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Ndong Sima CAA, Othman H, Möller M. Advancing pharmacogenetics research in Africa: the "Project Africa GRADIENT" initiative. Drug Discov Today 2024; 29:103939. [PMID: 38430965 DOI: 10.1016/j.drudis.2024.103939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Revised: 02/20/2024] [Accepted: 02/27/2024] [Indexed: 03/05/2024]
Affiliation(s)
- Carene Anne Alene Ndong Sima
- DSI-NRF Centre of Excellence for Biomedical Tuberculosis Research, South African Medical Research Council Centre for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Houcemeddine Othman
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Marlo Möller
- DSI-NRF Centre of Excellence for Biomedical Tuberculosis Research, South African Medical Research Council Centre for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa; Centre of Bioinformatics and Computational Biology, Stellenbosch University, Stellenbosch, South Africa.
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Turon G, Njoroge M, Mulubwa M, Duran-Frigola M, Chibale K. AI can help to tailor drugs for Africa - but Africans should lead the way. Nature 2024; 628:265-267. [PMID: 38594395 DOI: 10.1038/d41586-024-01001-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/11/2024]
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Hurrell T, Naidoo J, Masimirembwa C, Scholefield J. The Case for Pre-Emptive Pharmacogenetic Screening in South Africa. J Pers Med 2024; 14:114. [PMID: 38276236 PMCID: PMC10817273 DOI: 10.3390/jpm14010114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 01/12/2024] [Accepted: 01/15/2024] [Indexed: 01/27/2024] Open
Abstract
Lack of equitable representation of global genetic diversity has hampered the implementation of genomic medicine in under-represented populations, including those on the African continent. Data from the multi-national Pre-emptive Pharmacogenomic Testing for Preventing Adverse Drug Reactions (PREPARE) study suggest that genotype guidance for prescriptions reduced the incidence of clinically relevant adverse drug reactions (ADRs) by 30%. In this study, hospital dispensary trends from a tertiary South African (SA) hospital (Steve Biko Academic Hospital; SBAH) were compared with the drugs monitored in the PREPARE study. Dispensary data on 29 drugs from the PREPARE study accounted for ~10% of total prescriptions and ~9% of the total expenditure at SBAH. VigiLyze data from the South African Health Products Regulatory Authority were interrogated for local ADRs related to these drugs; 27 were listed as being suspected, concomitant, or interacting in ADR reports. Furthermore, a comparison of pharmacogene allele frequencies between African and European populations was used to frame the potential impact of pre-emptive pharmacogenetic screening in SA. Enumerating the benefit of pre-emptive pharmacogenetic screening in SA will only be possible once we initiate its full application. However, regional genomic diversity, disease burden, and first-line treatment options could be harnessed to target stratified PGx today.
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Affiliation(s)
- Tracey Hurrell
- Bioengineering and Integrated Genomics Group, Future Production Chemicals Cluster, Council for Scientific and Industrial Research, Pretoria 0001, South Africa; (T.H.); (J.N.)
| | - Jerolen Naidoo
- Bioengineering and Integrated Genomics Group, Future Production Chemicals Cluster, Council for Scientific and Industrial Research, Pretoria 0001, South Africa; (T.H.); (J.N.)
| | - Collen Masimirembwa
- African Institute of Biomedical Science and Technology, Harare 00263, Zimbabwe;
- Sydney Brenner Institute for Molecular Biology, Division of Human Genetics, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg 2193, South Africa
| | - Janine Scholefield
- Bioengineering and Integrated Genomics Group, Future Production Chemicals Cluster, Council for Scientific and Industrial Research, Pretoria 0001, South Africa; (T.H.); (J.N.)
- Department of Human Biology, Faculty of Health Sciences, University of Cape Town, Cape Town 7925, South Africa
- Division of Human Genetics, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg 2193, South Africa
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Lusiki Z, Blom D, Soko ND, Malema S, Jones E, Rayner B, Blackburn J, Sinxadi P, Dandara MT, Dandara C. Major Genetic Drivers of Statin Treatment Response in African Populations and Pharmacogenetics of Dyslipidemia Through a One Health Lens. OMICS 2023. [PMID: 37956269 DOI: 10.1089/omi.2023.0122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
A One Health lens is increasingly significant to address the intertwined challenges in planetary health concerned with the health of humans, nonhuman animals, plants, and ecosystems. A One Health approach can benefit the public health systems in Africa that are overburdened by noncommunicable, infectious, and environmental diseases. Notably, the COVID-19 pandemic revealed the previously overlooked two-fold importance of pharmacogenetics (PGx), for individually tailored treatment of noncommunicable diseases and environmental pathogens. For example, dyslipidemia, a common cardiometabolic risk factor, has been identified as an independent COVID-19 severity risk factor. Observational data suggest that patients with COVID-19 infection receiving lipid-lowering therapy may have better outcomes. However, among African patients, the response to these drugs varies from patient to patient, pointing to the possible contribution of genetic variation in important pharmacogenes. The PGx of lipid-lowering therapies may underlie differences in treatment responses observed among dyslipidemia patients as well as patients comorbid with COVID-19 and dyslipidemia. Genetic variations in APOE, ABCB1, CETP, CYP2C9, CYP3A4, CYP3A5, HMGCR, LDLR, NPC1L1, and SLCO1B1 genes affect the pharmacogenomics of statins, and they have individually been linked to differential responses to dyslipidemia and COVID-19 treatment. African populations are underrepresented in PGx research. This leads to poor accounting of additional diverse genetic variants that could be important in understanding interindividual and between-population variations in therapeutic responses to dyslipidemia and COVID-19. This expert review examines and synthesizes the salient and priority PGx variations, as seen through a One Health lens in Africa, to improve and inform personalized medicine in both dyslipidemia and COVID-19.
