in Asian immigrants, and fine-scale structure in European descents. Taken together, our results provide detailed insights into the genetic structure and demographic history of the diverse US population.
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Affiliation(s)
- Chengzhen L Dai
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Mohammad M Vazifeh
- Senseable City Lab, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Chen-Hsiang Yeang
- Institute of Statistical Science, Academia Sinica, Nankang, Taipei, Taiwan
| | - Remi Tachet
- Senseable City Lab, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | | | - Miguel G Vilar
- Genographic Project, National Geographic Society, Washington, DC 20036, USA
| | - Mark J Daly
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland; Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA 02114, USA; Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Carlo Ratti
- Senseable City Lab, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Alicia R Martin
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA 02114, USA; Program in Medical and Population Genetics, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA; Stanley Center for Psychiatric Research, Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA.
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71
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Sinha S, Seth T, Colah RB, Bittles AH. Haemoglobinopathies in India: estimates of blood requirements and treatment costs for the decade 2017-2026. J Community Genet 2020; 11:39-45. [PMID: 30756298 PMCID: PMC6962406 DOI: 10.1007/s12687-019-00410-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Revised: 01/08/2019] [Accepted: 01/29/2019] [Indexed: 10/27/2022] Open
Abstract
The Government of India is presently engaged in the implementation of a prevention and control programme for two major forms of haemoglobinopathies, thalassaemia major and sickle cell disease, with guidelines for their prevention and management formulated under the National Health Mission. Based on projections for the population up to the year 2026, the annual blood requirement for treatment will increase to 9.24 million units, together with an 86% increase in budgetary requirements which then would account for over 19% of the current National Health Budget. To avert a public health crisis there is an urgent need to fully implement the prevention programme for haemoglobinopathies.
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Affiliation(s)
- Sujata Sinha
- Genomics and Public Health Foundation, Dehradun, India
- PHG Foundation, Cambridge, UK
- Dehradun, India
| | - Tulika Seth
- Genomics and Public Health Foundation, Dehradun, India
- Department of Hematology, All India Institute of Medical Sciences, New Delhi, India
| | - Roshan B. Colah
- National Institute of Immunohaematology, ICMR, Mumbai, India
| | - Alan H. Bittles
- Centre for Comparative Genomics, Murdoch University, Perth, Australia
- School of Medical and Health Sciences, Edith Cowan University, Perth, Australia
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72
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Narasimhan VM, Patterson N, Moorjani P, Rohland N, Bernardos R, Mallick S, Lazaridis I, Nakatsuka N, Olalde I, Lipson M, Kim AM, Olivieri LM, Coppa A, Vidale M, Mallory J, Moiseyev V, Kitov E, Monge J, Adamski N, Alex N, Broomandkhoshbacht N, Candilio F, Callan K, Cheronet O, Culleton BJ, Ferry M, Fernandes D, Freilich S, Gamarra B, Gaudio D, Hajdinjak M, Harney É, Harper TK, Keating D, Lawson AM, Mah M, Mandl K, Michel M, Novak M, Oppenheimer J, Rai N, Sirak K, Slon V, Stewardson K, Zalzala F, Zhang Z, Akhatov G, Bagashev AN, Bagnera A, Baitanayev B, Bendezu-Sarmiento J, Bissembaev AA, Bonora GL, Chargynov TT, Chikisheva T, Dashkovskiy PK, Derevianko A, Dobeš M, Douka K, Dubova N, Duisengali MN, Enshin D, Epimakhov A, Fribus AV, Fuller D, Goryachev A, Gromov A, Grushin SP, Hanks B, Judd M, Kazizov E, Khokhlov A, Krygin AP, Kupriyanova E, Kuznetsov P, Luiselli D, Maksudov F, Mamedov AM, Mamirov TB, Meiklejohn C, Merrett DC, Micheli R, Mochalov O, Mustafokulov S, Nayak A, Pettener D, Potts R, Razhev D, Rykun M, Sarno S, Savenkova TM, Sikhymbaeva K, Slepchenko SM, Soltobaev OA, Stepanova N, Svyatko S, Tabaldiev K, Teschler-Nicola M, Tishkin AA, Tkachev VV, et alNarasimhan VM, Patterson N, Moorjani P, Rohland N, Bernardos R, Mallick S, Lazaridis I, Nakatsuka N, Olalde I, Lipson M, Kim AM, Olivieri LM, Coppa A, Vidale M, Mallory J, Moiseyev V, Kitov E, Monge J, Adamski N, Alex N, Broomandkhoshbacht N, Candilio F, Callan K, Cheronet O, Culleton BJ, Ferry M, Fernandes D, Freilich S, Gamarra B, Gaudio D, Hajdinjak M, Harney É, Harper TK, Keating D, Lawson AM, Mah M, Mandl K, Michel M, Novak M, Oppenheimer J, Rai N, Sirak K, Slon V, Stewardson K, Zalzala F, Zhang Z, Akhatov G, Bagashev AN, Bagnera A, Baitanayev B, Bendezu-Sarmiento J, Bissembaev AA, Bonora GL, Chargynov TT, Chikisheva T, Dashkovskiy PK, Derevianko A, Dobeš M, Douka K, Dubova N, Duisengali MN, Enshin D, Epimakhov A, Fribus AV, Fuller D, Goryachev A, Gromov A, Grushin SP, Hanks B, Judd M, Kazizov E, Khokhlov A, Krygin AP, Kupriyanova E, Kuznetsov P, Luiselli D, Maksudov F, Mamedov AM, Mamirov TB, Meiklejohn C, Merrett DC, Micheli R, Mochalov O, Mustafokulov S, Nayak A, Pettener D, Potts R, Razhev D, Rykun M, Sarno S, Savenkova TM, Sikhymbaeva K, Slepchenko SM, Soltobaev OA, Stepanova N, Svyatko S, Tabaldiev K, Teschler-Nicola M, Tishkin AA, Tkachev VV, Vasilyev S, Velemínský P, Voyakin D, Yermolayeva A, Zahir M, Zubkov VS, Zubova A, Shinde VS, Lalueza-Fox C, Meyer M, Anthony D, Boivin N, Thangaraj K, Kennett DJ, Frachetti M, Pinhasi R, Reich D. The formation of human populations in South and Central Asia. Science 2019; 365:365/6457/eaat7487. [PMID: 31488661 DOI: 10.1126/science.aat7487] [Show More Authors] [Citation(s) in RCA: 291] [Impact Index Per Article: 48.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Revised: 02/19/2019] [Accepted: 07/30/2019] [Indexed: 12/12/2022]
Abstract
By sequencing 523 ancient humans, we show that the primary source of ancestry in modern South Asians is a prehistoric genetic gradient between people related to early hunter-gatherers of Iran and Southeast Asia. After the Indus Valley Civilization's decline, its people mixed with individuals in the southeast to form one of the two main ancestral populations of South Asia, whose direct descendants live in southern India. Simultaneously, they mixed with descendants of Steppe pastoralists who, starting around 4000 years ago, spread via Central Asia to form the other main ancestral population. The Steppe ancestry in South Asia has the same profile as that in Bronze Age Eastern Europe, tracking a movement of people that affected both regions and that likely spread the distinctive features shared between Indo-Iranian and Balto-Slavic languages.
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Affiliation(s)
| | - Nick Patterson
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA. .,Radcliffe Institute for Advanced Study, Harvard University, Cambridge, MA 02138, USA
| | - Priya Moorjani
- Department of Molecular and Cell Biology, University of California, Berkeley, CA 94720, USA.,Center for Computational Biology, University of California, Berkeley, CA 94720, USA
| | - Nadin Rohland
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Rebecca Bernardos
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Swapan Mallick
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Iosif Lazaridis
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Nathan Nakatsuka
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Harvard-MIT Division of Health Sciences and Technology, Harvard Medical School, Boston, MA 02115, USA
| | - Iñigo Olalde
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Mark Lipson
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Alexander M Kim
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Department of Anthropology, Harvard University, Cambridge, MA 02138, USA
| | - Luca M Olivieri
- ISMEO - International Association of Mediterranean and Oriental Studies, Italian Archaeological Mission in Pakistan, 19200 Saidu Sharif (Swat), Pakistan
| | - Alfredo Coppa
- Department of Environmental Biology, Sapienza University, Rome 00185, Italy
| | - Massimo Vidale
- ISMEO - International Association of Mediterranean and Oriental Studies, Italian Archaeological Mission in Pakistan, 19200 Saidu Sharif (Swat), Pakistan.,Department of Cultural Heritage: Archaeology and History of Art, Cinema and Music, University of Padua, Padua 35139, Italy
| | - James Mallory
- School of Natural and Built Environment, Queen's University Belfast, Belfast BT7 1NN, Northern Ireland, UK
| | - Vyacheslav Moiseyev
- Peter the Great Museum of Anthropology and Ethnography (Kunstkamera), Russian Academy of Science, St. Petersburg 199034, Russia
| | - Egor Kitov
- Center of Physical Anthropology, Institute of Ethnology and Anthropology, Russian Academy of Sciences, Moscow 119991, Russia.,A.Kh. Margulan Institute of Archaeology, Almaty 050010, Kazakhstan.,Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan
| | - Janet Monge
- University of Pennsylvania Museum of Archaeology and Anthropology, Philadelphia, PA 19104, USA
| | - Nicole Adamski
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Neel Alex
- Department of Electrical Engineering and Computer Science, University of California, Berkeley, CA 94720, USA
| | - Nasreen Broomandkhoshbacht
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Francesca Candilio
- Earth Institute, University College Dublin, Dublin 4, Ireland.,Soprintendenza Archeologia, Belle Arti e Paesaggio per la Città Metropolitana di Cagliari e le Province di Oristano e Sud Sardegna, Cagliari 09124, Italy
| | - Kimberly Callan
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Olivia Cheronet
- Earth Institute, University College Dublin, Dublin 4, Ireland.,School of Archaeology, University College Dublin, Dublin 4, Ireland.,Department of Evolutionary Anthropology, University of Vienna, 1090 Vienna, Austria
| | - Brendan J Culleton
- Institutes of Energy and the Environment, Pennsylvania State University, University Park, PA 16802, USA
| | - Matthew Ferry
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Daniel Fernandes
- Earth Institute, University College Dublin, Dublin 4, Ireland.,School of Archaeology, University College Dublin, Dublin 4, Ireland.,Department of Evolutionary Anthropology, University of Vienna, 1090 Vienna, Austria.,CIAS, Department of Life Sciences, University of Coimbra, Coimbra 3000-456, Portugal
| | - Suzanne Freilich
- Department of Evolutionary Anthropology, University of Vienna, 1090 Vienna, Austria
| | - Beatriz Gamarra
- Earth Institute, University College Dublin, Dublin 4, Ireland.,School of Archaeology, University College Dublin, Dublin 4, Ireland.,Catalan Institute of Human Paleoecology and Social Evolution (IPHES), Tarragona 43007, Spain
| | - Daniel Gaudio
- Earth Institute, University College Dublin, Dublin 4, Ireland.,School of Archaeology, University College Dublin, Dublin 4, Ireland
| | - Mateja Hajdinjak
- Max Planck Institute for Evolutionary Anthropology, Leipzig 04103, Germany
| | - Éadaoin Harney
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA.,Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA
| | - Thomas K Harper
- Department of Anthropology, Pennsylvania State University, University Park, PA 16802, USA
| | - Denise Keating
- Earth Institute, University College Dublin, Dublin 4, Ireland
| | - Ann Marie Lawson
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Matthew Mah
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Kirsten Mandl
- Department of Evolutionary Anthropology, University of Vienna, 1090 Vienna, Austria
| | - Megan Michel
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Mario Novak
- Earth Institute, University College Dublin, Dublin 4, Ireland.,Institute for Anthropological Research, Zagreb 10000, Croatia
| | - Jonas Oppenheimer
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Niraj Rai
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad 500 007, India.,Birbal Sahni Institute of Palaeosciences, Lucknow 226007, India
| | - Kendra Sirak
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Earth Institute, University College Dublin, Dublin 4, Ireland.,Department of Anthropology, Emory University, Atlanta, GA 30322, USA
| | - Viviane Slon
- Max Planck Institute for Evolutionary Anthropology, Leipzig 04103, Germany
| | - Kristin Stewardson
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Fatma Zalzala
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Zhao Zhang
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Gaziz Akhatov
- A.Kh. Margulan Institute of Archaeology, Almaty 050010, Kazakhstan
| | - Anatoly N Bagashev
- Tyumen Scientific Centre SB RAS, Institute of the Problems of Northern Development, Tyumen 625003, Russia
| | - Alessandra Bagnera
- ISMEO - International Association of Mediterranean and Oriental Studies, Italian Archaeological Mission in Pakistan, 19200 Saidu Sharif (Swat), Pakistan
| | | | - Julio Bendezu-Sarmiento
- CNRS-EXT500, Directeur de la Delegation Archaologique Francaise en Afghanistan (DAFA), Embassy of France in Kabul, Afghanistan
| | - Arman A Bissembaev
- A.Kh. Margulan Institute of Archaeology, Almaty 050010, Kazakhstan.,Aktobe Regional Historical Museum, Aktobe 030006, Kazakhstan
| | - Gian Luca Bonora
- Archaeology of Asia Department, ISMEO - International Association of Mediterranean and Oriental Studies, Rome RM00186, Italy
| | | | - Tatiana Chikisheva
- Institute of Archaeology and Ethnography, Siberian Branch, Russian Academy of Sciences, Novosibirsk 630090, Russia
| | - Petr K Dashkovskiy
- Department of Political History, National and State-Confessional Relations, Altai State University, Barnaul 656049, Russia
| | - Anatoly Derevianko
- Institute of Archaeology and Ethnography, Siberian Branch, Russian Academy of Sciences, Novosibirsk 630090, Russia
| | - Miroslav Dobeš
- Institute of Archaeology, Czech Academy of Sciences, Prague 118 01, Czech Republic
| | - Katerina Douka
- Department of Archaeology, Max Planck Institute for the Science of Human History, Jena 07745, Germany.,Oxford Radiocarbon Accelerator Unit, Research Laboratory for Archaeology and the History of Art, University of Oxford, Oxford OX1 3QY, UK
| | - Nadezhda Dubova
- Center of Physical Anthropology, Institute of Ethnology and Anthropology, Russian Academy of Sciences, Moscow 119991, Russia
| | | | - Dmitry Enshin
- Tyumen Scientific Centre SB RAS, Institute of the Problems of Northern Development, Tyumen 625003, Russia
| | - Andrey Epimakhov
- Institute of History and Archaeology, Ural Branch RAS, Yekaterinburg 620990, Russia.,South Ural State University, Chelyabinsk 454080, Russia
| | - Alexey V Fribus
- Department of Archaeology, Kemerovo State University, Kemerovo 650043, Russia
| | - Dorian Fuller
- Institute of Archaeology, University College London, London WC1H 0PY, UK.,School of Cultural Heritage, Northwest University, Shanxi, 710069, China
| | - Alexander Goryachev
- Tyumen Scientific Centre SB RAS, Institute of the Problems of Northern Development, Tyumen 625003, Russia
| | - Andrey Gromov
- Peter the Great Museum of Anthropology and Ethnography (Kunstkamera), Russian Academy of Science, St. Petersburg 199034, Russia
| | - Sergey P Grushin
- Department of Archaeology, Ethnography and Museology, Altai State University, Barnaul 656049, Russia
| | - Bryan Hanks
- Department of Anthropology, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Margaret Judd
- Department of Anthropology, University of Pittsburgh, Pittsburgh, PA 15260, USA
| | - Erlan Kazizov
- A.Kh. Margulan Institute of Archaeology, Almaty 050010, Kazakhstan
| | - Aleksander Khokhlov
- Samara State University of Social Sciences and Education, Samara 443099, Russia
| | - Aleksander P Krygin
- West Kazakhstan Regional Center for History and Archaeology, Uralsk 090000, Kazakhstan
| | - Elena Kupriyanova
- Scientific and Educational Center of Study on the Problem of Nature and Man, Chelyabinsk State University, Chelyabinsk 454021, Russia
| | - Pavel Kuznetsov
- Samara State University of Social Sciences and Education, Samara 443099, Russia
| | - Donata Luiselli
- Department of Cultural Heritage, University of Bologna, 48121 Ravenna, Italy
| | - Farhod Maksudov
- Institute for Archaeological Research, Uzbekistan Academy of Sciences, Samarkand 140151, Uzbekistan
| | - Aslan M Mamedov
- Center for Research, Restoration and Protection of Historical and Cultural Heritage of Aktobe Region, Aktobe 030007, Kazakhstan
| | - Talgat B Mamirov
- A.Kh. Margulan Institute of Archaeology, Almaty 050010, Kazakhstan
| | | | - Deborah C Merrett
- Department of Archaeology, Simon Fraser University, Burnaby, BC V5A 1S6, Canada
| | - Roberto Micheli
- ISMEO - International Association of Mediterranean and Oriental Studies, Italian Archaeological Mission in Pakistan, 19200 Saidu Sharif (Swat), Pakistan.,MiBAC - Ministero per i Beni e le Attività Culturali - Soprintendenza Archeologia, belle arti e paesaggio del Friuli Venezia Giulia, 34135 Trieste, Italy
| | - Oleg Mochalov
- Samara State University of Social Sciences and Education, Samara 443099, Russia
| | - Samariddin Mustafokulov
- Institute for Archaeological Research, Uzbekistan Academy of Sciences, Samarkand 140151, Uzbekistan.,Afrosiab Museum, Samarkand 140151, Uzbekistan
| | - Ayushi Nayak
- Department of Archaeology, Max Planck Institute for the Science of Human History, Jena 07745, Germany
| | - Davide Pettener
- Department of Biological, Geological and Environmental Sciences, Alma Mater Studiorum - University of Bologna, Bologna 40126, Italy
| | - Richard Potts
- Human Origins Program, National Museum of Natural History, Smithsonian Institution, Washington, DC 20013, USA
| | - Dmitry Razhev
- Tyumen Scientific Centre SB RAS, Institute of the Problems of Northern Development, Tyumen 625003, Russia
| | - Marina Rykun
- National Research Tomsk State University, Tomsk 634050, Russia
| | - Stefania Sarno
- Department of Biological, Geological and Environmental Sciences, Alma Mater Studiorum - University of Bologna, Bologna 40126, Italy
| | - Tatyana M Savenkova
- F. Voino-Yasenetsky Krasnoyarsk State Medical University, Krasnoyarsk 660022, Russia
| | - Kulyan Sikhymbaeva
- Central State Museum Republic of Kazakhstan, Samal-1 Microdistrict, Almaty 050010, Kazakhstan
| | - Sergey M Slepchenko
- Tyumen Scientific Centre SB RAS, Institute of the Problems of Northern Development, Tyumen 625003, Russia
| | | | - Nadezhda Stepanova
- Institute of Archaeology and Ethnography, Siberian Branch, Russian Academy of Sciences, Novosibirsk 630090, Russia
| | - Svetlana Svyatko
- Peter the Great Museum of Anthropology and Ethnography (Kunstkamera), Russian Academy of Science, St. Petersburg 199034, Russia.,CHRONO Centre for Climate, the Environment, and Chronology, Queen's University of Belfast, Belfast BT7 1NN, Northern Ireland, UK
| | | | - Maria Teschler-Nicola
- Department of Evolutionary Anthropology, University of Vienna, 1090 Vienna, Austria.,Department of Anthropology, Natural History Museum Vienna, 1010 Vienna, Austria
| | - Alexey A Tishkin
- Department of Archaeology, Ethnography and Museology, The Laboratory of Interdisciplinary Studies in Archaeology of Western Siberia and Altai, Altai State University, Barnaul 656049, Russia
| | | | - Sergey Vasilyev
- Center of Physical Anthropology, Institute of Ethnology and Anthropology, Russian Academy of Sciences, Moscow 119991, Russia.,Center for Egyptological Studies RAS, Moscow 119991, Russia
| | - Petr Velemínský
- Department of Anthropology, National Museum, Prague 115 79, Czech Republic
| | - Dmitriy Voyakin
- A.Kh. Margulan Institute of Archaeology, Almaty 050010, Kazakhstan.,Archaeological Expertise LLP, Almaty 050060, Kazakhstan
| | | | - Muhammad Zahir
- Department of Archaeology, Max Planck Institute for the Science of Human History, Jena 07745, Germany.,Department of Archaeology, Hazara University, Mansehra 21300, Pakistan
| | - Valery S Zubkov
- N.F. Katanov Khakassia State University, Abakan 655017, Russia
| | - Alisa Zubova
- Peter the Great Museum of Anthropology and Ethnography (Kunstkamera), Russian Academy of Science, St. Petersburg 199034, Russia
| | - Vasant S Shinde
- Department of Archaeology, Deccan College Post-Graduate and Research Institute, Pune 411006, India
| | - Carles Lalueza-Fox
- Institute of Evolutionary Biology, CSIC-Universitat Pompeu Fabra, Barcelona 08003, Spain
| | - Matthias Meyer
- Max Planck Institute for Evolutionary Anthropology, Leipzig 04103, Germany
| | - David Anthony
- Anthropology Department, Hartwick College, Oneonta, NY 13820, USA
| | - Nicole Boivin
- Department of Archaeology, Max Planck Institute for the Science of Human History, Jena 07745, Germany
| | | | - Douglas J Kennett
- Institutes of Energy and the Environment, Pennsylvania State University, University Park, PA 16802, USA.,Department of Anthropology, Pennsylvania State University, University Park, PA 16802, USA.,Department of Anthropology, University of California, Santa Barbara, CA 93106, USA
| | - Michael Frachetti
- Department of Anthropology, Washington University in St. Louis, St. Louis, MO 63112, USA. .,Spatial Analysis, Interpretation, and Exploration Laboratory, Washington University in St. Louis, St. Louis, MO 63112, USA
| | - Ron Pinhasi
- Earth Institute, University College Dublin, Dublin 4, Ireland. .,Department of Evolutionary Anthropology, University of Vienna, 1090 Vienna, Austria
| | - David Reich
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA. .,Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA.,Max Planck-Harvard Research Center for the Archaeoscience of the Ancient Mediterranean, Cambridge, MA 02138, USA
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Abstract
To an extent the question posed in the title of this paper can simply be answered in the affirmative. Based on the extensive data available from the National Family Health Survey-1 (NFHS-1) conducted in 1992-93 and NFHS-4 in 2015-16 there has been a significant overall decline of some 19% in the prevalence of consanguineous marriage in India. However, when examined at state level the picture is more complex, with large reductions in consanguinity in southern states where intra-familial marriage previously has been strongly favoured, whereas in some northern states in which close kin unions traditionally have been proscribed small increases were recorded. In a country such as India, comprising an estimated 18% of the current world population and with multiple ethnic, religious, geographical and social sub-divisions, apparently contrary findings of this nature are not unexpected - especially given the major shifts that are underway in family sizes, in education and employment, and with rapid urbanization. The changing health profile of the population also is an important factor, with non-communicable diseases now responsible for a majority of morbidity and premature mortality in adulthood. The degree to which future alterations in the prevalence and profile of consanguineous marriage occur, and at what rate, is difficult to predict - the more so given the markedly diverse cultural identities that remain extant across the Sub-Continent, and ongoing intra-community endogamy.
