74 results on '"Ananyo Choudhury"'
Search Results
2. Genome-wide association study of population-standardised cognitive performance phenotypes in a rural South African community
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Cassandra C. Soo, Jean-Tristan Brandenburg, Almut Nebel, Stephen Tollman, Lisa Berkman, Michèle Ramsay, and Ananyo Choudhury
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Biology (General) ,QH301-705.5 - Abstract
A genome-wide association study for five cognitive phenotypes in a rural South African community suggests several variants associated with general cognition and domain-specific cognitive pathways in this cohort.
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- 2023
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3. Implicating genes, pleiotropy, and sexual dimorphism at blood lipid loci through multi-ancestry meta-analysis
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Stavroula Kanoni, Sarah E. Graham, Yuxuan Wang, Ida Surakka, Shweta Ramdas, Xiang Zhu, Shoa L. Clarke, Konain Fatima Bhatti, Sailaja Vedantam, Thomas W. Winkler, Adam E. Locke, Eirini Marouli, Greg J. M. Zajac, Kuan-Han H. Wu, Ioanna Ntalla, Qin Hui, Derek Klarin, Austin T. Hilliard, Zeyuan Wang, Chao Xue, Gudmar Thorleifsson, Anna Helgadottir, Daniel F. Gudbjartsson, Hilma Holm, Isleifur Olafsson, Mi Yeong Hwang, Sohee Han, Masato Akiyama, Saori Sakaue, Chikashi Terao, Masahiro Kanai, Wei Zhou, Ben M. Brumpton, Humaira Rasheed, Aki S. Havulinna, Yogasudha Veturi, Jennifer Allen Pacheco, Elisabeth A. Rosenthal, Todd Lingren, QiPing Feng, Iftikhar J. Kullo, Akira Narita, Jun Takayama, Hilary C. Martin, Karen A. Hunt, Bhavi Trivedi, Jeffrey Haessler, Franco Giulianini, Yuki Bradford, Jason E. Miller, Archie Campbell, Kuang Lin, Iona Y. Millwood, Asif Rasheed, George Hindy, Jessica D. Faul, Wei Zhao, David R. Weir, Constance Turman, Hongyan Huang, Mariaelisa Graff, Ananyo Choudhury, Dhriti Sengupta, Anubha Mahajan, Michael R. Brown, Weihua Zhang, Ketian Yu, Ellen M. Schmidt, Anita Pandit, Stefan Gustafsson, Xianyong Yin, Jian’an Luan, Jing-Hua Zhao, Fumihiko Matsuda, Hye-Mi Jang, Kyungheon Yoon, Carolina Medina-Gomez, Achilleas Pitsillides, Jouke Jan Hottenga, Andrew R. Wood, Yingji Ji, Zishan Gao, Simon Haworth, Noha A. Yousri, Ruth E. Mitchell, Jin Fang Chai, Mette Aadahl, Anne A. Bjerregaard, Jie Yao, Ani Manichaikul, Chii-Min Hwu, Yi-Jen Hung, Helen R. Warren, Julia Ramirez, Jette Bork-Jensen, Line L. Kårhus, Anuj Goel, Maria Sabater-Lleal, Raymond Noordam, Pala Mauro, Floris Matteo, Aaron F. McDaid, Pedro Marques-Vidal, Matthias Wielscher, Stella Trompet, Naveed Sattar, Line T. Møllehave, Matthias Munz, Lingyao Zeng, Jianfeng Huang, Bin Yang, Alaitz Poveda, Azra Kurbasic, Claudia Lamina, Lukas Forer, Markus Scholz, Tessel E. Galesloot, Jonathan P. Bradfield, Sanni E. Ruotsalainen, EWarwick Daw, Joseph M. Zmuda, Jonathan S. Mitchell, Christian Fuchsberger, Henry Christensen, Jennifer A. Brody, Miguel Vazquez-Moreno, Mary F. Feitosa, Mary K. Wojczynski, Zhe Wang, Michael H. Preuss, Massimo Mangino, Paraskevi Christofidou, Niek Verweij, Jan W. Benjamins, Jorgen Engmann, Noah L. Tsao, Anurag Verma, Roderick C. Slieker, Ken Sin Lo, Nuno R. Zilhao, Phuong Le, Marcus E. Kleber, Graciela E. Delgado, Shaofeng Huo, Daisuke D. Ikeda, Hiroyuki Iha, Jian Yang, Jun Liu, Ayşe Demirkan, Hampton L. Leonard, Jonathan Marten, Mirjam Frank, Börge Schmidt, Laura J. Smyth, Marisa Cañadas-Garre, Chaolong Wang, Masahiro Nakatochi, Andrew Wong, Nina Hutri-Kähönen, Xueling Sim, Rui Xia, Alicia Huerta-Chagoya, Juan Carlos Fernandez-Lopez, Valeriya Lyssenko, Suraj S. Nongmaithem, Swati Bayyana, Heather M. Stringham, Marguerite R. Irvin, Christopher Oldmeadow, Han-Na Kim, Seungho Ryu, Paul R. H. J. Timmers, Liubov Arbeeva, Rajkumar Dorajoo, Leslie A. Lange, Gauri Prasad, Laura Lorés-Motta, Marc Pauper, Jirong Long, Xiaohui Li, Elizabeth Theusch, Fumihiko Takeuchi, Cassandra N. Spracklen, Anu Loukola, Sailalitha Bollepalli, Sophie C. Warner, Ya Xing Wang, Wen B. Wei, Teresa Nutile, Daniela Ruggiero, Yun Ju Sung, Shufeng Chen, Fangchao Liu, Jingyun Yang, Katherine A. Kentistou, Bernhard Banas, Giuseppe Giovanni Nardone, Karina Meidtner, Lawrence F. Bielak, Jennifer A. Smith, Prashantha Hebbar, Aliki-Eleni Farmaki, Edith Hofer, Maoxuan Lin, Maria Pina Concas, Simona Vaccargiu, Peter J. van der Most, Niina Pitkänen, Brian E. Cade, Sander W. van der Laan, Kumaraswamy Naidu Chitrala, Stefan Weiss, Amy R. Bentley, Ayo P. Doumatey, Adebowale A. Adeyemo, Jong Young Lee, Eva R. B. Petersen, Aneta A. Nielsen, Hyeok Sun Choi, Maria Nethander, Sandra Freitag-Wolf, Lorraine Southam, Nigel W. Rayner, Carol A. Wang, Shih-Yi Lin, Jun-Sing Wang, Christian Couture, Leo-Pekka Lyytikäinen, Kjell Nikus, Gabriel Cuellar-Partida, Henrik Vestergaard, Bertha Hidalgo, Olga Giannakopoulou, Qiuyin Cai, Morgan O. Obura, Jessica van Setten, Xiaoyin Li, Jingjing Liang, Hua Tang, Natalie Terzikhan, Jae Hun Shin, Rebecca D. Jackson, Alexander P. Reiner, Lisa Warsinger Martin, Zhengming Chen, Liming Li, Takahisa Kawaguchi, Joachim Thiery, Joshua C. Bis, Lenore J. Launer, Huaixing Li, Mike A. Nalls, Olli T. Raitakari, Sahoko Ichihara, Sarah H. Wild, Christopher P. Nelson, Harry Campbell, Susanne Jäger, Toru Nabika, Fahd Al-Mulla, Harri Niinikoski, Peter S. Braund, Ivana Kolcic, Peter Kovacs, Tota Giardoglou, Tomohiro Katsuya, Dominique de Kleijn, Gert J. de Borst, Eung Kweon Kim, Hieab H. H. Adams, M. Arfan Ikram, Xiaofeng Zhu, Folkert W. Asselbergs, Adriaan O. Kraaijeveld, Joline W. J. Beulens, Xiao-Ou Shu, Loukianos S. Rallidis, Oluf Pedersen, Torben Hansen, Paul Mitchell, Alex W. Hewitt, Mika Kähönen, Louis Pérusse, Claude Bouchard, Anke Tönjes, Yii-Der Ida Chen, Craig E. Pennell, Trevor A. Mori, Wolfgang Lieb, Andre Franke, Claes Ohlsson, Dan Mellström, Yoon Shin Cho, Hyejin Lee, Jian-Min Yuan, Woon-Puay Koh, Sang Youl Rhee, Jeong-Taek Woo, Iris M. Heid, Klaus J. Stark, Martina E. Zimmermann, Henry Völzke, Georg Homuth, Michele K. Evans, Alan B. Zonderman, Ozren Polasek, Gerard Pasterkamp, Imo E. Hoefer, Susan Redline, Katja Pahkala, Albertine J. Oldehinkel, Harold Snieder, Ginevra Biino, Reinhold Schmidt, Helena Schmidt, Stefania Bandinelli, George Dedoussis, Thangavel Alphonse Thanaraj, Sharon L. R. Kardia, Patricia A. Peyser, Norihiro Kato, Matthias B. Schulze, Giorgia Girotto, Carsten A. Böger, Bettina Jung, Peter K. Joshi, David A. Bennett, Philip L. De Jager, Xiangfeng Lu, Vasiliki Mamakou, Morris Brown, Mark J. Caulfield, Patricia B. Munroe, Xiuqing Guo, Marina Ciullo, Jost B. Jonas, Nilesh J. Samani, Jaakko Kaprio, Päivi Pajukanta, Teresa Tusié-Luna, Carlos A. Aguilar-Salinas, Linda S. Adair, Sonny Augustin Bechayda, H. Janaka de Silva, Ananda R. Wickremasinghe, Ronald M. Krauss, Jer-Yuarn Wu, Wei Zheng, Anneke Iden Hollander, Dwaipayan Bharadwaj, Adolfo Correa, James G. Wilson, Lars Lind, Chew-Kiat Heng, Amanda E. Nelson, Yvonne M. Golightly, James F. Wilson, Brenda Penninx, Hyung-Lae Kim, John Attia, Rodney J. Scott, D. C. Rao, Donna K. Arnett, Steven C. Hunt, Mark Walker, Heikki A. Koistinen, Giriraj R. Chandak, Josep M. Mercader, Maria C. Costanzo, Dongkeun Jang, Noël P. Burtt, Clicerio Gonzalez Villalpando, Lorena Orozco, Myriam Fornage, EShyong Tai, Rob M. van Dam, Terho Lehtimäki, Nish Chaturvedi, Mitsuhiro Yokota, Jianjun Liu, Dermot F. Reilly, Amy Jayne McKnight, Frank Kee, Karl-Heinz Jöckel, Mark I. McCarthy, Colin N. A. Palmer, Veronique Vitart, Caroline Hayward, Eleanor Simonsick, Cornelia M. van Duijn, Zi-Bing Jin, Jia Qu, Haretsugu Hishigaki, Xu Lin, Winfried März, Vilmundur Gudnason, Jean-Claude Tardif, Guillaume Lettre, Leen M.‘t Hart, Petra J. M. Elders, Scott M. Damrauer, Meena Kumari, Mika Kivimaki, Pim van der Harst, Tim D. Spector, Ruth J. F. Loos, Michael A. Province, Esteban J. Parra, Miguel Cruz, Bruce M. Psaty, Ivan Brandslund, Peter P. Pramstaller, Charles N. Rotimi, Kaare Christensen, Samuli Ripatti, Elisabeth Widén, Hakon Hakonarson, Struan F. A. Grant, Lambertus A. L. M. Kiemeney, Jacqueline de Graaf, Markus Loeffler, Florian Kronenberg, Dongfeng Gu, Jeanette Erdmann, Heribert Schunkert, Paul W. Franks, Allan Linneberg, J. Wouter Jukema, Amit V. Khera, Minna Männikkö, Marjo-Riitta Jarvelin, Zoltan Kutalik, Cucca Francesco, Dennis O. Mook-Kanamori, Ko Willems van Dijk, Hugh Watkins, David P. Strachan, Niels Grarup, Peter Sever, Neil Poulter, Lee-Ming Chuang, Jerome I. Rotter, Thomas M. Dantoft, Fredrik Karpe, Matt J. Neville, Nicholas J. Timpson, Ching-Yu Cheng, Tien-Yin Wong, Chiea Chuen Khor, Hengtong Li, Charumathi Sabanayagam, Annette Peters, Christian Gieger, Andrew T. Hattersley, Nancy L. Pedersen, Patrik K. E. Magnusson, Dorret I. Boomsma, Allegonda H. M. Willemsen, LAdrienne Cupples, Joyce B. J. van Meurs, Mohsen Ghanbari, Penny Gordon-Larsen, Wei Huang, Young Jin Kim, Yasuharu Tabara, Nicholas J. Wareham, Claudia Langenberg, Eleftheria Zeggini, Johanna Kuusisto, Markku Laakso, Erik Ingelsson, Goncalo Abecasis, John C. Chambers, Jaspal S. Kooner, Paul S. de Vries, Alanna C. Morrison, Scott Hazelhurst, Michèle Ramsay, Kari E. North, Martha Daviglus, Peter Kraft, Nicholas G. Martin, John B. Whitfield, Shahid Abbas, Danish Saleheen, Robin G. Walters, Michael V. Holmes, Corri Black, Blair H. Smith, Aris Baras, Anne E. Justice, Julie E. Buring, Paul M. Ridker, Daniel I. Chasman, Charles Kooperberg, Gen Tamiya, Masayuki Yamamoto, David A. van Heel, Richard C. Trembath, Wei-Qi Wei, Gail P. Jarvik, Bahram Namjou, M. Geoffrey Hayes, Marylyn D. Ritchie, Pekka Jousilahti, Veikko Salomaa, Kristian Hveem, Bjørn Olav Åsvold, Michiaki Kubo, Yoichiro Kamatani, Yukinori Okada, Yoshinori Murakami, Bong-Jo Kim, Unnur Thorsteinsdottir, Kari Stefansson, Jifeng Zhang, YEugene Chen, Yuk-Lam Ho, Julie A. Lynch, Daniel J. Rader, Philip S. Tsao, Kyong-Mi Chang, Kelly Cho, Christopher J. O’Donnell, John M. Gaziano, Peter W. F. Wilson, Timothy M. Frayling, Joel N. Hirschhorn, Sekar Kathiresan, Karen L. Mohlke, Yan V. Sun, Andrew P. Morris, Michael Boehnke, Christopher D. Brown, Pradeep Natarajan, Panos Deloukas, Cristen J. Willer, Themistocles L. Assimes, and Gina M. Peloso
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Cholesterol ,Lipids ,Genetics ,Genome-wide association study ,GWAS ,Biology (General) ,QH301-705.5 ,QH426-470 - Abstract
Abstract Background Genetic variants within nearly 1000 loci are known to contribute to modulation of blood lipid levels. However, the biological pathways underlying these associations are frequently unknown, limiting understanding of these findings and hindering downstream translational efforts such as drug target discovery. Results To expand our understanding of the underlying biological pathways and mechanisms controlling blood lipid levels, we leverage a large multi-ancestry meta-analysis (N = 1,654,960) of blood lipids to prioritize putative causal genes for 2286 lipid associations using six gene prediction approaches. Using phenome-wide association (PheWAS) scans, we identify relationships of genetically predicted lipid levels to other diseases and conditions. We confirm known pleiotropic associations with cardiovascular phenotypes and determine novel associations, notably with cholelithiasis risk. We perform sex-stratified GWAS meta-analysis of lipid levels and show that 3–5% of autosomal lipid-associated loci demonstrate sex-biased effects. Finally, we report 21 novel lipid loci identified on the X chromosome. Many of the sex-biased autosomal and X chromosome lipid loci show pleiotropic associations with sex hormones, emphasizing the role of hormone regulation in lipid metabolism. Conclusions Taken together, our findings provide insights into the biological mechanisms through which associated variants lead to altered lipid levels and potentially cardiovascular disease risk.
