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Barros MC, de Souza JES, Gomes DHF, Pinho CT, Silva CS, Braga-da-Silva C, Cavalcante GC, Magalhães L, Azevedo-Pinheiro J, Quaresma JAS, Falcão LFM, Costa PF, Salgado CG, Carneiro TX, Burbano RR, Dos Santos Vieira JR, Santos S, Soares-Souza GB, de Souza SJ, Ribeiro-Dos-Santos Â. Unraveling the protective genetic architecture of COVID-19 in the Brazilian Amazon. Sci Rep 2024; 14:27332. [PMID: 39521879 PMCID: PMC11550431 DOI: 10.1038/s41598-024-78170-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Accepted: 10/29/2024] [Indexed: 11/16/2024] Open
Abstract
Despite all the efforts acquired in four years of the COVID-19 pandemic, the path to a full understanding of the biological mechanisms involved in this disease remains complex. This is partly due to a combination of factors, including the inherent characteristics of the infection, socio-environmental elements, and the variations observed within both the viral and the human genomes. Thus, this study aimed to investigate the correlation between genetic host factors and the severity of COVID-19. We conducted whole exome sequencing (WES) of 124 patients, categorized into severe and non-severe groups. From the whole exome sequencing (WES) association analysis, four variants (rs1770731 in CRYBG1, rs7221209 in DNAH17, rs3826295 in DGKE, and rs7913626 in CFAP46) were identified as potentially linked to a protective effect against the clinical severity of COVID-19, which may explain the less severe impact of COVID-19 on the Northern Region. Our findings underscore the importance of carrying out more genomic studies in populations living in the Amazon, one of the most diverse from the point of view of the presence of rare and specific alleles. To our knowledge, this is the first WES study of admixed individuals from the Brazilian Amazon to investigate genomic variants associated with the clinical severity of COVID-19.
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Affiliation(s)
- Maria Clara Barros
- Laboratory of Human and Medical Genetics (LGHM) / Graduate Program Genetics and Molecular Biology (PPGBM), Federal University of Pará (UFPA), Belém, 66075-110, PA, Brazil
| | - Jorge Estefano Santana de Souza
- Graduate Program Bioinformatics, Federal University of Rio Grande do Norte (UFRN), Natal, 59078-970, RN, Brazil
- Multidisciplinary Bioinformatics Center (BiOMe), Federal University of Rio Grande do Norte (UFRN), Natal, 59078-970, RN, Brazil
| | - Daniel Henrique F Gomes
- Graduate Program Bioinformatics, Federal University of Rio Grande do Norte (UFRN), Natal, 59078-970, RN, Brazil
| | - Catarina Torres Pinho
- Laboratory of Human and Medical Genetics (LGHM) / Graduate Program Genetics and Molecular Biology (PPGBM), Federal University of Pará (UFPA), Belém, 66075-110, PA, Brazil
| | - Caio S Silva
- Laboratory of Human and Medical Genetics (LGHM) / Graduate Program Genetics and Molecular Biology (PPGBM), Federal University of Pará (UFPA), Belém, 66075-110, PA, Brazil
| | - Cíntia Braga-da-Silva
- Laboratory of Human and Medical Genetics (LGHM) / Graduate Program Genetics and Molecular Biology (PPGBM), Federal University of Pará (UFPA), Belém, 66075-110, PA, Brazil
| | - Giovanna C Cavalcante
- Laboratory of Human and Medical Genetics (LGHM) / Graduate Program Genetics and Molecular Biology (PPGBM), Federal University of Pará (UFPA), Belém, 66075-110, PA, Brazil
| | | | - Jhully Azevedo-Pinheiro
- Laboratory of Human and Medical Genetics (LGHM) / Graduate Program Genetics and Molecular Biology (PPGBM), Federal University of Pará (UFPA), Belém, 66075-110, PA, Brazil
| | - Juarez Antônio Simões Quaresma
- Laboratory of Infectious Disease, School of Medicine, Federal University of Pará (UFPA), Belém, 66075-110, PA, Brazil
- Department of Infectious Disease, School of Medicine, State University of Pará (UEPA), Belém, 66087-670, PA, Brazil
| | - Luiz Fábio Magno Falcão
- Department of Infectious Disease, School of Medicine, State University of Pará (UEPA), Belém, 66087-670, PA, Brazil
| | - Patrícia Fagundes Costa
- Dermatology and Immunology Laboratory, Federal University of Pará (UFPA), Marituba, 67105-290, PA, Brazil
| | - Cláudio Guedes Salgado
- Dermatology and Immunology Laboratory, Federal University of Pará (UFPA), Marituba, 67105-290, PA, Brazil
| | | | | | | | - Sidney Santos
- Center of Oncology Research, Federal University of Pará (UFPA), Belém, 66073- 005, PA, Brazil
| | | | - Sandro José de Souza
- Graduate Program Bioinformatics, Federal University of Rio Grande do Norte (UFRN), Natal, 59078-970, RN, Brazil.