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74
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The GenomeAsia 100K Project enables genetic discoveries across Asia. Nature 2019; 576:106-111. [PMID: 31802016 PMCID: PMC7054211 DOI: 10.1038/s41586-019-1793-z] [Citation(s) in RCA: 270] [Impact Index Per Article: 45.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Accepted: 10/11/2019] [Indexed: 12/30/2022]
Abstract
The underrepresentation of non-Europeans in human genetic studies so far has limited the diversity of individuals in genomic datasets and led to reduced medical relevance for a large proportion of the world’s population. Population-specific reference genome datasets as well as genome-wide association studies in diverse populations are needed to address this issue. Here we describe the pilot phase of the GenomeAsia 100K Project. This includes a whole-genome sequencing reference dataset from 1,739 individuals of 219 population groups and 64 countries across Asia. We catalogue genetic variation, population structure, disease associations and founder effects. We also explore the use of this dataset in imputation, to facilitate genetic studies in populations across Asia and worldwide. Using whole-genome sequencing data from 1,739 individuals, the GenomeAsia 100K Project catalogues genetic variation, population structure and disease associations to facilitate genetic studies in Asian populations and increase representation in genetics studies worldwide.
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75
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Halachev M, Meynert A, Taylor MS, Vitart V, Kerr SM, Klaric L, S. G. P. Consortium, Aitman TJ, Haley CS, Prendergast JG, Pugh C, Hume DA, Harris SE, Liewald DC, Deary IJ, Semple CA, Wilson JF. Increased ultra-rare variant load in an isolated Scottish population impacts exonic and regulatory regions. PLoS Genet 2019; 15:e1008480. [PMID: 31765389 PMCID: PMC6901239 DOI: 10.1371/journal.pgen.1008480] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Revised: 12/09/2019] [Accepted: 10/15/2019] [Indexed: 01/03/2023] Open
Abstract
Human population isolates provide a snapshot of the impact of historical demographic processes on population genetics. Such data facilitate studies of the functional impact of rare sequence variants on biomedical phenotypes, as strong genetic drift can result in higher frequencies of variants that are otherwise rare. We present the first whole genome sequencing (WGS) study of the VIKING cohort, a representative collection of samples from the isolated Shetland population in northern Scotland, and explore how its genetic characteristics compare to a mainland Scottish population. Our analyses reveal the strong contributions played by the founder effect and genetic drift in shaping genomic variation in the VIKING cohort. About one tenth of all high-quality variants discovered are unique to the VIKING cohort or are seen at frequencies at least ten fold higher than in more cosmopolitan control populations. Multiple lines of evidence also suggest relaxation of purifying selection during the evolutionary history of the Shetland isolate. We demonstrate enrichment of ultra-rare VIKING variants in exonic regions and for the first time we also show that ultra-rare variants are enriched within regulatory regions, particularly promoters, suggesting that gene expression patterns may diverge relatively rapidly in human isolates.
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Affiliation(s)
- Mihail Halachev
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
| | - Alison Meynert
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
| | - Martin S. Taylor
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
| | - Veronique Vitart
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
| | - Shona M. Kerr
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
| | - Lucija Klaric
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
| | | | - Timothy J. Aitman
- Centre for Genomic and Experimental Medicine, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
| | - Chris S. Haley
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
- The Roslin Institute, University of Edinburgh, Easter Bush, Midlothian, United Kingdom
| | - James G. Prendergast
- The Roslin Institute, University of Edinburgh, Easter Bush, Midlothian, United Kingdom
| | - Carys Pugh
- Centre for Clinical Brain Sciences, Division of Psychiatry, University of Edinburgh, Royal Edinburgh Hospital, Edinburgh, United Kingdom
| | - David A. Hume
- Mater Research Institute, University of Queensland, Woolloongabba, Australia
| | - Sarah E. Harris
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, University of Edinburgh, George Square, Edinburgh, United Kingdom
| | - David C. Liewald
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, University of Edinburgh, George Square, Edinburgh, United Kingdom
| | - Ian J. Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, School of Philosophy, Psychology and Language Sciences, University of Edinburgh, George Square, Edinburgh, United Kingdom
| | - Colin A. Semple
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
| | - James F. Wilson
- MRC Human Genetics Unit, MRC IGMM, University of Edinburgh, Crewe Road, Edinburgh, United Kingdom
- Centre for Global Health Research, Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Teviot Place, Edinburgh, United Kingdom
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76
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Clark DW, Okada Y, Moore KHS, Mason D, Pirastu N, Gandin I, Mattsson H, Barnes CLK, Lin K, Zhao JH, Deelen P, Rohde R, Schurmann C, Guo X, Giulianini F, Zhang W, Medina-Gomez C, Karlsson R, Bao Y, Bartz TM, Baumbach C, Biino G, Bixley MJ, Brumat M, Chai JF, Corre T, Cousminer DL, Dekker AM, Eccles DA, van Eijk KR, Fuchsberger C, Gao H, Germain M, Gordon SD, de Haan HG, Harris SE, Hofer E, Huerta-Chagoya A, Igartua C, Jansen IE, Jia Y, Kacprowski T, Karlsson T, Kleber ME, Li SA, Li-Gao R, Mahajan A, Matsuda K, Meidtner K, Meng W, Montasser ME, van der Most PJ, Munz M, Nutile T, Palviainen T, Prasad G, Prasad RB, Priyanka TDS, Rizzi F, Salvi E, Sapkota BR, Shriner D, Skotte L, Smart MC, Smith AV, van der Spek A, Spracklen CN, Strawbridge RJ, Tajuddin SM, Trompet S, Turman C, Verweij N, Viberti C, Wang L, Warren HR, Wootton RE, Yanek LR, Yao J, Yousri NA, Zhao W, Adeyemo AA, Afaq S, Aguilar-Salinas CA, Akiyama M, Albert ML, Allison MA, Alver M, Aung T, Azizi F, Bentley AR, Boeing H, Boerwinkle E, Borja JB, de Borst GJ, Bottinger EP, Broer L, Campbell H, Chanock S, Chee ML, Chen G, et alClark DW, Okada Y, Moore KHS, Mason D, Pirastu N, Gandin I, Mattsson H, Barnes CLK, Lin K, Zhao JH, Deelen P, Rohde R, Schurmann C, Guo X, Giulianini F, Zhang W, Medina-Gomez C, Karlsson R, Bao Y, Bartz TM, Baumbach C, Biino G, Bixley MJ, Brumat M, Chai JF, Corre T, Cousminer DL, Dekker AM, Eccles DA, van Eijk KR, Fuchsberger C, Gao H, Germain M, Gordon SD, de Haan HG, Harris SE, Hofer E, Huerta-Chagoya A, Igartua C, Jansen IE, Jia Y, Kacprowski T, Karlsson T, Kleber ME, Li SA, Li-Gao R, Mahajan A, Matsuda K, Meidtner K, Meng W, Montasser ME, van der Most PJ, Munz M, Nutile T, Palviainen T, Prasad G, Prasad RB, Priyanka TDS, Rizzi F, Salvi E, Sapkota BR, Shriner D, Skotte L, Smart MC, Smith AV, van der Spek A, Spracklen CN, Strawbridge RJ, Tajuddin SM, Trompet S, Turman C, Verweij N, Viberti C, Wang L, Warren HR, Wootton RE, Yanek LR, Yao J, Yousri NA, Zhao W, Adeyemo AA, Afaq S, Aguilar-Salinas CA, Akiyama M, Albert ML, Allison MA, Alver M, Aung T, Azizi F, Bentley AR, Boeing H, Boerwinkle E, Borja JB, de Borst GJ, Bottinger EP, Broer L, Campbell H, Chanock S, Chee ML, Chen G, Chen YDI, Chen Z, Chiu YF, Cocca M, Collins FS, Concas MP, Corley J, Cugliari G, van Dam RM, Damulina A, Daneshpour MS, Day FR, Delgado GE, Dhana K, Doney ASF, Dörr M, Doumatey AP, Dzimiri N, Ebenesersdóttir SS, Elliott J, Elliott P, Ewert R, Felix JF, Fischer K, Freedman BI, Girotto G, Goel A, Gögele M, Goodarzi MO, Graff M, Granot-Hershkovitz E, Grodstein F, Guarrera S, Gudbjartsson DF, Guity K, Gunnarsson B, Guo Y, Hagenaars SP, Haiman CA, Halevy A, Harris TB, Hedayati M, van Heel DA, Hirata M, Höfer I, Hsiung CA, Huang J, Hung YJ, Ikram MA, Jagadeesan A, Jousilahti P, Kamatani Y, Kanai M, Kerrison ND, Kessler T, Khaw KT, Khor CC, de Kleijn DPV, Koh WP, Kolcic I, Kraft P, Krämer BK, Kutalik Z, Kuusisto J, Langenberg C, Launer LJ, Lawlor DA, Lee IT, Lee WJ, Lerch MM, Li L, Liu J, Loh M, London SJ, Loomis S, Lu Y, Luan J, Mägi R, Manichaikul AW, Manunta P, Másson G, Matoba N, Mei XW, Meisinger C, Meitinger T, Mezzavilla M, Milani L, Millwood IY, Momozawa Y, Moore A, Morange PE, Moreno-Macías H, Mori TA, Morrison AC, Muka T, Murakami Y, Murray AD, de Mutsert R, Mychaleckyj JC, Nalls MA, Nauck M, Neville MJ, Nolte IM, Ong KK, Orozco L, Padmanabhan S, Pálsson G, Pankow JS, Pattaro C, Pattie A, Polasek O, Poulter N, Pramstaller PP, Quintana-Murci L, Räikkönen K, Ralhan S, Rao DC, van Rheenen W, Rich SS, Ridker PM, Rietveld CA, Robino A, van Rooij FJA, Ruggiero D, Saba Y, Sabanayagam C, Sabater-Lleal M, Sala CF, Salomaa V, Sandow K, Schmidt H, Scott LJ, Scott WR, Sedaghati-Khayat B, Sennblad B, van Setten J, Sever PJ, Sheu WHH, Shi Y, Shrestha S, Shukla SR, Sigurdsson JK, Sikka TT, Singh JR, Smith BH, Stančáková A, Stanton A, Starr JM, Stefansdottir L, Straker L, Sulem P, Sveinbjornsson G, Swertz MA, Taylor AM, Taylor KD, Terzikhan N, Tham YC, Thorleifsson G, Thorsteinsdottir U, Tillander A, Tracy RP, Tusié-Luna T, Tzoulaki I, Vaccargiu S, Vangipurapu J, Veldink JH, Vitart V, Völker U, Vuoksimaa E, Wakil SM, Waldenberger M, Wander GS, Wang YX, Wareham NJ, Wild S, Yajnik CS, Yuan JM, Zeng L, Zhang L, Zhou J, Amin N, Asselbergs FW, Bakker SJL, Becker DM, Lehne B, Bennett DA, van den Berg LH, Berndt SI, Bharadwaj D, Bielak LF, Bochud M, Boehnke M, Bouchard C, Bradfield JP, Brody JA, Campbell A, Carmi S, Caulfield MJ, Cesarini D, Chambers JC, Chandak GR, Cheng CY, Ciullo M, Cornelis M, Cusi D, Smith GD, Deary IJ, Dorajoo R, van Duijn CM, Ellinghaus D, Erdmann J, Eriksson JG, Evangelou E, Evans MK, Faul JD, Feenstra B, Feitosa M, Foisy S, Franke A, Friedlander Y, Gasparini P, Gieger C, Gonzalez C, Goyette P, Grant SFA, Griffiths LR, Groop L, Gudnason V, Gyllensten U, Hakonarson H, Hamsten A, van der Harst P, Heng CK, Hicks AA, Hochner H, Huikuri H, Hunt SC, Jaddoe VWV, De Jager PL, Johannesson M, Johansson Å, Jonas JB, Jukema JW, Junttila J, Kaprio J, Kardia SLR, Karpe F, Kumari M, Laakso M, van der Laan SW, Lahti J, Laudes M, Lea RA, Lieb W, Lumley T, Martin NG, März W, Matullo G, McCarthy MI, Medland SE, Merriman TR, Metspalu A, Meyer BF, Mohlke KL, Montgomery GW, Mook-Kanamori D, Munroe PB, North KE, Nyholt DR, O'connell JR, Ober C, Oldehinkel AJ, Palmas W, Palmer C, Pasterkamp GG, Patin E, Pennell CE, Perusse L, Peyser PA, Pirastu M, Polderman TJC, Porteous DJ, Posthuma D, Psaty BM, Rioux JD, Rivadeneira F, Rotimi C, Rotter JI, Rudan I, Den Ruijter HM, Sanghera DK, Sattar N, Schmidt R, Schulze MB, Schunkert H, Scott RA, Shuldiner AR, Sim X, Small N, Smith JA, Sotoodehnia N, Tai ES, Teumer A, Timpson NJ, Toniolo D, Tregouet DA, Tuomi T, Vollenweider P, Wang CA, Weir DR, Whitfield JB, Wijmenga C, Wong TY, Wright J, Yang J, Yu L, Zemel BS, Zonderman AB, Perola M, Magnusson PKE, Uitterlinden AG, Kooner JS, Chasman DI, Loos RJF, Franceschini N, Franke L, Haley CS, Hayward C, Walters RG, Perry JRB, Esko T, Helgason A, Stefansson K, Joshi PK, Kubo M, Wilson JF. Associations of autozygosity with a broad range of human phenotypes. Nat Commun 2019; 10:4957. [PMID: 31673082 PMCID: PMC6823371 DOI: 10.1038/s41467-019-12283-6] [Show More Authors] [Citation(s) in RCA: 76] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2018] [Accepted: 08/30/2019] [Indexed: 11/20/2022] Open
Abstract
In many species, the offspring of related parents suffer reduced reproductive success, a phenomenon known as inbreeding depression. In humans, the importance of this effect has remained unclear, partly because reproduction between close relatives is both rare and frequently associated with confounding social factors. Here, using genomic inbreeding coefficients (FROH) for >1.4 million individuals, we show that FROH is significantly associated (p < 0.0005) with apparently deleterious changes in 32 out of 100 traits analysed. These changes are associated with runs of homozygosity (ROH), but not with common variant homozygosity, suggesting that genetic variants associated with inbreeding depression are predominantly rare. The effect on fertility is striking: FROH equivalent to the offspring of first cousins is associated with a 55% decrease [95% CI 44-66%] in the odds of having children. Finally, the effects of FROH are confirmed within full-sibling pairs, where the variation in FROH is independent of all environmental confounding.