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- 2022
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4. Genetic insights into smoking behaviours in 10,558 men of African ancestry from continental Africa and the UK
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Noemi-Nicole Piga, Palwende Romuald Boua, Chisom Soremekun, Nick Shrine, Kayesha Coley, Jean-Tristan Brandenburg, Martin D. Tobin, Michèle Ramsay, Segun Fatumo, Ananyo Choudhury, and Chiara Batini
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Medicine ,Science - Abstract
Abstract Smoking is a leading risk factor for many of the top ten causes of death worldwide. Of the 1.3 billion smokers globally, 80% live in low- and middle-income countries, where the number of deaths due to tobacco use is expected to double in the next decade according to the World Health Organization. Genetic studies have helped to identify biological pathways for smoking behaviours, but have mostly focussed on individuals of European ancestry or living in either North America or Europe. We performed a genome-wide association study of two smoking behaviour traits in 10,558 men of African ancestry living in five African countries and the UK. Eight independent variants were associated with either smoking initiation or cessation at P-value
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- 2022
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5. Meta-analysis of sub-Saharan African studies provides insights into genetic architecture of lipid traits
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Ananyo Choudhury, Jean-Tristan Brandenburg, Tinashe Chikowore, Dhriti Sengupta, Palwende Romuald Boua, Nigel J. Crowther, Godfred Agongo, Gershim Asiki, F. Xavier Gómez-Olivé, Isaac Kisiangani, Eric Maimela, Matshane Masemola-Maphutha, Lisa K. Micklesfield, Engelbert A. Nonterah, Shane A. Norris, Hermann Sorgho, Halidou Tinto, Stephen Tollman, Sarah E. Graham, Cristen J. Willer, AWI-Gen study, H3Africa Consortium, Scott Hazelhurst, and Michèle Ramsay
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Science - Abstract
Genetic associations and polygenic scores for lipid traits have low transferability to African individuals. Here, the authors perform a large sub-Sarahan African lipid GWAS and find that larger datasets and better global representation in discovery GWAS help to bridge this gap.
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- 2022
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6. Carriers of Heterozygous Loss-of-Function ACE Mutations Are at Risk for Alzheimer’s Disease
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Sergei M. Danilov, Ivan A. Adzhubei, Alexander J. Kozuch, Pavel A. Petukhov, Isolda A. Popova, Ananyo Choudhury, Dhriti Sengupta, and Steven M. Dudek
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angiotensin I-converting enzyme ,mutations ,conformational changes ,plasma ACE ,screening ,Biology (General) ,QH301-705.5 - Abstract
We hypothesized that subjects with heterozygous loss-of-function (LoF) ACE mutations are at risk for Alzheimer’s disease because amyloid Aβ42, a primary component of the protein aggregates that accumulate in the brains of AD patients, is cleaved by ACE (angiotensin I-converting enzyme). Thus, decreased ACE activity in the brain, either due to genetic mutation or the effects of ACE inhibitors, could be a risk factor for AD. To explore this hypothesis in the current study, existing SNP databases were analyzed for LoF ACE mutations using four predicting tools, including PolyPhen-2, and compared with the topology of known ACE mutations already associated with AD. The combined frequency of >400 of these LoF-damaging ACE mutations in the general population is quite significant—up to 5%—comparable to the frequency of AD in the population > 70 y.o., which indicates that the contribution of low ACE in the development of AD could be under appreciated. Our analysis suggests several mechanisms by which ACE mutations may be associated with Alzheimer’s disease. Systematic analysis of blood ACE levels in patients with all ACE mutations is likely to have clinical significance because available sequencing data will help detect persons with increased risk of late-onset Alzheimer’s disease. Patients with transport-deficient ACE mutations (about 20% of damaging ACE mutations) may benefit from preventive or therapeutic treatment with a combination of chemical and pharmacological (e.g., centrally acting ACE inhibitors) chaperones and proteosome inhibitors to restore impaired surface ACE expression, as was shown previously by our group for another transport-deficient ACE mutation-Q1069R.
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- 2024
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7. Genetic associations with carotid intima-media thickness link to atherosclerosis with sex-specific effects in sub-Saharan Africans
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Palwende Romuald Boua, Jean-Tristan Brandenburg, Ananyo Choudhury, Hermann Sorgho, Engelbert A. Nonterah, Godfred Agongo, Gershim Asiki, Lisa Micklesfield, Solomon Choma, Francesc Xavier Gómez-Olivé, Scott Hazelhurst, Halidou Tinto, Nigel J. Crowther, Christopher G. Mathew, Michèle Ramsay, AWI-Gen Study, and the H3Africa Consortium
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Science - Abstract
Genetic studies of disease-relevant traits have mostly been performed on European populations. Here, the authors perform a genome-wide association study for carotid intima-media thickness, in sub-Saharan African samples, finding population-specific and sex-specific loci.
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- 2022
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8. Genetic substructure and complex demographic history of South African Bantu speakers
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Dhriti Sengupta, Ananyo Choudhury, Cesar Fortes-Lima, Shaun Aron, Gavin Whitelaw, Koen Bostoen, Hilde Gunnink, Natalia Chousou-Polydouri, Peter Delius, Stephen Tollman, F. Xavier Gómez-Olivé, Shane Norris, Felistas Mashinya, Marianne Alberts, AWI-Gen Study, H3Africa Consortium, Scott Hazelhurst, Carina M. Schlebusch, and Michèle Ramsay
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Science - Abstract
Despite linguistic and geographic diversity in South Eastern Bantu-speaking (SEB) groups of South Africa, genetic variation in these groups has not been investigated in depth. Here, the authors analyse genome-wide data from 5056 individuals, providing insights into demographic history across SEB groups.
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- 2021
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9. Author Correction: Meta-analysis of sub-Saharan African studies provides insights into genetic architecture of lipid traits
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Ananyo Choudhury, Jean-Tristan Brandenburg, Tinashe Chikowore, Dhriti Sengupta, Palwende Romuald Boua, Nigel J. Crowther, Godfred Agongo, Gershim Asiki, F. Xavier Gómez-Olivé, Isaac Kisiangani, Eric Maimela, Matshane Masemola-Maphutha, Lisa K. Micklesfield, Engelbert A. Nonterah, Shane A. Norris, Hermann Sorgho, Halidou Tinto, Stephen Tollman, Sarah E. Graham, Cristen J. Willer, AWI-Gen study, H3Africa Consortium, Scott Hazelhurst, and Michèle Ramsay
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Science - Published
- 2022
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10. Associations Between CYP17A1 and SERPINA6/A1 Polymorphisms, and Cardiometabolic Risk Factors in Black South Africans
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Siphiwe N. Dlamini, Ananyo Choudhury, Michèle Ramsay, Lisa K. Micklesfield, Shane A. Norris, Nigel J. Crowther, Andrew A. Crawford, Brian R. Walker, Zané Lombard, and Julia H. Goedecke
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SERPINA6 ,SERPINA1 ,CYP17A1 ,metabolic syndrome ,blood pressure ,lipids ,Genetics ,QH426-470 - Abstract
Research in European and Asian populations has reported associations between single nucleotide polymorphisms (SNPs) in CYP17A1 and SERPINA6/A1 and circulating glucocorticoid concentrations, and some key cardiometabolic risk factors. This study aimed to investigate these associations in black South African adults, who are disproportionally affected by the metabolic syndrome and its related cardiometabolic risk factors. The dataset included black South African adults (n = 4,431; 56.7% women) from the AWI-Gen study, genotyped on the H3A genotyping array and imputed using the African reference panel at the Sanger imputation service. From the imputed data, 31 CYP17A1 SNPs and 550 SERPINA6/A1 SNPs were extracted. The metabolic syndrome and its components were defined using the 2009 harmonized guidelines. Serum glucocorticoid concentrations were measured in a subset of 304 men and 573 women, using a liquid chromatography-mass spectrometry method. Genetic associations were detected using PLINK. Bonferroni correction was used to control for multiple testing. A SNP at SERPINA6/A1, rs17090691 (effect allele G), was associated with higher diastolic blood pressure (BP) in all adults combined (p = 9.47 × 10−6). Sex-stratified analyses demonstrated an association between rs1051052 (effect allele G), another SERPINA6/A1 SNP, and higher high-density lipoprotein (HDL) cholesterol concentrations in women (p = 1.23 × 10−5). No association was observed between these variants and glucocorticoids or between any of the CYP17A1 SNPs and metabolic outcomes after adjusting for multiple testing. Furthermore, there were no associations between any of the SNPs tested and the metabolic syndrome. This study reports novel genetic associations between two SNPs at SERPINA6/A1 and key cardiometabolic risk factors in black South Africans. Future replication and functional studies in larger populations are required to confirm the role of the identified SNPs in the metabolic syndrome and assess if these associations are mediated by circulating glucocorticoids.