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Affiliation(s)
- Zizo Lusiki
- Division of Human Genetics, Department of Pathology, Institute of Infectious Diseases and Molecular Medicine (IDM), University of Cape Town, Cape Town, South Africa
- Platform for Pharmacogenomics Research and Translation (PREMED) Unit, South African Medical Research Council (SAMRC), Cape Town, South Africa
| | - Dirk Blom
- Platform for Pharmacogenomics Research and Translation (PREMED) Unit, South African Medical Research Council (SAMRC), Cape Town, South Africa
- Division of Lipidology and Cape Heart Institute, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Nyarai D Soko
- Division of Human Genetics, Department of Pathology, Institute of Infectious Diseases and Molecular Medicine (IDM), University of Cape Town, Cape Town, South Africa
- Platform for Pharmacogenomics Research and Translation (PREMED) Unit, South African Medical Research Council (SAMRC), Cape Town, South Africa
| | - Smangele Malema
- Platform for Pharmacogenomics Research and Translation (PREMED) Unit, South African Medical Research Council (SAMRC), Cape Town, South Africa
| | - Erika Jones
- Platform for Pharmacogenomics Research and Translation (PREMED) Unit, South African Medical Research Council (SAMRC), Cape Town, South Africa
- Division of Nephrology and Hypertension, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Brian Rayner
- Platform for Pharmacogenomics Research and Translation (PREMED) Unit, South African Medical Research Council (SAMRC), Cape Town, South Africa
- Division of Nephrology and Hypertension, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Jonathan Blackburn
- Division of Chemical and Systems Biology, Department of Integrative Biomedical Sciences, University of Cape Town, Cape Town, South Africa
| | - Phumla Sinxadi
- Platform for Pharmacogenomics Research and Translation (PREMED) Unit, South African Medical Research Council (SAMRC), Cape Town, South Africa
- Division of Clinical Pharmacology, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Michelle T Dandara
- Platform for Pharmacogenomics Research and Translation (PREMED) Unit, South African Medical Research Council (SAMRC), Cape Town, South Africa
| | - Collet Dandara
- Division of Human Genetics, Department of Pathology, Institute of Infectious Diseases and Molecular Medicine (IDM), University of Cape Town, Cape Town, South Africa
- Platform for Pharmacogenomics Research and Translation (PREMED) Unit, South African Medical Research Council (SAMRC), Cape Town, South Africa
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5
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Kanji CR, Mbavha BT, Masimirembwa C, Thelingwani RS. Analytical validation of GenoPharm a clinical genotyping open array panel of 46 pharmacogenes inclusive of variants unique to people of African ancestry. PLoS One 2023; 18:e0292131. [PMID: 37788265 PMCID: PMC10547200 DOI: 10.1371/journal.pone.0292131] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 09/13/2023] [Indexed: 10/05/2023] Open
Abstract
Pharmacogenomic testing may be used to improve treatment outcomes and reduce the frequency of adverse drug reactions (ADRs). Population specific, targeted pharmacogenetics (PGx) panel-based testing methods enable sensitive, accurate and economical implementation of precision medicine. We evaluated the analytical performance of the GenoPharm® custom open array platform which evaluates 120 SNPs across 46 pharmacogenes. Using commercially available reference samples (Coriell Biorepository) and in-house extracted DNA, we assessed accuracy, precision, and linearity of GenoPharm®. We then used GenoPharm® on 218 samples from two Southern African black populations and determined allele and genotype frequencies for selected actionable variants. Across all assays, the GenoPharm® panel demonstrated 99.5% concordance with the Coriell reference samples, with 98.9% reproducibility. We observed high frequencies of key genetic variants in people of African ancestry: CYP2B6*6 (0.35), CYP2C9*8, *11 (0.13, 0.03), CYP2D6*17 (0.21) and *29 (0.11). GenoPharm® open array is therefore an accurate, reproducible and sensitive test that can be used for clinical pharmacogenetic testing and is inclusive of variants specific to the people of African ancestry.
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Affiliation(s)
- Comfort Ropafadzo Kanji
- Department of Genomic Medicine, African Institute of Biomedical Science and Technology (AiBST), Beatrice, Zimbabwe
- Department of Clinical Pharmacology, University of Zimbabwe (UZ), Harare, Zimbabwe
| | - Bianza Tinotenda Mbavha
- Department of Genomic Medicine, African Institute of Biomedical Science and Technology (AiBST), Beatrice, Zimbabwe
| | - Collen Masimirembwa
- Department of Genomic Medicine, African Institute of Biomedical Science and Technology (AiBST), Beatrice, Zimbabwe
| | - Roslyn Stella Thelingwani
- Department of Genomic Medicine, African Institute of Biomedical Science and Technology (AiBST), Beatrice, Zimbabwe
- CradleOmics, Harare, Zimbabwe
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Sitabule BR, Othman H, Choudhury A, Twesigomwe D, Hanchard NA. Promoting Pharmacogenomics in Africa: Perspectives From Variation in G6PD and Other Pharmacogenes. Clin Pharmacol Ther 2023; 113:476-479. [PMID: 36576133 DOI: 10.1002/cpt.2816] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 12/08/2022] [Indexed: 12/29/2022]
Affiliation(s)
- Blessing R Sitabule
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.,Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Houcemeddine Othman
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Ananyo Choudhury
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - David Twesigomwe
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.,Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Neil A Hanchard
- Childhood Complex Disease Genomics Section, Center for Precision Health Research, National Human Genome Research Institute, National Institutes of Health, Bethesda, Maryland, USA
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Milne R, Patch C. Ethical Challenges Associated with Pathogen and Host Genetics in Infectious Disease. New Bioeth 2023; 29:24-36. [PMID: 35972296 DOI: 10.1080/20502877.2022.2109697] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
Abstract
The Covid-19 pandemic has demonstrated the potential of genomic technologies for the detection and surveillance of infectious diseases. Pathogen genomics is likely to play a major role in the future of research and clinical implementation of genomic technologies. However, unlike human genetics, the specific ethical and social challenges associated with the implementation of infectious disease genomics has received comparatively little attention. In this paper, we contribute to this literature, focusing on the potential consequences for individuals and communities of the use of these technologies. We concentrate on areas of challenges related to privacy, stigma, discrimination and the return of results in the cases of the surveillance of known pathogens, metagenomics and host genomics.
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Affiliation(s)
- Richard Milne
- Engagement and Society, Wellcome Connecting Science, Hinxton, UK.,Kavli Centre for Ethics, Science and the Public, University of Cambridge, Cambridge, UK
| | - Christine Patch
- Engagement and Society, Wellcome Connecting Science, Hinxton, UK
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Mbavha BT, Kanji CR, Stadler N, Stingl J, Stanglmair A, Scholl C, Wekwete W, Masimirembwa C. Population genetic polymorphisms of pharmacogenes in Zimbabwe, a potential guide for the safe and efficacious use of medicines in people of African ancestry. Pharmacogenet Genomics 2022; 32:173-182. [PMID: 35190514 DOI: 10.1097/fpc.0000000000000467] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Pharmacogenomics (PGx) is a clinically significant factor in the safe and efficacious use of medicines. While PGx knowledge is abundant for other populations, there are scarce PGx data on African populations and is little knowledge on drug-gene interactions for medicines used to treat diseases common in Africa. The aim of this study was to use a custom-designed open array to genotype clinically actionable variants in a Zimbabwean population. This study also identified some of the commonly used drugs in Zimbabwe and the associated genes involved in their metabolism. METHODS A custom-designed open array that covers 120 genetic variants was used to genotype 522 black Zimbabwean healthy volunteers using TaqMan-based single nucleotide polymorphism genotyping. Data were also accessed from Essential Drugs' List in Zimbabwe (EDLIZ), and the medicines were grouped into the associated biomarker groups based on their metabolism. We also estimated the national drug procurement levels for medicines that could benefit from PGx-guided use based on the data obtained from the national authorities in Zimbabwe. RESULTS The results demonstrate the applicability of an open-array chip in simultaneously determining multiple genetic variants in an individual, thus significantly reducing cost and time to generate PGx data. There were significantly high frequencies of African-specific variants, such as the CYP2D6*17 and *29 variants and the CYP2B6*18 variant. The data obtained showed that the Zimbabwean population exhibits PGx variations in genes important for the safe and efficacious use of drugs approved by the EDLIZ and are procured at significantly large amounts annually. The study has established a cohort of genotyped healthy volunteers that can be accessed and used in the conduct of clinical pharmacogenetic studies for drugs entering a market of people of predominantly African ancestry. CONCLUSION Our study demonstrated the potential benefit of integrating PGx in Zimbabwe for the safe and efficacious use of drugs that are commonly used.