- Multidisciplinary Bioinformatics Center (BiOMe), Federal University of Rio Grande do Norte (UFRN), Natal, 59078-970, RN, Brazil.
- DNA-GTX Bioinformatics, Natal, RN, Brazil.
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Cereja-Pantoja KBC, de Brito Azevedo TC, Vinagre LWMS, de Moraes FCA, da Costa Nunes GG, Monte N, de Alcântara AL, Cohen-Paes A, Fernandes MR, Batista Dos Santos SE, de Assumpção PP, Ribeiro Dos Santos ÂK, Burbano RMR, Guerrero RC, Carracedo Á, Carneiro Dos Santos NP. Alterations in pharmacogenetic genes and their implications for imatinib resistance in Chronic Myeloid Leukemia patients from an admixed population. Cancer Chemother Pharmacol 2024; 94:387-395. [PMID: 38888766 DOI: 10.1007/s00280-024-04689-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Accepted: 06/12/2024] [Indexed: 06/20/2024]
Abstract
Imatinib is the tyrosine kinase inhibitor used as the gold standard for the treatment of Chronic Myeloid Leukemia. However, about 30% of patients do not respond well to this therapy. Variants in drug administration, distribution, metabolism and excretion (ADME) genes play an important role in drug resistance especially in admixed populations. We investigated 129 patients diagnosed with Chronic Myeloid Leukemia treated with imatinib as first choice therapy. The participants of the study are highly admixed, populations that exhibit genetic diversity and complexity due to the contributions of multiple ancestral groups. Thus, the aim of this work was to investigate the association of 30 SNVs in genes related to response to treatment with Imatinibe in CML. Our results indicated that for the rs2290573 of the ULK3 gene, patients with the recessive AA genotype are three times more likely to develop resistance over time (secondary resistance) (p = 0.019, OR = 3.19, IC 95%= 1.21-8.36). Finally, we performed interaction analysis between the investigated variants and found several associations between SNVs and secondary resistance. We concluded that the variant rs2290573 of the ULK3 gene may be relevant for predicting treatment response of CML with imatinib, as well as possible treatment resistance. The use of predictive biomarkers is an important tool for therapeutic choice of patients, improving their quality of life and treatment efficacy.
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Affiliation(s)
| | | | | | | | | | - Natasha Monte
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, PA, 66073-005, Brazil
| | | | - Amanda Cohen-Paes
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, PA, 66073-005, Brazil
| | | | | | | | | | | | - Raquel Cruz Guerrero
- Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas - CiMUS, Universidad de Santiago de Compostela, Santiago de Compostela, 15782, Spain
| | - Ángel Carracedo
- Centro Singular de Investigación en Medicina Molecular y Enfermedades Crónicas - CiMUS, Universidad de Santiago de Compostela, Santiago de Compostela, 15782, Spain
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Carvalho VHV, Rodrigues JCG, Vinagre LWMS, Pereira EEB, Monte N, Fernandes MR, Ribeiro-Dos-Santos AM, Guerreiro JF, Ribeiro-Dos-Santos Â, Dos Santos SEB, Dos Santos NPC. Genomic investigation on genes related to mercury metabolism in Amazonian indigenous populations. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 923:171232. [PMID: 38402986 DOI: 10.1016/j.scitotenv.2024.171232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 02/21/2024] [Accepted: 02/22/2024] [Indexed: 02/27/2024]
Abstract
Studies have identified elevated levels of mercury in Amazonian Indigenous individuals, highlighting them as one of the most exposed to risks. In the unique context of the Brazilian Indigenous population, it is crucial to identify genetic variants with clinical significance to better understand vulnerability to mercury and its adverse effects. Currently, there is a lack of research on the broader genomic profile of Indigenous people, particularly those from the Amazon region, concerning mercury contamination. Therefore, the aim of this study was to assess the genomic profile related to the processes of mercury absorption, distribution, metabolism, and excretion in 64 Indigenous individuals from the Brazilian Amazon. We aimed to determine whether these individuals exhibit a higher susceptibility to mercury exposure. Our study identified three high-impact variants (GSTA1 rs1051775, GSTM1 rs1183423000, and rs1241704212), with the latter two showing a higher frequency in the study population compared to global populations. Additionally, we discovered seven new variants with modifier impact and a genomic profile different from the worldwide populations. These genetic variants may predispose the study population to more harmful mercury exposure compared to global populations. As the first study to analyze broader genomics of mercury metabolism pathways in Brazilian Amazonian Amerindians, we emphasize that our research aims to contribute to public policies by utilizing genomic investigation as a method to identify populations with a heightened susceptibility to mercury exposure.