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- 2021
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11. Candidate Gene Analysis Reveals Strong Association of CETP Variants With High Density Lipoprotein Cholesterol and PCSK9 Variants With Low Density Lipoprotein Cholesterol in Ghanaian Adults: An AWI-Gen Sub-Study
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Godfred Agongo, Lucas Amenga-Etego, Engelbert A. Nonterah, Cornelius Debpuur, Ananyo Choudhury, Amy R. Bentley, Abraham R. Oduro, Charles N. Rotimi, Nigel J. Crowther, Michèle Ramsay, AWI-Gen and H3Africa, and H3Africa
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candidate gene ,lipid ,single nucleotide variant ,Ghanaians ,AWI-Gen ,Genetics ,QH426-470 - Abstract
Variations in lipid levels are attributed partly to genetic factors. Genome-wide association studies (GWASs) mainly performed in European, African American and Asian cohorts have identified variants associated with LDL-C, HDL-C, total cholesterol (TC) and triglycerides (TG), but few studies have been performed in sub-Saharan Africans. This study evaluated the effect of single nucleotide variants (SNVs) in eight candidate loci (ABCA1, LCAT, LPL, PON1, CETP, PCSK9, MVK, and MMAB) on lipid levels among 1855 Ghanaian adults. All lipid levels were measured directly using an automated analyser. DNA was extracted and genotyped using the H3Africa SNV array. Linear regression models were used to test the association between SNVs and log-transformed lipid levels, adjusting for sex, age and waist circumference. In addition Bonferroni correction was performed to account for multiple testing. Several variants of CETP, LCAT, PCSK9, and PON1 (MAF > 0.05) were associated with HDL-C, LDL-C and TC levels at p < 0.05. The lead variants for association with HDL-C were rs17231520 in CETP (β = 0.139, p < 0.0001) and rs1109166 in LCAT (β = −0.044, p = 0.028). Lower LDL-C levels were associated with an intronic variant in PCSK9 (rs11806638 [β = −0.055, p = 0.027]) and increased TC was associated with a variant in PON1 (rs854558 [β = 0.040, p = 0.020]). In silico functional analyses indicated that these variants likely influence gene function through their effect on gene transcription. We replicated a strong association between CETP variants and HDL-C and between PCSK9 variant and LDL-C in West Africans, with two potentially functional variants and identified three novel variants in linkage disequilibrium in PON1 which were associated with increasing TC levels in Ghanaians.
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- 2020
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12. Novel and Known Gene-Smoking Interactions With cIMT Identified as Potential Drivers for Atherosclerosis Risk in West-African Populations of the AWI-Gen Study
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Palwende Romuald Boua, Jean-Tristan Brandenburg, Ananyo Choudhury, Scott Hazelhurst, Dhriti Sengupta, Godfred Agongo, Engelbert A. Nonterah, Abraham R. Oduro, Halidou Tinto, Christopher G. Mathew, Hermann Sorgho, and Michèle Ramsay
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GWIS ,atherosclerosis ,smoking ,carotid intima-media thickness ,gene-environment interactions ,Genetics ,QH426-470 - Abstract
IntroductionAtherosclerosis is a key contributor to the burden of cardiovascular diseases (CVDs) and many epidemiological studies have reported on the effect of smoking on carotid intima-media thickness (cIMT) and its subsequent effect on CVD risk. Gene-environment interaction studies have contributed towards understanding some of the missing heritability of genome-wide association studies. Gene-smoking interactions on cIMT have been studied in non-African populations (European, Latino-American, and African American) but no comparable African research has been reported. Our aim was to investigate smoking-SNP interactions on cIMT in two West African populations by genome-wide analysis.Materials and methodsOnly male participants from Burkina Faso (Nanoro = 993) and Ghana (Navrongo = 783) were included, as smoking was extremely rare among women. Phenotype and genotype data underwent stringent QC and genotype imputation was performed using the Sanger African Imputation Panel. Smoking prevalence among men was 13.3% in Nanoro and 42.5% in Navrongo. We analyzed gene-smoking interactions with PLINK after adjusting for covariates: age and 6 PCs (Model 1); age, BMI, blood pressure, fasting glucose, cholesterol levels, MVPA, and 6 PCs (Model 2). All analyses were performed at site level and for the combined data set.ResultsIn Nanoro, we identified new gene-smoking interaction variants for cIMT within the previously described RCBTB1 region (rs112017404, rs144170770, and rs4941649) (Model 1: p = 1.35E-07; Model 2: p = 3.08E-08). In the combined sample, two novel intergenic interacting variants were identified, rs1192824 in the regulatory region of TBC1D8 (p = 5.90E-09) and rs77461169 (p = 4.48E-06) located in an upstream region of open chromatin. In silico functional analysis suggests the involvement of genes implicated in biological processes related to cell or biological adhesion and regulatory processes in gene-smoking interactions with cIMT (as evidenced by chromatin interactions and eQTLs).DiscussionThis is the first gene-smoking interaction study for cIMT, as a risk factor for atherosclerosis, in sub-Saharan African populations. In addition to replicating previously known signals for RCBTB1, we identified two novel genomic regions (TBC1D8, near BCHE) involved in this gene-environment interaction.
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- 2020
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13. Insights into the genetics of blood pressure in black South African individuals: the Birth to Twenty cohort
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Liesl M. Hendry, Venesa Sahibdeen, Ananyo Choudhury, Shane A. Norris, Michèle Ramsay, Zané Lombard, and of the AWI-Gen study and as members of the H3Africa Consortium
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Birth to Twenty ,black South Africans ,blood pressure ,genetics ,Metabochip ,Internal medicine ,RC31-1245 ,Genetics ,QH426-470 - Abstract
Abstract Background Cardiovascular diseases (CVDs) are the leading cause of non-communicable disease deaths globally, with hypertension being a major risk factor contributing to CVDs. Blood pressure is a heritable trait, with relatively few genetic studies having been performed in Africans. This study aimed to identify genetic variants associated with variance in systolic (SBP) and diastolic (DBP) blood pressure in black South Africans. Methods Genotyping was performed using the Metabochip in a subset of participants (mixed sex; median age 17.9) and their adult female caregivers (median age 41.0) from the Birth to Twenty cohort (n = 1947). Data were analysed as a merged dataset (all participants and caregivers together) in GEMMA (v0.94.1) using univariate linear mixed models, incorporating a centered relatedness matrix to account for the relatedness between individuals and with adjustments for age, sex, BMI and principal components of the genotype information. Results Association analysis identified regions of interest in the NOS1AP (DBP: rs112468105 - p = 7.18 × 10−5 and SBP: rs4657181 - p = 4.04 × 10−5), MYRF (SBP: rs11230796 - p = 2.16 × 10−7, rs400075 - p = 2.88 × 10−7) and POC1B (SBP: rs770373 - p = 7.05 × 10−5, rs770374 - p = 9.05 × 10−5) genes and some intergenic regions (DACH1|LOC440145 (DBP: rs17240498 - p = 4.91 × 10−6 and SBP: rs17240498 - p = 2.10 × 10−5) and INTS10|LPL (SBP: rs55830938 - p = 1.30 × 10−5, rs73599609 - p = 5.78 × 10−5, rs73667448 - p = 6.86 × 10−5)). Conclusions The study provided further insight into the contribution of genetic variants to blood pressure in black South Africans. Future functional and replication studies in larger samples are required to confirm the role of the identified loci in blood pressure regulation and whether or not these variants are African-specific.
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- 2018
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14. Whole-genome sequencing for an enhanced understanding of genetic variation among South Africans
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Ananyo Choudhury, Michèle Ramsay, Scott Hazelhurst, Shaun Aron, Soraya Bardien, Gerrit Botha, Emile R. Chimusa, Alan Christoffels, Junaid Gamieldien, Mahjoubeh J. Sefid-Dashti, Fourie Joubert, Ayton Meintjes, Nicola Mulder, Raj Ramesar, Jasper Rees, Kathrine Scholtz, Dhriti Sengupta, Himla Soodyall, Philip Venter, Louise Warnich, and Michael S. Pepper
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Science - Abstract
African populations show a high level of genetic diversity and extensive regional admixture. Here, the authors sequence the whole genomes of 24 South African individuals of different ethnolinguistic origin and find substantive genomic divergence between two southeastern Bantu-speaking groups.
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- 2017
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15. Genome-Wide SNP Discovery in Indigenous Cattle Breeds of South Africa
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Avhashoni A. Zwane, Robert D. Schnabel, Jesse Hoff, Ananyo Choudhury, Mahlako Linah Makgahlela, Azwihangwisi Maiwashe, Este Van Marle-Koster, and Jeremy F. Taylor
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indigenous breeds ,sequencing ,novel variants ,annotation ,genes ,Genetics ,QH426-470 - Abstract
Single nucleotide polymorphism arrays have created new possibilities for performing genome-wide studies to detect genomic regions harboring sequence variants that affect complex traits. However, the majority of validated SNPs for which allele frequencies have been estimated are limited primarily to European breeds. The objective of this study was to perform SNP discovery in three South African indigenous breeds (Afrikaner, Drakensberger, and Nguni) using whole genome sequencing. DNA was extracted from blood and hair samples, quantified and prepared at 50 ng/μl concentration for sequencing at the Agricultural Research Council Biotechnology Platform using an Illumina HiSeq 2500. The fastq files were used to call the variants using the Genome Analysis Tool Kit. A total of 1,678,360 were identified as novel using Run 6 of 1000 Bull Genomes Project. Annotation of the identified variants classified them into functional categories. Within the coding regions, about 30% of the SNPs were non-synonymous substitutions that encode for alternate amino acids. The study of distribution of SNP across the genome identified regions showing notable differences in the densities of SNPs among the breeds and highlighted many regions of functional significance. Gene ontology terms identified genes such as MLANA, SYT10, and CDC42EP5 that have been associated with coat color in mouse, and ADAMS3, DNAJC3, and PAG5 genes have been associated with fertility in cattle. Further analysis of the variants detected 688 candidate selective sweeps (ZHp Z-scores ≤ -4) across all three breeds, of which 223 regions were assigned as being putative selective sweeps (ZHp scores ≤-5). We also identified 96 regions with extremely low ZHp Z-scores (≤-6) in Afrikaner and Nguni. Genes such as KIT and MITF that have been associated with skin pigmentation in cattle and CACNA1C, which has been associated with biopolar disorder in human, were identified in these regions. This study provides the first analysis of sequence data to discover SNPs in indigenous South African cattle breeds. The information will play an important role in our efforts to understand the genetic history of our cattle and in designing appropriate breed improvement programmes.
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- 2019
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16. Genomic and environmental risk factors for cardiometabolic diseases in Africa: methods used for Phase 1 of the AWI-Gen population cross-sectional study
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Stuart A. Ali, Cassandra Soo, Godfred Agongo, Marianne Alberts, Lucas Amenga-Etego, Romuald P. Boua, Ananyo Choudhury, Nigel J. Crowther, Cornelius Depuur, F. Xavier Gómez-Olivé, Issa Guiraud, Tilahun N. Haregu, Scott Hazelhurst, Kathleen Kahn, Christopher Khayeka-Wandabwa, Catherine Kyobutungi, Zané Lombard, Felistas Mashinya, Lisa Micklesfield, Shukri F. Mohamed, Freedom Mukomana, Seydou Nakanabo-Diallo, Hamtandi M. Natama, Nicholas Ngomi, Engelbert A. Nonterah, Shane A. Norris, Abraham R. Oduro, Athanase M. Somé, Hermann Sorgho, Paulina Tindana, Halidou Tinto, Stephen Tollman, Rhian Twine, Alisha Wade, Osman Sankoh, and Michèle Ramsay
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Cardiometabolic disease ,African populations ,burden of disease ,H3Africa ,AWI-Gen ,Public aspects of medicine ,RA1-1270 - Abstract
There is an alarming tide of cardiovascular and metabolic disease (CMD) sweeping across Africa. This may be a result of an increasingly urbanized lifestyle characterized by the growing consumption of processed and calorie-dense food, combined with physical inactivity and more sedentary behaviour. While the link between lifestyle and public health has been extensively studied in Caucasian and African American populations, few studies have been conducted in Africa. This paper describes the detailed methods for Phase 1 of the AWI-Gen study that were used to capture phenotype data and assess the associated risk factors and end points for CMD in persons over the age of 40 years in sub-Saharan Africa (SSA). We developed a population-based cross-sectional study of disease burden and phenotype in Africans, across six centres in SSA. These centres are in West Africa (Nanoro, Burkina Faso, and Navrongo, Ghana), in East Africa (Nairobi, Kenya) and in South Africa (Agincourt, Dikgale and Soweto). A total of 10,702 individuals between the ages of 40 and 60 years were recruited into the study across the six centres, plus an additional 1021 participants over the age of 60 years from the Agincourt centre. We collected socio-demographic, anthropometric, medical history, diet, physical activity, fat distribution and alcohol/tobacco consumption data from participants. Blood samples were collected for disease-related biomarker assays, and genomic DNA extraction for genome-wide association studies. Urine samples were collected to assess kidney function. The study provides base-line data for the development of a series of cohorts with a second wave of data collection in Phase 2 of the study. These data will provide valuable insights into the genetic and environmental influences on CMD on the African continent.
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- 2018
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17. Assessing computational genomics skills: Our experience in the H3ABioNet African bioinformatics network.