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Affiliation(s)
- Bianza T Mbavha
- Department of Genomic Medicine, African Institute of Biomedical Science and Technology (AiBST), Harare, Zimbabwe
| | - Comfort R Kanji
- Department of Genomic Medicine, African Institute of Biomedical Science and Technology (AiBST), Harare, Zimbabwe
| | - Nadina Stadler
- Research Division, Federal Institute for Drugs and Medical Devices (BfArM), Bonn
| | - Julia Stingl
- Institute of Clinical Pharmacology, University Hospital RWTH Aachen, Aachen, Germany
| | - Andrea Stanglmair
- Research Division, Federal Institute for Drugs and Medical Devices (BfArM), Bonn
| | - Catharina Scholl
- Research Division, Federal Institute for Drugs and Medical Devices (BfArM), Bonn
| | - William Wekwete
- Evaluations and Registration Division, Medicines Control Authority of Zimbabwe (MCAZ), Harare, Zimbabwe
| | - Collen Masimirembwa
- Department of Genomic Medicine, African Institute of Biomedical Science and Technology (AiBST), Harare, Zimbabwe
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Zdesenko G, Mduluza T, Mutapi F. Pharmacogenetics of Praziquantel Metabolism: Evaluating the Cytochrome P450 Genes of Zimbabwean Patients During a Schistosomiasis Treatment. Front Genet 2022; 13:914372. [PMID: 35754834 PMCID: PMC9213834 DOI: 10.3389/fgene.2022.914372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 05/17/2022] [Indexed: 11/13/2022] Open
Abstract
Schistosomiasis is a parasitic disease infecting over 236 million people annually, with the majority affected residing on the African continent. Control of this disease is reliant on the drug praziquantel (PZQ), with treatment success dependent on an individual reaching PZQ concentrations lethal to schistosomes. Despite the complete reliance on PZQ to treat schistosomiasis in Africa, the characterization of the pharmacogenetics associated with PZQ metabolism in African populations has been sparse. We aimed to characterize genetic variation in the drug-metabolising cytochrome P450 enzymes (CYPs) and determine the association between each variant and the efficacy of PZQ treatment in Zimbabwean patients exposed to Schistosoma haematobium infection. Genomic DNA from blood samples of 114 case-control Zimbabweans infected with schistosomes were sequenced using the CYP1A2, CYP2C9, CYP2C19, CYP2D6, CYP3A4, and CYP3A5 genes as targets. Bioinformatic tools were used to identify and predict functional effects of detected single nucleotide polymorphisms (SNPs). A random forest (RF) model was then used to assess SNPs most predictive of PZQ efficacy, with a misclassification rate of 29%. SNPs were detected across all six genes, with 70 SNPs identified and multiple functional changes to the CYP enzymes predicted. Only four SNPs were significantly associated with PZQ efficacy using χ2 tests, with rs951840747 (OR: 3.61, p = 0.01) in the CYP1A2 gene having the highest odds of an individual possessing this SNP clearing infection, and rs6976017 (OR: 2.19, p = 0.045) of CYP3A5 determined to be the most predictive of PZQ efficacy via the RF. Only the rs28371702 (CC) genotype (OR: 2.36, p = 0.024) of CYP2D6 was significantly associated with an unsuccessful PZQ treatment. This study adds to the genomic characterization of the diverse populations in Africa and identifies variants relevant to other pharmacogenetic studies crucial for the development and usage of drugs in these populations.
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Affiliation(s)
- Grace Zdesenko
- Ashworth Laboratories, Institute of Immunology and Infection Research, University of Edinburgh, Edinburgh, United Kingdom.,Ashworth Laboratories, NIHR Global Health Research Unit Tackling Infections to Benefit Africa (TIBA), University of Edinburgh, Edinburgh, United Kingdom
| | - Takafira Mduluza
- Ashworth Laboratories, NIHR Global Health Research Unit Tackling Infections to Benefit Africa (TIBA), University of Edinburgh, Edinburgh, United Kingdom.,Department of Biochemistry, University of Zimbabwe, Harare, Zimbabwe
| | - Francisca Mutapi
- Ashworth Laboratories, Institute of Immunology and Infection Research, University of Edinburgh, Edinburgh, United Kingdom.,Ashworth Laboratories, NIHR Global Health Research Unit Tackling Infections to Benefit Africa (TIBA), University of Edinburgh, Edinburgh, United Kingdom
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Okereke M, Olumoh-Abdul HA, Pius M, David KB, Ekpenyong A, Okoya F. Pharmacogenomics research in Africa: A promising but underexplored prospect. Pharmacol Res 2022; 182:106317. [PMID: 35750300 DOI: 10.1016/j.phrs.2022.106317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Revised: 05/24/2022] [Accepted: 06/14/2022] [Indexed: 11/29/2022]
Affiliation(s)
- Melody Okereke
- Faculty of Pharmaceutical Sciences, University of Ilorin, Kwara State, Nigeria.
| | | | - Mkpouto Pius
- Department of Medical Genetics, University of Cambridge, United Kingdom; Research Assistant, Wellcome Sanger Institute, Cambridge, United Kingdom
| | - Kenneth Bitrus David
- Department of Pharmacology and Drug Development, Hull York Medical School, University of Hull, United Kingdom
| | - Aniekan Ekpenyong
- Global Health Policy Unit, University of Edinburgh, Edinburgh, United Kingdom
| | - Funmbi Okoya
- Harvard T.H. Chan School of Public Health, Boston, Massachusetts, United States
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Farinango C, Gallardo-Cóndor J, Freire-Paspuel B, Flores-Espinoza R, Jaramillo-Koupermann G, López-Cortés A, Burgos G, Tejera E, Cabrera-Andrade A. Genetic Variations of the DPYD Gene and Its Relationship with Ancestry Proportions in Different Ecuadorian Trihybrid Populations. J Pers Med 2022; 12:jpm12060950. [PMID: 35743735 PMCID: PMC9225136 DOI: 10.3390/jpm12060950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 05/26/2022] [Accepted: 06/01/2022] [Indexed: 11/16/2022] Open
Abstract
Dihydropyrimidine dehydrogenase is one of the main pharmacological metabolizers of fluoropyrimidines, a group of drugs widely used in clinical oncology. Around 20 to 30% of patients treated with fluoropyrimidines experience severe toxicity caused by a partial or total decrease in enzymatic activity. This decrease is due to molecular variants in the DPYD gene. Their prevalence and allelic frequencies vary considerably worldwide, so their description in heterogeneous groups such as the Ecuadorian population will allow for the description of pharmacogenetic variants and proper characterization of this population. Thus, we genotyped all the molecular variants with a predictive value for DPYD in a total of 410 Ecuadorian individuals belonging to Mestizo, Afro-Ecuadorian, and Indigenous ethnic groups. Moreover, we developed a genetic ancestry analysis using 46 autosomal ancestry informative markers. We determined 20 genetic variations in 5 amplified regions, including 3 novel single nucleotide variants. The allele frequencies for DPYD variants c.1627G>A (*5, rs1801159), c.1129-15T>C (rs56293913), c.1218G>A (rs61622928), rs1337752, rs141050810, rs2786783, rs2811178, and g.97450142G>A (chr1, GRCh38.p13) are significantly related to Native American and African ancestry proportions. In addition, the FST calculated from these variants demonstrates the closeness between Indigenous and Mestizo populations, and evidences genetic divergence between Afro-Ecuadorian groups when compared with Mestizo and Indigenous ethnic groups. In conclusion, the genetic variability in the DPYD gene is related to the genetic component of ancestral populations in different Ecuadorian ethnic groups. The absence and low frequency of variants with predictive value for fluoropyrimidine toxicity such as DPYD *2A, HapB3, and c.2846A>T (prevalent in populations with European ancestry) is consistent with the genetic background found.
