4.7 Article

Polygenic Prediction of Type 2 Diabetes in Africa

期刊

DIABETES CARE
卷 45, 期 3, 页码 717-723

出版社

AMER DIABETES ASSOC
DOI: 10.2337/dc21-0365

关键词

-

资金

  1. Wellcome Trust [220740/Z/20/Z, 214205/Z/18/Z]
  2. British Heart Foundation Centre of Research Excellence [RE/18/4/34215]
  3. National Institute for Health Research Clinical Lectureship [CL-2020-16-001]
  4. Intramural Research Program of the National Institutes of Health in the Centre for Research on Genomics and Global Health (CRGGH)
  5. National Human Genome Research Institute
  6. National Institute of Diabetes and Digestive and Kidney Diseases
  7. Center for Information Technology
  8. Office of the Director at the National Institutes of Health (NIH) [1ZIAHG200362]
  9. NIH from the Office of Research on Minority Health [3T37TW00041-03S2]
  10. Veterans Administration Cooperative Studies Program [G002]

向作者/读者索取更多资源

OBJECTIVE Polygenic prediction of type 2 diabetes (T2D) in continental Africans is adversely affected by the limited number of genome-wide association studies (GWAS) of T2D from Africa and the poor transferability of European-derived polygenic risk scores (PRSs) in diverse ethnicities. We set out to evaluate if African American, European, or multiethnic-derived PRSs would improve polygenic prediction in continental Africans. RESEARCH DESIGN AND METHODS Using the PRSice software, ethnic-specific PRSs were computed with weights from the T2D GWAS multiancestry meta-analysis of 228,499 case and 1,178,783 control subjects. The South African Zulu study (n = 1,602 case and 981 control subjects) was used as the target data set. Validation and assessment of the best predictive PRS association with age at diagnosis were conducted in the Africa America Diabetes Mellitus (AADM) study (n = 2,148 case and 2,161 control subjects). RESULTS The discriminatory ability of the African American and multiethnic PRSs was similar. However, the African American-derived PRS was more transferable in all the countries represented in the AADM cohort and predictive of T2D in the country combined analysis compared with the European and multiethnic-derived scores. Notably, participants in the 10th decile of this PRS had a 3.63-fold greater risk (odds ratio 3.63; 95% CI 2.19-4.03; P = 2.79 x 10(-17)) per risk allele of developing diabetes and were diagnosed 2.6 years earlier than those in the first decile. CONCLUSIONS African American-derived PRS enhances polygenic prediction of T2D in continental Africans. Improved representation of non-European populations (including Africans) in GWAS promises to provide better tools for precision medicine interventions in T2D.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

Article Clinical Neurology

Cardiovascular Risk Factors and MRI Markers of Cerebral Small Vessel Disease A Mendelian Randomization Study

Victoria Taylor-Bateman, Dipender Gill, Marios Georgakis, Rainer Malik, Patricia Munroe, Matthew Traylor

Summary: Genetic predisposition to higher blood pressure and BMI is associated with a higher burden of CSVD, suggesting a causal role. Improved management and treatment of these risk factors could reduce the burden of CSVD.

NEUROLOGY (2022)

Article Biochemistry & Molecular Biology

Transferability of genetic risk scores in African populations

Abram B. Kamiza, Sounkou M. Toure, Marijana Vujkovic, Tafadzwa Machipisa, Opeyemi S. Soremekun, Christopher Kintu, Manuel Corpas, Fraser Pirie, Elizabeth Young, Dipender Gill, Manjinder S. Sandhu, Pontiano Kaleebu, Moffat Nyirenda, Ayesha A. Motala, Tinashe Chikowore, Segun Fatumo

Summary: A study has found that polygenic scores for lipid traits derived from African American individuals have high predictive value in a South African Zulu cohort, but not in a cohort from Uganda. This highlights the need to improve polygenic predictions in populations of African ancestries.