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C Victor Jongeneel, Ovokeraye Achinike-Oduaran, Ezekiel Adebiyi, Marion Adebiyi, Seun Adeyemi, Bola Akanle, Shaun Aron, Efejiro Ashano, Hocine Bendou, Gerrit Botha, Emile Chimusa, Ananyo Choudhury, Ravikiran Donthu, Jenny Drnevich, Oluwadamila Falola, Christopher J Fields, Scott Hazelhurst, Liesl Hendry, Itunuoluwa Isewon, Radhika S Khetani, Judit Kumuthini, Magambo Phillip Kimuda, Lerato Magosi, Liudmila Sergeevna Mainzer, Suresh Maslamoney, Mamana Mbiyavanga, Ayton Meintjes, Danny Mugutso, Phelelani Mpangase, Richard Munthali, Victoria Nembaware, Andrew Ndhlovu, Trust Odia, Adaobi Okafor, Olaleye Oladipo, Sumir Panji, Venesa Pillay, Gloria Rendon, Dhriti Sengupta, and Nicola Mulder
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Biology (General) ,QH301-705.5 - Abstract
The H3ABioNet pan-African bioinformatics network, which is funded to support the Human Heredity and Health in Africa (H3Africa) program, has developed node-assessment exercises to gauge the ability of its participating research and service groups to analyze typical genome-wide datasets being generated by H3Africa research groups. We describe a framework for the assessment of computational genomics analysis skills, which includes standard operating procedures, training and test datasets, and a process for administering the exercise. We present the experiences of 3 research groups that have taken the exercise and the impact on their ability to manage complex projects. Finally, we discuss the reasons why many H3ABioNet nodes have declined so far to participate and potential strategies to encourage them to do so.
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- 2017
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18. 1000 Genomes Project phase 4: The gift that keeps on giving
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Neil A, Hanchard and Ananyo, Choudhury
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Benchmarking ,Genome, Human ,Humans ,Genomics ,General Biochemistry, Genetics and Molecular Biology - Abstract
In this issue of Cell, Bryska-Bishop et al. report the release of the expanded, high-depth sequencing data that characterize the fourth phase of the 1000 Genomes Project. Using extensive comparisons and benchmarks, they demonstrate how this dataset is positioned to serve as a more comprehensive and accurate resource for global genomics.
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- 2022
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19. A genome-wide association study for rheumatoid arthritis replicates previous HLA and non-HLA associations in a cohort from South Africa
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Evans M Mathebula, Dhriti Sengupta, Nimmisha Govind, Vincent A Laufer, S Louis Bridges Jr, Mohammed Tikly, Michèle Ramsay, and Ananyo Choudhury
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Genetics ,General Medicine ,Molecular Biology ,Genetics (clinical) - Abstract
The complex pathogenesis of rheumatoid arthritis (RA) is not fully understood, with few studies exploring the genomic contribution to RA in patients from Africa. We report a genome-wide association study (GWAS) of South-Eastern Bantu-Speaking South Africans (SEBSSAs) with seropositive RA (n = 531) and population controls (n = 2653). Association testing was performed using PLINK (logistic regression assuming an additive model) with sex, age, smoking and the first three principal components as covariates. The strong association with the Human Leukocyte Antigen (HLA) region, indexed by rs602457 (near HLA-DRB1), was replicated. An additional independent signal in the HLA region represented by the lead SNP rs2523593 (near the HLA-B gene; Conditional P-value = 6.4 × 10−10) was detected. Although none of the non-HLA signals reached genome-wide significance (P
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- 2022
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20. Carriers of heterozygous loss-of-function ACE mutations are at risk for Alzheimer’s disease
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Sergei M. Danilov, Ivan A. Adzhubei, Alex J. Kozuch, Pavel A. Petukhov, Isolda A. Popova, Ananyo Choudhury, Dhriti Sengupta, and Steven M. Dudek
- Abstract
Amyloid Aβ42 (constituents of the protein aggregates in the brains of patients with Alzheimer’s disease (AD) cleaved by ACE, and thus, a decrease in tissue ACE activity (constitutive or ACE inhibitor-induced) could be risk factor for AD. We hypothesized that subjects with heterozygous Loss-of-Function (LoF) ACE mutations are at risk for Alzheimer’s disease. Existing SNP databases were analyzed for LoF ACE mutations using PolyPhen-2 scores and compared with the topology of known ACE mutations already associated with AD. The combined frequency of >400 of these LoF-damaging ACE mutations in the general population is quite significant – up to 5 % – comparable with the frequency of AD in the population >70 years old. Our analysis suggests several mechanisms by which ACE mutations may be associated with Alzheimer’s disease. Systematic analysis of blood ACE levels in patients with all ACE mutations is likely to have clinical significance because available sequencing data will help detect persons with increased risk of late-onset Alzheimer’s disease. Patients with transport-deficient ACE mutations (about 20 % of damaging ACE mutations) may benefit from preventive or therapeutic treatment with a combination of chemical and pharmacological (e.g., centrally acting ACE inhibitors) chaperones and proteosome inhibitors to restore impaired surface ACE expression.
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- 2023
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21. Trans-ethnic Genomic Informed Risk Assessment for Alzheimer’s disease: An International Hundred K+ Cohorts Consortium Study
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Patrick M. Sleiman, Hui-Qi Qu, John J Connolly, Frank Mentch, Alexandre Pereira, Paulo A Lotufo, Stephen Tollman, Ananyo Choudhury, Michele Ramsay, Norihiro Kato, Kouichi Ozaki, Risa Mitsumori, Jae-Pil Jeon, Chang Hyung Hong, Sang Joon Son, Hyun Woong Roh, Dong-gi Lee, Naaheed Mukadam, Isabelle F Foote, Charles R Marshall, Adam Butterworth, Bram P Prins, Joseph T Glessner, and Hakon Hakonarson
- Abstract
BackgroundAlzheimer’s disease (AD) is a complex multifactorial progressive dementia affecting all human populations. As a collaboration model between the International Hundred K+ Cohorts Consortium (IHCC) and the Davos Alzheimer Collaborative (DAC), our aim was to develop a trans-ethnic genomic informed risk assessment (GIRA) algorithm for AD.MethodsThe GIRA model was created to include a polygenic risk score (PRS) calculated from the AD GWAS loci, theAPOEhaplotypes, and non-genetic covariates including age, sex and first 3 principal components of population substructure. The model was first validated using a ancestrally diverse dataset from the eMERGE network, and subsequently validated in a South-Asian population in the UK and 3 East-Asian populations. The distributions of the PRS scores were also explored in populations from 3 African regions. In two validation sites, the PRS was tested for associated with the levels of plasma proteomics markers.ResultsWe created a trans-ethnic GIRA model for the risk prediction of AD and validated the performance of the GIRA model in different populations. The proteomic study in the participant sites identified proteins related to female infertility and autoimmune thyroiditis and associated with the risk scores of AD, highlighting molecular mechanisms underlying the previously observed correlations between these clinical phenotypes.ConclusionsAs the initial effort by the IHCC to leverage existing large scale datasets in a collaborative setting with DAC, we developed a trans-ethnic GIRA for AD with the potential of identifying individuals at high risk of developing AD for future clinical applications. The PRS scores in this model also contribute new research discoveries for the molecular pathogenesis of AD as demonstrated by the proteomic data.
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- 2022
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22. Promoting Pharmacogenomics in Africa: Perspectives From Variation in G6PD and Other Pharmacogenes
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Blessing R. Sitabule, Houcemeddine Othman, Ananyo Choudhury, David Twesigomwe, and Neil A. Hanchard
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Pharmacology ,Pharmacology (medical) - Published
- 2022
23. Author Correction: Meta-analysis of sub-Saharan African studies provides insights into genetic architecture of lipid traits
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Jean-Tristan Brandenburg, Shane Norris, Francesc Xavier Gomez-Olive, Lisa Micklesfield, Gershim Asiki, Palwende Romuald BOUA, and Ananyo Choudhury
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Multidisciplinary ,General Physics and Astronomy ,General Chemistry ,General Biochemistry, Genetics and Molecular Biology - Published
- 2022
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24. Performance and accuracy evaluation of reference panels for genotype imputation in sub-Saharan African populations
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Dhriti Sengupta, Gerrit Botha, Ayton Meintjes, Mamana Mbiyavanga, Scott Hazelhurst, Nicola Mulder, Michèle Ramsay, and Ananyo Choudhury
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Genetics ,Biochemistry, Genetics and Molecular Biology (miscellaneous) - Published
- 2023
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25. Admixture/fine-mapping in Brazilians reveals a West African associated potential regulatory variant (rs114066381) with a strong female-specific effect on body mass and fat mass indexes
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Meddly L. Santolalla, Fernanda S G Kehdy, Thiago P. Leal, Michel S Naslavsky, Meredith Yeager, Moara Machado, Eduardo Tarazona-Santos, Shane A. Norris, Hanaisa P Sant'Anna, Francisco Pereira Lobo, Victor Borda, Lucas Michelin, Alexandre C. Pereira, Sam M. Mbulaiteye, Robert H. Gilman, Guilherme L. Yamamoto, Edward D. Yeboah, Marcelo R. Luizon, Matthew E. B. Hansen, Sérgio Viana Peixoto, Camila Zolini, Nathalia M. Araujo, Julie Dutil, Timothy D O Connor, Isabela Alvim, Mateus H. Gouveia, Maria Rita Passos-Bueno, Ricardo Lyra, Marilia O. Scliar, Michèle Ramsay, Gilderlanio S. Araújo, Yeda Aparecida de Oliveira Duarte, Heinner Guio, Mayana Zatz, Maria Fernanda Lima-Costa, Wagner C. S. Magalhães, Sarah A. Tishkoff, Ananyo Choudhury, Bernardo L. Horta, Maíra R. Rodrigues, James E. Mensah, Mauricio Lima Barreto, and Ann W. Hsing
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Male ,purl.org/pe-repo/ocde/ford#3.03.04 [https] ,Endocrinology, Diabetes and Metabolism ,Population ,Medicine (miscellaneous) ,Genetic admixture ,030209 endocrinology & metabolism ,Single-nucleotide polymorphism ,Regulatory Sequences, Nucleic Acid ,Biology ,Polymorphism, Single Nucleotide ,Article ,Body Mass Index ,Young Adult ,03 medical and health sciences ,Sex Factors ,0302 clinical medicine ,Genetics ,Humans ,030212 general & internal medicine ,Allele ,Young adult ,Child ,education ,Alleles ,Aged ,Aged, 80 and over ,education.field_of_study ,Nutrition and Dietetics ,purl.org/pe-repo/ocde/ford#3.02.18 [https] ,Chromosome Mapping ,Middle Aged ,Genetic architecture ,Genetics, Population ,Phenotype ,Risk factors ,Child, Preschool ,Cohort ,Female ,Body mass index ,Brazil ,Demography - Abstract
Background/objectives: Admixed populations are a resource to study the global genetic architecture of complex phenotypes, which is critical, considering that non-European populations are severely underrepresented in genomic studies. Here, we study the genetic architecture of BMI in children, young adults, and elderly individuals from the admixed population of Brazil. Subjects/methods: Leveraging admixture in Brazilians, whose chromosomes are mosaics of fragments of Native American, European, and African origins, we used genome-wide data to perform admixture mapping/fine-mapping of body mass index (BMI) in three Brazilian population-based cohorts from Northeast (Salvador), Southeast (Bambui), and South (Pelotas). Results: We found significant associations with African-associated alleles in children from Salvador (PALD1 and ZMIZ1 genes), and in young adults from Pelotas (NOD2 and MTUS2 genes). More importantly, in Pelotas, rs114066381, mapped in a potential regulatory region, is significantly associated only in females (p = 2.76e-06). This variant is rare in Europeans but with frequencies of similar to 3% in West Africa and has a strong female-specific effect (95% CI: 2.32-5.65 kg/m(2) per each A allele). We confirmed this sex-specific association and replicated its strong effect for an adjusted fat mass index in the same Pelotas cohort, and for BMI in another Brazilian cohort from Sao Paulo (Southeast Brazil). A meta-analysis confirmed the significant association. Remarkably, we observed that while the frequency of rs114066381-A allele ranges from 0.8 to 2.1% in the studied populations, it attains similar to 9% among women with morbid obesity from Pelotas, Sao Paulo, and Bambui. The effect size of rs114066381 is at least five times higher than the FTO SNPs rs9939609 and rs1558902, already emblematic for their high effects. Conclusions: We identified six candidate SNPs associated with BMI. rs114066381 stands out for its high effect that was replicated and its high frequency in women with morbid obesity. We demonstrate how admixed populations are a source of new relevant phenotype-associated genetic variants.