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Affiliation(s)
- David W Clark
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, EH8 9AG, Scotland
| | - Yukinori Okada
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Osaka, 565-0871, Japan
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa, 230-0045, Japan
- Laboratory of Statistical Immunology, Immunology Frontier Research Center (WPI-IFReC), Osaka University, Suita, Osaka, 565-0871, Japan
| | | | - Dan Mason
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Trust, Bradford, BD96RJ, UK
| | - Nicola Pirastu
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, EH8 9AG, Scotland
| | - Ilaria Gandin
- Research Unit, Area Science Park, Trieste, 34149, Italy
- Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy
| | - Hannele Mattsson
- Unit of Public Health Solutions, National Institute for Health and Welfare, Helsinki, Finland
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
| | - Catriona L K Barnes
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, EH8 9AG, Scotland
| | - Kuang Lin
- Nuffield Department of Population Health, University of Oxford, Oxford, OX3 7LF, UK
| | - Jing Hua Zhao
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
- Cardiovascular Epidemiology Unit, Department of Public health and Primary Care, University of Cambridge, Cambridge, CB1 8RN, UK
| | - Patrick Deelen
- Department of Genetics, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands, Groningen, Groningen, 9700 RB, The Netherlands
| | - Rebecca Rohde
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, 27514, USA
| | - Claudia Schurmann
- The Charles Bronfman Institute for Personalized Medicine, Ichan School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Xiuqing Guo
- Division of Genomic Outcomes, Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California, 90502, USA
| | - Franco Giulianini
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, 02215, USA
| | - Weihua Zhang
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital, Middlesex, Middlesex, UB1 3HW, UK
| | - Carolina Medina-Gomez
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- The Generation R Study Group, Erasmus University Medical Center, Rotterdam, 3015 CN, The Netherlands
| | - Robert Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, 17177, Sweden
| | - Yanchun Bao
- Institute for Social and Economic Research, University of Essex, Colchester, CO4 3SQ, UK
| | - Traci M Bartz
- Cardiovascular Health Research Unit, Departments of Biostatistics and Medicine, University of Washington, Seattle, WA, 98101, USA
| | - Clemens Baumbach
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
| | - Ginevra Biino
- Institute of Molecular Genetics, National Research Council of Italy, Pavia, 27100, Italy
| | - Matthew J Bixley
- Department of Biochemistry, University of Otago, Dunedin, 9054, New Zealand
| | - Marco Brumat
- Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy
| | - Jin-Fang Chai
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore, 117549, Singapore
| | - Tanguy Corre
- Department of Computational Biology, University of Lausanne, Lausanne, 1011, Switzerland
- Center for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland
| | - Diana L Cousminer
- Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Annelot M Dekker
- Department of Neurology, Brain Centre Rudolf Magnus, University Medical Centre Utrecht, Utrecht University, Utrecht, 3584 CX, The Netherlands
| | - David A Eccles
- Genomics Research Centre, School of Biomedical Sciences, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Queensland, 4059, Australia
- Malaghan Institute of Medical Research, Wellington, 6242, New Zealand
| | - Kristel R van Eijk
- Department of Neurology, Brain Centre Rudolf Magnus, University Medical Centre Utrecht, Utrecht University, Utrecht, 3584 CX, The Netherlands
| | - Christian Fuchsberger
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, 39100, Italy
| | - He Gao
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- MRC-PHE Centre for Environment and Health, Imperial College London, London, W2 1PG, UK
| | - Marine Germain
- INSERM UMR_S 1166, Sorbonne Universités, Paris, 75013, France
- ICAN Institute for Cardiometabolism and Nutrition, Paris, 75013, France
| | - Scott D Gordon
- QIMR Berghofer Institute of Medical Research, Brisbane, Australia
| | - Hugoline G de Haan
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2333 ZA, The Netherlands
| | - Sarah E Harris
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Centre for Genomic & Experimental Medicine, Institute of Genetics & Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Edith Hofer
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, 8036, Austria
- Institute of Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, 8036, Austria
| | - Alicia Huerta-Chagoya
- CONACyT, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico, 03940, México
| | - Catherine Igartua
- Department of Human Genetics, University of Chicago, Chicago, IL, 60637, USA
| | - Iris E Jansen
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, 1081 HV, The Netherlands
- Alzheimer Center Department of Neurology, VU University Medical Center, Amsterdam Neuroscience, Amsterdam, 1081HV, The Netherlands
| | - Yucheng Jia
- Division of Genomic Outcomes, Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California, 90502, USA
| | - Tim Kacprowski
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, 17475, Germany
- Chair of Experimental Bioinformatics, TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising-Weihenstephan, 85354, Germany
| | - Torgny Karlsson
- Department of Immunology, Genetics and Pathology, Science for Life Laboratory, Uppsala University, 75108, Uppsala, Sweden
| | - Marcus E Kleber
- Vth Department of Medicine (Nephrology, Hypertensiology, Rheumatology, Endocrinology, Diabetology), Medical Faculty Mannheim, Heidelberg University, Mannheim, 68167, Germany
| | - Shengchao Alfred Li
- Cancer Genomics Research Laboratory, Leidos Biomedical Research, Inc., Frederick National Lab for Cancer Research, Frederick, MD, USA
| | - Ruifang Li-Gao
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2333 ZA, The Netherlands
| | - Anubha Mahajan
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
| | - Koichi Matsuda
- Department of Computational Biology and Medical Sciences, Graduate school of Frontier Sciences, The University of Tokyo, Tokyo, 108-8639, Japan
| | - Karina Meidtner
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
- German Center for Diabetes Research (DZD), München-Neuherberg, Germany
| | - Weihua Meng
- Medical Research Institute, Ninewells Hospital and School of Medicine, University of Dundee, Dundee, UK
| | - May E Montasser
- Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, MD, 21201, USA
- Program for Personalized and Genomic Medicine, Department of Medicine, University of Maryland, School of Medicine, Baltimore, MD, 21201, USA
| | - Peter J van der Most
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands
| | - Matthias Munz
- Institute for Cardiogenetics, University of Lübeck, Lübeck, 23562, Germany
- DZHK (German Research Centre for Cardiovascular Research), partner site Hamburg/Lübeck/Kiel, Lübeck, 23562, Germany
- University Heart Center Luebeck, Lübeck, 23562, Germany
- Charité - University Medicine Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Institute for Dental and Craniofacial Sciences, Department of Periodontology and Synoptic Dentistry, Berlin, Germany
| | - Teresa Nutile
- Institute of Genetics and Biophysics A. Buzzati-Traverso - CNR, Naples, 80131, Italy
| | - Teemu Palviainen
- Finnish Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
| | - Gauri Prasad
- Genomics and Molecular Medicine Unit, CSIR-Institute of Genomics and Integrative Biology, New Delhi, 110020, India
| | - Rashmi B Prasad
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Lund University, Skåne University Hospital, Malmö, 20502, Sweden
| | - Tallapragada Divya Sri Priyanka
- Genomic Research on Complex diseases (GRC Group), CSIR-Centre for Cellular and Molecular Biology, Hyderabad, Telangana, 500007, India
| | - Federica Rizzi
- ePhood Scientific Unit, ePhood SRL, Bresso (Milano), 20091, Italy
- Department of Health Sciences, University of Milano, Milano, 20139, Italy
| | - Erika Salvi
- Department of Health Sciences, University of Milano, Milano, 20139, Italy
- Neuroalgology Unit, IRCCS Foundation Carlo Besta Neurological Institute, Milano, 20133, Italy
| | - Bishwa R Sapkota
- Department of Pediatrics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, OK, 73104, USA
| | - Daniel Shriner
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, 20892-5635, USA
| | - Line Skotte
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, DK-2300, Denmark
| | - Melissa C Smart
- Institute for Social and Economic Research, University of Essex, Colchester, CO4 3SQ, UK
| | - Albert Vernon Smith
- Icelandic Heart Association, Kopavogur, 201, Iceland
- Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, 101, Iceland
| | - Ashley van der Spek
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
| | | | - Rona J Strawbridge
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, G12 8RZ, UK
- Cardiovascular Medicine Unit, Department of Medicine Solna, Centre for Molecular Medicine, Karolinska Institutet, Stockholm, 171 76, Sweden
| | - Salman M Tajuddin
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore City, Maryland, 21224, USA
| | - Stella Trompet
- Department of Cardiology, Leiden University Medical Center, Leiden, 2300 RC, the Netherlands
- Section of Gerontology and Geriatrics, Department of Internal Medicine, Leiden University Medical Center, Leiden, 2300RC, the Netherlands
| | - Constance Turman
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Niek Verweij
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Ther Netherlands, Groningen, 9713 GZ, the Netherlands
| | - Clara Viberti
- Italian Institute for Genomic Medicine (IIGM) and Dept. Medical Sciences, University of Turin, Italy, Turin, 10126, Italy
| | - Lihua Wang
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, Saint Louis, MO, 63110-1093, USA
| | - Helen R Warren
- NIHR Barts Cardiovascular Biomedical Research Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
- Department of Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
| | - Robyn E Wootton
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, BS8 2BN, UK
- School of Psychological Science, University of Bristol, Bristol, BS8 1TU, UK
| | - Lisa R Yanek
- Department of Medicine, GeneSTAR Research Program, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA
| | - Jie Yao
- Division of Genomic Outcomes, Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California, 90502, USA
| | - Noha A Yousri
- Department of Genetic Medicine, Weill Cornell Medicine Qatar, Doha, Qatar
- Computer and Systems Engineering, Alexandria University, Alexandria, Egypt
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Adebowale A Adeyemo
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, 20892-5635, USA
| | - Saima Afaq
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
| | - Carlos Alberto Aguilar-Salinas
- Departamento de Endocrinología y Metabolismo, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico, 14080, México
- Unidad de Investigacion de Enfermades Metabolicas, Tecnologico de Monterrey, Escuela de Medicina y Ciencias de la Salud, Monterrey, N.L., 64710, México
| | - Masato Akiyama
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa, 230-0045, Japan
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Fukuoka, 812-8582, Japan
| | - Matthew L Albert
- Immunobiology of Dendritic Cells, Institut Pasteur, Paris, 75015, France
- Inserm U1223, Paris, 75015, France
- Centre for Translational Research, Institut Pasteur, Paris, 75015, France
- Department of Cancer Immunology, Genentech Inc, San Francisco, California, 94080, USA
| | - Matthew A Allison
- Division of Preventive Medicine, Department of Family Medicine and Public Health, UC San Diego School of Medicine, La Jolla, California, 92093, USA
| | - Maris Alver
- Estonian Genome Center, University of Tartu, University of Tartu, Tartu, 51010, Estonia
| | - Tin Aung
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore, 169856, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore, 169857, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore, 119228, SG, Singapore
| | - Fereidoun Azizi
- Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, 19839-63113, Iran
| | - Amy R Bentley
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, 20892-5635, USA
| | - Heiner Boeing
- Department of Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
| | - Eric Boerwinkle
- Health Science Center at Houston, UTHealth School of Public Health, University of Texas, Houston, TX, 77030, USA
| | - Judith B Borja
- USC-Office of Population Studies Foundation, Inc., Department of Nutrition and Dietetics, Talamban, University of San Carlos, Cebu City, 6000, Cebu, Philippines
| | - Gert J de Borst
- Department of Vascular Surgery, Division of Surgical Specialties, University Medical Center Utrecht, University of Utrecht, Utrecht, Utrecht, 3584 CX, Netherlands
| | - Erwin P Bottinger
- The Charles Bronfman Institute for Personalized Medicine, Ichan School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Digital Health Center, Hasso Plattner Institute, Universität Potsdam, Potsdam, 14482, Germany
| | - Linda Broer
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
| | - Harry Campbell
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, EH8 9AG, Scotland
| | - Stephen Chanock
- Division of Cancer Epidemiology & Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Miao-Li Chee
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore, 169856, Singapore
| | - Guanjie Chen
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, 20892-5635, USA
| | - Yii-Der I Chen
- Division of Genomic Outcomes, Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California, 90502, USA
| | - Zhengming Chen
- Nuffield Department of Population Health, University of Oxford, Oxford, OX3 7LF, UK
| | - Yen-Feng Chiu
- Institute of Population Health Sciences, National Health Research Institutes, Miaoli, Taiwan, Taiwan
| | - Massimiliano Cocca
- Institute for Maternal and Child Health - IRCCS Burlo Garofolo, Trieste, 34137, Italy
| | - Francis S Collins
- National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, 20892, USA
| | - Maria Pina Concas
- Institute for Maternal and Child Health - IRCCS Burlo Garofolo, Trieste, 34137, Italy
| | - Janie Corley
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Giovanni Cugliari
- Italian Institute for Genomic Medicine (IIGM) and Dept. Medical Sciences, University of Turin, Italy, Turin, 10126, Italy
| | - Rob M van Dam
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore, 117549, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 119228, SG, Singapore
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, 02115, USA
| | - Anna Damulina
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, 8036, Austria
| | - Maryam S Daneshpour
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, 19839-63113, Iran
| | - Felix R Day
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Graciela E Delgado
- Vth Department of Medicine (Nephrology, Hypertensiology, Rheumatology, Endocrinology, Diabetology), Medical Faculty Mannheim, Heidelberg University, Mannheim, 68167, Germany
| | - Klodian Dhana
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, 02115, USA
- Department of Internal Medicine, Rush University Medical Center, Chicago, Illinois, USA
| | - Alexander S F Doney
- MEMO Research, Molecular and Clinical Medicine, University of Dundee, Dundee, DD19SY, UK
| | - Marcus Dörr
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, 17475, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, 17475, Germany
| | - Ayo P Doumatey
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, 20892-5635, USA
| | - Nduna Dzimiri
- Department of Genetics, King Faisal Specialist Hospital and Research Center, Riyadh, KSA, 12713, Saudi Arabia
| | - S Sunna Ebenesersdóttir
- deCODE genetics/Amgen Inc., Reykjavik 101, Iceland
- Department of Anthropology, University of Iceland, Reykjavik, 101, Iceland
| | - Joshua Elliott
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
| | - Paul Elliott
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- MRC-PHE Centre for Environment and Health, Imperial College London, London, W2 1PG, UK
- National Institute for Health Research Imperial Biomedical Research Centre, Imperial College Healthcare NHS Trust and Imperial College London, London, UK
- UK Dementia Research Institute (UK DRI) at Imperial College London, London, UK
- Health Data Research UK - London, London, England
| | - Ralf Ewert
- Department of Internal Medicine B, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Janine F Felix
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- The Generation R Study Group, Erasmus University Medical Center, Rotterdam, 3015 CN, The Netherlands
- Department of Pediatrics, Erasmus University Medical Center, Rotterdam, 3015CN, The Netherlands
| | - Krista Fischer
- Estonian Genome Center, University of Tartu, University of Tartu, Tartu, 51010, Estonia
| | - Barry I Freedman
- Section on Nephrology, Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, 27101, US
| | - Giorgia Girotto
- Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy
- Medical Genetics, Institute for Maternal and Child Health - IRCCS Burlo Garofolo, Trieste, Italy
| | - Anuj Goel
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, OX3 9DU, UK
| | - Martin Gögele
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, 39100, Italy
| | - Mark O Goodarzi
- Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California, 90048, USA
| | - Mariaelisa Graff
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, 27514, USA
| | | | - Francine Grodstein
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, 02115, USA
| | - Simonetta Guarrera
- Italian Institute for Genomic Medicine (IIGM) and Dept. Medical Sciences, University of Turin, Italy, Turin, 10126, Italy
| | - Daniel F Gudbjartsson
- deCODE genetics/Amgen Inc., Reykjavik 101, Iceland
- School of Engineering and Natural Sciences, University of Iceland, Reykjavik, 101, Iceland
| | - Kamran Guity
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, 19839-63113, Iran
| | | | - Yu Guo
- Chinese Academy of Medical Sciences, Beijing, 100730, China
| | - Saskia P Hagenaars
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK
| | - Christopher A Haiman
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, 90089, USA
| | - Avner Halevy
- Braun School of Public Health, Hebrew University-Hadassah Medical Center, Jerusalem, Israel
| | - Tamara B Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore City, Maryland, 21224, USA
| | - Mehdi Hedayati
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, 19839-63113, Iran
| | - David A van Heel
- Blizard Institute, Queen Mary University of London, London, E1 2AT, UK
| | - Makoto Hirata
- Laboratory of Genome Technology, Institute of Medical Science, The University of Tokyo, Tokyo, 108-8639, Japan
| | - Imo Höfer
- Laboratory of Clinical Chemistry and Hematology, Division Laboratories and Pharmacy, University Medical Center Utrecht, University of Utrecht, Utrecht, Utrecht, 3584 CX, Netherlands
| | - Chao Agnes Hsiung
- Institute of Population Health Sciences, National Health Research Institutes, Miaoli, Taiwan, Taiwan
| | - Jinyan Huang
- Shanghai Institute of Hematology, State Key Laboratory Of Medical Genomics, Rui-jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China, 200025, China
| | - Yi-Jen Hung
- Division of Endocrine and Metabolism, Tri-Service General Hospital Songshan branch, Taipei, Taiwan, Taiwan
- School of Medicine, National Defense Medical Center, Taipei, Taiwan, Taiwan
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
| | - Anuradha Jagadeesan
- deCODE genetics/Amgen Inc., Reykjavik 101, Iceland
- Department of Anthropology, University of Iceland, Reykjavik, 101, Iceland
| | - Pekka Jousilahti
- Unit of Public Health Promotion, National Institute for Health and Welfare, Helsinki, Finland
| | - Yoichiro Kamatani
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa, 230-0045, Japan
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, 606-8507, Japan
| | - Masahiro Kanai
- Department of Statistical Genetics, Osaka University Graduate School of Medicine, Suita, Osaka, 565-0871, Japan