NATURE MEDICINE (2022)

Article Multidisciplinary Sciences

Elucidating mechanisms of genetic cross-disease associations at the PROCR vascular disease locus

David Stacey, Lingyan Chen, Paulina J. Stanczyk, Joanna M. M. Howson, Amy M. Mason, Stephen Burgess, Stephen MacDonald, Jonathan Langdown, Harriett McKinney, Kate Downes, Neda Farahi, James E. Peters, Saonli Bas, James S. Pankowf, Weihong Tang, Nathan Pankratz, Maria Sabater-Llear, Paul S. de Vries, Nicholas L. Smith, Amy D. Gelinas, Daniel J. Schneider, Nebojsa Janjic, Nilesh J. Samani, Shu Ye, Charlotte Summers, Edwin R. Chilvers, John Danesh, Dirk S. Paul

Summary: This study provides a framework to reveal genetic cross-disease associations at the PROCR vascular disease locus, linking PROCR-219Gly to coronary artery disease through anti-inflammatory mechanisms and to venous thromboembolism through pro-thrombotic mechanisms.

NATURE COMMUNICATIONS (2022)

Article Endocrinology & Metabolism

Targeted proteomics identifies potential biomarkers of dysglycaemia, beta cell function and insulin sensitivity in Black African men and women

Amy E. Mendham, Lisa K. Micklesfield, Fredrik Karpe, Andre Pascal Kengne, Tinashe Chikowore, Clement N. Kufe, Maphoko Masemola, Nigel J. Crowther, Shane A. Norris, Tommy Olsson, Solve Elmstahl, Tove Fall, Lars Lind, Julia H. Goedecke

Summary: Using a targeted proteomics approach, this study aimed to identify and validate circulating proteins associated with impaired glucose metabolism and type 2 diabetes in a Black South African cohort. The results identified 34 proteins associated with type 2 diabetes, of which 11 were associated with measures of type 2 diabetes pathophysiology. This study highlights the similarity of biomarkers between different populations and emphasizes the need for validation in African cohorts.

DIABETOLOGIA (2023)

Article Biochemistry & Molecular Biology

Meta-Analysis and Multivariate GWAS Analyses in 77,850 Individuals of African Ancestry Identify Novel Variants Associated with Blood Pressure Traits

Brenda Udosen, Opeyemi Soremekun, Abram Kamiza, Tafadzwa Machipisa, Cisse Cheickna, Olaposi Omotuyi, Mahmoud Soliman, Mamadou Wele, Oyekanmi Nashiru, Tinashe Chikowore, Segun Fatumo

Summary: High blood pressure is a major risk factor for cardiovascular diseases in populations including individuals of African ancestry. However, limited genetic studies have been conducted to explore the genetic mechanism driving this phenomenon. This study performed genome-wide association analyses and identified independent genetic variants associated with blood pressure traits in individuals of African ancestry. The findings provide important insights into the molecular mechanisms underlying the genetics of blood pressure and have implications for further research and fine-mapping of high-risk loci/variants.

INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES (2023)

Article Public, Environmental & Occupational Health

Physical Activity and Its Association With Body Mass Index: A Cross-Sectional Analysis in Middle-Aged Adults From 4 Sub-Saharan African Countries

Monica Muti, Lisa J. Ware, Lisa K. Micklesfield, Michele Ramsay, Godfred Agongo, Palwende R. Boua, Isaac Kisiangani, Ian Cook, Francesc Xavier Gomez-Olive, Nigel J. Crowther, Chodziwadziwa Kabudula, Shane A. Norris, Tinashe Chikowore

Summary: This study explores the association between self-reported physical activity and body mass index (BMI) in African adults. Results show that meeting physical activity guidelines is associated with lower BMI in both men and women. There are also site-specific differences in the associations between physical activity domains and BMI. In conclusion, physical activity may be an effective strategy to address obesity in Africa, but more research is needed to assess the impact of interventions tailored to gender and geographic location.

JOURNAL OF PHYSICAL ACTIVITY & HEALTH (2023)

Article Multidisciplinary Sciences

Multivariate GWAS analysis reveals loci associated with liver functions in continental African populations

Chisom Soremekun, Tafadzwa Machipisa, Opeyemi Soremekun, Fraser Pirie, Nashiru Oyekanmi, Ayesha A. A. Motala, Tinashe Chikowore, Segun Fatumo

Summary: This study aimed to identify genetic loci associated with liver biomarker levels that have a shared genetic basis in African populations. By using a multivariate genome-wide association study (GWAS) approach, the study found 59 SNPs significantly associated with liver biomarker levels. The results suggest that the multivariate GWAS method improves the power to detect genotype-phenotype associations for liver functions.