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- 2021
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26. Meta-analysis of sub-Saharan African studies provides insights into genetic architecture of lipid traits
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Jean-Tristan Brandenburg, Shane Norris, Francesc Xavier Gomez-Olive, Lisa Micklesfield, Gershim Asiki, Palwende Romuald BOUA, Dhriti Sengupta, Tinashe Chikowore, and Ananyo Choudhury
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Multidisciplinary ,General Physics and Astronomy ,General Chemistry ,General Biochemistry, Genetics and Molecular Biology - Abstract
Genetic associations for lipid traits have identified hundreds of variants with clear differences across European, Asian and African studies. Based on a sub-Saharan-African GWAS for lipid traits in the population cross-sectional AWI-Gen cohort (N = 10,603) we report a novel LDL-C association in the GATB region (P-value=1.56 × 10−8). Meta-analysis with four other African cohorts (N = 23,718) provides supporting evidence for the LDL-C association with the GATB/FHIP1A region and identifies a novel triglyceride association signal close to the FHIT gene (P-value =2.66 × 10−8). Our data enable fine-mapping of several well-known lipid-trait loci including LDLR, PMFBP1 and LPA. The transferability of signals detected in two large global studies (GLGC and PAGE) consistently improves with an increase in the size of the African replication cohort. Polygenic risk score analysis shows increased predictive accuracy for LDL-C levels with the narrowing of genetic distance between the discovery dataset and our cohort. Novel discovery is enhanced with the inclusion of African data.
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- 2022
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27. Polygenic risk scores for CARDINAL study
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Clement A. Adebamowo, Adebowale Adeyemo, Adeyinka Ashaye, Onoja M. Akpa, Tinashe Chikowore, Ananyo Choudhury, Yasmina J. Fakim, Segun Fatumo, Neil Hanchard, Michael Hauser, Braxton Mitchell, Nicola Mulder, Solomon F. Ofori-Acquah, Mayowa Owolabi, Michèle Ramsay, Bamidele Tayo, Archana Bhavani VasanthKumar, Yuji Zhang, and Sally N. Adebamowo
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Multifactorial Inheritance ,Risk Factors ,Genetics ,Humans ,Genetic Predisposition to Disease ,Article ,Genome-Wide Association Study - Abstract
The Cardiometabolic Disorders in African-Ancestry Populations (CARDINAL) study site is a well-powered, first-of-its-kind resource for developing, refining and validating methods for research into polygenic risk scores that accounts for local ancestry, to improve risk prediction in diverse populations.
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- 2022
28. Genetic associations with carotid intima-media thickness link to atherosclerosis with sex-specific effects in sub-Saharan Africans
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Jean-Tristan Brandenburg, Francesc Xavier Gomez-Olive, Lisa Micklesfield, Scott Hazelhurst, Gershim Asiki, Palwende Romuald BOUA, Engelbert Nonterah, Ananyo Choudhury, and Solomon Choma
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Multidisciplinary ,General Physics and Astronomy ,General Chemistry ,General Biochemistry, Genetics and Molecular Biology - Abstract
Atherosclerosis precedes the onset of clinical manifestations of cardiovascular diseases (CVDs). We used carotid intima-media thickness (cIMT) to investigate genetic susceptibility to atherosclerosis in 7894 unrelated adults (3963 women, 3931 men; 40 to 60 years) resident in four sub-Saharan African countries. cIMT was measured by ultrasound and genotyping was performed on the H3Africa SNP Array. Two new African-specific genome-wide significant loci for mean-max cIMT, SIRPA (p = 4.7E-08), and FBXL17 (p = 2.5E-08), were identified. Sex-stratified analysis revealed associations with one male-specific locus, SNX29 (p = 6.3E-09), and two female-specific loci, LARP6 (p = 2.4E-09) and PROK1 (p = 1.0E-08). We replicate previous cIMT associations with different lead SNPs in linkage disequilibrium with SNPs primarily identified in European populations. Our study find significant enrichment for genes involved in oestrogen response from female-specific signals. The genes identified show biological relevance to atherosclerosis and/or CVDs, sex-differences and transferability of signals from non-African studies.
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- 2022
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29. A roadmap to increase diversity in genomic studies
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Segun Fatumo, Tinashe Chikowore, Ananyo Choudhury, Muhammad Ayub, Alicia R. Martin, and Karoline Kuchenbaecker
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Whole Genome Sequencing ,Genome, Human ,Humans ,Genomics ,General Medicine ,General Biochemistry, Genetics and Molecular Biology - Abstract
Two decades ago, the sequence of the first human genome was published. Since then, advances in genome technologies have resulted in whole-genome sequencing and microarray-based genotyping of millions of human genomes. However, genetic and genomic studies are predominantly based on populations of European ancestry. As a result, the potential benefits of genomic research-including better understanding of disease etiology, early detection and diagnosis, rational drug design and improved clinical care-may elude the many underrepresented populations. Here, we describe factors that have contributed to the imbalance in representation of different populations and, leveraging our experiences in setting up genomic studies in diverse global populations, we propose a roadmap to enhancing inclusion and ensuring equal health benefits of genomics advances. Our Perspective highlights the importance of sincere, concerted global efforts toward genomic equity to ensure the benefits of genomic medicine are accessible to all.
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- 2022
30. TRABAS: A Database for Transcription Regulation by ABA Signaling.
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Ananyo Choudhury and Ansuman Lahiri
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- 2008
31. Targeted ultra-deep sequencing of a South African Bantu-speaking cohort to comprehensively map and characterize common and novel variants in 65 pharmacologically-related genes
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Michèle Ramsay, Sibongile Tshabalala, Neil A. Martinson, Natasha Beeton-Kempen, Ananyo Choudhury, and Dalu Mancama
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Adult ,Male ,0301 basic medicine ,Pharmacogenomic Variants ,Bantu languages ,Computational biology ,Biology ,030226 pharmacology & pharmacy ,DNA sequencing ,Cohort Studies ,South Africa ,03 medical and health sciences ,0302 clinical medicine ,Gene Frequency ,Bantu-ancestry ,Genetic variation ,Genetics ,Humans ,General Pharmacology, Toxicology and Pharmaceutics ,Molecular Biology ,Gene ,Allele frequency ,Genetics (clinical) ,next generation sequencing ,Genetic diversity ,novel variants ,Chromosome Mapping ,Genetic Variation ,High-Throughput Nucleotide Sequencing ,Sequence Analysis, DNA ,Original Articles ,3. Good health ,genetic diversity and pharmacogenetics ,030104 developmental biology ,Cohort ,ComputingMethodologies_DOCUMENTANDTEXTPROCESSING ,Molecular Medicine ,Female - Abstract
Supplemental Digital Content is available in the text., Background African populations are characterised by high genetic diversity, which provides opportunities for discovering and elucidating novel variants of clinical importance, especially those affecting therapeutic outcome. Significantly more knowledge is however needed before such populations can take full advantage of the advances in precision medicine. Coupled with the need to concisely map and better understand the pharmacological implications of genetic diversity in populations of sub-Sharan African ancestry, the aim of this study was to identify and characterize known and novel variants present within 65 important absorption, distribution, metabolism and excretion genes. Patients and methods Targeted ultra-deep next-generation sequencing was used to screen a cohort of 40 South African individuals of Bantu ancestry. Results We identified a total of 1662 variants of which 129 are novel. Moreover, out of the 1662 variants 22 represent potential loss-of-function variants. A high level of allele frequency differentiation was observed for variants identified in this study when compared with other populations. Notably, on the basis of prior studies, many appear to be pharmacologically important in the pharmacokinetics of a broad range of drugs, including antiretrovirals, chemotherapeutic drugs, antiepileptics, antidepressants, and anticoagulants. An in-depth analysis was undertaken to interrogate the pharmacogenetic implications of this genetic diversity. Conclusion Despite the new insights gained from this study, the work illustrates that a more comprehensive understanding of population-specific differences is needed to facilitate the development of pharmacogenetic-based interventions for optimal drug therapy in patients of African ancestry.
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- 2019
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32. Meta-analysis of sub-Saharan African studies provides insights into genetic architecture of lipid traits
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Ananyo, Choudhury, Jean-Tristan, Brandenburg, Tinashe, Chikowore, Dhriti, Sengupta, Palwende Romuald, Boua, Nigel J, Crowther, Godfred, Agongo, Gershim, Asiki, F Xavier, Gómez-Olivé, Isaac, Kisiangani, Eric, Maimela, Matshane, Masemola-Maphutha, Lisa K, Micklesfield, Engelbert A, Nonterah, Shane A, Norris, Hermann, Sorgho, Halidou, Tinto, Stephen, Tollman, Sarah E, Graham, Cristen J, Willer, Scott, Hazelhurst, and Michèle, Ramsay
- Subjects
Cross-Sectional Studies ,Humans ,Cholesterol, LDL ,Africa South of the Sahara ,Genome-Wide Association Study - Abstract
Genetic associations for lipid traits have identified hundreds of variants with clear differences across European, Asian and African studies. Based on a sub-Saharan-African GWAS for lipid traits in the population cross-sectional AWI-Gen cohort (N = 10,603) we report a novel LDL-C association in the GATB region (P-value=1.56 × 10
- Published
- 2021
33. Genetic associations with carotid intima-media thickness link to atherosclerosis biology with sex-differences in sub-Saharan Africans
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Hermann Sorgho, Solomon S. R. Choma, Palwende R. Boua, Lisa K. Micklesfield, Godfred Agongo, Nigel J. Crowther, Xavier Gómez-Olivé, Halidou Tinto, Christopher G. Mathew, Michèle Ramsay, Ananyo Choudhury, Jean-Tristan Brandenburg, Scott Hazelhurst, Gershim Asiki, and Engelbert A. Nonterah
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Sub saharan ,Intima-media thickness ,Biology ,Demography - Abstract
Atherosclerosis precedes the onset of many clinical manifestations of cardiovascular diseases (CVDs). We used carotid intima-media thickness (cIMT) to investigate genetic susceptibility to atherosclerosis in 7894 unrelated adults (3963 women, 3931 men) aged 40 to 60 years resident in four sub-Saharan African countries. cIMT was measured by ultrasound and genotyping was performed on the H3Africa SNP Array. Two new African-specific genome-wide significant loci, SIRPA (p=4.7E-08), and FBXL17 (p=2.5E-08), were identified in the combined dataset. Sex-stratified analysis revealed associations with two male-specific loci, SNX29 (p=6.3E-09) and MAP3K7 (p=5.3E-08), and two female-specific loci, LARP6 (p=2.4E-09) and PROK1 (p=1.0E-08). Regional associations were replicated with known risk loci for atherosclerosis and CVDs with different lead SNPs than in Europeans and significant enrichment for oestrogen response genes for female-specific signals were identified. The genes identified showed biological relevance to atherosclerosis and/or CVDs, as well as sex-differences and transferability of signals from non-African studies.
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- 2021
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34. Genetic associations with carotid intima-media thickness link to atherosclerosis with sex-specific effects in sub-Saharan Africans
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Palwende Romuald, Boua, Jean-Tristan, Brandenburg, Ananyo, Choudhury, Hermann, Sorgho, Engelbert A, Nonterah, Godfred, Agongo, Gershim, Asiki, Lisa, Micklesfield, Solomon, Choma, Francesc Xavier, Gómez-Olivé, Scott, Hazelhurst, Halidou, Tinto, Nigel J, Crowther, Christopher G, Mathew, and Michèle, Ramsay
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Adult ,Male ,Genome ,Middle Aged ,Atherosclerosis ,Autoantigens ,Carotid Intima-Media Thickness ,Polymorphism, Single Nucleotide ,Gastrointestinal Hormones ,Histones ,Sex Factors ,Ribonucleoproteins ,Cardiovascular Diseases ,Humans ,Female ,Genetic Predisposition to Disease ,Vascular Endothelial Growth Factor, Endocrine-Gland-Derived ,Sorting Nexins ,Africa South of the Sahara - Abstract
Atherosclerosis precedes the onset of clinical manifestations of cardiovascular diseases (CVDs). We used carotid intima-media thickness (cIMT) to investigate genetic susceptibility to atherosclerosis in 7894 unrelated adults (3963 women, 3931 men; 40 to 60 years) resident in four sub-Saharan African countries. cIMT was measured by ultrasound and genotyping was performed on the H3Africa SNP Array. Two new African-specific genome-wide significant loci for mean-max cIMT, SIRPA (p = 4.7E-08), and FBXL17 (p = 2.5E-08), were identified. Sex-stratified analysis revealed associations with one male-specific locus, SNX29 (p = 6.3E-09), and two female-specific loci, LARP6 (p = 2.4E-09) and PROK1 (p = 1.0E-08). We replicate previous cIMT associations with different lead SNPs in linkage disequilibrium with SNPs primarily identified in European populations. Our study find significant enrichment for genes involved in oestrogen response from female-specific signals. The genes identified show biological relevance to atherosclerosis and/or CVDs, sex-differences and transferability of signals from non-African studies.