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Affiliation(s)
- Camila Farinango
- Facultad de Ingeniería y Ciencias Aplicadas, Universidad de Las Américas, Quito 170125, Ecuador; (C.F.); (J.G.-C.); (E.T.)
| | - Jennifer Gallardo-Cóndor
- Facultad de Ingeniería y Ciencias Aplicadas, Universidad de Las Américas, Quito 170125, Ecuador; (C.F.); (J.G.-C.); (E.T.)
| | - Byron Freire-Paspuel
- Laboratorios de Investigación, Universidad de Las Américas, Quito 170125, Ecuador; (B.F.-P.); (R.F.-E.)
- Vall d’Hebron Research Institute, Hospital Universitari Vall d’Hebron, 08035 Barcelona, Spain
| | - Rodrigo Flores-Espinoza
- Laboratorios de Investigación, Universidad de Las Américas, Quito 170125, Ecuador; (B.F.-P.); (R.F.-E.)
- Laboratório de Diagnóstico por DNA (LDD), Universidade do Estado do Rio de Janeiro, Rio de Janeiro 20550-013, Brazil
| | - Gabriela Jaramillo-Koupermann
- Laboratorio de Biología Molecular, Subproceso de Anatomía Patológica, Hospital de Especialidades Eugenio Espejo, Quito 170403, Ecuador;
| | - Andrés López-Cortés
- Escuela de Medicina, Facultad de Ciencias de la Salud, Universidad de Las Américas, Quito 170125, Ecuador; (A.L.-C.); (G.B.)
- Programa de Investigación en Salud Global, Facultad de Ciencias de la Salud, Universidad Internacional SEK, Quito 170302, Ecuador
- Latin American Network for the Implementation and Validation of Clinical Pharmacogenomics Guidelines (RELIVAF-CYTED), 28001 Madrid, Spain
| | - Germán Burgos
- Escuela de Medicina, Facultad de Ciencias de la Salud, Universidad de Las Américas, Quito 170125, Ecuador; (A.L.-C.); (G.B.)
| | - Eduardo Tejera
- Facultad de Ingeniería y Ciencias Aplicadas, Universidad de Las Américas, Quito 170125, Ecuador; (C.F.); (J.G.-C.); (E.T.)
- Grupo de Bio-Quimioinformática, Universidad de Las Américas, Quito 170125, Ecuador
| | - Alejandro Cabrera-Andrade
- Grupo de Bio-Quimioinformática, Universidad de Las Américas, Quito 170125, Ecuador
- Carrera de Enfermería, Facultad de Ciencias de la Salud, Universidad de Las Américas, Quito 170125, Ecuador
- Correspondence:
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12
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Hurrell T, Naidoo J, Scholefield J. Hepatic Models in Precision Medicine: An African Perspective on Pharmacovigilance. Front Genet 2022; 13:864725. [PMID: 35495161 PMCID: PMC9046844 DOI: 10.3389/fgene.2022.864725] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Accepted: 03/29/2022] [Indexed: 01/02/2023] Open
Abstract
Pharmaceuticals are indispensable to healthcare as the burgeoning global population is challenged by diseases. The African continent harbors unparalleled genetic diversity, yet remains largely underrepresented in pharmaceutical research and development, which has serious implications for pharmaceuticals approved for use within the African population. Adverse drug reactions (ADRs) are often underpinned by unique variations in genes encoding the enzymes responsible for their uptake, metabolism, and clearance. As an example, individuals of African descent (14–34%) harbor an exclusive genetic variant in the gene encoding a liver metabolizing enzyme (CYP2D6) which reduces the efficacy of the breast cancer chemotherapeutic Tamoxifen. However, CYP2D6 genotyping is not required prior to dispensing Tamoxifen in sub-Saharan Africa. Pharmacogenomics is fundamental to precision medicine and the absence of its implementation suggests that Africa has, to date, been largely excluded from the global narrative around stratified healthcare. Models which could address this need, include primary human hepatocytes, immortalized hepatic cell lines, and induced pluripotent stem cell (iPSC) derived hepatocyte-like cells. Of these, iPSCs, are promising as a functional in vitro model for the empirical evaluation of drug metabolism. The scale with which pharmaceutically relevant African genetic variants can be stratified, the expediency with which these platforms can be established, and their subsequent sustainability suggest that they will have an important role to play in the democratization of stratified healthcare in Africa. Here we discuss the requirement for African hepatic models, and their implications for the future of pharmacovigilance on the African continent.
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Affiliation(s)
- Tracey Hurrell
- Bioengineering and Integrated Genomics Group, Next Generation Health Cluster, Council for Scientific and Industrial Research, Pretoria, South Africa
| | - Jerolen Naidoo
- Bioengineering and Integrated Genomics Group, Next Generation Health Cluster, Council for Scientific and Industrial Research, Pretoria, South Africa
| | - Janine Scholefield
- Bioengineering and Integrated Genomics Group, Next Generation Health Cluster, Council for Scientific and Industrial Research, Pretoria, South Africa
- Department of Human Biology, Faculty of Health Sciences, University of Cape Town, Cape Town, South Africa
- *Correspondence: Janine Scholefield,
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Tastan Bishop Ö, Mutemi Musyoka T, Barozi V. Allostery and missense mutations as intermittently linked promising aspects of modern computational drug discovery. J Mol Biol 2022; 434:167610. [DOI: 10.1016/j.jmb.2022.167610] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2022] [Revised: 04/21/2022] [Accepted: 04/22/2022] [Indexed: 12/15/2022]
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14
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Othman H, Zass L, da Rocha JEB, Radouani F, Samtal C, Benamri I, Kumuthini J, Fakim YJ, Hamdi Y, Mezzi N, Boujemaa M, Okeke CJ, Tendwa MB, Sanak K, Chaouch M, Panji S, Kefi R, Sallam RM, Ghoorah AW, Romdhane L, Kiran A, Meintjes AP, Maturure P, Jmel H, Ksouri A, Azzouzi M, Farahat MA, Ahmed S, Sibira R, Turkson MEE, Ssekagiri A, Parker Z, Fadlelmola FM, Ghedira K, Mulder N, Kamal Kassim S. African Genomic Medicine Portal: A Web Portal for Biomedical Applications. J Pers Med 2022; 12:265. [PMID: 35207753 PMCID: PMC8879570 DOI: 10.3390/jpm12020265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Revised: 01/22/2022] [Accepted: 01/26/2022] [Indexed: 11/17/2022] Open
Abstract
Genomics data are currently being produced at unprecedented rates, resulting in increased knowledge discovery and submission to public data repositories. Despite these advances, genomic information on African-ancestry populations remains significantly low compared with European- and Asian-ancestry populations. This information is typically segmented across several different biomedical data repositories, which often lack sufficient fine-grained structure and annotation to account for the diversity of African populations, leading to many challenges related to the retrieval, representation and findability of such information. To overcome these challenges, we developed the African Genomic Medicine Portal (AGMP), a database that contains metadata on genomic medicine studies conducted on African-ancestry populations. The metadata is curated from two public databases related to genomic medicine, PharmGKB and DisGeNET. The metadata retrieved from these source databases were limited to genomic variants that were associated with disease aetiology or treatment in the context of African-ancestry populations. Over 2000 variants relevant to populations of African ancestry were retrieved. Subsequently, domain experts curated and annotated additional information associated with the studies that reported the variants, including geographical origin, ethnolinguistic group, level of association significance and other relevant study information, such as study design and sample size, where available. The AGMP functions as a dedicated resource through which to access African-specific information on genomics as applied to health research, through querying variants, genes, diseases and drugs. The portal and its corresponding technical documentation, implementation code and content are publicly available.