PLOS ONE (2023)

Article Nutrition & Dietetics

Nutrient Patterns and Body Mass Index: A Comparative Longitudinal Analysis in Urban Black South African Adolescents and Adults

Gudani Mukoma, Shane A. Norris, Tinashe Chikowore

Summary: The study aimed to evaluate the association between nutrient patterns and general adiposity in black South African adolescents and adults, and to determine whether these associations are longitudinally sustained over 24 months. The results showed that nutrient patterns were similar between adolescents and adults, but their associations with BMI differed. This finding has important implications for future nutrition interventions.

NUTRIENTS (2023)

Article Medicine, General & Internal

The causal effects of lipid traits on kidney function in Africans: bidirectional and multivariable Mendelian-randomization study

Christopher Kintu, Opeyemi Soremekun, Abram B. Kamiza, Allan Kalungi, Richard Mayanja, Robert Kalyesubula, S. Bernard Bagaya, Daudi Jjingo, June Fabian, Dipender Gill, Moffat Nyirenda, Dorothea Nitsch, Tinashe Chikowore, Segun Fatumo

Summary: In individuals of African ancestry, genetically predicted lower LDL-C and TC are causally associated with higher eGFR levels in a U-shaped manner. Lowering LDL-C does not necessarily improve the risk of kidney disease. Further research is needed to confirm the potential association between lipid traits and the risk of kidney disease in individuals of African ancestry.

EBIOMEDICINE (2023)

Article Biotechnology & Applied Microbiology

Meta-analysis of African ancestry genome-wide association studies identified novel locus and validates multiple loci associated with kidney function

Christopher Kintu, Opeyemi Soremekun, Tafadzwa Machipisa, Richard Mayanja, Robert Kalyesubula, Bernard S. Bagaya, Daudi Jjingo, Tinashe Chikowore, Segun Fatumo

Summary: Despite efforts to diversify genome-wide association studies (GWASs), the majority of kidney function loci are still limited to individuals of European ancestry due to sample selection bias. This study aimed to identify susceptibility loci associated with estimated glomerular filtration rate (eGFRcrea) in individuals of African ancestry. The study identified several lead SNPs, including one novel variant in the ELN gene. The findings suggest the need for larger studies in individuals of African ancestry to gain insights into the pathogenesis of Chronic Kidney Disease (CKD) and identify unique genomic variations associated with this ancestry that may influence renal function and disease.

BMC GENOMICS (2023)

Article Biochemistry & Molecular Biology

Second international consensus report on gaps and opportunities for the clinical translation of precision diabetes medicine