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Affiliation(s)
- Victor Hugo Valente Carvalho
- Núecleo de Pesquisas em Oncologia, Unidade de Alta Complexidade em Oncologia, Hospital Universitário João de Barros Barreto, 66073-005 Belém, Pará, Brazil.
| | - Juliana Carla Gomes Rodrigues
- Núecleo de Pesquisas em Oncologia, Unidade de Alta Complexidade em Oncologia, Hospital Universitário João de Barros Barreto, 66073-005 Belém, Pará, Brazil
| | - Lui Wallacy Morikawa Souza Vinagre
- Núecleo de Pesquisas em Oncologia, Unidade de Alta Complexidade em Oncologia, Hospital Universitário João de Barros Barreto, 66073-005 Belém, Pará, Brazil
| | - Esdras Edgar Batista Pereira
- Núecleo de Pesquisas em Oncologia, Unidade de Alta Complexidade em Oncologia, Hospital Universitário João de Barros Barreto, 66073-005 Belém, Pará, Brazil
| | - Natasha Monte
- Núecleo de Pesquisas em Oncologia, Unidade de Alta Complexidade em Oncologia, Hospital Universitário João de Barros Barreto, 66073-005 Belém, Pará, Brazil
| | - Marianne Rodrigues Fernandes
- Núecleo de Pesquisas em Oncologia, Unidade de Alta Complexidade em Oncologia, Hospital Universitário João de Barros Barreto, 66073-005 Belém, Pará, Brazil
| | - André Maurício Ribeiro-Dos-Santos
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, 66075-110, Belém, Pará, Brazil
| | - João Farias Guerreiro
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, 66075-110, Belém, Pará, Brazil
| | - Ândrea Ribeiro-Dos-Santos
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, 66075-110, Belém, Pará, Brazil
| | - Sidney Emanuel Batista Dos Santos
- Núecleo de Pesquisas em Oncologia, Unidade de Alta Complexidade em Oncologia, Hospital Universitário João de Barros Barreto, 66073-005 Belém, Pará, Brazil
| | - Ney Pereira Carneiro Dos Santos
- Núecleo de Pesquisas em Oncologia, Unidade de Alta Complexidade em Oncologia, Hospital Universitário João de Barros Barreto, 66073-005 Belém, Pará, Brazil
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de Lima MC, de Castro CC, Aguiar KEC, Monte N, da Costa Nunes GG, da Costa ACA, Rodrigues JCG, Guerreiro JF, Ribeiro-dos-Santos Â, de Assumpção PP, Burbano RMR, Fernandes MR, dos Santos SEB, dos Santos NPC. Molecular Profile of Important Genes for Radiogenomics in the Amazon Indigenous Population. J Pers Med 2024; 14:484. [PMID: 38793065 PMCID: PMC11122349 DOI: 10.3390/jpm14050484] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Revised: 04/13/2024] [Accepted: 04/18/2024] [Indexed: 05/26/2024] Open
Abstract
Radiotherapy is focused on the tumor but also reaches healthy tissues, causing toxicities that are possibly related to genomic factors. In this context, radiogenomics can help reduce the toxicity, increase the effectiveness of radiotherapy, and personalize treatment. It is important to consider the genomic profiles of populations not yet studied in radiogenomics, such as the indigenous Amazonian population. Thus, our objective was to analyze important genes for radiogenomics, such as ATM, TGFB1, RAD51, AREG, XRCC4, CDK1, MEG3, PRKCE, TANC1, and KDR, in indigenous people and draw a radiogenomic profile of this population. The NextSeq 500® platform was used for sequencing reactions; for differences in the allelic frequency between populations, Fisher's Exact Test was used. We identified 39 variants, 2 of which were high impact: 1 in KDR (rs41452948) and another in XRCC4 (rs1805377). We found four modifying variants not yet described in the literature in PRKCE. We did not find any variants in TANC1-an important gene for personalized medicine in radiotherapy-that were associated with toxicities in previous cohorts, configuring a protective factor for indigenous people. We identified four SNVs (rs664143, rs1801516, rs1870377, rs1800470) that were associated with toxicity in previous studies. Knowing the radiogenomic profile of indigenous people can help personalize their radiotherapy.