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa, 230-0045, Japan
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, 02115, USA
| | - Nicola D Kerrison
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Thorsten Kessler
- Deutsches Herzzentrum München, Klinik für Herz- und Kreislauferkrankungen, Technische Universität München, Munich, 80636, Germany
| | - Kay-Tee Khaw
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, CB2 0SR, UK
| | - Chiea Chuen Khor
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore, 169856, Singapore
- Human Genetics, Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore, 138672, Singapore
| | - Dominique P V de Kleijn
- Department of Vascular Surgery, Division of Surgical Specialties, University Medical Center Utrecht, University of Utrecht, Utrecht, Utrecht, 3584 CX, Netherlands
| | - Woon-Puay Koh
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore, 117549, Singapore
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore, 169857
| | - Ivana Kolcic
- Centre for Global Health, Faculty of Medicine, University of Split, Split, Croatia
| | - Peter Kraft
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, 02115, USA
| | - Bernhard K Krämer
- Vth Department of Medicine (Nephrology, Hypertensiology, Rheumatology, Endocrinology, Diabetology), Medical Faculty Mannheim, Heidelberg University, Mannheim, 68167, Germany
| | - Zoltán Kutalik
- Center for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, 1015, Switzerland
| | - Johanna Kuusisto
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland, Kuopio, Finland
- Kuopio University Hospital, Kuopio, Finland
| | - Claudia Langenberg
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Lenore J Launer
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore City, Maryland, 21224, USA
| | - Deborah A Lawlor
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, BS8 2BN, UK
- Bristol NIHR Biomedical Research Centre, Bristol, BS8 2BN, UK
- Population Health Science, Bristol Medical School, Bristol, BS8 2BY, UK
| | - I-Te Lee
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan, Taipei, 112, Taiwan
- School of Medicine, Chung Shan Medical University, Taichung, Taiwan, Taichung City, 402, Taiwan
| | - Wen-Jane Lee
- Department of Medical Research, Taichung Veterans General Hospital, Taichung, Taiwan, Taiwan
| | - Markus M Lerch
- Department of Internal Medicine A, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Liming Li
- Department of Epidemiology and Biostatistics, Peking University Health Science Centre, Peking University, Beijing, 100191, China
| | - Jianjun Liu
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 119228, SG, Singapore
- Human Genetics, Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore, 138672, Singapore
| | - Marie Loh
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- Translational Laboratory in Genetic Medicine, Agency for Science, Technology and Research, Singapore (A*STAR), Singapore, 138648, Singapore
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore, 117596, Singapore
| | - Stephanie J London
- National Institute of Environmental Health Sciences, National Institutes of Health, Department of Health and Human Services, Research Triangle Park, Durham, NC, 27709, USA
| | - Stephanie Loomis
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, 21205, USA
| | - Yingchang Lu
- The Charles Bronfman Institute for Personalized Medicine, Ichan School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Jian'an Luan
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, University of Tartu, Tartu, 51010, Estonia
| | - Ani W Manichaikul
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, 22908, USA
| | - Paolo Manunta
- Genomics of Renal Diseases and Hypertension Unit, IRCCS San Raffaele Scientific Institute, Università Vita Salute San Raffaele, Milano, 20132, Italy
| | - Gísli Másson
- deCODE genetics/Amgen Inc., Reykjavik 101, Iceland
| | - Nana Matoba
- Laboratory for Statistical Analysis, RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa, 230-0045, Japan
| | - Xue W Mei
- Nuffield Department of Population Health, University of Oxford, Oxford, OX3 7LF, UK
| | - Christa Meisinger
- Helmholtz Zentrum München, Independent Research Group Clinical Epidemiology, Neuherberg, 85764, Germany
| | - Thomas Meitinger
- Institute of Human Genetics, Helmholtz Zentrum Muenchen, Neuherberg, 85764, Germany
- Institute of Human Genetics, Technical University of Munich, Munich, 81675, Germany
- DZHK (German Center for Cardiovascular Research), partner site Munich Heart Alliance, Munich, 80802, Germany
| | - Massimo Mezzavilla
- Medical Genetics, Institute for Maternal and Child Health - IRCCS Burlo Garofolo, Trieste, Italy
| | - Lili Milani
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, 51010, Estonia
| | - Iona Y Millwood
- Nuffield Department of Population Health, University of Oxford, Oxford, OX3 7LF, UK
| | - Yukihide Momozawa
- Laboratory for Genotyping Development, RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa, 230-0045, Japan
| | - Amy Moore
- Division of Cancer Epidemiology & Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Pierre-Emmanuel Morange
- Laboratory of Haematology, La Timone Hospital, Marseille, France
- INSERM UMR_S 1263, Center for CardioVascular and Nutrition research (C2VN), Aix-Marseille University, Marseille, France
| | | | - Trevor A Mori
- Medical School, The University of Western Australia, Perth, Western Australia/Australia, 6009, Australia
| | - Alanna C Morrison
- The University of Texas Health Science Center at Houston, School of Public Health, Department of Epidemiology, Human Genetics and Environmental Sciences, Houston, Texas, 77030, USA
| | - Taulant Muka
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- Institute of Social and Preventive Medicine (ISPM), University of Bern, Bern, Switzerland
| | - Yoshinori Murakami
- Division of Molecular Pathology, Institute of Medical Science, The University of Tokyo, Tokyo, 108-8639, Japan
| | - Alison D Murray
- The Institute of Medical Sciences, Aberdeen Biomedical Imaging Centre, University of Aberdeen, Aberdeen, AB25 2ZD, UK
| | - Renée de Mutsert
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2333 ZA, The Netherlands
| | - Josyf C Mychaleckyj
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, 22908, USA
| | - Mike A Nalls
- Laboratory of Neurogenetics, Bethesda, MD, 20892, USA
- Data Tecnica International LLC, Glen Echo, MD, 20812, USA
| | - Matthias Nauck
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, 17475, Germany
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Matt J Neville
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Headington, Oxford, OX3 7LJ, UK
- Oxford NIHR Biomedical Research Centre, Oxford University Hospitals Trust, Oxford, UK
| | - Ilja M Nolte
- Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands
| | - Ken K Ong
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
- Department of Paediatrics, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Lorena Orozco
- Instituto Nacional de Medicina Genómica, Mexico, 14610, México
| | - Sandosh Padmanabhan
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8TA, UK
| | | | - James S Pankow
- Division of Epidemiology & Community Health, School of Public Health, University of Minnesota, Minneapolis, MN, 55454, USA
| | - Cristian Pattaro
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, 39100, Italy
| | - Alison Pattie
- Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Ozren Polasek
- Centre for Global Health, Faculty of Medicine, University of Split, Split, Croatia
- Gen-info Ltd, Zagreb, Croatia, Zagreb, Select a Province, 10000, Croatia
| | - Neil Poulter
- International Centre for Circulatory Health, Imperial College London, London, W2 1PG, UK
- Imperial Clinical Trials Unit, Imperial College London, London, London, W12 7TA, UK
| | - Peter P Pramstaller
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, 39100, Italy
| | - Lluis Quintana-Murci
- Human Evolutionary Genetics Unit, Institut Pasteur, Paris, 75015, France
- Centre National de la Recherche Scientifique (CNRS) UMR2000, Paris, 75015, France
- Center of Bioinformatics, Biostatistics and Integrative Biology, Institut Pasteur, Paris, 75015, France
| | - Katri Räikkönen
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, University of Helsinki, Helsinki, 00014, Finland
| | - Sarju Ralhan
- Hero Heart Institute and Dyanand Medical College and Hospital, Ludhiana, Punjab, India
| | - Dabeeru C Rao
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Wouter van Rheenen
- Department of Neurology, Brain Centre Rudolf Magnus, University Medical Centre Utrecht, Utrecht University, Utrecht, 3584 CX, The Netherlands
| | - Stephen S Rich
- Center for Public Health Genomics, University of Virginia School of Medicine, Charlottesville, VA, 22908, USA
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, 02215, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Cornelius A Rietveld
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, 3062 PA, The Netherlands
- Erasmus University Rotterdam Institute for Behavior and Biology, Erasmus University Rotterdam, Rotterdam, 3062 PA, The Netherlands
| | - Antonietta Robino
- Institute for Maternal and Child Health - IRCCS Burlo Garofolo, Trieste, 34137, Italy
| | - Frank J A van Rooij
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
| | - Daniela Ruggiero
- Institute of Genetics and Biophysics A. Buzzati-Traverso - CNR, Naples, 80131, Italy
- IRCCS Neuromed, Pozzilli (IS), 86077, Italy
| | - Yasaman Saba
- Gottfried Schatz Research Center (for Cell Signaling, Metabolism and Aging), Division of Molecular Biology and Biochemistry, Medical University of Graz, 8010, Graz, Austria
| | - Charumathi Sabanayagam
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore, 169856, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore, 169857, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore, 119228, SG, Singapore
| | - Maria Sabater-Lleal
- Cardiovascular Medicine Unit, Department of Medicine Solna, Centre for Molecular Medicine, Karolinska Institutet, Stockholm, 171 76, Sweden
- Unit of Genomics of Complex Diseases, Institut de Recerca Hospital de la Santa Creu i Sant Pau, IIB-Sant Pau, Barcelona, Spain
| | | | - Veikko Salomaa
- Department of Public Health Solutions, National Institute for Health and Welfare, Helsinki, FI-00271, Finland
| | - Kevin Sandow
- Division of Genomic Outcomes, Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California, 90502, USA
| | - Helena Schmidt
- Gottfried Schatz Research Center (for Cell Signaling, Metabolism and Aging), Division of Molecular Biology and Biochemistry, Medical University of Graz, 8010, Graz, Austria
| | - Laura J Scott
- Department of Biostatistics, and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, 48109, USA
| | - William R Scott
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
| | - Bahareh Sedaghati-Khayat
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, 19839-63113, Iran
| | - Bengt Sennblad
- Cardiovascular Medicine Unit, Department of Medicine Solna, Centre for Molecular Medicine, Karolinska Institutet, Stockholm, 171 76, Sweden
- Dept of Cell and Molecular Biology, National Bioinformatics Infrastructure Sweden, Science for Life Laboratory, Uppsala University, Uppsala, SE-752 37, Uppsala, Sweden
| | - Jessica van Setten
- Department of Cardiology, Division Heart & Lungs, University Medical Center Utrecht, University of Utrecht, Utrecht, Utrecht, 3485 CX, Netherlands
| | - Peter J Sever
- International Centre for Circulatory Health, Imperial College London, London, W2 1PG, UK
| | - Wayne H-H Sheu
- School of Medicine, National Defense Medical Center, Taipei, Taiwan, Taiwan
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung, Taiwan, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan, Taiwan
- Institute of Medical Technology, National Chung-Hsing University, Taichung, Taiwan, Taiwan
| | - Yuan Shi
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore, 169856, Singapore
| | - Smeeta Shrestha
- Genomic Research on Complex diseases (GRC Group), CSIR-Centre for Cellular and Molecular Biology, Hyderabad, Telangana, 500007, India
- School of Basic and Applied Sciences, Dayananda Sagar University, Bangalore, Karnataka, 560078, India
| | - Sharvari Rahul Shukla
- Diabetes Unit, KEM Hospital and Research Centre, Pune, Maharashtra, 411101, India
- Symbiosis Statistical Institute, Symbiosis International University, Pune, Maharashtra, 411007, India
| | | | - Timo Tonis Sikka
- Estonian Genome Center, University of Tartu, University of Tartu, Tartu, 51010, Estonia
| | | | - Blair H Smith
- Division of Population Health Sciences, Ninewells Hospital and Medical School, University of Dundee, Dundee, DD1 9SY, UK
| | - Alena Stančáková
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland, Kuopio, Finland
| | - Alice Stanton
- RCSI Molecular & Cellular Therapeutics (MCT), Royal College of Surgeons in Ireland, RCSI Education & Research Centre, Beaumont Hospital, Dublin 9, Ireland
| | - John M Starr
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, EH8 9JZ, Scotland
| | | | - Leon Straker
- School of Physiotherapy and Exercise Science, Faculty of Health Sciences, Curtin University, Perth, Western Australia/Australia, 6102, Australia
| | | | | | - Morris A Swertz
- Department of Genetics, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands, Groningen, Groningen, 9700 RB, The Netherlands
| | - Adele M Taylor
- Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Kent D Taylor
- Division of Genomic Outcomes, Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California, 90502, USA
| | - Natalie Terzikhan
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- Department of Respiratory Medicine, Ghent University Hospital, Ghent, 9000, Belgium
| | - Yih-Chung Tham
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore, 169856, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore, 169857, Singapore
| | | | - Unnur Thorsteinsdottir
- deCODE genetics/Amgen Inc., Reykjavik 101, Iceland
- Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, 101, Iceland
| | - Annika Tillander
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, 17177, Sweden
| | - Russell P Tracy
- Department of Pathology, University of Vermont, Colchester, VT, 05446, USA
| | - Teresa Tusié-Luna
- Departamento de Medicina Genómica y Toxicología Ambiental, Instituto de Investigaciones Biomédicas, UNAM, Mexico, 04510, México
- Unidad De Biología Molecular y Medicina Genómica, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico, 14080, México
| | - Ioanna Tzoulaki
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- MRC-PHE Centre for Environment and Health, Imperial College London, London, W2 1PG, UK
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, 45110, Greece
| | - Simona Vaccargiu
- Institute of Genetic and Biomedical Research - Support Unity, National Research Council of Italy, Rome, Italy
| | - Jagadish Vangipurapu
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland, Kuopio, Finland
| | - Jan H Veldink
- Department of Neurology, Brain Centre Rudolf Magnus, University Medical Centre Utrecht, Utrecht University, Utrecht, 3584 CX, The Netherlands
| | - Veronique Vitart
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, Scotland
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, 17475, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, 17475, Germany
| | - Eero Vuoksimaa
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, FI-00014, Finland
| | - Salma M Wakil
- Department of Genetics, King Faisal Specialist Hospital and Research Center, Riyadh, KSA, 12713, Saudi Arabia
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
| | - Gurpreet S Wander
- Department of Cardiology, Hero DMC Heart Institute, Dayanand Medical College & Hospital, Ludhiana, Punjab, 141001, India
| | - Ya Xing Wang
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing Ophthalmology and Visual Science Key Lab, Beijing, China, 100005, China
| | - Nicholas J Wareham
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Sarah Wild
- Centre for Population Health Sciences, Usher Institute of Population Health and Informatics, University of Edinburgh, Edinburgh, EH8 9AG, Scotland
| | | | - Jian-Min Yuan
- Department of Epidemiology, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Lingyao Zeng
- Deutsches Herzzentrum München, Klinik für Herz- und Kreislauferkrankungen, Technische Universität München, Munich, 80636, Germany
| | - Liang Zhang
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore, 169856, Singapore
| | - Jie Zhou
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, 20892-5635, USA
| | - Najaf Amin
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
| | - Folkert W Asselbergs
- Department of Cardiology, Division Heart & Lungs, University Medical Center Utrecht, University of Utrecht, Utrecht, Utrecht, 3584 CX, Netherlands
- Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London, London, WC1E 6DD, UK
- Durrer Center for Cardiovascular Research, Netherlands Heart Institute, Utrecht, Netherlands
- Farr Institute of Health Informatics Research and Institute of Health Informatics, University College London, London, UK
| | - Stephan J L Bakker
- Department of Internal Medicine, University Medical Center Groningen, University of Groningen, Groningen, 9713GZ, The Netherlands
| | - Diane M Becker
- Department of Medicine, GeneSTAR Research Program, Johns Hopkins University School of Medicine, Baltimore, MD, 21287, USA
| | - Benjamin Lehne
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Leonard H van den Berg
- Department of Neurology, Brain Centre Rudolf Magnus, University Medical Centre Utrecht, Utrecht University, Utrecht, 3584 CX, The Netherlands
| | - Sonja I Berndt
- Division of Cancer Epidemiology & Genetics, National Cancer Institute, National Institutes of Health, Bethesda, MD, 20892, USA
| | - Dwaipayan Bharadwaj
- Systems Genomics Laboratory, School of Biotechnology, Jawaharlal Nehru University, New Delhi, 110067, India
| | - Lawrence F Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Murielle Bochud
- Center for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Switzerland
| | - Mike Boehnke
- Department of Biostatistics, and Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan, 48109, USA
| | - Claude Bouchard
- Pennington Biomedical Research Center, Baton Rouge, Louisiane, 70808, USA
| | - Jonathan P Bradfield
- Center for Applied Genomics, Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
- Quantinuum Research LLC, San Diego, CA, 92101, USA
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, 98101, USA
| | - Archie Campbell
- Centre for Genomic & Experimental Medicine, Institute of Genetics & Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Shai Carmi
- Braun School of Public Health, Hebrew University-Hadassah Medical Center, Jerusalem, Israel
| | - Mark J Caulfield
- NIHR Barts Cardiovascular Biomedical Research Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
- Department of Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
| | - David Cesarini
- Center for Experimental Social Science, Department of Economics, New York University, New York, New York, 10012, USA
- Research Institute for Industrial Economics (IFN), Stockholm, 102 15, Sweden
| | - John C Chambers
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- Department of Cardiology, Ealing Hospital, Middlesex, Middlesex, UB1 3HW, UK
- MRC-PHE Centre for Environment and Health, Imperial College London, London, W2 1PG, UK
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, 308232, Singapore
- Imperial College Healthcare NHS Trust, London, London, W12 0HS, UK
| | - Giriraj Ratan Chandak
- Genomic Research on Complex diseases (GRC Group), CSIR-Centre for Cellular and Molecular Biology, Hyderabad, Telangana, 500007, India
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore, 169856, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore, 169857, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore, 119228, SG, Singapore
| | - Marina Ciullo
- Institute of Genetics and Biophysics A. Buzzati-Traverso - CNR, Naples, 80131, Italy
- IRCCS Neuromed, Pozzilli (IS), 86077, Italy
| | - Marilyn Cornelis
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, 60611, USA
| | - Daniele Cusi
- Department of Health Sciences, University of Milano, Milano, 20139, Italy
- Institute of Biomedical Technologies Milano, National Research Council of Italy (CNR), Segrate (Milano), 20090, Italy