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Tsermpini EE, Al-Mahayri ZN, Ali BR, Patrinos GP. Clinical implementation of drug metabolizing gene-based therapeutic interventions worldwide. Hum Genet 2021. [PMID: 34599365 DOI: 10.1007/s00439-021-02369-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Accepted: 09/09/2021] [Indexed: 02/05/2023]
Abstract
Over the last few years, the field of pharmacogenomics has gained considerable momentum. The advances of new genomics and bioinformatics technologies propelled pharmacogenomics towards its implementation in the clinical setting. Since 2007, and especially the last-5 years, many studies have focused on the clinical implementation of pharmacogenomics while identifying obstacles and proposed strategies and approaches for overcoming them in the real world of primary care as well as outpatients and inpatients clinics. Here, we outline the recent pharmacogenomics clinical implementation projects and provide details of the study designs, including the most predominant and innovative, as well as clinical studies worldwide that focus on outpatients and inpatient clinics, and primary care. According to these studies, pharmacogenomics holds promise for improving patients' health in terms of efficacy and toxicity, as well as in their overall quality of life, while simultaneously can contribute to the minimization of healthcare expenditure.
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Hiratsuka M, Zhou Y, Lauschke VM. Editorial: Population Pharmacogenomics (PGx): From Variant Identification to Clinical Implementation. Front Genet 2021; 12:736626. [PMID: 34422026 PMCID: PMC8375317 DOI: 10.3389/fgene.2021.736626] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Accepted: 07/12/2021] [Indexed: 11/23/2022] Open
Affiliation(s)
- Masahiro Hiratsuka
- Graduate School of Pharmaceutical Sciences, Tohoku University, Sendai, Japan
| | - Yitian Zhou
- Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden
| | - Volker M Lauschke
- Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden.,Dr. Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany
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Abstract
African populations are diverse in their ethnicity, language, culture, and genetics. Although plagued by high disease burdens, until recently the continent has largely been excluded from biomedical studies. Along with limitations in research and clinical infrastructure, human capacity, and funding, this omission has resulted in an underrepresentation of African data and disadvantaged African scientists. This review interrogates the relative abundance of biomedical data from Africa, primarily in genomics and other omics. The visibility of African science through publications is also discussed. A challenge encountered in this review is the relative lack of annotation of data on their geographical or population origin, with African countries represented as a single group. In addition to the abovementioned limitations,the global representation of African data may also be attributed to the hesitation to deposit data in public repositories. Whatever the reason, the disparity should be addressed, as African data have enormous value for scientists in Africa and globally.
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Affiliation(s)
- Nicola Mulder
- Computational Biology Division, Department of Integrative Biomedical Sciences and Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town 7925, South Africa; .,Wellcome Centre for Infectious Diseases Research in Africa (CIDRI-AFRICA), Faculty of Health Sciences, University of Cape Town, Cape Town 7925, South Africa
| | - Lyndon Zass
- Computational Biology Division, Department of Integrative Biomedical Sciences and Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town 7925, South Africa;
| | - Yosr Hamdi
- Laboratory of Biomedical Genomics and Oncogenetics and Laboratory of Human and Experimental Pathology, Institut Pasteur de Tunis, University of Tunis El Manar, 1002 Tunis, Tunisia
| | - Houcemeddine Othman
- Sydney Brenner Institute for Molecular Bioscience, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg 2193, South Africa
| | - Sumir Panji
- Computational Biology Division, Department of Integrative Biomedical Sciences and Institute of Infectious Disease and Molecular Medicine, Faculty of Health Sciences, University of Cape Town, Cape Town 7925, South Africa;
| | - Imane Allali
- Laboratory of Human Pathologies Biology, Department of Biology, Faculty of Sciences, and Genomic Center of Human Pathologies, Faculty of Medicine and Pharmacy, Mohammed V University in Rabat, 1014 Rabat, Morocco
| | - Yasmina Jaufeerally Fakim
- Biotechnology Unit, Department of Agricultural and Food Science, Faculty of Agriculture, University of Mauritius, Réduit 80837, Mauritius
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Luczak T, Stenehjem D, Brown J. Applying an equity lens to pharmacogenetic research and translation to under-represented populations. Clin Transl Sci 2021; 14:2117-2123. [PMID: 34268895 PMCID: PMC8604241 DOI: 10.1111/cts.13110] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 04/20/2021] [Accepted: 06/23/2021] [Indexed: 02/02/2023] Open
Abstract
Since the publication of the Human Genome Project, genetic information has been used as an accepted, evidence-based biomarker to optimize patient care through the delivery of precision health. Pharmacogenetics (PGx) uses information about genes that encode proteins involved in pharmacokinetics, pharmacodynamics, and hypersensitivity reactions to guide clinical decision making to optimize medication therapy selection. Clinical PGx implementation is growing from the dramatic increase in PGx studies over the last decade. However, an overwhelming lack of genetic diversity in current PGx studies is evident. This lack of diverse representation in PGx studies will impede equitable clinical implementation through potentially inappropriate application of gene-based dosing algorithms, whereas representing a missed opportunity for identification of population specific single nucleotide variants and alleles. In this review, we discuss the challenges of studying PGx in under-represented populations, highlight two successful PGx studies conducted in non-European populations, and propose a path forward through community-based participatory research for equitable PGx research and clinical translation.
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Affiliation(s)
- Tiana Luczak
- Department of Pharmacy Practice and Pharmaceutical Sciences, University of Minnesota, College of Pharmacy, Duluth, Minnesota, USA.,Essentia Health, Duluth, Minnesota, USA
| | - David Stenehjem
- Department of Pharmacy Practice and Pharmaceutical Sciences, University of Minnesota, College of Pharmacy, Duluth, Minnesota, USA
| | - Jacob Brown
- Department of Pharmacy Practice and Pharmaceutical Sciences, University of Minnesota, College of Pharmacy, Duluth, Minnesota, USA
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Pernaute-Lau L, Adegnika AA, Zhou Y, Zinsou JF, Gil JP, Krishna S, Kremsner PG, Lauschke VM, Velavan TP. Pharmacogene Sequencing of a Gabonese Population with Severe Plasmodium falciparum Malaria Reveals Multiple Novel Variants with Putative Relevance for Antimalarial Treatment. Antimicrob Agents Chemother 2021; 65:e0027521. [PMID: 33875422 DOI: 10.1128/AAC.00275-21] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Malaria remains one of the deadliest diseases in Africa, particularly for children. While successful in reducing morbidity and mortality, antimalarial treatments are also a major cause of adverse drug reactions (ADRs). Host genetic variation in genes involved in drug disposition or toxicity constitutes an important determinant of ADR risk and can prime for parasite drug resistance. Importantly, however, the genetic diversity in Africa is substantial, and thus, genetic profiles in one population cannot be reliably extrapolated to other ethnogeographic groups. Gabon is considered a high-transmission country, with more than 460,000 malaria cases per year. Yet the pharmacogenetic landscape of the Gabonese population or its neighboring countries has not been analyzed. Using targeted sequencing, here, we profiled 21 pharmacogenes with importance for antimalarial treatment in 48 Gabonese pediatric patients with severe Plasmodium falciparum malaria. Overall, we identified 347 genetic variants, of which 18 were novel, and each individual was found to carry 87.3 ± 9.2 (standard deviation [SD]) variants across all analyzed genes. Importantly, 16.7% of these variants were population specific, highlighting the need for high-resolution pharmacogenomic profiling. Between one in three and one in six individuals harbored reduced-activity alleles of CYP2A6, CYP2B6, CYP2D6, and CYP2C8 with important implications for artemisinin, chloroquine, and amodiaquine therapy. Furthermore, one in three patients harbored at least one G6PD-deficient allele, suggesting a considerably increased risk of hemolytic anemia upon exposure to aminoquinolines. Combined, our results reveal the unique genetic landscape of the Gabonese population and pinpoint the genetic basis for interindividual differences in antimalarial drug responses and toxicity.