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Affiliation(s)
- Milena Cardoso de Lima
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - Cinthia Costa de Castro
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - Kaio Evandro Cardoso Aguiar
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - Natasha Monte
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - Giovanna Gilioli da Costa Nunes
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - Ana Caroline Alves da Costa
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - Juliana Carla Gomes Rodrigues
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - João Farias Guerreiro
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
- Laboratory of Human and Medical Genetics, Federal University of Pará, Belém 66075-110, PA, Brazil;
| | | | - Paulo Pimentel de Assumpção
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - Rommel Mario Rodríguez Burbano
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - Marianne Rodrigues Fernandes
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
| | - Sidney Emanuel Batista dos Santos
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
- Laboratory of Human and Medical Genetics, Federal University of Pará, Belém 66075-110, PA, Brazil;
| | - Ney Pereira Carneiro dos Santos
- Oncology Research Center, Federal University of Pará, Belém 66073-005, PA, Brazil; (M.C.d.L.); (C.C.d.C.); (K.E.C.A.); (N.M.); (G.G.d.C.N.); (A.C.A.d.C.); (J.C.G.R.); (J.F.G.); (P.P.d.A.); (R.M.R.B.); (M.R.F.)
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Angelim CC, Martins LD, Andrade ÁAF, Moreira FC, Guerreiro JF, de Assumpção PP, dos Santos SEB, Costa GDLC. Variants of IFNL4 Gene in Amazonian and Northern Brazilian Populations. Genes (Basel) 2023; 14:2075. [PMID: 38003018 PMCID: PMC10671175 DOI: 10.3390/genes14112075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 10/18/2023] [Accepted: 10/25/2023] [Indexed: 11/26/2023] Open
Abstract
Since the discovery of the polymorphic nature of the IFNL4 gene, its variants have been investigated and associated with several viral diseases, with an emphasis on hepatitis C. However, the impacts of these variants on mixed-race and native populations in the northern region of Brazil are scarce. We investigated three variants of the IFNL4 gene in populations from this location, which were among the 14 most frequent variants in worldwide populations, and compared the frequencies obtained to populational data from the 1000 Genomes Project, gnomAD and ABraOM databases. Our results demonstrate that mixed-race and native populations from the northern region of Brazil present frequencies like those of European and Asian groups for the rs74597329 and rs11322783 variants, and like all populations presented for the rs4803221 variant. These data reinforce the role of world populations in shaping the genetic profile of Brazilian populations, indicate patterns of illness according to the expressed genotype, and infer an individual predisposition to certain diseases.
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Affiliation(s)
- Carolina Cabral Angelim
- Programa de Pós-Graduação em Agentes Infecciosos e Parasitários, Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, PA, Brazil; (C.C.A.); (L.D.M.); (Á.A.F.A.); (S.E.B.d.S.)
| | - Letícia Dias Martins
- Programa de Pós-Graduação em Agentes Infecciosos e Parasitários, Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, PA, Brazil; (C.C.A.); (L.D.M.); (Á.A.F.A.); (S.E.B.d.S.)
- Programa de Pós-Graduação em Virologia, Instituto Evandro Chagas, Ananindeua 67030-000, PA, Brazil
| | - Álesson Adam Fonseca Andrade
- Programa de Pós-Graduação em Agentes Infecciosos e Parasitários, Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, PA, Brazil; (C.C.A.); (L.D.M.); (Á.A.F.A.); (S.E.B.d.S.)
| | - Fabiano Cordeiro Moreira
- Programa de Pós-Graduação em Genética e Biologia Molecular, Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, PA, Brazil; (F.C.M.); (J.F.G.)