- Bio4Dreams Scientific Unit, Bio4Dreams SRL, Bio4Dreams - business nursery for life sciences, Milano, 20121, Italy
| | - George Davey Smith
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, BS8 2BN, UK
- Population Health Science, Bristol Medical School, Bristol, BS8 2BY, UK
| | - Ian J Deary
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Department of Psychology, University of Edinburgh, 7 George Square, Edinburgh, EH8 9JZ, UK
| | - Rajkumar Dorajoo
- Human Genetics, Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore, 138672, Singapore
| | - Cornelia M van Duijn
- Nuffield Department of Population Health, University of Oxford, Oxford, OX3 7LF, UK
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
| | - David Ellinghaus
- Institute of Clinical Molecular Biology, Christian-Albrechts-University of Kiel, 24105, Kiel, Germany
| | - Jeanette Erdmann
- Institute for Cardiogenetics, University of Lübeck, Lübeck, 23562, Germany
| | - Johan G Eriksson
- Department of General Practice and Primary health Care, University of Helsinki, Tukholmankatu 8 B, Helsinki, 00014, Finland
- National Institute for Health and Welfare, Helsinki, Finland
- Unit of General Practice, Helsinki University Central Hospital, Helsinki, Finland
- Folkhälsan Research Centre, Helsinki, Finland
- Vasa Central Hospital, Vaasa, Finland
| | - Evangelos Evangelou
- Department of Epidemiology and Biostatistics, Imperial College London, London, W2 1PG, UK
- Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, 45110, Greece
| | - Michele K Evans
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore City, Maryland, 21224, USA
| | - Jessica D Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48014, USA
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, DK-2300, Denmark
| | - Mary Feitosa
- Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, Saint Louis, MO, 63110-1093, USA
| | | | - Andre Franke
- Institute of Clinical Molecular Biology, Christian-Albrechts-University of Kiel, 24105, Kiel, Germany
| | - Yechiel Friedlander
- Braun School of Public Health, Hebrew University-Hadassah Medical Center, Jerusalem, Israel
| | - Paolo Gasparini
- Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy
- Medical Genetics, Institute for Maternal and Child Health - IRCCS Burlo Garofolo, Trieste, Italy
| | - Christian Gieger
- Research Unit of Molecular Epidemiology, Institute of Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, 85764, Germany
- German Center for Diabetes Research (DZD), München-Neuherberg, Germany
| | - Clicerio Gonzalez
- Centro de Estudios en Diabetes, Unidad de Investigacion en Diabetes y Riesgo Cardiovascular, Centro de Investigacion en Salud Poblacional, Instituto Nacional de Salud Publica, Cuernavaca, 01120, México
| | | | - Struan F A Grant
- Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Center for Applied Genomics, Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Lyn R Griffiths
- Genomics Research Centre, School of Biomedical Sciences, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Queensland, 4059, Australia
| | - Leif Groop
- Finnish Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Lund University, Skåne University Hospital, Malmö, 20502, Sweden
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur, 201, Iceland
- Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, 101, Iceland
| | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, Science for Life Laboratory, Uppsala University, 75108, Uppsala, Sweden
| | - Hakon Hakonarson
- Center for Applied Genomics, Division of Human Genetics, Children's Hospital of Philadelphia, Philadelphia, PA, 19104, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Anders Hamsten
- Cardiovascular Medicine Unit, Department of Medicine Solna, Centre for Molecular Medicine, Stockholm, 171 76, Sweden
| | - Pim van der Harst
- University of Groningen, University Medical Center Groningen, Department of Cardiology, Ther Netherlands, Groningen, 9713 GZ, the Netherlands
| | - Chew-Kiat Heng
- Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Khoo Teck Puat - National University Children's Medical Institute, National University Health System, Singapore, Singapore
| | - Andrew A Hicks
- Institute for Biomedicine, Eurac Research, Affiliated Institute of the University of Lübeck, Bolzano, 39100, Italy
| | - Hagit Hochner
- Braun School of Public Health, Hebrew University-Hadassah Medical Center, Jerusalem, Israel
| | - Heikki Huikuri
- Research Unit of Internal Medicine, Medical Research Center Oulu, University of Oulu and Oulu University Hospital, Oulu, 90014, Finland
| | - Steven C Hunt
- Department of Genetic Medicine, Weill Cornell Medicine Qatar, Doha, Qatar
- Division of Epidemiology, Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, Utah, 84108, USA
| | - Vincent W V Jaddoe
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- The Generation R Study Group, Erasmus University Medical Center, Rotterdam, 3015 CN, The Netherlands
- Department of Pediatrics, Erasmus University Medical Center, Rotterdam, 3015CN, The Netherlands
| | - Philip L De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, 650 West 168th street, PH19-311, Newyork, NY, 10032, USA
- Cell Circuits Program, Broad Institute, Cambridge, MA, 02142, USA
| | - Magnus Johannesson
- Department of Economics, Stockholm School of Economics, Stockholm, SE-113 83, Sweden
| | - Åsa Johansson
- Department of Immunology, Genetics and Pathology, Science for Life Laboratory, Uppsala University, 75108, Uppsala, Sweden
| | - Jost B Jonas
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing Ophthalmology and Visual Science Key Lab, Beijing, China, 100005, China
- Department of Ophthalmology, Medical Faculty Mannheim of the Ruprecht-Karls-University of Heidelberg, Mannheim, 698167, Germany
| | - J Wouter Jukema
- Department of Cardiology, Leiden University Medical Center, Leiden, 2300 RC, the Netherlands
| | - Juhani Junttila
- Research Unit of Internal Medicine, Medical Research Center Oulu, University of Oulu and Oulu University Hospital, Oulu, 90014, Finland
| | - Jaakko Kaprio
- Finnish Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
- Department of Public Health, University of Helsinki, Helsinki, FI-00014, Finland
| | - Sharon L R Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Fredrik Karpe
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Headington, Oxford, OX3 7LJ, UK
- Oxford NIHR Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, OX3 9DU, UK
| | - Meena Kumari
- Institute for Social and Economic Research, University of Essex, Colchester, CO4 3SQ, UK
| | - Markku Laakso
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland, Kuopio, Finland
- Kuopio University Hospital, Kuopio, Finland
| | - Sander W van der Laan
- Laboratory of Clinical Chemistry and Hematology, Division Laboratories and Pharmacy, University Medical Center Utrecht, University of Utrecht, Utrecht, 3584 CX, Netherlands
| | - Jari Lahti
- Department of Psychology and Logopedics, Faculty of Medicine, University of Helsinki, University of Helsinki, Helsinki, 00014, Finland
- Helsinki Collegium for Advanced Studies, University of Helsinki, University of Helsinki, Helsinki, 00014, Finland
| | - Matthias Laudes
- University Hospital Schleswig-Holstein (UKSH), Campus Kiel, Kiel, 24105, Germany
| | - Rodney A Lea
- Genomics Research Centre, School of Biomedical Sciences, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Queensland, 4059, Australia
| | - Wolfgang Lieb
- Institute of Epidemiology and PopGen Biobank, University of Kiel, Kiel, Schleswig Holstein, 24105, Germany
| | - Thomas Lumley
- Department of Statistics, University of Auckland, Auckland, New Zealand
| | | | - Winfried März
- Vth Department of Medicine (Nephrology, Hypertensiology, Rheumatology, Endocrinology, Diabetology), Medical Faculty Mannheim, Heidelberg University, Mannheim, 68167, Germany
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
- Synlab Academy, Synlab Holding Deutschland GmbH, Mannheim, Germany
| | - Giuseppe Matullo
- Italian Institute for Genomic Medicine (IIGM) and Dept. Medical Sciences, University of Turin, Italy, Turin, 10126, Italy
| | - Mark I McCarthy
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Headington, Oxford, OX3 7LJ, UK
- Oxford NIHR Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Oxford, OX3 9DU, UK
| | - Sarah E Medland
- QIMR Berghofer Institute of Medical Research, Brisbane, Australia
| | - Tony R Merriman
- Department of Biochemistry, University of Otago, Dunedin, 9054, New Zealand
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, University of Tartu, Tartu, 51010, Estonia
| | - Brian F Meyer
- Department of Genetics, King Faisal Specialist Hospital and Research Centre, Riyadh, 11211, Saudi Arabia
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, NC, 27599, USA
| | - Grant W Montgomery
- QIMR Berghofer Institute of Medical Research, Brisbane, Australia
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, 4072, Australia
| | - Dennis Mook-Kanamori
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, 2333 ZA, The Netherlands
- Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, 2333 ZA, The Netherlands
| | - Patricia B Munroe
- NIHR Barts Cardiovascular Biomedical Research Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
- Department of Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, EC1M 6BQ, UK
| | - Kari E North
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, 27514, USA
| | - Dale R Nyholt
- QIMR Berghofer Institute of Medical Research, Brisbane, Australia
- School of Biomedical Sciences, Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, QLD, 4059, Australia
| | - Jeffery R O'connell
- Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, MD, 21201, USA
- Program for Personalized and Genomic Medicine, Department of Medicine, University of Maryland, School of Medicine, Baltimore, MD, 21201, USA
| | - Carole Ober
- Department of Human Genetics, University of Chicago, Chicago, IL, 60637, USA
| | - Albertine J Oldehinkel
- Department of Psychiatry, Interdisciplinary Center Psychopathology and Emotion Regulation, University of Groningen, University Medical Center Groningen, Groningen, 9700 RB, The Netherlands
| | - Walter Palmas
- Department of Medicine, Columbia University Medical Center, New York, New York, USA
| | - Colin Palmer
- Pat Macpherson Centre for Pharmacogenetics and Pharmacogenomics, The School of Medicine, University of Dundee, Dundee, DD1 9SY, UK
| | - Gerard G Pasterkamp
- Laboratory of Clinical Chemistry and Hematology, Division Laboratories and Pharmacy, University Medical Center Utrecht, University of Utrecht, Utrecht, Utrecht, 3584 CX, Netherlands
| | - Etienne Patin
- Human Evolutionary Genetics Unit, Institut Pasteur, Paris, 75015, France
- Centre National de la Recherche Scientifique (CNRS) UMR2000, Paris, 75015, France
- Center of Bioinformatics, Biostatistics and Integrative Biology, Institut Pasteur, Paris, 75015, France
| | - Craig E Pennell
- School of Medicine and Public Health, Faculty of Medicine and Health, The University of Newcastle, Newcastle, New South Wales, Australia
- Division of Obstetrics and Gynaecology, The University of Western Australia, Perth, Western Australia/Australia, 6009, Australia
| | - Louis Perusse
- Department of kinesiology, Laval University, Quebec, QC, G1V 0A6, Canada
- Institute of Nutrition and Functional Foods, Laval University, Quebec, QC, G1V 0A6, Canada
| | - Patricia A Peyser
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Mario Pirastu
- Institute of Genetic and Biomedical Research - Support Unity, National Research Council of Italy, Sassari, 07100, Italy
| | - Tinca J C Polderman
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, 1081 HV, The Netherlands
| | - David J Porteous
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, EH8 9JZ, UK
- Centre for Genomic & Experimental Medicine, Institute of Genetics & Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, UK
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam, 1081 HV, The Netherlands
- Department of Clinical Genetics, Amsterdam Neuroscience, VU Medical Centre, Amsterdam, 1081HV, The Netherlands
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Departments of Epidemiology, Medicine and Health Services, University of Washington, Seattle, WA, 98101, USA
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, 98101, USA
| | - John D Rioux
- Montreal Heart Institute, Montreal, QC, Canada
- Department of Medicine, Faculty of Medicine, Université de Montréal, Montreal, Quebec, H3T 1J4, Canada
| | - Fernando Rivadeneira
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- The Generation R Study Group, Erasmus University Medical Center, Rotterdam, 3015 CN, The Netherlands
| | - Charles Rotimi
- Center for Research on Genomics and Global Health, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, 20892-5635, USA
| | - Jerome I Rotter
- Division of Genomic Outcomes, Department of Pediatrics, The Institute for Translational Genomics and Population Sciences, LABioMed at Harbor-UCLA Medical Center, Torrance, California, 90502, USA
| | - Igor Rudan
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, EH8 9AG, Scotland
| | - Hester M Den Ruijter
- Laboratory of Experimental Cardiology, Division Heart & Lungs, University Medical Center Utrecht, University of Utrecht, Utrecht, Utrecht, 3584 CX, Netherlands
| | - Dharambir K Sanghera
- Department of Pediatrics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, OK, 73104, USA
- Oklahoma Center for Neuroscience, Oklahoma City, OK, 73104, USA
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, G12 8TA, UK
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, 8036, Austria
| | - Matthias B Schulze
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
- German Center for Diabetes Research (DZD), München-Neuherberg, Germany
- Institute of Nutritional Sciences, University of Potsdam, Nuthetal, Germany
| | - Heribert Schunkert
- Deutsches Herzzentrum München, Klinik für Herz- und Kreislauferkrankungen, Technische Universität München, Munich, 80636, Germany
- Deutsches Zentrum für Herz- und Kreislauferkrankungen (DZHK), Munich Heart Alliance, Munich, 80636, Germany
| | - Robert A Scott
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Alan R Shuldiner
- Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland, School of Medicine, Baltimore, MD, 21201, USA
- Program for Personalized and Genomic Medicine, Department of Medicine, University of Maryland, School of Medicine, Baltimore, MD, 21201, USA
- Regeneron Genetics Center, Regeneron Pharmaceuticals, Inc, Tarrytown, NY, 10591-6607, USA
| | - Xueling Sim
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore, 117549, Singapore
| | - Neil Small
- Faculty of Health Studies, University of Bradford, Bradford, West Yorkshire, BD7 1DP, UK
| | - Jennifer A Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, 48109, USA
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48014, USA
| | - Nona Sotoodehnia
- Cardiovascular Health Research Unit, Division of Cardiology, University of Washington, Seattle, WA, 98101, USA
| | - E-Shyong Tai
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore, 117549, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 119228, SG, Singapore
- Duke-NUS Medical School, National University of Singapore, Singapore, Singapore, 169857, SG, Singapore
| | - Alexander Teumer
- DZHK (German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, 17475, Germany
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, 17475, Germany
| | - Nicholas J Timpson
- MRC Integrative Epidemiology Unit at the University of Bristol, Bristol, BS8 2BN, UK
- Department of Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, BS8 2PR, UK
- Avon Longitudinal Study of Parents and Children (ALSPAC), University of Bristol, Bristol, BS8 2PR, UK
| | | | | | - Tiinamaija Tuomi
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki, Finland
- Endocrinology, Abdominal Centre, University of Helsinki, Helsinki University Hospital, Helsinki, Finland
- Folkhalsan Research Center, Helsinki, Finland
- Research Program of Diabetes and Endocrinology, University of Helsinki, Helsinki, Finland
| | - Peter Vollenweider
- Department of Medicine, Internal Medicine, Lausanne University Hospital, Lausanne, 1011, Switzerland
| | - Carol A Wang
- School of Medicine and Public Health, Faculty of Medicine and Health, The University of Newcastle, Newcastle, New South Wales, Australia
- Division of Obstetrics and Gynaecology, The University of Western Australia, Perth, Western Australia/Australia, 6009, Australia
| | - David R Weir
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI, 48014, USA
| | - John B Whitfield
- QIMR Berghofer Institute of Medical Research, Brisbane, Australia
| | - Cisca Wijmenga
- Department of Genetics, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands, Groningen, Groningen, 9700 RB, The Netherlands
| | - Tien-Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore, 169856, Singapore
- Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore, 169857, Singapore
| | - John Wright
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Trust, Bradford, BD96RJ, UK
| | - Jingyun Yang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Lei Yu
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, 60612, USA
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, 60612, USA
| | - Babette S Zemel
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Division of Gastroenterology, Hepatology and Nutrition, Children's Hospital of Philadelphia, Philadelphia, PA, 19146, USA
| | - Alan B Zonderman
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, National Institutes of Health, Baltimore City, Maryland, 21224, USA
| | - Markus Perola
- Unit of Genomics and Biomarkers, National Institute for Health and Welfare, Helsinki, 00271, Finland
| | - Patrik K E Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, 17177, Sweden
| | - André G Uitterlinden
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- Department of Epidemiology, Erasmus University Medical Center, Rotterdam, 3015 CN, Netherlands
- The Generation R Study Group, Erasmus University Medical Center, Rotterdam, 3015 CN, The Netherlands
| | - Jaspal S Kooner
- Department of Cardiology, Ealing Hospital, Middlesex, Middlesex, UB1 3HW, UK
- MRC-PHE Centre for Environment and Health, Imperial College London, London, W2 1PG, UK
- Imperial College Healthcare NHS Trust, London, London, W12 0HS, UK
- National Heart and Lung Institute, Imperial College London, London, W12 0NN, UK
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, 02215, USA
- Harvard Medical School, Boston, MA, 02115, USA
| | - Ruth J F Loos
- The Charles Bronfman Institute for Personalized Medicine, Ichan School of Medicine at Mount Sinai, New York, NY, 10029, USA
- The Mindich Child Health and Development Institute, The Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Nora Franceschini
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, 27514, USA
| | - Lude Franke
- Department of Genetics, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands, Groningen, Groningen, 9700 RB, The Netherlands
| | - Chris S Haley
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, Scotland
- Roslin Institute and Royal (Dick) School of Veterinary Studies, University of Edinburgh, Easter Bush, Midlothian, EH25 9RG, Scotland
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, Scotland
| | - Robin G Walters
- Nuffield Department of Population Health, University of Oxford, Oxford, OX3 7LF, UK
| | - John R B Perry
- MRC Epidemiology Unit, University of Cambridge School of Clinical Medicine, Cambridge, CB2 0QQ, UK
| | - Tōnu Esko
- Estonian Genome Center, University of Tartu, University of Tartu, Tartu, 51010, Estonia
- Program in Medical and Population Genetics, Broad Institute, Broad Institute, Cambridge, MASSACHUSETTS, 02142, USA
| | - Agnar Helgason
- deCODE genetics/Amgen Inc., Reykjavik 101, Iceland
- Department of Anthropology, University of Iceland, Reykjavik, 101, Iceland
| | - Kari Stefansson
- deCODE genetics/Amgen Inc., Reykjavik 101, Iceland
- Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, 101, Iceland
| | - Peter K Joshi
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, EH8 9AG, Scotland
| | - Michiaki Kubo
- Laboratory for Genotyping Development, RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa, 230-0045, Japan
| | - James F Wilson
- Centre for Global Health Research, Usher Institute, University of Edinburgh, Edinburgh, EH8 9AG, Scotland.
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, EH4 2XU, Scotland.