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Zhou DT, Mudhluli TE, Madhombiro M, Nyamhunga A, Matekaire-Chirimo R, Mudzviti T, Manasa J, Ma Q, Maponga CC, Morse GD. Emerging role for pharmacogenomics in HIV research in Africa. Future Virol 2021. [DOI: 10.2217/fvl-2020-0388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Tweetable abstract Pharmacogenomics (Pgx); the study of how genes affect drug response may optimize treatment by improving effectiveness and safety of medications. To apply current guidelines for African HIV-infected patients Pgx research is key.
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Affiliation(s)
- Danai Tavonga Zhou
- University of Zimbabwe, Faculty of Medicine & Health Sciences, Department of Pharmacy & Pharmaceutical Sciences, Medical Laboratory Sciences Unit, Box A 178, Avondale, Harare, Zimbabwe
| | - Taona Emmah Mudhluli
- University of Zimbabwe, Faculty of Medicine & Health Sciences, Department of Laboratory Diagnostic and Investigative Sciences, Medical Laboratory Sciences Unit, Box A 178, Avondale, Harare, Zimbabwe
| | - Munyaradzi Madhombiro
- University of Zimbabwe, Faculty of Medicine & Health Sciences, Department of Primary Health Care, Psychiatry Unit, Box A 178, Avondale, Harare, Zimbabwe
| | - Albert Nyamhunga
- University of Zimbabwe, Faculty of Medicine & Health Sciences, Department of Oncology, Radiology Unit, Box A 178, Avondale, Harare, Zimbabwe
| | - Ratidzo Matekaire-Chirimo
- University of Zimbabwe, Faculty of Medicine & Health Sciences, Department of Primary Health Care, Paediatrics Unit, Box A 178, Avondale, Harare, Zimbabwe
| | - Tinashe Mudzviti
- University of Zimbabwe, Faculty of Medicine & Health Sciences, Department of Pharmacy & Pharmaceutical Sciences, Box A 178, Avondale, Harare, Zimbabwe
| | - Justen Manasa
- University of Zimbabwe, Faculty of Medicine & Health Sciences, Department of Laboratory Diagnostic and Investigative Sciences, Medical Microbiology Unit, Box A 178, Avondale, Harare, Zimbabwe
| | - Qing Ma
- University at Buffalo, School of Pharmacy and Pharmaceutical Sciences, Center for Integrated Global Biomedical Sciences, NYS Center of Excellence in Bioinformatics and Life Sciences, 701 Ellicott Street, Buffalo, NY 14203-1101, USA
| | - Charles Chiedza Maponga
- University of Zimbabwe, Faculty of Medicine & Health Sciences, Department of Pharmacy & Pharmaceutical Sciences, Box A 178, Avondale, Harare, Zimbabwe
- University at Buffalo, School of Pharmacy and Pharmaceutical Sciences, Center for Integrated Global Biomedical Sciences, NYS Center of Excellence in Bioinformatics and Life Sciences, 701 Ellicott Street, Buffalo, NY 14203-1101, USA
| | - Gene D Morse
- University at Buffalo, School of Pharmacy and Pharmaceutical Sciences, Center for Integrated Global Biomedical Sciences, NYS Center of Excellence in Bioinformatics and Life Sciences, 701 Ellicott Street, Buffalo, NY 14203-1101, USA
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21
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da Rocha JEB, Othman H, Botha G, Cottino L, Twesigomwe D, Ahmed S, Drögemöller BI, Fadlelmola FM, Machanick P, Mbiyavanga M, Panji S, Wright GEB, Adebamowo C, Matshaba M, Ramsay M, Simo G, Simuunza MC, Tiemessen CT, Baldwin S, Chiano M, Cox C, Gross AS, Thomas P, Gamo FJ, Hazelhurst S. The Extent and Impact of Variation in ADME Genes in Sub-Saharan African Populations. Front Pharmacol 2021; 12:634016. [PMID: 34721006 PMCID: PMC8549571 DOI: 10.3389/fphar.2021.634016] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Accepted: 02/10/2021] [Indexed: 01/13/2023] Open
Abstract
Introduction: Investigating variation in genes involved in the absorption, distribution, metabolism, and excretion (ADME) of drugs are key to characterizing pharmacogenomic (PGx) relationships. ADME gene variation is relatively well characterized in European and Asian populations, but data from African populations are under-studied-which has implications for drug safety and effective use in Africa. Results: We identified significant ADME gene variation in African populations using data from 458 high-coverage whole genome sequences, 412 of which are novel, and from previously available African sequences from the 1,000 Genomes Project. ADME variation was not uniform across African populations, particularly within high impact coding variation. Copy number variation was detected in 116 ADME genes, with equal ratios of duplications/deletions. We identified 930 potential high impact coding variants, of which most are discrete to a single African population cluster. Large frequency differences (i.e., >10%) were seen in common high impact variants between clusters. Several novel variants are predicted to have a significant impact on protein structure, but additional functional work is needed to confirm the outcome of these for PGx use. Most variants of known clinical outcome are rare in Africa compared to European populations, potentially reflecting a clinical PGx research bias to European populations. Discussion: The genetic diversity of ADME genes across sub-Saharan African populations is large. The Southern African population cluster is most distinct from that of far West Africa. PGx strategies based on European variants will be of limited use in African populations. Although established variants are important, PGx must take into account the full range of African variation. This work urges further characterization of variants in African populations including in vitro and in silico studies, and to consider the unique African ADME landscape when developing precision medicine guidelines and tools for African populations.