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- 2021
35. Genetic substructure and complex demographic history of South African Bantu speakers
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Shane A. Norris, Felistas Mashinya, Gavin Whitelaw, Shaun Aron, F. Xavier Gómez-Olivé, Carina M. Schlebusch, Dhriti Sengupta, Hilde Gunnink, Peter Delius, Ananyo Choudhury, Cesar Fortes-Lima, Marianne Alberts, Natalia Chousou-Polydouri, AWI-Gen Study, Koen Bostoen, Michèle Ramsay, Scott Hazelhurst, and Stephen Tollman
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0301 basic medicine ,Male ,Population genetics ,General Physics and Astronomy ,Bantu languages ,Genome-wide association studies ,Gene flow ,Evolutionsbiologi ,South Africa ,0302 clinical medicine ,Gene Frequency ,Ethnicity ,Phylogeny ,media_common ,Language ,education.field_of_study ,Multidisciplinary ,Geography ,Population size ,Genomics ,Science General ,Trait ,Female ,Gene Flow ,Demographic history ,media_common.quotation_subject ,Science ,Population ,Black People ,Genetics and Molecular Biology ,General Biochemistry, Genetics and Molecular Biology ,Article ,Evolutionary genetics ,03 medical and health sciences ,Genetics ,Humans ,Genetik ,education ,Genetic association ,Demography ,Evolutionary Biology ,Chromosomes, Human, Y ,Genetic Variation ,Linguistics ,General Chemistry ,Computational biology and bioinformatics ,030104 developmental biology ,Genetics, Population ,Haplotypes ,General Biochemistry ,030217 neurology & neurosurgery ,Diversity (politics) ,Genome-Wide Association Study - Abstract
South Eastern Bantu-speaking (SEB) groups constitute more than 80% of the population in South Africa. Despite clear linguistic and geographic diversity, the genetic differences between these groups have not been systematically investigated. Based on genome-wide data of over 5000 individuals, representing eight major SEB groups, we provide strong evidence for fine-scale population structure that broadly aligns with geographic distribution and is also congruent with linguistic phylogeny (separation of Nguni, Sotho-Tswana and Tsonga speakers). Although differential Khoe-San admixture plays a key role, the structure persists after Khoe-San ancestry-masking. The timing of admixture, levels of sex-biased gene flow and population size dynamics also highlight differences in the demographic histories of individual groups. The comparisons with five Iron Age farmer genomes further support genetic continuity over ~400 years in certain regions of the country. Simulated trait genome-wide association studies further show that the observed population structure could have major implications for biomedical genomics research in South Africa., Despite linguistic and geographic diversity in South Eastern Bantu-speaking (SEB) groups of South Africa, genetic variation in these groups has not been investigated in depth. Here, the authors analyse genome-wide data from 5056 individuals, providing insights into demographic history across SEB groups.
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- 2021
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36. Genetic-substructure and complex demographic history of South African Bantu speakers
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Shane A. Norris, Gavin Whitelaw, Scott Hazelhurst, Ananyo Choudhury, Michèle Ramsay, Dhriti Sengupta, F Gomez-Olive Casas, Koen Bostoen, Marianne Alberts, Hilde Gunnink, Carina M. Schlebusch, Stephen Tollman, Peter Delius, Shaun Aron, Cesar Fortes-Lima, Natalia Chousou-Polydouri, as members, and Felistas Mashinya
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education.field_of_study ,Demographic history ,media_common.quotation_subject ,Population size ,Population ,Bantu languages ,Gene flow ,Geography ,Trait ,education ,Demography ,Diversity (politics) ,media_common ,Genetic association - Abstract
South Eastern Bantu-speaking (SEB) groups constitute more than 80% of the population in South Africa. Despite clear linguistic and geographic diversity, the genetic differences between these groups have not been systematically investigated. Based on genome-wide data of over 5000 individuals, representing eight major SEB groups, we provide strong evidence for fine-scale population structure that broadly aligns with geographic distribution and is also congruent with linguistic phylogeny (separation of Nguni, Sotho-Tswana and Tsonga speakers). Although differential Khoe-San admixture plays a key role, the structure persists after Khoe-San ancestry-masking. The timing of admixture, levels of sex-biased gene flow and population size dynamics also highlight differences in the demographic histories of individual groups. The comparisons with five Iron Age farmer genomes further support genetic continuity over ∼400 years in certain regions of the country. Simulated trait genome-wide association studies further show that the observed population structure could have major implications for biomedical genomics research in South Africa.
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- 2020
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37. G6PD distribution in sub-Saharan Africa and potential risks of using chloroquine/hydroxychloroquine based treatments for COVID-19
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Francisco-Javier Gamo, Caroline T. Tiemessen, Houcemeddine Othman, Collen Masimirembwa, Clement Adebamowo, Gerrit Botha, Jean-Tristan Brandenburg, Mogomotsi Matshaba, Michèle Ramsay, Gustave Simo, Scott Hazelhurst, Jorge da Rocha, and Ananyo Choudhury
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0301 basic medicine ,Coronavirus disease 2019 (COVID-19) ,Predictive medicine ,Mutation, Missense ,Biology ,Glucosephosphate Dehydrogenase ,Article ,03 medical and health sciences ,0302 clinical medicine ,Chloroquine ,Risk Factors ,Genetics research ,Genotype ,parasitic diseases ,Databases, Genetic ,Genetics ,medicine ,Distribution (pharmacology) ,Humans ,030212 general & internal medicine ,Allele frequency ,Africa South of the Sahara ,Pharmacology ,COVID-19 ,Genetic Variation ,Hydroxychloroquine ,language.human_language ,COVID-19 Drug Treatment ,Clinical trial ,030104 developmental biology ,Glucosephosphate Dehydrogenase Deficiency ,language ,Molecular Medicine ,Xhosa ,Demography ,medicine.drug - Abstract
Chloroquine/hydroxychloroquine have been proposed as potential treatments for COVID-19. These drugs have warning labels for use in individuals with glucose-6-phosphate dehydrogenase (G6PD) deficiency. Analysis of whole genome sequence data of 458 individuals from sub-Saharan Africa showed significant G6PD variation across the continent. We identified nine variants, of which four are potentially deleterious to G6PD function, and one (rs1050828) that is known to cause G6PD deficiency. We supplemented data for the rs1050828 variant with genotype array data from over 11,000 Africans. Although this variant is common in Africans overall, large allele frequency differences exist between sub-populations. African sub-populations in the same country can show significant differences in allele frequency (e.g. 16.0% in Tsonga vs 0.8% in Xhosa, both in South Africa, p = 2.4 × 10−3). The high prevalence of variants in the G6PD gene found in this analysis suggests that it may be a significant interaction factor in clinical trials of chloroquine and hydroxychloroquine for treatment of COVID-19 in Africans.
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- 2020
38. G6PD variant distribution in sub-Saharan Africa and potential risks of using chloroquine/hydroxychloroquine based treatments for COVID-19
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Francisco-Javier Gamo, Gustave Simo, Jorge da Rocha, Jean-Tristan Brandenburg, Scott Hazelhurst, Houcemeddine Othman, Clement Adebamowo, Caroline T. Tiemessen, Gerrit Botha, Michèle Ramsay, Ananyo Choudhury, Collen Masimirembwa, and Mogomotsi Matshaba
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Sub saharan ,Coronavirus disease 2019 (COVID-19) ,Hydroxychloroquine ,Biology ,language.human_language ,Chloroquine ,Genotype ,medicine ,language ,Distribution (pharmacology) ,Xhosa ,Allele frequency ,medicine.drug ,Demography - Abstract
Chloroquine/hydroxychloroquine have been proposed as potential treatments for COVID-19. These drugs have warning labels for use in individuals with glucose-6-phosphate dehydrogenase (G6PD) deficiency. Analysis of whole-genome sequence data of 458 individuals from sub-Saharan Africa showed significant G6PD variation across the continent. We identified nine variants, of which four are potentially deleterious to G6PD function, and one (rs1050828) that is known to cause G6PD deficiency. We supplemented data for the rs1050828 variant with genotype array data from over 11,000 Africans. Although this variant is common in Africans overall, large allele frequency differences exist between sub-populations. African sub-populations in the same country can show significant differences in allele frequency (e.g. 16.0% in Tsonga vs 0.8% in Xhosa, both in South Africa, p = 2.4 × 10−3). The high prevalence of variants in the G6PD gene found in this analysis suggests that it may be a significant interaction factor in clinical trials of chloroquine and hydrochloroquine for treatment of COVID-19 in Africans.
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- 2020
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39. Whole-genome sequencing for an enhanced understanding of genetic variation among South Africans
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Gerrit Botha, Michael S. Pepper, Nicola Mulder, Kathrine Elizabeth Scholtz, Alan Christoffels, Emile R. Chimusa, Raj Ramesar, Ananyo Choudhury, Ayton Meintjes, Michèle Ramsay, Fourie Joubert, Scott Hazelhurst, Louise Warnich, Soraya Bardien, Shaun Aron, Jasper Rees, Mahjoubeh J. Sefid-Dashti, Dhriti Sengupta, Philip Venter, Junaid Gamieldien, and Himla Soodyall
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0301 basic medicine ,Male ,Science ,DNA Mutational Analysis ,General Physics and Astronomy ,Black People ,Pilot Projects ,Human genetic variation ,Computational biology ,030105 genetics & heredity ,Biology ,Genome ,General Biochemistry, Genetics and Molecular Biology ,DNA sequencing ,Article ,03 medical and health sciences ,South Africa ,Genetic variation ,Humans ,Genetic Predisposition to Disease ,lcsh:Science ,Whole genome sequencing ,Principal Component Analysis ,Multidisciplinary ,Data curation ,Genome, Human ,Genetic Variation ,General Chemistry ,Healthy Volunteers ,030104 developmental biology ,Functional annotation ,Mutation ,lcsh:Q ,Human genome - Abstract
The Southern African Human Genome Programme is a national initiative that aspires to unlock the unique genetic character of southern African populations for a better understanding of human genetic diversity. In this pilot study the Southern African Human Genome Programme characterizes the genomes of 24 individuals (8 Coloured and 16 black southeastern Bantu-speakers) using deep whole-genome sequencing. A total of ~16 million unique variants are identified. Despite the shallow time depth since divergence between the two main southeastern Bantu-speaking groups (Nguni and Sotho-Tswana), principal component analysis and structure analysis reveal significant (p, African populations show a high level of genetic diversity and extensive regional admixture. Here, the authors sequence the whole genomes of 24 South African individuals of different ethnolinguistic origin and find substantive genomic divergence between two southeastern Bantu-speaking groups.