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, PA, Brazil;
| | - João Farias Guerreiro
- Programa de Pós-Graduação em Genética e Biologia Molecular, Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, PA, Brazil; (F.C.M.); (J.F.G.)
| | | | - Sidney Emanuel Batista dos Santos
- Programa de Pós-Graduação em Agentes Infecciosos e Parasitários, Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, PA, Brazil; (C.C.A.); (L.D.M.); (Á.A.F.A.); (S.E.B.d.S.)
- Programa de Pós-Graduação em Genética e Biologia Molecular, Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, PA, Brazil; (F.C.M.); (J.F.G.)
| | - Greice de Lemos Cardoso Costa
- Programa de Pós-Graduação em Agentes Infecciosos e Parasitários, Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, PA, Brazil; (C.C.A.); (L.D.M.); (Á.A.F.A.); (S.E.B.d.S.)
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Liu Y, Lin Z, Chen Q, Chen Q, Sang L, Wang Y, Shi L, Guo L, Yu Y. PAnno: A pharmacogenomics annotation tool for clinical genomic testing. Front Pharmacol 2023; 14:1008330. [PMID: 36778023 PMCID: PMC9909284 DOI: 10.3389/fphar.2023.1008330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Accepted: 01/16/2023] [Indexed: 01/27/2023] Open
Abstract
Introduction: Next-generation sequencing (NGS) technologies have been widely used in clinical genomic testing for drug response phenotypes. However, the inherent limitations of short reads make accurate inference of diplotypes still challenging, which may reduce the effectiveness of genotype-guided drug therapy. Methods: An automated Pharmacogenomics Annotation tool (PAnno) was implemented, which reports prescribing recommendations and phenotypes by parsing the germline variant call format (VCF) file from NGS and the population to which the individual belongs. Results: A ranking model dedicated to inferring diplotypes, developed based on the allele (haplotype) definition and population allele frequency, was introduced in PAnno. The predictive performance was validated in comparison with four similar tools using the consensus diplotype data of the Genetic Testing Reference Materials Coordination Program (GeT-RM) as ground truth. An annotation method was proposed to summarize prescribing recommendations and classify drugs into avoid use, use with caution, and routine use, following the recommendations of the Clinical Pharmacogenetics Implementation Consortium (CPIC), etc. It further predicts phenotypes of specific drugs in terms of toxicity, dosage, efficacy, and metabolism by integrating the high-confidence clinical annotations in the Pharmacogenomics Knowledgebase (PharmGKB). PAnno is available at https://github.com/PreMedKB/PAnno. Discussion: PAnno provides an end-to-end clinical pharmacogenomics decision support solution by resolving, annotating, and reporting germline variants.
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Affiliation(s)
- Yaqing Liu
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Zipeng Lin
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Qingwang Chen
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Qiaochu Chen
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Leqing Sang
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Yunjin Wang
- Department of Breast Surgery, Precision Cancer Medicine Center, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Leming Shi
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Li Guo
- State Key Laboratory of Multiphase Complex Systems, Institute of Process Engineering, Chinese Academy of Sciences, Beijing, China,School of Chemical Engineering, University of Chinese Academy of Sciences, Beijing, China,*Correspondence: Li Guo, ; Ying Yu,
| | - Ying Yu
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China,*Correspondence: Li Guo, ; Ying Yu,
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The Future of Pharmacogenomics Requires New Discoveries and Innovative Education. Genes (Basel) 2022; 13:genes13091575. [PMID: 36140743 PMCID: PMC9498360 DOI: 10.3390/genes13091575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 08/12/2022] [Indexed: 11/17/2022] Open
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8
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Ilan Y. Next-Generation Personalized Medicine: Implementation of Variability Patterns for Overcoming Drug Resistance in Chronic Diseases. J Pers Med 2022; 12:jpm12081303. [PMID: 36013252 PMCID: PMC9410281 DOI: 10.3390/jpm12081303] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 08/05/2022] [Accepted: 08/08/2022] [Indexed: 12/14/2022] Open
Abstract
Chronic diseases are a significant healthcare problem. Partial or complete non-responsiveness to chronic therapies is a significant obstacle to maintaining the long-term effect of drugs in these patients. A high degree of intra- and inter-patient variability defines pharmacodynamics, drug metabolism, and medication response. This variability is associated with partial or complete loss of drug effectiveness. Regular drug dosing schedules do not comply with physiological variability and contribute to resistance to chronic therapies. In this review, we describe a three-phase platform for overcoming drug resistance: introducing irregularity for improving drug response; establishing a deep learning, closed-loop algorithm for generating a personalized pattern of irregularity for overcoming drug resistance; and upscaling the algorithm by implementing quantified personal variability patterns along with other individualized genetic and proteomic-based ways. The closed-loop, dynamic, subject-tailored variability-based machinery can improve the efficacy of existing therapies in patients with chronic diseases.