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Sivasubbu S, Scaria V. Genomics of rare genetic diseases-experiences from India. Hum Genomics 2019; 14:52. [PMID: 31554517 PMCID: PMC6760067 DOI: 10.1186/s40246-019-0215-5] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Accepted: 06/26/2019] [Indexed: 12/15/2022] Open
Abstract
Home to a culturally heterogeneous population, India is also a melting pot of genetic diversity. The population architecture characterized by multiple endogamous groups with specific marriage patterns, including the widely prevalent practice of consanguinity, not only makes the Indian population distinct from rest of the world but also provides a unique advantage and niche to understand genetic diseases. Centuries of genetic isolation of population groups have amplified the founder effects, contributing to high prevalence of recessive alleles, which translates into genetic diseases, including rare genetic diseases in India.Rare genetic diseases are becoming a public health concern in India because a large population size of close to a billion people would essentially translate to a huge disease burden for even the rarest of the rare diseases. Genomics-based approaches have been demonstrated to accelerate the diagnosis of rare genetic diseases and reduce the socio-economic burden. The Genomics for Understanding Rare Diseases: India Alliance Network (GUaRDIAN) stands for providing genomic solutions for rare diseases in India. The consortium aims to establish a unique collaborative framework in health care planning, implementation, and delivery in the specific area of rare genetic diseases. It is a nation-wide collaborative research initiative catering to rare diseases across multiple cohorts, with over 240 clinician/scientist collaborators across 70 major medical/research centers. Within the GUaRDIAN framework, clinicians refer rare disease patients, generate whole genome or exome datasets followed by computational analysis of the data for identifying the causal pathogenic variations. The outcomes of GUaRDIAN are being translated as community services through a suitable platform providing low-cost diagnostic assays in India. In addition to GUaRDIAN, several genomic investigations for diseased and healthy population are being undertaken in the country to solve the rare disease dilemma.In summary, rare diseases contribute to a significant disease burden in India. Genomics-based solutions can enable accelerated diagnosis and management of rare diseases. We discuss how a collaborative research initiative such as GUaRDIAN can provide a nation-wide framework to cater to the rare disease community of India.
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Affiliation(s)
| | - Sridhar Sivasubbu
- CSIR Institute of Genomics and Integrative Biology, Delhi, 110025, India.
| | - Vinod Scaria
- CSIR Institute of Genomics and Integrative Biology, Delhi, 110025, India.
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78
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Homozygous R627W mutations in POLG cause mitochondrial DNA depletion leading to encephalopathy, seizures and stroke-like episodes. Mitochondrion 2019; 48:78-83. [DOI: 10.1016/j.mito.2019.08.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2018] [Revised: 08/05/2019] [Accepted: 08/14/2019] [Indexed: 01/21/2023]
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79
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Harney É, Nayak A, Patterson N, Joglekar P, Mushrif-Tripathy V, Mallick S, Rohland N, Sedig J, Adamski N, Bernardos R, Broomandkhoshbacht N, Culleton BJ, Ferry M, Harper TK, Michel M, Oppenheimer J, Stewardson K, Zhang Z, Harashawaradhana, Bartwal MS, Kumar S, Diyundi SC, Roberts P, Boivin N, Kennett DJ, Thangaraj K, Reich D, Rai N. Ancient DNA from the skeletons of Roopkund Lake reveals Mediterranean migrants in India. Nat Commun 2019; 10:3670. [PMID: 31431628 PMCID: PMC6702210 DOI: 10.1038/s41467-019-11357-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2019] [Accepted: 06/26/2019] [Indexed: 11/24/2022] Open
Abstract
Situated at over 5,000 meters above sea level in the Himalayan Mountains, Roopkund Lake is home to the scattered skeletal remains of several hundred individuals of unknown origin. We report genome-wide ancient DNA for 38 skeletons from Roopkund Lake, and find that they cluster into three distinct groups. A group of 23 individuals have ancestry that falls within the range of variation of present-day South Asians. A further 14 have ancestry typical of the eastern Mediterranean. We also identify one individual with Southeast Asian-related ancestry. Radiocarbon dating indicates that these remains were not deposited simultaneously. Instead, all of the individuals with South Asian-related ancestry date to ~800 CE (but with evidence of being deposited in more than one event), while all other individuals date to ~1800 CE. These differences are also reflected in stable isotope measurements, which reveal a distinct dietary profile for the two main groups. Remains of several hundred humans are scattered around Roopkund Lake, situated over 5,000 meters above sea level in the Himalayan Mountains. Here the authors analyze genome-wide data from 38 skeletons and find 3 clusters with different ancestries and dates, showing the people were desposited in multiple catastrophic events.
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Affiliation(s)
- Éadaoin Harney
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA.,The Max Planck-Harvard Research Center for the Archaeoscience of the Ancient Mediterranean, Cambridge, MA, 02138, USA.,Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA
| | - Ayushi Nayak
- Department of Archaeology, Max Planck Institute for the Science of Human History, D-07745, Jena, Germany
| | - Nick Patterson
- Broad Institute of Harvard and MIT, Cambridge, MA, 02142 USA, USA.,Department of Human Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA
| | | | | | - Swapan Mallick
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA.,Broad Institute of Harvard and MIT, Cambridge, MA, 02142 USA, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Nadin Rohland
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA
| | - Jakob Sedig
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA
| | - Nicole Adamski
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Rebecca Bernardos
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA
| | - Nasreen Broomandkhoshbacht
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Brendan J Culleton
- Institutes of Energy and the Environment, The Pennsylvania State University, University Park, PA, 16802, USA.,Department of Anthropology, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Matthew Ferry
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Thomas K Harper
- Department of Anthropology, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Megan Michel
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, 02115, USA.,The Max Planck-Harvard Research Center for the Archaeoscience of the Ancient Mediterranean, D-07745, Jena, Germany
| | - Jonas Oppenheimer
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Kristin Stewardson
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Zhao Zhang
- Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA
| | - Harashawaradhana
- Anthropological Survey of India, North West Regional Centre, Dehradun, 248195, India
| | | | - Sachin Kumar
- CSIR Centre for Cellular and Molecular Biology, Hyderabad, Telangana, 500007, India.,Birbal Sahni Institute of Palaeosciences, Lucknow, Uttar Pradesh, 226007, India
| | | | - Patrick Roberts
- Department of Archaeology, Max Planck Institute for the Science of Human History, D-07745, Jena, Germany
| | - Nicole Boivin
- Department of Archaeology, Max Planck Institute for the Science of Human History, D-07745, Jena, Germany
| | - Douglas J Kennett
- Department of Anthropology, University of California, Santa Barbara, CA, 93106, USA
| | - Kumarasamy Thangaraj
- CSIR Centre for Cellular and Molecular Biology, Hyderabad, Telangana, 500007, India
| | - David Reich
- The Max Planck-Harvard Research Center for the Archaeoscience of the Ancient Mediterranean, Cambridge, MA, 02138, USA. .,Department of Genetics, Harvard Medical School, Boston, MA, 02115, USA. .,Broad Institute of Harvard and MIT, Cambridge, MA, 02142 USA, USA. .,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA, 02115, USA.
| | - Niraj Rai
- CSIR Centre for Cellular and Molecular Biology, Hyderabad, Telangana, 500007, India.,Birbal Sahni Institute of Palaeosciences, Lucknow, Uttar Pradesh, 226007, India
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Zhang C, Gao Y, Liu J, Xue Z, Lu Y, Deng L, Tian L, Feng Q, Xu S. PGG.Population: a database for understanding the genomic diversity and genetic ancestry of human populations. Nucleic Acids Res 2019; 46:D984-D993. [PMID: 29112749 PMCID: PMC5753384 DOI: 10.1093/nar/gkx1032] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2017] [Accepted: 10/17/2017] [Indexed: 12/16/2022] Open
Abstract
There are a growing number of studies focusing on delineating genetic variations that are associated with complex human traits and diseases due to recent advances in next-generation sequencing technologies. However, identifying and prioritizing disease-associated causal variants relies on understanding the distribution of genetic variations within and among populations. The PGG.Population database documents 7122 genomes representing 356 global populations from 107 countries and provides essential information for researchers to understand human genomic diversity and genetic ancestry. These data and information can facilitate the design of research studies and the interpretation of results of both evolutionary and medical studies involving human populations. The database is carefully maintained and constantly updated when new data are available. We included miscellaneous functions and a user-friendly graphical interface for visualization of genomic diversity, population relationships (genetic affinity), ancestral makeup, footprints of natural selection, and population history etc. Moreover, PGG.Population provides a useful feature for users to analyze data and visualize results in a dynamic style via online illustration. The long-term ambition of the PGG.Population, together with the joint efforts from other researchers who contribute their data to our database, is to create a comprehensive depository of geographic and ethnic variation of human genome, as well as a platform bringing influence on future practitioners of medicine and clinical investigators. PGG.Population is available at https://www.pggpopulation.org.
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Affiliation(s)
- Chao Zhang
- Chinese Academy of Sciences (CAS) Key Laboratory of Computational Biology, Max Planck Independent Research Group on Population Genomics, CAS-MPG Partner Institute for Computational Biology (PICB), Shanghai Institutes for Biological Sciences, CAS, Shanghai 200031, China.,University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yang Gao
- Chinese Academy of Sciences (CAS) Key Laboratory of Computational Biology, Max Planck Independent Research Group on Population Genomics, CAS-MPG Partner Institute for Computational Biology (PICB), Shanghai Institutes for Biological Sciences, CAS, Shanghai 200031, China.,University of Chinese Academy of Sciences, Beijing 100049, China.,School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China
| | - Jiaojiao Liu
- Chinese Academy of Sciences (CAS) Key Laboratory of Computational Biology, Max Planck Independent Research Group on Population Genomics, CAS-MPG Partner Institute for Computational Biology (PICB), Shanghai Institutes for Biological Sciences, CAS, Shanghai 200031, China.,University of Chinese Academy of Sciences, Beijing 100049, China.,School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China
| | - Zhe Xue
- Chinese Academy of Sciences (CAS) Key Laboratory of Computational Biology, Max Planck Independent Research Group on Population Genomics, CAS-MPG Partner Institute for Computational Biology (PICB), Shanghai Institutes for Biological Sciences, CAS, Shanghai 200031, China
| | - Yan Lu
- Chinese Academy of Sciences (CAS) Key Laboratory of Computational Biology, Max Planck Independent Research Group on Population Genomics, CAS-MPG Partner Institute for Computational Biology (PICB), Shanghai Institutes for Biological Sciences, CAS, Shanghai 200031, China
| | - Lian Deng
- Chinese Academy of Sciences (CAS) Key Laboratory of Computational Biology, Max Planck Independent Research Group on Population Genomics, CAS-MPG Partner Institute for Computational Biology (PICB), Shanghai Institutes for Biological Sciences, CAS, Shanghai 200031, China.,University of Chinese Academy of Sciences, Beijing 100049, China
| | - Lei Tian
- Chinese Academy of Sciences (CAS) Key Laboratory of Computational Biology, Max Planck Independent Research Group on Population Genomics, CAS-MPG Partner Institute for Computational Biology (PICB), Shanghai Institutes for Biological Sciences, CAS, Shanghai 200031, China.,University of Chinese Academy of Sciences, Beijing 100049, China
| | - Qidi Feng
- Chinese Academy of Sciences (CAS) Key Laboratory of Computational Biology, Max Planck Independent Research Group on Population Genomics, CAS-MPG Partner Institute for Computational Biology (PICB), Shanghai Institutes for Biological Sciences, CAS, Shanghai 200031, China.,University of Chinese Academy of Sciences, Beijing 100049, China
| | - Shuhua Xu
- Chinese Academy of Sciences (CAS) Key Laboratory of Computational Biology, Max Planck Independent Research Group on Population Genomics, CAS-MPG Partner Institute for Computational Biology (PICB), Shanghai Institutes for Biological Sciences, CAS, Shanghai 200031, China.,University of Chinese Academy of Sciences, Beijing 100049, China.,School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China.,Collaborative Innovation Center of Genetics and Development, Shanghai 200438, China
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81
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Naseri A, Liu X, Tang K, Zhang S, Zhi D. RaPID: ultra-fast, powerful, and accurate detection of segments identical by descent (IBD) in biobank-scale cohorts. Genome Biol 2019; 20:143. [PMID: 31345249 PMCID: PMC6659282 DOI: 10.1186/s13059-019-1754-8] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Accepted: 07/03/2019] [Indexed: 11/10/2022] Open
Abstract
While genetic relatedness, usually manifested as segments identical by descent (IBD), is ubiquitous in modern large biobanks, current IBD detection methods are not efficient at such a scale. Here, we describe an efficient method, RaPID, for detecting IBD segments in a panel with phased haplotypes. RaPID achieves a time and space complexity linear to the input size and the number of reported IBDs. With simulation, we showed that RaPID is orders of magnitude faster than existing method while offering competitive power and accuracy. In UK Biobank, RaPID identified 3,335,807 IBDs with a lenght ≥ 10 cM among 223,507 male X chromosomes in 11 min.
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Affiliation(s)
- Ardalan Naseri
- Department of Computer Science, University of Central Florida, Orlando, FL, 32816, USA
| | - Xiaoming Liu
- USF Genomics, College of Public Health, University of South Florida, Tampa, FL, 33612, USA
| | - Kecong Tang
- Department of Computer Science, University of Central Florida, Orlando, FL, 32816, USA
| | - Shaojie Zhang
- Department of Computer Science, University of Central Florida, Orlando, FL, 32816, USA.
| | - Degui Zhi
- School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA.
- Department of Epidemiology, Human Genetics & Environmental Sciences, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA.
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82
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Pathak AK, Srivastava A, Singh PP, Das D, Bandopadhyay A, Singh P, Chaubey G. Historic migration to South Asia in the last two millennia: A case of Jewish and Parsi populations. J Biosci 2019. [DOI: 10.1007/s12038-019-9873-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Thangaraj K, Rai N. Peopling of India: Ancient DNA perspectives. J Biosci 2019; 44:70. [PMID: 31389359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
To reconstruct and explain patterns of genetic diversity of modern humans, understanding their past and present genetic profile is crucial. While genomes of contemporary people can provide information about present day population structure, analysis of ancient genomes may provide unprecedented insights about the past demographic events that have shaped the contemporary gene pool. Population genetics has recently witnessed an explosion in studies on ancient human population histories, primarily from Europe and America. South Asia has no representation in the ancient genomics literature, despite the wealth of archaeological richness in the form of human skeletal remains that exist in collections all over the country. Representing one-fifth of present day humanity calls for understanding the demographic history of south Asia not merely as a prerequisite but as an urgent need to understand its genetic variations on a global scale. Although the overall picture is taking form, new archaeological and genetic information from the region has started to reveal a more complex scenario of ancient human migrations and admixtures than was ever known before. In this article, we discuss a meaningful insight on the current status of ancient DNA (aDNA) research in India. We have also summarized a few but important aDNA studies, which have been successfully carried out in India. Furthermore, we have highlighted the potential opportunity of aDNA research in the Indian subcontinent.
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Affiliation(s)
- K Thangaraj
- CSIR-Centre for Cellular and Molecular Biology, Uppal Road, Hyderabad 500 007, India,
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84
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Peopling of India: Ancient DNA perspectives. J Biosci 2019. [DOI: 10.1007/s12038-019-9874-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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85
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Pathak AK, Srivastava A, Singh PP, DAS D, Bandopadhyay A, Singh P, Chaubey G. Historic migration to South Asia in the last two millennia: A case of Jewish and Parsi populations. J Biosci 2019; 44:72. [PMID: 31389361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
The South Asian populations have a mosaic of ancestries likely due to the interactions of long-term populations of the landmass and those of East andWest Eurasia. Apart from prehistoric dispersals, there are some known population movements to India. In this study,we focussed on the migration of Jewish and Parsi populations on temporal and spatial scales. The existence of Jewish and Parsi communities in India are recorded since ancient times. However, due to the lack of high-resolution genetic data, their origin and affiliation with other Indian and non-Indian populations remains shrouded in legends. Earlier genetic studies on populations of Indian Jews have found evidence for a minor shared ancestry of Indian Jews with Middle Eastern (Jews) populations, whereas for Parsis, the Iranian link was proposed. Recently, in our high-resolution study, we were able to quantify the admixture dynamics of these groups, which has suggested a male-biased admixture. Here, we added the newly available ancient samples and revisited the interplay of genes and cultures. Thus, in this study we reconstructed a broad genetic profile of Indian Jews and Parsis to paint a fine-grained picture of these ethnic groups.
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Affiliation(s)
- Ajai K Pathak
- Estonian Biocentre, Institute of Genomics, University of Tartu, Riia 23b, Tartu 51010, Estonia
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87
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Dioguardi M, Gioia GD, Caloro GA, Capocasale G, Zhurakivska K, Troiano G, Russo LL, Muzio LL. The Association between Tooth Loss and Alzheimer's Disease: a Systematic Review with Meta-Analysis of Case Control Studies. Dent J (Basel) 2019; 7:dj7020049. [PMID: 31052367 PMCID: PMC6630622 DOI: 10.3390/dj7020049] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Revised: 04/17/2019] [Accepted: 04/23/2019] [Indexed: 12/28/2022] Open
Abstract
Alzheimer's disease is classified as a neurodegenerative condition, a heterogeneous group of illnesses characterized by the slow and progressive loss of one or more functions of the nervous system. Its incidence tends to increase gradually from 65 years of age, up to a prevalence of 4% at age 75. The loss of dental elements is more prevalent in this population and might negatively affect the masticatory capacity, quality of life, and pathogenesis of Alzheimer's disease. This study investigated problems related to oral health and the loss of dental elements in elderly patients suffering from Alzheimer's and considered whether local inflammatory processes could affect the etiopathogenesis of Alzheimer's disease. The purpose of this systematic review is to identify a link between the causes leading to tooth loss and the onset/progression of Alzheimer's disease. We also studied whether there is a higher incidence of tooth loss (primary outcome) and edentulism (secondary outcome) among Alzheimer's patients. We searched records in electronic databases such as PubMed, EBSCO, and Web of Science using the following keywords: Alzheimer's Disease AND periodontal, Alzheimer's Disease AND periodontitis, dementia AND (periodontitis OR periodontal) "Alzheimer's Disease" AND "tooth" OR "dental loss," "dementia" AND "edentulous," "Alzheimer's Disease" AND "edentulous," "dementia" AND "tooth" OR "dental loss." The records were screened, and after applying the eligibility and inclusion criteria, nine articles were left, six of which were analyzed for the primary outcome (loss of dental elements) and six for the secondary outcome (tooth loss). Results from this meta-analysis revealed that Alzheimer's disease patients have an increased risk of dental loss (hazard ratio (HR) 1.52, 95% confidence interval (CI) 1.00-2.30, p = 0.05) and edentulous condition (HR 2.26, 95% CI 1.70-3.01, p < 0.001). A quantitative analysis of the included studies indicated that patients suffering from Alzheimer's disease are characterized by a greater number of lost dental elements and general edentulism compared to the control groups.