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Affiliation(s)
- Jorge E. B. da Rocha
- Sydney Brenner Institute for Molecular Bioscience (SBIMB), Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Houcemeddine Othman
- Sydney Brenner Institute for Molecular Bioscience (SBIMB), Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Gerrit Botha
- Computational Biology Division and H3ABioNet, Department of Integrative Biomedical Sciences, University of Cape Town, Cape Town, South Africa
| | - Laura Cottino
- Sydney Brenner Institute for Molecular Bioscience (SBIMB), Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - David Twesigomwe
- Sydney Brenner Institute for Molecular Bioscience (SBIMB), Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Samah Ahmed
- Centre for Bioinformatics and Systems Biology, Faculty of Science, University of Khartoum, Khartoum, Sudan
| | - Britt I. Drögemöller
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, MB, Canada
| | - Faisal M. Fadlelmola
- Centre for Bioinformatics and Systems Biology, Faculty of Science, University of Khartoum, Khartoum, Sudan
| | - Philip Machanick
- Department of Computer Science, Rhodes University, Makhanda, South Africa
| | - Mamana Mbiyavanga
- Computational Biology Division and H3ABioNet, Department of Integrative Biomedical Sciences, University of Cape Town, Cape Town, South Africa
| | - Sumir Panji
- Computational Biology Division and H3ABioNet, Department of Integrative Biomedical Sciences, University of Cape Town, Cape Town, South Africa
| | - Galen E. B. Wright
- Neuroscience Research Program, Winnipeg Health Sciences Centre and Max Rady College of Medicine, Kleysen for Advanced Medicine, University of Manitoba, Winnipeg, MB, Canada
- Department of Pharmacology and Therapeutics, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB, Canada
| | - Clement Adebamowo
- Institute for Human Virology, Abuja, Nigeria
- Institute of Human Virology and Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD, United States
| | - Mogomotsi Matshaba
- Botswana-Baylor Children’s Clinical Center of Excellence, Gaborone, Botswana
- Baylor College of Medicine, Houston, TX, United States
| | - Michéle Ramsay
- Sydney Brenner Institute for Molecular Bioscience (SBIMB), Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Gustave Simo
- Molecular Parasitology and Entomology Unit, Department of Biochemistry, Faculty of Science, University of Dschang, Dschang, Cameroon
| | - Martin C. Simuunza
- Department of Disease Control, School of Veterinary Medicine, University of Zambia, Lusaka, Zambia
| | - Caroline T. Tiemessen
- Centre for HIV and STIs, National Institute for Communicable Diseases, National Health Laboratory Services and Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Sandra Baldwin
- Drug Metabolism and Pharmacokinetics, GlaxoSmithKline R&D, Ware, United Kingdom
| | - Mathias Chiano
- Human Genetics, GlaxoSmithKline R&D, Stevenage, United Kingdom
| | - Charles Cox
- Human Genetics, GlaxoSmithKline R&D, Stevenage, United Kingdom
| | - Annette S. Gross
- Clinical Pharmacology Modelling and Simulation, GlaxoSmithKline R&D, Sydney, NSW, Australia
| | - Pamela Thomas
- Data and Computational Sciences, GlaxoSmithKline R&D, Stevenage, United Kingdom
| | | | - Scott Hazelhurst
- Sydney Brenner Institute for Molecular Bioscience (SBIMB), Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
- School of Electrical and Information Engineering, University of the Witwatersrand, Johannesburg, South Africa
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22
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Fadlelmola FM, Ghedira K, Hamdi Y, Hanachi M, Radouani F, Allali I, Kiran A, Zass L, Alsayed N, Fassatoui M, Samtal C, Ahmed S, Da Rocha J, Chaqsare S, Sallam RM, Chaouch M, Farahat MA, Ssekagiri A, Parker Z, Adil M, Turkson M, Benchaalia A, Benkahla A, Panji S, Kassim S, Souiai O, Mulder N. H3ABioNet genomic medicine and microbiome data portals hackathon proceedings. Database (Oxford) 2021; 2021:baab016. [PMID: 33864455 PMCID: PMC8052916 DOI: 10.1093/database/baab016] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Revised: 02/12/2021] [Accepted: 03/29/2021] [Indexed: 12/23/2022]
Abstract
African genomic medicine and microbiome datasets are usually not well characterized in terms of their origin, making it difficult to find and extract data for specific African ethnic groups or even countries. The Pan-African H3Africa Bioinformatics Network (H3ABioNet) recognized the need for developing data portals for African genomic medicine and African microbiomes to address this and ran a hackathon to initiate their development. The two portals were designed and significant progress was made in their development during the hackathon. All the participants worked in a very synergistic and collaborative atmosphere in order to achieve the hackathon's goals. The participants were divided into content and technical teams and worked over a period of 6 days. In response to one of the survey questions of what the participants liked the most during the hackathon, 55% of the hackathon participants highlighted the familial and friendly atmosphere, the team work and the diversity of team members and their expertise. This paper describes the preparations for the portals hackathon and the interaction between the participants and reflects upon the lessons learned about its impact on successfully developing the two data portals as well as building scientific expertise of younger African researchers. Database URL: The code for developing the two portals was made publicly available in GitHub repositories: [https://github.com/codemeleon/Database; https://github.com/codemeleon/AfricanMicrobiomePortal].
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Affiliation(s)
- Faisal M Fadlelmola
- Centre for Bioinformatics and Systems Biology, Faculty of Science, University of Khartoum, Al-Gamaa Ave, Khartoum 11115, Sudan
| | - Kais Ghedira
- Laboratory of Bioinformatics, Biomathematics and Biostatistics (BIMS), Institut Pasteur de Tunis (IPT), 13, Place Pasteur BP 74, Tunis 1002, Tunisia
| | - Yosr Hamdi
- Laboratory of Biomedical Genomics & Oncogenetics, Institut Pasteur de Tunis, Université Tunis El Manar, 13, Place Pasteur BP 74, Tunis 1002, Tunisia
| | - Mariem Hanachi
- Laboratory of Bioinformatics, Biomathematics and Biostatistics (BIMS), Institut Pasteur de Tunis (IPT), 13, Place Pasteur BP 74, Tunis 1002, Tunisia
- Faculty of Science of Bizerte, University of Carthage, Zarzouna, Bizerte 7021, Tunisia
| | - Fouzia Radouani
- Research Department, Chlamydiae and Mycoplasmas Laboratory, Institut Pasteur du Maroc, 1, Place Louis Pasteur, Casablanca 20360, Morocco
| | - Imane Allali
- Laboratory of Human Pathologies Biology, Department of Biology, Faculty of Sciences, Mohammed V University, 4 Ibn Battouta Avenue, Rabat, BP 1014 RP, Morocco
- Genomic Center of Human Pathologies, Faculty of Medicine and Pharmacy, Mohammed V University, Rabat, Morocco
| | - Anmol Kiran
- Malawi-Liverpool Wellcome Trust, Clinical Research Programme, PO Box 30096, Chichiri, Blantyre 3, Blantyre, Malawi
| | - Lyndon Zass
- Computational Biology Division, N1.05 Werner Beit North, Department of Integrative Biomedical Sciences, Faculty of Health Sciences, Anzio Road, Observatory, Cape Town 7925, South Africa
| | - Nihad Alsayed
- Centre for Bioinformatics and Systems Biology, Faculty of Science, University of Khartoum, Al-Gamaa Ave, Khartoum 11115, Sudan
| | - Meriem Fassatoui
- Laboratory of Biomedical Genomics & Oncogenetics, Institut Pasteur de Tunis, Université Tunis El Manar, 13, Place Pasteur BP 74, Tunis 1002, Tunisia
| | - Chaimae Samtal
- Faculty of Sciences Dhar El Mahraz, Department of Biology, Genetics Unit, Atlas-Fez 1796, Morocco
| | - Samah Ahmed
- Centre for Bioinformatics and Systems Biology, Faculty of Science, University of Khartoum, Al-Gamaa Ave, Khartoum 11115, Sudan
| | - Jorge Da Rocha