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- 2017
40. Arabidopsis thaliana regulatory element analyzer.
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Ananyo Choudhury and Ansuman Lahiri
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- 2008
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41. Admixture/fine-mapping in Brazilians reveals a West African associated potential regulatory variant (rs114066381) with a strong female-specific effect on body mass- and fat mass-indexes
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Camila Zolini, Marilia O. Scliar, Maria Rita Passos-Bueno, Julie Dutil, Maria Fernanda Lima-Costa, Ann W. Hsing, Nathalia M. Araujo, Marcelo R. Luizon, Wagner C. S. Magalhães, Shane A. Norris, Fernanda Sg Kehdy, Eduardo Tarazona-Santos, Meddly L. Santolalla, Ananyo Choudhury, Ricardo Lyra, Bernardo L. Horta, Hanaisa P. Sant Anna, Victor Borda, Sérgio Viana Peixoto, Francisco Pereira Lobo, Alexandre C. Pereira, Lucas Michelin, Gilderlanio S. Araújo, Maíra R. Rodrigues, Thiago P. Leal, Sam M. Mbulaiteye, Meredith Yeager, Edward D. Yeboah, Mayana Zatz, Heinner Guio, James E. Mensah, Mauricio Lima Barreto, Yeda Aparecida de Oliveira Duarte, Isabela Alvim, Mateus H. Gouveia, Michel S Naslavsky, Matthew E. B. Hansen, Sarah A. Tishkoff, Moara Machado, Robert H. Gilman, Guilherme L. Yamamoto, Michèle Ramsay, and Timothy D. O’Connor
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education.field_of_study ,Population ,Cohort ,Genetic admixture ,Genome-wide association study ,Single-nucleotide polymorphism ,Allele ,Biology ,GENOMAS ,education ,Body mass index ,Genetic architecture ,Demography - Abstract
Admixed populations are a resource to study the global genetic architecture of complex phenotypes, which is critical, considering that non-European populations are severely under-represented in genomic studies. Leveraging admixture in Brazilians, whose chromosomes are mosaics of fragments of Native American, European and African origins, we used genome-wide data to perform admixture mapping/fine-mapping of Body Mass Index (BMI) in three population-based cohorts from Northeast (Salvador), Southeast (Bambuí) and South (Pelotas) of the country. We found significant associations with African-associated alleles in children from Salvador (PALD1 and ZMIZ1 genes), and in young adults from Pelotas (NOD2 and MTUS2 genes). More importantly, in Pelotas, rs114066381, mapped in a potential regulatory region, is significantly associated only in females (p= 2.76 e-06). This variant is very rare in Europeans but with frequencies of ~3% in West Africa, and has a strong female-specific effect (95%CI: 2.32-5.65 kg/m2 per each A allele). We confirmed this sex-specific association and replicated its strong effect for an adjusted fat-mass index in the same Pelotas cohort, and for BMI in another Brazilian cohort from São Paulo (Southeast Brazil). A meta-analysis confirmed the significant association. Remarkably, we observed that while the frequency of rs114066381-A allele ranges from 0.8 to 2.1% in the studied populations, it attains ~9% among morbidly obese women from Pelotas, São Paulo, and Bambuí. The effect size of rs114066381 is at least five-times the effect size of the FTO SNPs rs9939609 and rs1558902, already emblematic for their high effects, and for which we replicated associations in Pelotas. We demonstrate how, after a decade of GWAS mostly performed in European-ancestry populations, non-European and admixed populations are a source of new relevant phenotype-associated genetic variants.
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- 2019
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42. Abstract 31: Genome-wide association study of African esophageal squamous cell carcinoma
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Michèle Ramsay, Mohamed Iqbal Parker, Sang Hyuck Lee, Mahtaab Hayat, Cathryn M. Lewis, Lucien Ferndale, Robert U. Newton, Frederic Sitas, Colleen Aldous, Chantal Babb de Villiers, Charles Curtis, Wenlong C. Chen, Tim Waterboer, Elvira Singh, Christian C. Abnet, Debbie Bradshaw, Christopher G. Mathew, Ananyo Choudhury, Cassandra Soo, Dhriti Sengupta, and Jean-Tristan Brandenburg
- Subjects
Cancer Research ,Oncology ,Cancer research ,Genome-wide association study ,Biology ,Esophageal squamous cell carcinoma - Abstract
Esophageal squamous cell carcinoma (ESCC) has a high incidence in sub-Saharan Africa and a poor prognosis, but little is known about the genetic contribution to ESCC susceptibility in this region. We carried out a GWAS in the South African Black (SAB) population with 1,686 ESCC cases and 3,217 controls as part of the Evolving Risk Factors for Cancer in African populations (ERICA-SA) study after ethical approval and informed consent. ESCC case samples from ERICA-SA and controls from the H3A AWI-Gen study were genotyped on the 2.3 million H3 Africa SNP Illumina array and additional SNPs imputed using the Wellcome Sanger Institute imputation service. Measures for correction of population structure included Eigen decomposition for Principal Component (PC) analysis. The final imputed dataset of 14.4M SNPs for 1,686 OSCC cases and 3,217 population controls was used in linear-mixed model analysis to test for association using GEMMA. A meta-analysis of SNP sets common to both our study and a GWAS of 2,013 Chinese ESCC cases and 2,701 controls was done using METAL. The GWAS of the SAB population identified a total of 62 SNPs with suggestive association with ESCC (P < 5x10-6), from 29 independent potential risk loci. A strong signal at genome-wide significance is located upstream of the FAM120A gene on chromosome 9 (rs1237966, p=4.58x10-8) and is supported by multiple SNPs at this locus. FAM120A encodes an RNA binding protein which is a critical component of oxidative stress-induced signalling. A strong association was also observed on chromosome 2, led by rs142741123 (p=5.49x10-8) in a region spanning the MYO1B and STAT4 genes with SNPs that are absent in non-African populations, suggesting that this is an African-specific risk locus for ESCC. There was limited support for the association of ESCC risk loci reported in other populations in our study. We did a meta-analysis of the SAB GWAS with a published GWAS of Chinese ESSC cases and controls with 4.85 million SNPs shared between the two studies. A total of 12 SNPs were associated with ESCC at genome-wide significance. These included 3 loci: chromosome 9, led by rs12379660 (p-valuemeta = 9.36x10-10), chromosome 10 led by rs7099485 (p-valuemeta = 1.48x10-8) and chromosome 22 led by rs1033667 (p-valuemeta = 1.47x10-9). The chromosome 9 locus at FAM120A is the novel locus identified in our African ESCC GWAS, the chromosome 10 locus at PLCE1 shows association only in the Chinese GWAS, and the chromosome 22 locus at CHEK2 was previously identified in the Chinese ESCC GWAS, and is supported further by the African ESCC GWAS. This study is, to our knowledge, the first cancer GWAS conducted in solely in a resident African population, and has detected two novel risk loci for ESCC at or near genome-wide significance, one of which is likely specific to African populations. It also demonstrates the power of trans-ethnic meta-analysis to identify common or distinct risk loci in populations of diverse ancestry. Citation Format: Wenlong C. Chen, Jean-Tristan Brandenburg, Ananyo Choudhury, Mahtaab Hayat, Dhriti Sengupta, Chantal Babb de Villiers, Lucien Ferndale, Cassandra Soo, Sang H. Lee, Charles Curtis, Robert Newton, Tim Waterboer, Frederic Sitas, Michele Ramsay, Christian C. Abnet, Colleen Aldous, Mohamed I. Parker, Elvira Singh, Deborah Bradshaw, Cathryn M. Lewis, Christopher G. Mathew. Genome-wide association study of African esophageal squamous cell carcinoma [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 31.
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- 2021
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43. Author Correction: High-depth African genomes inform human migration and health
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Trust Odia, Judit Kumuthini, Shaun Aron, Yasmina Jaufeerally Fakim, Donna M. Muzny, Anisah W. Ghoorah, Charles N. Rotimi, Oscar A. Nyangiri, Gerrit Botha, Sally N. Adebamowo, Neil A. Hanchard, Alia Benkahla, Emile R. Chimusa, Laura R. Botigué, Oluwadamilare Falola, Ananyo Choudhury, Nicola Mulder, Samar K. Kassim, Eileen Dareng, Scott Hazelhurst, Mamana Mbiyavanga, Zané Lombard, Gaston K. Mazandu, Ezekiel Adebiyi, Richard A. Gibbs, Ginger A. Metcalf, Taoufik Bensellak, Daniel Shriner, Michèle Ramsay, Adebowale Adeyemo, Gordon Wells, and Dhriti Sengupta
- Subjects
Multidisciplinary ,Human evolutionary genetics ,Human migration ,business.industry ,Published Erratum ,MEDLINE ,Computational biology ,Biology ,Genome ,Evolutionary genetics ,DNA sequencing ,Genetics research ,Genetic variation ,Next-generation sequencing ,Author Correction ,business - Abstract
A Correction to this paper has been published: https://doi.org/10.1038/s41586-021-03286-9.
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- 2021
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44. Population Stratification and Underrepresentation of Indian Subcontinent Genetic Diversity in the 1000 Genomes Project Dataset
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Analabha Basu, Michèle Ramsay, Dhriti Sengupta, and Ananyo Choudhury
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0301 basic medicine ,Population ,Ethnic group ,Population genetics ,Datasets as Topic ,India ,Biology ,Population stratification ,Indian genomic diversity ,03 medical and health sciences ,Bias ,Human Genome Project ,Genetics ,Humans ,International HapMap Project ,1000 Genomes Project ,education ,Ecology, Evolution, Behavior and Systematics ,Genetic diversity ,education.field_of_study ,Polymorphism, Genetic ,Genome, Human ,ancestry ,population structure ,social stratification ,030104 developmental biology ,Endogamy ,Evolutionary biology ,Research Article - Abstract
Genomic variation in Indian populations is of great interest due to the diversity of ancestral components, social stratification, endogamy and complex admixture patterns. With an expanding population of 1.2 billion, India is also a treasure trove to catalogue innocuous as well as clinically relevant rare mutations. Recent studies have revealed four dominant ancestries in populations from mainland India: Ancestral North-Indian (ANI), Ancestral South-Indian (ASI), Ancestral Tibeto-Burman (ATB) and Ancestral Austro-Asiatic (AAA). The 1000 Genomes Project (KGP) Phase-3 data include about 500 genomes from five linguistically defined Indian-Subcontinent (IS) populations (Punjabi, Gujrati, Bengali, Telugu and Tamil) some of whom are recent migrants to USA or UK. Comparative analyses show that despite the distinct geographic origins of the KGP-IS populations, the ANI component is predominantly represented in this dataset. Previous studies demonstrated population substructure in the HapMap Gujrati population, and we found evidence for additional substructure in the Punjabi and Telugu populations. These substructured populations have characteristic/significant differences in heterozygosity and inbreeding coefficients. Moreover, we demonstrate that the substructure is better explained by factors like differences in proportion of ancestral components, and endogamy driven social structure rather than invoking a novel ancestral component to explain it. Therefore, using language and/or geography as a proxy for an ethnic unit is inadequate for many of the IS populations. This highlights the necessity for more nuanced sampling strategies or corrective statistical approaches, particularly for biomedical and population genetics research in India.
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- 2016
45. Genomic and environmental risk factors for cardiometabolic diseases in Africa: methods used for Phase 1 of the AWI-Gen population cross-sectional study
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Shukri F. Mohamed, Issa Guiraud, Nigel J. Crowther, Tilahun Nigatu Haregu, Francesc Xavier Gómez-Olivé, Osman Sankoh, Hamtandi Magloire Natama, H. Sorgho, Seydou Nakanabo-Diallo, Lucas Amenga-Etego, Lisa K. Micklesfield, Christopher Khayeka-Wandabwa, Romuald P. Boua, Depuur C, Shane A. Norris, Stephen Tollman, Engelbert A. Nonterah, Godfred Agongo, Alisha N. Wade, Athanase M Some, Catherine Kyobutungi, Marianne Alberts, Cassandra Soo, Nicholas Ngomi, Stuart A. Ali, Rhian Twine, Scott Hazelhurst, Zané Lombard, Kathleen Kahn, Ananyo Choudhury, Abraham Oduro, Freedom Mukomana, Felistas Mashinya, Paulina Tindana, Michèle Ramsay, and Halidou Tinto
- Subjects
0301 basic medicine ,Burden of disease ,Adult ,Male ,Cross-sectional study ,Population ,burden of disease ,African populations ,03 medical and health sciences ,South Africa ,0302 clinical medicine ,Environmental risk ,Metabolic Diseases ,Risk Factors ,Environmental health ,parasitic diseases ,Medicine ,Humans ,030212 general & internal medicine ,AWI-Gen ,Metabolic disease ,education ,Aged ,Aged, 80 and over ,education.field_of_study ,Geography ,business.industry ,Study Design Article ,Health Policy ,lcsh:Public aspects of medicine ,1. No poverty ,Public Health, Environmental and Occupational Health ,Age Factors ,lcsh:RA1-1270 ,Genomics ,Middle Aged ,Cardiometabolic disease ,3. Good health ,H3Africa ,030104 developmental biology ,Cross-Sectional Studies ,Cardiovascular Diseases ,Population Surveillance ,Female ,Gene-Environment Interaction ,sense organs ,business ,Genome-Wide Association Study - Abstract
There is an alarming tide of cardiovascular and metabolic disease (CMD) sweeping across Africa. This may be a result of an increasingly urbanized lifestyle characterized by the growing consumption of processed and calorie-dense food, combined with physical inactivity and more sedentary behaviour. While the link between lifestyle and public health has been extensively studied in Caucasian and African American populations, few studies have been conducted in Africa. This paper describes the detailed methods for Phase 1 of the AWI-Gen study that were used to capture phenotype data and assess the associated risk factors and end points for CMD in persons over the age of 40 years in sub-Saharan Africa (SSA). We developed a population-based cross-sectional study of disease burden and phenotype in Africans, across six centres in SSA. These centres are in West Africa (Nanoro, Burkina Faso, and Navrongo, Ghana), in East Africa (Nairobi, Kenya) and in South Africa (Agincourt, Dikgale and Soweto). A total of 10,702 individuals between the ages of 40 and 60 years were recruited into the study across the six centres, plus an additional 1021 participants over the age of 60 years from the Agincourt centre. We collected socio-demographic, anthropometric, medical history, diet, physical activity, fat distribution and alcohol/tobacco consumption data from participants. Blood samples were collected for disease-related biomarker assays, and genomic DNA extraction for genome-wide association studies. Urine samples were collected to assess kidney function. The study provides base-line data for the development of a series of cohorts with a second wave of data collection in Phase 2 of the study. These data will provide valuable insights into the genetic and environmental influences on CMD on the African continent.