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Affiliation(s)
- Mario Dioguardi
- Department of Clinical and Experimental Medicine, University of Foggia, Via Rovelli 50, 71122 Foggia, Italy.
| | - Giovanni Di Gioia
- Department of Clinical and Experimental Medicine, University of Foggia, Via Rovelli 50, 71122 Foggia, Italy.
| | - Giorgia Apollonia Caloro
- Department of Emergency and Organ Transplantation, Nephrology, Dialysis and Transplantation Unit, University of Bari Via Piazza Giulio Cesare, 70124 Bari, Italy.
| | - Giorgia Capocasale
- Department of Surgical, Oncological and Surgery, University of Palermo, 90121 Palermo, Italy.
| | - Khrystyna Zhurakivska
- Department of Clinical and Experimental Medicine, University of Foggia, Via Rovelli 50, 71122 Foggia, Italy.
| | - Giuseppe Troiano
- Department of Clinical and Experimental Medicine, University of Foggia, Via Rovelli 50, 71122 Foggia, Italy.
| | - Lucio Lo Russo
- Department of Clinical and Experimental Medicine, University of Foggia, Via Rovelli 50, 71122 Foggia, Italy.
| | - Lorenzo Lo Muzio
- Department of Clinical and Experimental Medicine, University of Foggia, Via Rovelli 50, 71122 Foggia, Italy.
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Uttarilli A, Shah H, Bhavani GS, Upadhyai P, Shukla A, Girisha KM. Phenotyping and genotyping of skeletal dysplasias: Evolution of a center and a decade of experience in India. Bone 2019; 120:204-211. [PMID: 30408610 DOI: 10.1016/j.bone.2018.10.026] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2018] [Revised: 10/16/2018] [Accepted: 10/31/2018] [Indexed: 12/21/2022]
Abstract
Genetic heterogeneity, high burden and the paucity of genetic testing for rare diseases challenge genomic healthcare for these disorders in India. Here we report our experience over the past decade, of establishing the genomic evaluation of skeletal dysplasia at a tertiary university hospital in India. Research or clinical genomic testing was carried out by Sanger sequencing and next-generation sequencing. Close national and international collaborations aided phenotyping and genotyping. We report 508 families (557 affected individuals) with the definitive molecular diagnosis of skeletal dysplasia. Dysostoses multiplex (n = 196), genetic inflammatory/rheumatoid-like osteoarthropathies (n = 114) and osteogenesis imperfecta and decreased bone density (n = 58) were the most common diagnoses. We enumerate the processes, clinical diagnoses and causal variants in the cohort with 48 novel variants in 21 genes. We summarize scientific contributions of the center to the description of clinical and mutation profiles and discovery of new phenotypes and genetic etiology. Our study illustrates the establishment and application of genomic testing tools for genetic disorders of skeleton in a large cohort. We believe this could be a model to emulate for other developing genetic centers.
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Affiliation(s)
- Anusha Uttarilli
- Department of Medical Genetics, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, India
| | - Hitesh Shah
- Pediatric Orthopedics Services, Department of Orthopedics, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, India
| | - Gandham SriLakshmi Bhavani
- Department of Medical Genetics, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, India
| | - Priyanka Upadhyai
- Department of Medical Genetics, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, India
| | - Anju Shukla
- Department of Medical Genetics, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, India
| | - Katta M Girisha
- Department of Medical Genetics, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, India.
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Mishra A, Sundaravadivel P, Tripathi SK, Jha RK, Badrukhiya J, Basak N, Anerao I, Sharma A, Idowu AE, Mishra A, Pandey S, Kumar U, Singh S, Nizamuddin S, Tupperwar NC, Jha AN, Thangaraj K. Variations in macrophage migration inhibitory factor gene are not associated with visceral leishmaniasis in India. J Infect Public Health 2019; 12:380-387. [PMID: 30611734 DOI: 10.1016/j.jiph.2018.12.011] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2017] [Revised: 11/24/2018] [Accepted: 12/17/2018] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND The host genetic factors play important role in determining the outcome of visceral leishmaniasis (VL). Macrophage migration inhibitory factor (MIF) is an important host cytokine, which is a key regulator of innate immune system. Genetic variants in MIF gene have been found to be associated with several inflammatory and infectious diseases. Role of MIF is well documented in leishmaniasis diseases, including Indian visceral leishmaniasis, where elevated level of serum MIF has been associated with VL phenotypes. However, there was no genetic study to correlate MIF variants in VL, therefore, we aimed to study the possible association of three reported MIF gene variants -794 CATT, -173G > C and non-coding RNA gene LOC284889 in Indian VL phenotype. METHODS Study subjects comprised of 214 VL patients along with ethnically and demographically matched 220 controls from VL endemic regions of Bihar state in India. RESULTS We found no significant difference between cases and controls in allelic, genotypic and haplotype frequency of the markers analysed [-794 CATT repeats (χ2=0.86; p=0.35; OR=0.85; 95% CI=0.61-1.19); -173 G>C polymorphism (χ2=1.11; p=0.29; OR=0.83; 95% CI=0.59-1.16); and LOC284889 (χ2=0.78; p=0.37; OR=0.86; 95% CI=0.61-1.20)]. CONCLUSION Since we did not find any significant differences between case and control groups, we conclude that sequencing of complete MIF gene and extensive study on innate and adaptive immunity genes may help in identifying genetic variations that are associated with VL susceptibility/resistance among Indians.
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Affiliation(s)
- Anshuman Mishra
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India; Vinoba Bhave Research Institute, Allahabad, India; Institute of Advanced Materials, Linkoping, Sweden
| | | | | | - Rajan Kumar Jha
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India
| | | | - Nipa Basak
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India; Academy of Scientific and Innovative Research, India
| | - Isha Anerao
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India
| | - Akshay Sharma
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India
| | - Ajayi Ebenezer Idowu
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India; Osun State University, Oshogbo, Nigeria
| | | | | | - Umesh Kumar
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India
| | - Sakshi Singh
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India
| | | | | | - Aditya Nath Jha
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India; Sickle Cell Institute Chhattisgarh, Raipur, India
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90
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Mohammed Ismail W, Pagel KA, Pejaver V, Zhang SV, Casasa S, Mort M, Cooper DN, Hahn MW, Radivojac P. The sequencing and interpretation of the genome obtained from a Serbian individual. PLoS One 2018; 13:e0208901. [PMID: 30566479 PMCID: PMC6300249 DOI: 10.1371/journal.pone.0208901] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Accepted: 11/26/2018] [Indexed: 02/07/2023] Open
Abstract
Recent genetic studies and whole-genome sequencing projects have greatly improved our understanding of human variation and clinically actionable genetic information. Smaller ethnic populations, however, remain underrepresented in both individual and large-scale sequencing efforts and hence present an opportunity to discover new variants of biomedical and demographic significance. This report describes the sequencing and analysis of a genome obtained from an individual of Serbian origin, introducing tens of thousands of previously unknown variants to the currently available pool. Ancestry analysis places this individual in close proximity to Central and Eastern European populations; i.e., closest to Croatian, Bulgarian and Hungarian individuals and, in terms of other Europeans, furthest from Ashkenazi Jewish, Spanish, Sicilian and Baltic individuals. Our analysis confirmed gene flow between Neanderthal and ancestral pan-European populations, with similar contributions to the Serbian genome as those observed in other European groups. Finally, to assess the burden of potentially disease-causing/clinically relevant variation in the sequenced genome, we utilized manually curated genotype-phenotype association databases and variant-effect predictors. We identified several variants that have previously been associated with severe early-onset disease that is not evident in the proband, as well as putatively impactful variants that could yet prove to be clinically relevant to the proband over the next decades. The presence of numerous private and low-frequency variants, along with the observed and predicted disease-causing mutations in this genome, exemplify some of the global challenges of genome interpretation, especially in the context of under-studied ethnic groups.
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Affiliation(s)
- Wazim Mohammed Ismail
- Department of Computer Science, Indiana University, Bloomington, Indiana, United States of America
| | - Kymberleigh A. Pagel
- Department of Computer Science, Indiana University, Bloomington, Indiana, United States of America
| | - Vikas Pejaver
- Department of Computer Science, Indiana University, Bloomington, Indiana, United States of America
| | - Simo V. Zhang
- Department of Computer Science, Indiana University, Bloomington, Indiana, United States of America
| | - Sofia Casasa
- Department of Biology, Indiana University, Bloomington, Indiana, United States of America
| | - Matthew Mort
- Institute of Medical Genetics, Cardiff University, Cardiff, United Kingdom
| | - David N. Cooper
- Institute of Medical Genetics, Cardiff University, Cardiff, United Kingdom
| | - Matthew W. Hahn
- Department of Computer Science, Indiana University, Bloomington, Indiana, United States of America
- Department of Biology, Indiana University, Bloomington, Indiana, United States of America
| | - Predrag Radivojac
- College of Computer and Information Science, Northeastern University, Boston, Massachusetts, United States of America
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91
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Gupta R, Khedar RS, Gaur K, Xavier D. Low quality cardiovascular care is important coronary risk factor in India. Indian Heart J 2018; 70 Suppl 3:S419-S430. [PMID: 30595301 PMCID: PMC6309144 DOI: 10.1016/j.ihj.2018.05.002] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2018] [Accepted: 05/03/2018] [Indexed: 01/12/2023] Open
Abstract
Global Burden of Disease study has reported that cardiovascular and ischemic heart disease (IHD) mortality has increased by 34% in last 25 years in India. It has also been reported that despite having lower coronary risk factors compared to developed countries, incident cardiovascular mortality, cardiovascular events and case-fatality are greater in India. Reasons for the increasing trends and high mortality have not been studied. There is evidence that social determinants of IHD risk factors are widely prevalent and increasing. Epidemiological studies have reported low control rates of hypertension, hypercholesterolemia, diabetes and smoking/tobacco. Registries have reported greater mortality of acute coronary syndrome in India compared to developed countries. Secondary prevention therapies have significant gaps. Low quality cardiovascular care is an important risk factor in India. Package of interventions focusing on fiscal, intersectoral and public health measures, improvement of health services at community, primary and secondary healthcare levels and appropriate referral systems to specialized hospitals is urgently required.
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Affiliation(s)
- Rajeev Gupta
- Eternal Heart Care Centre & Research Institute, Mount Sinai New York Affiliate, Jaipur, India.
| | - Raghubir S Khedar
- Eternal Heart Care Centre & Research Institute, Mount Sinai New York Affiliate, Jaipur, India
| | - Kiran Gaur
- Department of Statistics, SKN Agricultural University, Jobner, Jaipur, India
| | - Denis Xavier
- Department of Pharmacology, St John's Medical College, Bangalore, India
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Whyte MP, Deepak Amalnath S, McAlister WH, Pedapati R, Muthupillai V, Duan S, Huskey M, Bijanki VN, Mumm S. Sclerosteosis: Report of type 1 or 2 in three Indian Tamil families and literature review. Bone 2018; 116:321-332. [PMID: 30077757 DOI: 10.1016/j.bone.2018.07.022] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2018] [Revised: 07/05/2018] [Accepted: 07/25/2018] [Indexed: 01/08/2023]
Abstract
Sclerosteosis (SOST) refers to two extremely rare yet similar skeletal dysplasias featuring a diffusely radiodense skeleton together with congenital syndactyly. SOST1 is transmitted as an autosomal recessive (AR) trait and to date caused by ten homozygous loss-of-function mutations within the gene SOST that encodes the inhibitor of Wnt-mediated bone formation, sclerostin. SOST2 is transmitted as an autosomal dominant (AD) or AR trait and to date caused by one heterozygous or two homozygous loss-of-function mutation(s), respectively, within the gene LRP4 that encodes the sclerostin interaction protein, low-density lipoprotein receptor-related protein 4 (LRP4). Herein, we investigated two teenagers and one middle-aged man with SOST in three families living in the state of Tamil Nadu in southern India. Next generation sequencing of their genomic DNA using our high bone density gene panel revealed SOST1 in the teenagers caused by a unique homozygous nonsense SOST mutation (c.129C > G, p.Tyr43X) and SOST2 in the man caused by homozygosity for one of the two known homozygous missense LRP4 mutations (c.3508C > T, p.Arg1170Trp). He becomes the fourth individual and the first non-European recognized with SOST2. His clinical course was milder than the life-threatening SOST1 demonstrated by the teenagers who suffered blindness, deafness, and raised intracranial pressure, yet his congenital syndactyly was more striking by featuring bony fusion of digits. All three patients were from consanguineous families and heterozygosity for the SOST mutation was documented in the mothers of both teenagers. Thus, on the endogamous genetic background of Indian Tamils, SOST1 from sclerostin deficiency compared to SOST2 from LRP4 deactivation is a more severe and life-threatening disorder featuring complications due to osteosclerosis of especially the skull. In contrast, the syndactyly of SOST2 is particularly striking by involving bony fusion of some digits. Both the SOST and LRP4 mutations in this ethnic population likely reflect genetic founders.
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Affiliation(s)
- Michael P Whyte
- Center for Metabolic Bone Disease and Molecular Research, Shriners Hospital for Children, St. Louis, MO 63110, USA; Division of Bone and Mineral Diseases, Department of Internal Medicine, Washington University School of Medicine at Barnes-Jewish Hospital, St. Louis, MO 63110, USA.
| | - S Deepak Amalnath
- Department of Medicine, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Pondicherry 605006, India.
| | - William H McAlister
- Mallinckrodt Institute of Radiology, Washington University School of Medicine at St. Louis Children's Hospital, St. Louis, MO 63110, USA.
| | - Radhakrishna Pedapati
- Department of Medicine, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Pondicherry 605006, India.
| | - Vivekanandan Muthupillai
- Department of Medicine, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Pondicherry 605006, India.
| | - Shenghui Duan
- Division of Bone and Mineral Diseases, Department of Internal Medicine, Washington University School of Medicine at Barnes-Jewish Hospital, St. Louis, MO 63110, USA.
| | - Margaret Huskey
- Division of Bone and Mineral Diseases, Department of Internal Medicine, Washington University School of Medicine at Barnes-Jewish Hospital, St. Louis, MO 63110, USA.
| | - Vinieth N Bijanki
- Center for Metabolic Bone Disease and Molecular Research, Shriners Hospital for Children, St. Louis, MO 63110, USA.
| | - Steven Mumm
- Center for Metabolic Bone Disease and Molecular Research, Shriners Hospital for Children, St. Louis, MO 63110, USA; Division of Bone and Mineral Diseases, Department of Internal Medicine, Washington University School of Medicine at Barnes-Jewish Hospital, St. Louis, MO 63110, USA.
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Mooney JA, Huber CD, Service S, Sul JH, Marsden CD, Zhang Z, Sabatti C, Ruiz-Linares A, Bedoya G, Freimer N, Lohmueller KE. Understanding the Hidden Complexity of Latin American Population Isolates. Am J Hum Genet 2018; 103:707-726. [PMID: 30401458 PMCID: PMC6218714 DOI: 10.1016/j.ajhg.2018.09.013] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2018] [Accepted: 09/26/2018] [Indexed: 12/12/2022] Open
Abstract
Most population isolates examined to date were founded from a single ancestral population. Consequently, there is limited knowledge about the demographic history of admixed population isolates. Here we investigate genomic diversity of recently admixed population isolates from Costa Rica and Colombia and compare their diversity to a benchmark population isolate, the Finnish. These Latin American isolates originated during the 16th century from admixture between a few hundred European males and Amerindian females, with a limited contribution from African founders. We examine whole-genome sequence data from 449 individuals, ascertained as families to build mutigenerational pedigrees, with a mean sequencing depth of coverage of approximately 36×. We find that Latin American isolates have increased genetic diversity relative to the Finnish. However, there is an increase in the amount of identity by descent (IBD) segments in the Latin American isolates relative to the Finnish. The increase in IBD segments is likely a consequence of a very recent and severe population bottleneck during the founding of the admixed population isolates. Furthermore, the proportion of the genome that falls within a long run of homozygosity (ROH) in Costa Rican and Colombian individuals is significantly greater than that in the Finnish, suggesting more recent consanguinity in the Latin American isolates relative to that seen in the Finnish. Lastly, we find that recent consanguinity increased the number of deleterious variants found in the homozygous state, which is relevant if deleterious variants are recessive. Our study suggests that there is no single genetic signature of a population isolate.
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Affiliation(s)
- Jazlyn A Mooney
- Department of Human Genetics, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Christian D Huber
- Department of Ecology & Evolutionary Biology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Susan Service
- Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Jae Hoon Sul
- Department of Psychiatry and Biobehavioral Sciences, Semel Center for Informatics and Personalized Genomics, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Clare D Marsden
- Department of Ecology & Evolutionary Biology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Zhongyang Zhang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Icahn Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Chiara Sabatti
- Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA; Department of Statistics, Stanford University, Stanford, CA 94305, USA
| | - Andrés Ruiz-Linares
- Ministry of Education Key Laboratory of Contemporary Anthropology and Collaborative Innovation Center of Genetics and Development, Fudan University, Shanghai 200438, China; Aix-Marseille Univ, CNRS, EFS, ADES, Marseille, France
| | - Gabriel Bedoya
- Genética Molecular (GENMOL), Universidad de Antioquia, Medellín, Colombia
| | - Nelson Freimer
- Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Kirk E Lohmueller
- Department of Human Genetics, University of California Los Angeles, Los Angeles, CA 90095, USA; Department of Ecology & Evolutionary Biology, University of California Los Angeles, Los Angeles, CA 90095, USA.
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94
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Sanghera DK, Bejar C, Sapkota B, Wander GS, Ralhan S. Frequencies of poor metabolizer alleles of 12 pharmacogenomic actionable genes in Punjabi Sikhs of Indian Origin. Sci Rep 2018; 8:15742. [PMID: 30356105 PMCID: PMC6200732 DOI: 10.1038/s41598-018-33981-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Accepted: 09/28/2018] [Indexed: 12/28/2022] Open
Abstract
Diversity in drug response is attributed to both genetic and non-genetic factors. However, there is paucity of pharmacogenetics information across ethnically and genetically diverse populations of India. Here, we have analyzed 21 SNPs from 12 pharmacogenomics genes in Punjabi Sikhs of Indian origin (N = 1,616), as part of the Sikh Diabetes Study (SDS). We compared the allele frequency of poor metabolism (PM) phenotype among Sikhs across other major global populations from the Exome Aggregation Consortium and 1000 Genomes. The PM phenotype of CYP1A2*1 F for slow metabolism of caffeine and carcinogens was significantly higher in Indians (SDS 42%, GIH [Gujarati] 51%, SAS [Pakistani] 45%) compared to Europeans 29% (pgenotype = 5.3E-05). Similarly, South Asians had a significantly higher frequency of CYP2C9*3 (12% SDS, 13% GIH, 11% SAS) vs. 7% in Europeans (pgenotype = <1.0E-05) and 'T' allele of CYP4F2 (36%) SDS, (43%) GIH, 40% (SAS) vs. (29%) in Europeans (pgenotype = <1.0E-05); both associated with a higher risk of bleeding with warfarin. All South Asians -the Sikhs (0.36), GIH (0.34), and SAS (0.36) had a higher frequency of the NAT2*6 allele (linked with slow acetylation of isoniazid) compared to Europeans (0.29). Additionally, the prevalence of the low activity 'C' allele of MTHFR (rs1801131) was highest in Sikhs compared to all other ethnic groups [SDS (44%), GIH (39%), SAS (42%) and European (32%) (pgenotype = <1.0E-05)]. SNPs in MTHFR affect metabolism of statins, 5-fluorouracil and methotrexate-based cancer drugs. These findings underscore the need for evaluation of other endogamous ethnic groups of India and beyond for establishing a global benchmark for pre-emptive genotyping in drug metabolizing genes before beginning therapeutic intervention.