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Affiliation(s)
- Yaron Ilan
- Department of Medicine, Hadassah Medical Center, Faculty of Medicine, Hebrew University, Jerusalem POB12000, Israel
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9
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Silgado-Guzmán DF, Angulo-Aguado M, Morel A, Niño-Orrego MJ, Ruiz-Torres DA, Contreras Bravo NC, Restrepo CM, Ortega-Recalde O, Fonseca-Mendoza DJ. Characterization of ADME Gene Variation in Colombian Population by Exome Sequencing. Front Pharmacol 2022; 13:931531. [PMID: 35846994 PMCID: PMC9280300 DOI: 10.3389/fphar.2022.931531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Accepted: 06/08/2022] [Indexed: 11/18/2022] Open
Abstract
In genes related to drug pharmacokinetics, molecular variations determine interindividual variability in the therapeutic efficacy and adverse drug reactions. The assessment of single-nucleotide variants (SNVs) is used with growing frequency in pharmacogenetic practice, and recently, high-throughput genomic analyses obtained through next-generation sequencing (NGS) have been recognized as powerful tools to identify common, rare and novel variants. These genetic profiles remain underexplored in Latin-American populations, including Colombia. In this study, we investigated the variability of 35 genes included in the ADME core panel (absorption, distribution, metabolism, and excretion) by whole-exome sequencing (WES) of 509 unrelated Colombian individuals with no previous reports of adverse drug reactions. Rare variants were filtered according to the minor allele frequencies (MAF) <1% and potential deleterious consequences. The functional impact of novel and rare missense variants was assessed using an optimized framework for pharmacogenetic variants. Bioinformatic analyses included the identification of clinically validated variants described in PharmGKB and ClinVar databases. Ancestry from WES data was inferred using the R package EthSEQ v2.1.4. Allelic frequencies were compared to other populations reported in the public gnomAD database. Our analysis revealed that rare missense pharmacogenetic variants were 2.1 times more frequent than common variants with 121 variants predicted as potentially deleterious. Rare loss of function (LoF) variants were identified in 65.7% of evaluated genes. Regarding variants with clinical pharmacogenetic effect, our study revealed 89 sequence variations in 28 genes represented by missense (62%), synonymous (22.5%), splice site (11.2%), and indels (3.4%). In this group, ABCB1, ABCC2, CY2B6, CYP2D6, DPYD, NAT2, SLC22A1, and UGTB2B7, are the most polymorphic genes. NAT2, CYP2B6 and DPYD metabolizer phenotypes demonstrated the highest variability. Ancestry analysis indicated admixture in 73% of the population. Allelic frequencies exhibit significant differences with other Latin-American populations, highlighting the importance of pharmacogenomic studies in populations of different ethnicities. Altogether, our data revealed that rare variants are an important source of variability in pharmacogenes involved in the pharmacokinetics of drugs and likely account for the unexplained interindividual variability in drug response. These findings provide evidence of the utility of WES for pharmacogenomic testing and into clinical practice.