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- 2018
46. Genetic variants in SEC16B are associated with body composition in black South Africans
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Shane A. Norris, Nigel J. Crowther, Liesl M. Hendry, Zané Lombard, Richard J. Munthali, Himla Soodyall, Scott Hazelhurst, Michèle Ramsay, Ananyo Choudhury, and Venesa Sahibdeen
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Adult ,Male ,0301 basic medicine ,Waist ,Adolescent ,Endocrinology, Diabetes and Metabolism ,Population ,Black People ,030209 endocrinology & metabolism ,Single-nucleotide polymorphism ,Polymorphism, Single Nucleotide ,Article ,Body Mass Index ,South Africa ,03 medical and health sciences ,0302 clinical medicine ,Internal Medicine ,Humans ,Medicine ,education ,lcsh:RC620-627 ,Genetic association ,2. Zero hunger ,education.field_of_study ,business.industry ,Middle Aged ,medicine.disease ,Obesity ,DNA-Binding Proteins ,lcsh:Nutritional diseases. Deficiency diseases ,030104 developmental biology ,Cohort ,Body Composition ,Lean body mass ,Female ,business ,Body mass index ,Demography - Abstract
Objective The latest genome-wide association studies of obesity-related traits have identified several genetic loci contributing to body composition (BC). These findings have not been robustly replicated in African populations, therefore, this study aimed to assess whether European BC-associated gene loci played a similar role in a South African black population. Methods A replication and fine-mapping study was performed in participants from the Birth to Twenty cohort (N = 1,926) using the Metabochip. Measurements included body mass index (BMI), waist and hip circumference, waist-to-hip ratio (WHR), total fat mass, total lean mass and percentage fat mass (PFM). Results SNPs in several gene loci, including SEC16B (Padj −7), NEGR1 (Padj −6), FTO (Padj −5), TMEM18 (Padj −5), and WARS2(Padj −5) were similarly associated (albeit not at array-wide signficance (P ≤ 6.7 × 10−7) with various phenotypes including fat mass, PFM, WHR linked to BC in this African cohort, however the associations were driven by different sentinel SNPs. More importantly, DXA-derived BC measures revealed stronger genetic associations than simple anthropometric measures. Association signals generated in this study were shared by European and African populations, as well as unique to this African cohort. Moreover, sophisticated estimates like DXA measures enabled an enhanced characterisation of genetic associations for BC traits. Conclusion Results from this study suggest that in-depth genomic studies in larger African cohorts may reveal novel SNPs for body composition and adiposity, which will provide greater insight into the aetiology of obesity.
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- 2018
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47. African genetic diversity provides novel insights into evolutionary history and local adaptations
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Shaun Aron, Dhriti Sengupta, Scott Hazelhurst, Ananyo Choudhury, and Michèle Ramsay
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0301 basic medicine ,Demographic history ,Population ,Adaptation, Biological ,Black People ,Present day ,Biology ,Genome ,Polymorphism, Single Nucleotide ,Evolution, Molecular ,03 medical and health sciences ,Genetic variation ,Ethnicity ,Genetics ,Humans ,Invited Reviews ,education ,Molecular Biology ,Genetics (clinical) ,Whole genome sequencing ,education.field_of_study ,Genetic diversity ,Whole Genome Sequencing ,Population size ,Genetic Variation ,General Medicine ,Genomics ,Biological Evolution ,030104 developmental biology ,Genetics, Population ,Genetic Techniques ,Haplotypes ,Evolutionary biology ,Africa - Abstract
Genetic variation and susceptibility to disease are shaped by human demographic history and adaptation. We can now study the genomes of extant Africans and uncover traces of population migration, admixture, assimilation and selection by applying sophisticated computational algorithms. There are four major ethnolinguistic divisions among present day Africans: Hunter-gatherer populations in southern and central Africa; Nilo-Saharan speakers from north and northeast Africa; Afro-Asiatic speakers from north and east Africa; and Niger-Congo speakers who are the predominant ethnolinguistic group spread across most of sub-Saharan Africa. The enormous ethnolinguistic diversity in sub-Saharan African populations is largely paralleled by extensive genetic diversity and until a decade ago, little was known about detailed origins and divergence of these groups. Results from large-scale population genetic studies, and more recently whole genome sequence data, are unravelling the critical role of events like migration and admixture and environmental factors including diet, infectious diseases and climatic conditions in shaping current population diversity. It is now possible to start providing quantitative estimates of divergence times, population size and dynamic processes that have affected populations and their genetic risk for disease. Finally, the availability of ancient genomes from Africa provides historical insights of unprecedented depth. In this review, we highlight some key interpretations that have emerged from recent African genome studies.
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- 2018
48. Population structure in GWAS - Lecture 5 H3ABioNet 2018 GWAS Lecture series
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Ananyo Choudhury
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FOS: Computer and information sciences ,FOS: Biological sciences ,Genetics ,Biological Techniques ,Computational Biology ,60408 Genomics ,60411 Population, Ecological and Evolutionary Genetics ,60102 Bioinformatics - Abstract
The fifth of a series of seven H3ABioNet online lectures for Genome Wide Association Studies (GWAS) will introduce the concept of population structure/stratification (PS) and suggest why it is critical to consider PS in a GWAS. The lecture will begin by familiarizing the types of PS that are encountered and explain the factors that could cause them to appear in a GWAS dataset. It will then cover the methods that are commonly used to identify PS in a dataset and finally discuss the available computational approaches to correct for PS in a GWAS.
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- 2018
- Full Text
- View/download PDF
49. Insights into the genetics of blood pressure in black South African individuals: the Birth to Twenty cohort
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Liesl M. Hendry, Venesa Sahibdeen, Michèle Ramsay, Shane A. Norris, Zané Lombard, and Ananyo Choudhury
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0301 basic medicine ,Adult ,Male ,medicine.medical_specialty ,lcsh:Internal medicine ,lcsh:QH426-470 ,Adolescent ,Genotype ,Black People ,Disease ,Birth to Twenty ,Cohort Studies ,03 medical and health sciences ,South Africa ,Internal medicine ,Medicine ,Humans ,genetics ,Risk factor ,Metabochip ,lcsh:RC31-1245 ,Genotyping ,Genetics (clinical) ,black South Africans ,Genetic association ,Polymorphism, Genetic ,business.industry ,blood pressure ,3. Good health ,lcsh:Genetics ,030104 developmental biology ,Blood pressure ,Phenotype ,Cohort ,Female ,business ,Cohort study ,Research Article - Abstract
Background Cardiovascular diseases (CVDs) are the leading cause of non-communicable disease deaths globally, with hypertension being a major risk factor contributing to CVDs. Blood pressure is a heritable trait, with relatively few genetic studies having been performed in Africans. This study aimed to identify genetic variants associated with variance in systolic (SBP) and diastolic (DBP) blood pressure in black South Africans. Methods Genotyping was performed using the Metabochip in a subset of participants (mixed sex; median age 17.9) and their adult female caregivers (median age 41.0) from the Birth to Twenty cohort (n = 1947). Data were analysed as a merged dataset (all participants and caregivers together) in GEMMA (v0.94.1) using univariate linear mixed models, incorporating a centered relatedness matrix to account for the relatedness between individuals and with adjustments for age, sex, BMI and principal components of the genotype information. Results Association analysis identified regions of interest in the NOS1AP (DBP: rs112468105 - p = 7.18 × 10−5 and SBP: rs4657181 - p = 4.04 × 10−5), MYRF (SBP: rs11230796 - p = 2.16 × 10−7, rs400075 - p = 2.88 × 10−7) and POC1B (SBP: rs770373 - p = 7.05 × 10−5, rs770374 - p = 9.05 × 10−5) genes and some intergenic regions (DACH1|LOC440145 (DBP: rs17240498 - p = 4.91 × 10−6 and SBP: rs17240498 - p = 2.10 × 10−5) and INTS10|LPL (SBP: rs55830938 - p = 1.30 × 10−5, rs73599609 - p = 5.78 × 10−5, rs73667448 - p = 6.86 × 10−5)). Conclusions The study provided further insight into the contribution of genetic variants to blood pressure in black South Africans. Future functional and replication studies in larger samples are required to confirm the role of the identified loci in blood pressure regulation and whether or not these variants are African-specific. Electronic supplementary material The online version of this article (10.1186/s12920-018-0321-6) contains supplementary material, which is available to authorized users.
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- 2017
50. Assessing computational genomics skills: Our experience in the H3ABioNet African bioinformatics network
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Shaun Aron, Mamana Mbiyavanga, Lerato E Magosi, Efejiro Ashano, Christopher J. Fields, C. Victor Jongeneel, Danny Mugutso, Phelelani T. Mpangase, Sumir Panji, Venesa Pillay, Seun Adeyemi, Adaobi Okafor, Oluwadamila Falola, Hocine Bendou, Ananyo Choudhury, Olaleye Oladipo, Ezekiel Adebiyi, Radhika S. Khetani, Ovokeraye Achinike-Oduaran, Bola Akanle, Richard J. Munthali, Suresh Maslamoney, Ayton Meintjes, Gloria Rendon, Nicola Mulder, Trust Odia, Andrew Ndhlovu, Ravikiran Donthu, Itunuoluwa Isewon, Liesl M. Hendry, Emile R. Chimusa, Jenny Drnevich, Judit Kumuthini, Magambo Phillip Kimuda, Scott Hazelhurst, Liudmila Sergeevna Mainzer, Marion O. Adebiyi, Victoria Nembaware, Dhriti Sengupta, and Gerrit Botha
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0301 basic medicine ,Service (systems architecture) ,Computer science ,Data management ,Social Sciences ,Bioinformatics ,Database and Informatics Methods ,South Africa ,Sociology ,Databases, Genetic ,Medicine and Health Sciences ,Public and Occupational Health ,Biology (General) ,Ecology ,Health services research ,Genomics ,Research Assessment ,Sports Science ,3. Good health ,Test (assessment) ,Professions ,Computational Theory and Mathematics ,Modeling and Simulation ,Workshops ,Health Services Research ,QH301-705.5 ,Process (engineering) ,Developing country ,Black People ,Nigeria ,Research and Analysis Methods ,Education ,03 medical and health sciences ,Cellular and Molecular Neuroscience ,Genome-Wide Association Studies ,Genetics ,Humans ,Sports and Exercise Medicine ,Molecular Biology ,Exercise ,Developing Countries ,Ecology, Evolution, Behavior and Systematics ,business.industry ,Computational genomics ,Biology and Life Sciences ,Computational Biology ,Human Genetics ,Physical Activity ,Genome Analysis ,Data science ,Health Care ,030104 developmental biology ,Physical Fitness ,People and Places ,Scientists ,Database Management Systems ,Population Groupings ,business - Abstract
The H3ABioNet pan-African bioinformatics network, which is funded to support the Human Heredity and Health in Africa (H3Africa) program, has developed node-assessment exercises to gauge the ability of its participating research and service groups to analyze typical genome-wide datasets being generated by H3Africa research groups. We describe a framework for the assessment of computational genomics analysis skills, which includes standard operating procedures, training and test datasets, and a process for administering the exercise. We present the experiences of 3 research groups that have taken the exercise and the impact on their ability to manage complex projects. Finally, we discuss the reasons why many H3ABioNet nodes have declined so far to participate and potential strategies to encourage them to do so., Author summary Many programs have been developed to boost the technical and computational skills of scientists working in low to medium income countries (LMIC), who often struggle to remain competitive with their peers in more developed parts of the world. Typically, these programs rely on intensive workshops where students acquire and exercise these skills under the supervision of experienced trainers. However, when trainees return to their home institutions, even after extensive exposure to state of the art techniques, they often find it difficult to put the skills they have acquired into practice and to establish themselves as fully independent practitioners. We have attempted to build a framework through which teams of scientists in African research groups can demonstrate that they have acquired the necessary skills to analyze different types of genomic datasets. Three teams of scientists who have successfully submitted to this assessment exercise report their positive experiences. Many potential participants have so far declined the opportunity, and we discuss the reasons for their reluctance as well as possible ways to facilitate their engagement and provide them with incentives. We argue that assessments such as this could be part of any program aiming to develop technical skills in scientists wishing to support genomic research programs.
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- 2017
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