Deirdre K. Tobias, Jordi Merino, Abrar Ahmad, Catherine Aiken, Jamie L. Benham, Dhanasekaran Bodhini, Amy L. Clark, Kevin Colclough, Rosa Corcoy, Sara J. Cromer, Daisy Duan, Jamie L. Felton, Ellen C. Francis, Pieter Gillard, Veronique Gingras, Romy Gaillard, Eram Haider, Alice Hughes, Jennifer M. Ikle, Laura M. Jacobsen, Anna R. Kahkoska, Jarno L. T. Kettunen, Raymond J. Kreienkamp, Lee-Ling Lim, Jonna M. E. Mannisto, Robert Massey, Niamh-Maire Mclennan, Rachel G. Miller, Mario Luca Morieri, Jasper Most, Rochelle N. Naylor, Bige Ozkan, Kashyap Amratlal Patel, Scott J. Pilla, Katsiaryna Prystupa, Sridharan Raghavan, Mary R. Rooney, Martin Schoen, Zhila Semnani-Azad, Magdalena Sevilla-Gonzalez, Pernille Svalastoga, Wubet Worku Takele, Claudia Ha-ting Tam, Anne Cathrine B. Thuesen, Mustafa Tosur, Amelia S. Wallace, Caroline C. Wang, Jessie J. Wong, Jennifer M. Yamamoto, Katherine Young, Chloe Amouyal, Mette K. Andersen, Maxine P. Bonham, Mingling Chen, Feifei Cheng, Tinashe Chikowore, Sian C. Chivers, Christoffer Clemmensen, Dana Dabelea, Adem Y. Dawed, Aaron J. Deutsch, Laura T. Dickens, Linda A. DiMeglio, Monika Dudenhoffer-Pfeifer, Carmella Evans-Molina, Maria Merce Fernandez-Balsells, Hugo Fitipaldi, Stephanie L. Fitzpatrick, Stephen E. Gitelman, Mark O. Goodarzi, Jessica A. Grieger, Marta Guasch-Ferre, Nahal Habibi, Torben Hansen, Chuiguo Huang, Arianna Harris-Kawano, Heba M. Ismail, Benjamin Hoag, Randi K. Johnson, Angus G. Jones, Robert W. Koivula, Aaron Leong, Gloria K. W. Leung, Ingrid M. Libman, Kai Liu, S. Alice Long, William L. Lowe, Robert W. Morton, Ayesha A. Motala, Suna Onengut-Gumuscu, James S. Pankow, Maleesa Pathirana, Sofia Pazmino, Dianna Perez, John R. Petrie, Camille E. Powe, Alejandra Quinteros, Rashmi Jain, Debashree Ray, Mathias Ried-Larsen, Zeb Saeed, Vanessa Santhakumar, Sarah Kanbour, Sudipa Sarkar, Gabriela S. F. Monaco, Denise M. Scholtens, Elizabeth Selvin, Wayne Huey-Herng Sheu, Cate Speake, Maggie A. Stanislawski, Nele Steenackers, Andrea K. Steck, Norbert Stefan, Julie Stoy, Rachael Taylor, Sok Cin Tye, Gebresilasea Gendisha Ukke, Marzhan Urazbayeva, Bart Van der Schueren, Camille Vatier, John M. Wentworth, Wesley Hannah, Sara L. White, Gechang Yu, Yingchai Zhang, Shao J. Zhou, Jacques Beltrand, Michel Polak, Ingvild Aukrust, Elisa de Franco, Sarah E. Flanagan, Kristin A. Maloney, Andrew McGovern, Janne Molnes, Mariam Nakabuye, Pal Rasmus Njolstad, Hugo Pomares-Millan, Michele Provenzano, Cecile Saint-Martin, Cuilin Zhang, Yeyi Zhu, Sungyoung Auh, Russell de Souza, Andrea J. Fawcett, Chandra Gruber, Eskedar Getie Mekonnen, Emily Mixter, Diana Sherifali, Robert H. Eckel, John J. Nolan, Louis H. Philipson, Rebecca J. Brown, Liana K. Billings, Kristen Boyle, Tina Costacou, John M. Dennis, Jose C. Florez, Anna L. Gloyn, Maria F. Gomez, Peter A. Gottlieb, Siri Atma W. Greeley, Kurt Griffin, Andrew T. Hattersley, Irl B. Hirsch, Marie-France Hivert, Korey K. Hood, Jami L. Josefson, Soo Heon Kwak, Lori M. Laffel, Siew S. Lim, Ruth J. F. Loos, Ronald C. W. Ma, Chantal Mathieu, Nestoras Mathioudakis, James B. Meigs, Shivani Misra, Viswanathan Mohan, Rinki Murphy, Richard Oram, Katharine R. Owen, Susan E. Ozanne, Ewan R. Pearson, Wei Perng, Toni I. Pollin, Rodica Pop-Busui, Richard E. Pratley, Leanne M. Redman, Maria J. Redondo, Rebecca M. Reynolds, Robert K. Semple, Jennifer L. Sherr, Emily K. Sims, Arianne Sweeting, Tiinamaija Tuomi, Miriam S. Udler, Kimberly K. Vesco, Tina Vilsboll, Robert Wagner, Stephen S. Rich, Paul W. Franks

Summary: Precision medicine, as part of contemporary evidence-based medicine, aims to reduce errors and optimize outcomes in medical decisions and health recommendations. This second international consensus report on precision diabetes medicine summarizes the findings from a systematic evidence review and highlights opportunities for clinical implementation as well as gaps in knowledge.