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Affiliation(s)
- Dharambir K Sanghera
- Department of Pediatrics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA.
- Department of Pharmaceutical Sciences, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- Oklahoma Center for Neuroscience, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
- Harold Hamm Diabetes Center, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
| | - Cynthia Bejar
- Department of Pediatrics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA
| | - Bishwa Sapkota
- Department of Pediatrics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma, USA
| | | | - Sarju Ralhan
- Hero DMC Heart Institute, Ludhiana, Punjab, India
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95
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De Novo Assembly of Two Swedish Genomes Reveals Missing Segments from the Human GRCh38 Reference and Improves Variant Calling of Population-Scale Sequencing Data. Genes (Basel) 2018; 9:genes9100486. [PMID: 30304863 PMCID: PMC6210158 DOI: 10.3390/genes9100486] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Revised: 09/21/2018] [Accepted: 10/05/2018] [Indexed: 12/16/2022] Open
Abstract
The current human reference sequence (GRCh38) is a foundation for large-scale sequencing projects. However, recent studies have suggested that GRCh38 may be incomplete and give a suboptimal representation of specific population groups. Here, we performed a de novo assembly of two Swedish genomes that revealed over 10 Mb of sequences absent from the human GRCh38 reference in each individual. Around 6 Mb of these novel sequences (NS) are shared with a Chinese personal genome. The NS are highly repetitive, have an elevated GC-content, and are primarily located in centromeric or telomeric regions. Up to 1 Mb of NS can be assigned to chromosome Y, and large segments are also missing from GRCh38 at chromosomes 14, 17, and 21. Inclusion of NS into the GRCh38 reference radically improves the alignment and variant calling from short-read whole-genome sequencing data at several genomic loci. A re-analysis of a Swedish population-scale sequencing project yields > 75,000 putative novel single nucleotide variants (SNVs) and removes > 10,000 false positive SNV calls per individual, some of which are located in protein coding regions. Our results highlight that the GRCh38 reference is not yet complete and demonstrate that personal genome assemblies from local populations can improve the analysis of short-read whole-genome sequencing data.
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96
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Metspalu M, Mondal M, Chaubey G. The genetic makings of South Asia. Curr Opin Genet Dev 2018; 53:128-133. [PMID: 30286387 DOI: 10.1016/j.gde.2018.09.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2018] [Accepted: 09/13/2018] [Indexed: 11/17/2022]
Abstract
South Asia is home for more than a billion people culturally structured into innumerable groups practicing different levels of endogamy. Linguistically South Asia is broadly characterized by four major language families which has served as access way for disentangling the genetic makings of South Asia. In this review we shall give brief account on the recent developments in the field. Advances are made in two fronts simultaneously. Whole genome characterisation of many extant South Asians paint the picture of the genetic diversity and its implications to health-care. On the other hand ancient DNA studies, which are finally reaching South Asia, provide new incites to the demographic history of the subcontinent. Before the spread of agriculture, South Asia was likely inhabited by hunter-gatherer groups deriving much of their ancestry from a population that split from the rest of humanity soon after expanding from Africa. Early Iranian agriculturalists mixing with these local hunter-gatherers probably formed the population that flourished during the blossoming of the Indus Valley Civilisation. Further admixture with the still persisting HG groups and population(s) from the Eurasian Steppe, formed the two ancestral populations (ANI and ASI), the north-south mixing pattern of whom is known today as the 'Indian Cline'. Studies on natural selection in South Asia have so far revealed strong signals of sweeps that are shared with West Eurasians. Future studies will have to fully unlock the aDNA promise for South Asia.
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Affiliation(s)
- Mait Metspalu
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Mayukh Mondal
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Gyaneshwer Chaubey
- Estonian Biocentre, Institute of Genomics, University of Tartu, Tartu, Estonia; Cytogenetics Laboratory, Department of Zoology, Banaras Hindu University, Varanasi, India
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97
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Das R, Upadhyai P. An Ancestry Informative Marker Set Which Recapitulates the Known Fine Structure of Populations in South Asia. Genome Biol Evol 2018; 10:2408-2416. [PMID: 30184103 PMCID: PMC6143162 DOI: 10.1093/gbe/evy182] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/19/2018] [Indexed: 12/16/2022] Open
Abstract
The inference of genomic ancestry using ancestry informative markers (AIMs) can be useful for a range of studies in evolutionary genetics, biomedical research, and forensic analyses. However, the determination of AIMs for highly admixed populations with complex ancestries has remained a formidable challenge. Given the immense genetic heterogeneity and unique population structure of the Indian subcontinent, here we sought to derive AIMs that would yield a cohesive and faithful understanding of South Asian genetic origins. To discern the most optimal strategy for extracting AIMs for South Asians we compared three commonly used AIMs-determining methods namely, Infocalc, FST, and Smart Principal Component Analysis with ADMIXTURE, using previously published whole genome data from the Indian subcontinent. Our findings suggest that the Infocalc approach is likely most suitable for delineation of South Asian AIMs. In particular, Infocalc-2,000 (N = 2,000) appeared as the most informative South Asian AIMs panel that recapitulated the finer structure within South Asian genomes with high degree of sensitivity and precision, whereas a negative control with an equivalent number of randomly selected markers when used to interrogate the South Asian populations, failed to do so. We discuss the utility of all approaches under evaluation for AIMs derivation and interpreting South Asian genomic ancestries. Notably, this is the first report of an AIMs panel for South Asian ancestry inference. Overall these findings may aid in developing cost-effective resources for large-scale demographic analyses and foster expansion of our knowledge of human origins and disease, in the South Asian context.
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Affiliation(s)
- Ranajit Das
- Manipal Centre for Natural Sciences (MCNS), Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Priyanka Upadhyai
- Department of Medical Genetics, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, Karnataka, India
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98
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Genetic diversity in populations across Latin America: implications for population and medical genetic studies. Curr Opin Genet Dev 2018; 53:98-104. [PMID: 30125792 DOI: 10.1016/j.gde.2018.07.006] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2018] [Accepted: 07/22/2018] [Indexed: 01/03/2023]
Abstract
Hispanic/Latino (H/L) populations, although linked by culture and aspects of shared history, reflect the complexity of history and migration influencing the Americas. The original settlement by indigenous Americans, followed by postcolonial admixture from multiple continents, has yielded localized genetic patterns. In addition, numerous H/L populations appear to have signatures of pre-colonization and post-colonization bottlenecks, indicating that tens of millions of H/Ls may harbor signatures of founder effects today. Based on both population and medical genetic findings we highlight the extreme differentiation across the Americas, providing evidence for why H/Ls should not be considered a single population in modern human genetics. We highlight the need for additional sampling of understudied H/L groups, and ramifications of these findings for genomic medicine in one-tenth of the world's population.
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99
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Lipson M, Cheronet O, Mallick S, Rohland N, Oxenham M, Pietrusewsky M, Pryce TO, Willis A, Matsumura H, Buckley H, Domett K, Nguyen GH, Trinh HH, Kyaw AA, Win TT, Pradier B, Broomandkhoshbacht N, Candilio F, Changmai P, Fernandes D, Ferry M, Gamarra B, Harney E, Kampuansai J, Kutanan W, Michel M, Novak M, Oppenheimer J, Sirak K, Stewardson K, Zhang Z, Flegontov P, Pinhasi R, Reich D. Ancient genomes document multiple waves of migration in Southeast Asian prehistory. Science 2018; 361:92-95. [PMID: 29773666 DOI: 10.1126/science.aat3188] [Citation(s) in RCA: 166] [Impact Index Per Article: 23.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2018] [Accepted: 05/03/2018] [Indexed: 12/18/2022]
Abstract
Southeast Asia is home to rich human genetic and linguistic diversity, but the details of past population movements in the region are not well known. Here, we report genome-wide ancient DNA data from 18 Southeast Asian individuals spanning from the Neolithic period through the Iron Age (4100 to 1700 years ago). Early farmers from Man Bac in Vietnam exhibit a mixture of East Asian (southern Chinese agriculturalist) and deeply diverged eastern Eurasian (hunter-gatherer) ancestry characteristic of Austroasiatic speakers, with similar ancestry as far south as Indonesia providing evidence for an expansive initial spread of Austroasiatic languages. By the Bronze Age, in a parallel pattern to Europe, sites in Vietnam and Myanmar show close connections to present-day majority groups, reflecting substantial additional influxes of migrants.
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Affiliation(s)
- Mark Lipson
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.
| | - Olivia Cheronet
- Department of Anthropology, University of Vienna, 1090 Vienna, Austria.,Earth Institute, University College Dublin, Dublin 4, Ireland.,School of Archaeology, University College Dublin, Dublin 4, Ireland
| | - Swapan Mallick
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Nadin Rohland
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Marc Oxenham
- School of Archaeology and Anthropology, Australian National University, Canberra, ACT 0200, Australia
| | - Michael Pietrusewsky
- Department of Anthropology, University of Hawai'i at Mānoa, Honolulu, Hawai'i 96822, USA
| | - Thomas Oliver Pryce
- Centre National de la Recherche Scientifique, 75016 Paris, France.,UMR 7055 Préhistoire et Technologie, Université Paris Nanterre, 92023 Nanterre, France.,CEA/CNRS UMR 3685 NIMBE, 91191 Gif-sur-Yvette, France
| | - Anna Willis
- College of Arts, Society and Education, James Cook University, Townsville, Queensland 4811, Australia
| | - Hirofumi Matsumura
- School of Health Science, Sapporo Medical University, Sapporo 060-8556, Japan
| | - Hallie Buckley
- Department of Anatomy, University of Otago, Dunedin 9054, New Zealand
| | - Kate Domett
- Division of Tropical Health and Medicine, College of Medicine and Dentistry, James Cook University, Townsville, Queensland 4811, Australia
| | - Giang Hai Nguyen
- Department of Prehistoric Archaeology, Vietnam Institute of Archaeology, Hanoi, Vietnam
| | - Hoang Hiep Trinh
- Department of Prehistoric Archaeology, Vietnam Institute of Archaeology, Hanoi, Vietnam
| | - Aung Aung Kyaw
- Department of Archaeology, Ministry of Religious Affairs and Culture, Mandalay, Myanmar
| | - Tin Tin Win
- Department of Archaeology, Ministry of Religious Affairs and Culture, Mandalay, Myanmar
| | - Baptiste Pradier
- UMR 7055 Préhistoire et Technologie, Université Paris Nanterre, 92023 Nanterre, France
| | - Nasreen Broomandkhoshbacht
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Francesca Candilio
- Soprintendenza Archeologia Belle Arti e Paesaggio per la Città Metropolitana di Cagliari e per le Province di Oristano e Sud Sardegna, 09124 Cagliari, Italy.,Physical Anthropology Section, University of Pennsylvania Museum of Archaeology and Anthropology, Philadelphia, PA 19104, USA
| | - Piya Changmai
- Department of Biology and Ecology, Faculty of Science, University of Ostrava, 70103 Ostrava, Czech Republic
| | - Daniel Fernandes
- Department of Anthropology, University of Vienna, 1090 Vienna, Austria.,Earth Institute, University College Dublin, Dublin 4, Ireland.,CIAS, Department of Life Sciences, University of Coimbra, Coimbra 3000-456, Portugal
| | - Matthew Ferry
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Beatriz Gamarra
- Earth Institute, University College Dublin, Dublin 4, Ireland.,School of Archaeology, University College Dublin, Dublin 4, Ireland
| | - Eadaoin Harney
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Jatupol Kampuansai
- Department of Biology, Faculty of Science, Chiang Mai University, Chiang Mai 50200, Thailand.,Center of Excellence in Bioresources for Agriculture, Industry and Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Wibhu Kutanan
- Department of Biology, Faculty of Science, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Megan Michel
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Mario Novak
- Earth Institute, University College Dublin, Dublin 4, Ireland.,Institute for Anthropological Research, 10000 Zagreb, Croatia
| | - Jonas Oppenheimer
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Kendra Sirak
- Earth Institute, University College Dublin, Dublin 4, Ireland.,Department of Anthropology, Emory University, Atlanta, GA 30322, USA
| | - Kristin Stewardson
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Zhao Zhang
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Pavel Flegontov
- Department of Biology and Ecology, Faculty of Science, University of Ostrava, 70103 Ostrava, Czech Republic.,Institute of Parasitology, Biology Centre, Czech Academy of Sciences, 37005 České Budějovice, Czech Republic
| | - Ron Pinhasi
- Department of Anthropology, University of Vienna, 1090 Vienna, Austria. .,Earth Institute, University College Dublin, Dublin 4, Ireland
| | - David Reich
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA. .,Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.,Howard Hughes Medical Institute, Harvard Medical School, Boston, MA 02115, USA
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100
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Retshabile G, Mlotshwa BC, Williams L, Mwesigwa S, Mboowa G, Huang Z, Rustagi N, Swaminathan S, Katagirya E, Kyobe S, Wayengera M, Kisitu GP, Kateete DP, Wampande EM, Maplanka K, Kasvosve I, Pettitt ED, Matshaba M, Nsangi B, Marape M, Tsimako-Johnstone M, Brown CW, Yu F, Kekitiinwa A, Joloba M, Mpoloka SW, Mardon G, Anabwani G, Hanchard NA. Whole-Exome Sequencing Reveals Uncaptured Variation and Distinct Ancestry in the Southern African Population of Botswana. Am J Hum Genet 2018; 102:731-743. [PMID: 29706352 DOI: 10.1016/j.ajhg.2018.03.010] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Accepted: 02/26/2018] [Indexed: 01/08/2023] Open
Abstract
Large-scale, population-based genomic studies have provided a context for modern medical genetics. Among such studies, however, African populations have remained relatively underrepresented. The breadth of genetic diversity across the African continent argues for an exploration of local genomic context to facilitate burgeoning disease mapping studies in Africa. We sought to characterize genetic variation and to assess population substructure within a cohort of HIV-positive children from Botswana-a Southern African country that is regionally underrepresented in genomic databases. Using whole-exome sequencing data from 164 Batswana and comparisons with 150 similarly sequenced HIV-positive Ugandan children, we found that 13%-25% of variation observed among Batswana was not captured by public databases. Uncaptured variants were significantly enriched (p = 2.2 × 10-16) for coding variants with minor allele frequencies between 1% and 5% and included predicted-damaging non-synonymous variants. Among variants found in public databases, corresponding allele frequencies varied widely, with Botswana having significantly higher allele frequencies among rare (<1%) pathogenic and damaging variants. Batswana clustered with other Southern African populations, but distinctly from 1000 Genomes African populations, and had limited evidence for admixture with extra-continental ancestries. We also observed a surprising lack of genetic substructure in Botswana, despite multiple tribal ethnicities and language groups, alongside a higher degree of relatedness than purported founder populations from the 1000 Genomes project. Our observations reveal a complex, but distinct, ancestral history and genomic architecture among Batswana and suggest that disease mapping within similar Southern African populations will require a deeper repository of genetic variation and allelic dependencies than presently exists.
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Affiliation(s)
- Gaone Retshabile
- Department of Biological Sciences, University of Botswana, Gaborone, Botswana
| | - Busisiwe C Mlotshwa
- Department of Biological Sciences, University of Botswana, Gaborone, Botswana
| | - Lesedi Williams
- Department of Biological Sciences, University of Botswana, Gaborone, Botswana
| | - Savannah Mwesigwa
- Department of Medical Microbiology, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Gerald Mboowa
- Department of Medical Microbiology, College of Health Sciences, Makerere University, Kampala, Uganda; Department of Immunology and Molecular Biology, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Zhuoyi Huang
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Navin Rustagi
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Shanker Swaminathan
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA; USDA/ARS/Children's Nutrition Research Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Eric Katagirya
- Department of Medical Microbiology, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Samuel Kyobe
- Department of Medical Microbiology, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Misaki Wayengera
- Department of Immunology and Molecular Biology, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Grace P Kisitu
- Baylor College of Medicine Children's Foundation, Kampala, Uganda
| | - David P Kateete
- Department of Medical Microbiology, College of Health Sciences, Makerere University, Kampala, Uganda; Department of Immunology and Molecular Biology, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Eddie M Wampande
- Department of Medical Microbiology, College of Health Sciences, Makerere University, Kampala, Uganda; Department of Bio-molecular Resources, College of Veterinary Medicine, Makerere University, Kampala, Uganda
| | - Koketso Maplanka
- Department of Biological Sciences, University of Botswana, Gaborone, Botswana
| | - Ishmael Kasvosve
- Department of Medical Laboratory Sciences, University of Botswana, Gaborone, Botswana
| | - Edward D Pettitt
- Botswana-Baylor Children's Clinical Centre of Excellence, Gaborone, Botswana
| | - Mogomotsi Matshaba
- Botswana-Baylor Children's Clinical Centre of Excellence, Gaborone, Botswana; Pediatric Retrovirology, Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Betty Nsangi
- Baylor College of Medicine Children's Foundation, Kampala, Uganda
| | - Marape Marape
- Botswana-Baylor Children's Clinical Centre of Excellence, Gaborone, Botswana
| | | | - Chester W Brown
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA; University of Tennessee Health Science Center, Memphis, TN 38105, USA
| | - Fuli Yu
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Adeodata Kekitiinwa
- Baylor College of Medicine Children's Foundation, Kampala, Uganda; Pediatric Retrovirology, Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Moses Joloba
- Department of Medical Microbiology, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Sununguko W Mpoloka
- Department of Biological Sciences, University of Botswana, Gaborone, Botswana
| | - Graeme Mardon
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA; Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Gabriel Anabwani
- Botswana-Baylor Children's Clinical Centre of Excellence, Gaborone, Botswana; Pediatric Retrovirology, Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Neil A Hanchard
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA; USDA/ARS/Children's Nutrition Research Center, Baylor College of Medicine, Houston, TX 77030, USA.
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