- Sydney Brenner Institute for Molecular Bioscience, University of the Witwatersrand, 9 Jubilee Road, Parktown, Johannesburg 2193, South Africa
| | - Souad Chaqsare
- National Institute of Health, Informatics Unit, 27 Ibn Batouta Avenue, Agdal, Rabat BP 769, Morocco
| | - Reem M Sallam
- Medical Biochemistry & Molecular Biology, Faculty of Medicine, Ain Shams University, Abassia, Cairo 11381, Egypt
- Department of Basic Medical Sciences, Faculty of Medicine, Galala University, Galala City, Suez 43511, Egypt
| | - Melek Chaouch
- Laboratory of Bioinformatics, Biomathematics and Biostatistics (BIMS), Institut Pasteur de Tunis (IPT), 13, Place Pasteur BP 74, Tunis 1002, Tunisia
| | - Mohammed A Farahat
- Information Systems Department, Faculty of Computers and Artificial Intelligence, Helwan University, Ain Helwan, PO Box 11795, Cairo, Egypt
| | - Alfred Ssekagiri
- Division of Entomology and core molecular Biology/Bioinformatics facility, Uganda Virus Research Institute, 51/59, Nakiwogo Road, Entebbe 31301, Uganda
| | - Ziyaad Parker
- Computational Biology Division, N1.05 Werner Beit North, Department of Integrative Biomedical Sciences, Faculty of Health Sciences, Anzio Road, Observatory, Cape Town 7925, South Africa
| | - Mai Adil
- Centre for Bioinformatics and Systems Biology, Faculty of Science, University of Khartoum, Al-Gamaa Ave, Khartoum 11115, Sudan
| | - Michael Turkson
- National Institute for Mathematical Sciences, PMB Kwame Nkrumah University of Science and Technology (KNUST), Kumasi, Ghana
| | - Aymen Benchaalia
- Laboratory of Bioinformatics, Biomathematics and Biostatistics (BIMS), Institut Pasteur de Tunis (IPT), 13, Place Pasteur BP 74, Tunis 1002, Tunisia
| | - Alia Benkahla
- Laboratory of Bioinformatics, Biomathematics and Biostatistics (BIMS), Institut Pasteur de Tunis (IPT), 13, Place Pasteur BP 74, Tunis 1002, Tunisia
| | - Sumir Panji
- Computational Biology Division, N1.05 Werner Beit North, Department of Integrative Biomedical Sciences, Faculty of Health Sciences, Anzio Road, Observatory, Cape Town 7925, South Africa
| | - Samar Kassim
- Medical Biochemistry & Molecular Biology, Faculty of Medicine, Ain Shams University, Abassia, Cairo 11381, Egypt
| | - Oussema Souiai
- Laboratory of Bioinformatics, Biomathematics and Biostatistics (BIMS), Institut Pasteur de Tunis (IPT), 13, Place Pasteur BP 74, Tunis 1002, Tunisia
| | - Nicola Mulder
- Computational Biology Division, N1.05 Werner Beit North, Department of Integrative Biomedical Sciences, Faculty of Health Sciences, Anzio Road, Observatory, Cape Town 7925, South Africa
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23
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da Rocha JEB, Lombard Z, Ramsay M. Potential Impact of DPYD Variation on Fluoropyrimidine Drug Response in sub-Saharan African Populations. Front Genet 2021; 12:626954. [PMID: 33767731 PMCID: PMC7985174 DOI: 10.3389/fgene.2021.626954] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Accepted: 01/25/2021] [Indexed: 11/13/2022] Open
Abstract
Cancer is a critical health burden in Africa, and mortality rates are rising rapidly. Treatments are expensive and often cause adverse drug reactions (ADRs). Fluoropyrimidine treatments can lead to severe toxicity events which have been linked to variants within the dihydropyrimidine dehydrogenase (DPYD) gene. There are clinical guidelines to improve safety outcomes of treatment, but these are primarily based on variants assessed in non-African populations. Whole genome sequencing data from the 1000 Genomes Project and the African Genome Variation Project were mined to assess variation in DPYD in eight sub-Saharan African populations. Variant functional annotation was performed with a series of bioinformatics tools to assess potential likelihood of deleterious impact. There were 29 DPYD coding variants identified in the datasets assessed, of which 25 are rare, and some of which are known to be deleterious. One African-specific variant (rs115232898-C), is common in sub-Saharan Africans (1-4%) and known to reduce the function of the dihydropyrimidine dehydrogenase enzyme (DPD), having been linked to cases of severe toxicity. This variant, once validated in clinical trials, should be considered for inclusion in clinical guidelines for use in sub-Saharan African populations. The rs2297595-C variant is less well-characterized in terms of effect, but shows significant allele frequency differences between sub-Saharan African populations (0.5-11.5%; p = 1.5 × 10-4), and is more common in East African populations. This study highlights the relevance of African-data informed guidelines for fluorouracil drug safety in sub-Saharan Africans, and the need for region-specific data to ensure that Africans may benefit optimally from a precision medicine approach.
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Affiliation(s)
- Jorge E B da Rocha
- Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience, University of the Witwatersrand, Johannesburg, South Africa.,Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Zané Lombard
- Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Michèle Ramsay
- Faculty of Health Sciences, Sydney Brenner Institute for Molecular Bioscience, University of the Witwatersrand, Johannesburg, South Africa.,Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
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24
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McCarthy J, Patrinos G, Ginsburg G. Welcome to the 18th volume of Personalized Medicine. Per Med 2021; 18:1-3. [PMID: 33459576 DOI: 10.2217/pme-2020-0176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Affiliation(s)
- Jeanette McCarthy
- Duke Center for Applied Genomics & Precision Medicine, Duke University, Durham, NC 27516, USA
| | - George Patrinos
- Department of Pharmacy, School of Health Sciences, University of Patras, Patras, Greece
| | - Geoffrey Ginsburg
- Duke Center for Applied Genomics & Precision Medicine, Duke University, Durham, NC 27516, USA
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25
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Mathuba B, Koromina M, Mitropoulou C, Patrinos GP. Catalyzing clinical implementation of pharmacogenomics and personalized medicine interventions in Africa. Pharmacogenomics 2020; 22:115-122. [PMID: 33353428 DOI: 10.2217/pgs-2020-0101] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Pharmacogenomics is considered to be the low-hanging fruit in the tree of genomic medicine with numerous examples of its successful implementation in the clinic. In this perspective, we provide details about the potential clinical application of pharmacogenomics in African populations by using relevant drug cases and high-throughput genomics approaches; involving numerous countries and stakeholders; and most importantly exploiting the existing knowledge of respective large-scale initiatives. We emphasize on the necessity of constructing appropriate frameworks for government policies in African countries. We also provide input about different initiatives in the field of genomics medicine implementation in Africa, not only for their potential for synergy and collaboration among them, but also as models for replication in other regions worldwide, aiming for healthcare improvement.
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Affiliation(s)
- Bathusi Mathuba
- Botswana-Baylor Children's Clinical Centre of Excellence, Gaborone, Botswana
| | - Maria Koromina
- Department of Pharmacy, University of Patras School of Health Sciences, Patras, 26503, Greece
| | | | - George P Patrinos
- Department of Pharmacy, University of Patras School of Health Sciences, Patras, 26503, Greece.,Department of Pathology, College of Medicine & Health Sciences, United Arab Emirates University, Al-Ain, UAE.,Zayed Center of Health Sciences, United Arab Emirates University, Al-Ain, UAE
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