NATURE MEDICINE (2023)

Article Multidisciplinary Sciences

Multi-trait discovery and fine-mapping of lipid loci in 125,000 individuals of African ancestry

Abram Bunya Kamiza, Sounkou M. Toure, Feng Zhou, Opeyemi Soremekun, Cheickna Cisse, Mamadou Wele, Aboubacrine M. Toure, Oyekanmi Nashiru, Manuel Corpas, Moffat Nyirenda, Amelia Crampin, Jeffrey Shaffer, Seydou Doumbia, Eleftheria Zeggini, Andrew P. Morris, Jennifer L. Asimit, Tinashe Chikowore, Segun Fatumo

Summary: In this study, we used GWAS, MTAG, and flashfm to identify four and 14 novel loci associated with lipid traits in 125,000 individuals of African ancestry. Flashfm reduced the 99% credible set size by 18% compared to single-trait fine-mapping with JAM, and identified more genetic variants with a posterior probability of causality >0.9. In conclusion, we identified additional novel loci associated with lipid traits and flashfm improved the identification of causal genetic variants associated with multiple lipid traits in African ancestry.

NATURE COMMUNICATIONS (2023)

Article Nutrition & Dietetics

Caffeine Intake, Plasma Caffeine Level, and Kidney Function: A Mendelian Randomization Study

Alice Giontella, Roxane de la Harpe, Helene T. Cronje, Loukas Zagkos, Benjamin Woolf, Susanna C. Larsson, Dipender Gill

Summary: Genetically predicted plasma caffeine levels are associated with a decrease in kidney function, while genetically predicted caffeine intake is associated with an improvement in kidney function.

NUTRIENTS (2023)

Article Psychiatry

A Mendelian randomization study of genetic liability to post-traumatic stress disorder and risk of ischemic stroke

Opeyemi Soremekun, Clarisse Musanabaganwa, Annette Uwineza, Maddalena Ardissino, Skanda Rajasundaram, Agaz H. Wani, Stefan Jansen, Jean Mutabaruka, Eugene Rutembesa, Chisom Soremekun, Cisse Cheickna, Mamadou Wele, Joseph Mugisha, Oyekanmi Nash, Eugene Kinyanda, Dorothea Nitsch, Myriam Fornage, Tinashe Chikowore, Dipender Gill, Derek E. Wildman, Leon Mutesa, Monica Uddin, Segun Fatumo

Summary: Observational studies have shown a link between PTSD and IS, but it is unclear if this association is causal. Using Mendelian randomization, the researchers found evidence that genetic liability to specific sub-phenotypes of PTSD, such as hyperarousal and avoidance, may have a causal effect on the risk of IS in individuals of European and African ancestry.

TRANSLATIONAL PSYCHIATRY (2023)

Article Medicine, General & Internal

Genome-wide association analysis of cystatin-C kidney function in continental Africa

Richard Mayanja, Tafadzwa Machipisa, Opeyemi Soremeku, Abram B. Kamiza, Christopher Kintu, Allan Kalungi, Robert Kalyesubula, Obondo J. Sande, Daudi Jjingo, June Fabian, Cassianne Robinson-Cohen, Nora Franceschini, Dorothea Nitsch, Moffat Nyirenda, Eleftheria Zeggini, Andrew P. Morris, Tinashe Chikowore, Segun Fatumo

Summary: Chronic kidney disease is on the rise in Africa, but the genetic factors behind it are not well understood. While creatinine-based estimated glomerular filtration rate (eGFR) is commonly used to estimate kidney function, it has been shown to be inadequate in detecting low kidney function in Sub-Saharan Africa. On the other hand, eGFR based on cystatin-C (eGFRcys) has shown significantly better performance. Therefore, this study aimed to conduct a GWAS for eGFRcys.

EBIOMEDICINE (2023)

暂无数据