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Affiliation(s)
| | - Mariana Angulo-Aguado
- Center for Research in Genetics and Genomics—CIGGUR, GENIUROS Research Group, School of Medicine and Health Sciences, Universidad Del Rosario, Bogotá, Colombia
| | - Adrien Morel
- Center for Research in Genetics and Genomics—CIGGUR, GENIUROS Research Group, School of Medicine and Health Sciences, Universidad Del Rosario, Bogotá, Colombia
| | - María José Niño-Orrego
- Center for Research in Genetics and Genomics—CIGGUR, GENIUROS Research Group, School of Medicine and Health Sciences, Universidad Del Rosario, Bogotá, Colombia
| | - Daniel-Armando Ruiz-Torres
- Center for Research in Genetics and Genomics—CIGGUR, GENIUROS Research Group, School of Medicine and Health Sciences, Universidad Del Rosario, Bogotá, Colombia
| | - Nora Constanza Contreras Bravo
- Center for Research in Genetics and Genomics—CIGGUR, GENIUROS Research Group, School of Medicine and Health Sciences, Universidad Del Rosario, Bogotá, Colombia
| | - Carlos Martin Restrepo
- Center for Research in Genetics and Genomics—CIGGUR, GENIUROS Research Group, School of Medicine and Health Sciences, Universidad Del Rosario, Bogotá, Colombia
| | - Oscar Ortega-Recalde
- Center for Research in Genetics and Genomics—CIGGUR, GENIUROS Research Group, School of Medicine and Health Sciences, Universidad Del Rosario, Bogotá, Colombia
- *Correspondence: Oscar Ortega-Recalde, ; Dora Janeth Fonseca-Mendoza,
| | - Dora Janeth Fonseca-Mendoza
- Center for Research in Genetics and Genomics—CIGGUR, GENIUROS Research Group, School of Medicine and Health Sciences, Universidad Del Rosario, Bogotá, Colombia
- *Correspondence: Oscar Ortega-Recalde, ; Dora Janeth Fonseca-Mendoza,
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10
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Rodrigues JCG, Fernandes MR, Ribeiro-dos-Santos AM, de Araújo GS, de Souza SJ, Guerreiro JF, Ribeiro-dos-Santos Â, de Assumpção PP, dos Santos NPC, Santos S. Pharmacogenomic Profile of Amazonian Amerindians. J Pers Med 2022; 12:jpm12060952. [PMID: 35743738 PMCID: PMC9224798 DOI: 10.3390/jpm12060952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Revised: 06/05/2022] [Accepted: 06/07/2022] [Indexed: 11/21/2022] Open
Abstract
Given the role of pharmacogenomics in the large variability observed in drug efficacy/safety, an assessment about the pharmacogenomic profile of patients prior to drug prescription or dose adjustment is paramount to improve adherence to treatment and prevent adverse drug reaction events. A population commonly underrepresented in pharmacogenomic studies is the Native American populations, which have a unique genetic profile due to a long process of geographic isolation and other genetic and evolutionary processes. Here, we describe the pharmacogenetic variability of Native American populations regarding 160 pharmacogenes involved in absorption, distribution, metabolism, and excretion processes and biological pathways of different therapies. Data were obtained through complete exome sequencing of individuals from 12 different Amerindian groups of the Brazilian Amazon. The study reports a total of 3311 variants; of this, 167 are exclusive to Amerindian populations, and 1183 are located in coding regions. Among these new variants, we found non-synonymous coding variants in the DPYD and the IFNL4 genes and variants with high allelic frequencies in intronic regions of the MTHFR, TYMS, GSTT1, and CYP2D6 genes. Additionally, 332 variants with either high or moderate (disruptive or non-disruptive impact in protein effectiveness, respectively) significance were found with a minimum of 1% frequency in the Amazonian Amerindian population. The data reported here serve as scientific basis for future design of specific treatment protocols for Amazonian Amerindian populations as well as for populations admixed with them, such as the Northern Brazilian population.
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Affiliation(s)
- Juliana Carla Gomes Rodrigues
- Núcleo de Pesquisa em Oncologia, Universidade Federal do Pará, Belem 66073-000, Brazil; (M.R.F.); (Â.R.-d.-S.); (P.P.d.A.); (N.P.C.d.S.); (S.S.)
- Correspondence: ; Tel.: +55-(91)-983973173
| | - Marianne Rodrigues Fernandes
- Núcleo de Pesquisa em Oncologia, Universidade Federal do Pará, Belem 66073-000, Brazil; (M.R.F.); (Â.R.-d.-S.); (P.P.d.A.); (N.P.C.d.S.); (S.S.)
| | - André Maurício Ribeiro-dos-Santos
- Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belem 66075-110, Brazil; (A.M.R.-d.-S.); (G.S.d.A.); (J.F.G.)
| | - Gilderlanio Santana de Araújo
- Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belem 66075-110, Brazil; (A.M.R.-d.-S.); (G.S.d.A.); (J.F.G.)
| | | | - João Farias Guerreiro
- Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belem 66075-110, Brazil; (A.M.R.-d.-S.); (G.S.d.A.); (J.F.G.)
| | - Ândrea Ribeiro-dos-Santos
- Núcleo de Pesquisa em Oncologia, Universidade Federal do Pará, Belem 66073-000, Brazil; (M.R.F.); (Â.R.-d.-S.); (P.P.d.A.); (N.P.C.d.S.); (S.S.)
- Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belem 66075-110, Brazil; (A.M.R.-d.-S.); (G.S.d.A.); (J.F.G.)
| | - Paulo Pimentel de Assumpção
- Núcleo de Pesquisa em Oncologia, Universidade Federal do Pará, Belem 66073-000, Brazil; (M.R.F.); (Â.R.-d.-S.); (P.P.d.A.); (N.P.C.d.S.); (S.S.)
| | - Ney Pereira Carneiro dos Santos
- Núcleo de Pesquisa em Oncologia, Universidade Federal do Pará, Belem 66073-000, Brazil; (M.R.F.); (Â.R.-d.-S.); (P.P.d.A.); (N.P.C.d.S.); (S.S.)
| | - Sidney Santos
- Núcleo de Pesquisa em Oncologia, Universidade Federal do Pará, Belem 66073-000, Brazil; (M.R.F.); (Â.R.-d.-S.); (P.P.d.A.); (N.P.C.d.S.); (S.S.)
- Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belem 66075-110, Brazil; (A.M.R.-d.-S.); (G.S.d.A.); (J.F.G.)
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11
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Cohen-Paes ADN, de Carvalho DC, Pastana LF, Dobbin EAF, Moreira FC, de Souza TP, Fernandes MR, Leal DFDVB, de Sá RBA, de Alcântara AL, Guerreiro JF, Ribeiro-dos-Santos Â, dos Santos SEB, de Assumpção PP, dos Santos NPC. Characterization of PCLO Gene in Amazonian Native American Populations. Genes (Basel) 2022; 13:genes13030499. [PMID: 35328053 PMCID: PMC8950494 DOI: 10.3390/genes13030499] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 01/19/2022] [Accepted: 01/24/2022] [Indexed: 11/16/2022] Open
Abstract
Genetic variations in PCLO have been associated with different pathologies in global literature, but there are no data regarding this gene in Native American populations. The Amazonian Native American populations have lower genetic diversity and are more different from other continental groups. We investigated 18 genetic variants in the PCLO gene in Amazonian indigenous and compared our results with the ones found in global populations, which were publicly available in the 1000 Genomes Project, gnmAD and ABraOM databases. The results demonstrated that the variants of the PCLO, especially rs17156844, rs550369696, rs61741659 and rs2877, have a significantly higher frequency in Amerindian populations in comparison with other continental populations. These data outline the singular genetic profile of the Native American population from the Brazilian Amazon region.
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Affiliation(s)
- Amanda de Nazaré Cohen-Paes
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Darlen Cardoso de Carvalho
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
| | - Lucas Favacho Pastana
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Elizabeth Ayres Fragoso Dobbin
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Fabiano Cordeiro Moreira
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Tatiane Piedade de Souza
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Marianne Rodrigues Fernandes
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
- Correspondence: ; Tel.: +55-91-99123-4727
| | - Diana Feio da Veiga Borges Leal
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Roberta Borges Andrade de Sá
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Angélica Leite de Alcântara
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - João Farias Guerreiro
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Ândrea Ribeiro-dos-Santos
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Sidney Emanuel Batista dos Santos
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
| | - Paulo Pimentel de Assumpção
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
| | - Ney Pereira Carneiro dos Santos
- Núcleo de Pesquisa em Oncologia, Federal University of Pará, Belém 66073-000, Brazil; (A.d.N.C.-P.); (D.C.d.C.); (L.F.P.); (E.A.F.D.); (F.C.M.); (D.F.d.V.B.L.); (R.B.A.d.S.); (A.L.d.A.); (Â.R.-d.-S.); (S.E.B.d.S.); (P.P.d.A.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Federal University of Pará, Belém 66073-000, Brazil; (T.P.d.S.); (J.F.G.)
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12
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da Costa GE, Fernandes GL, Rodrigues JCG, da V. B. Leal DF, Pastana LF, Pereira EEB, Assumpção PP, Burbano RMR, dos Santos SEB, Guerreiro JF, Fernandes MR, dos Santos NPC. Exome Evaluation of Autism-Associated Genes in Amazon American Populations. Genes (Basel) 2022; 13:368. [PMID: 35205412 PMCID: PMC8871861 DOI: 10.3390/genes13020368] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 01/14/2022] [Accepted: 01/19/2022] [Indexed: 11/29/2022] Open
Abstract
Autism spectrum disorder is a neurodevelopmental disorder, affecting one in 160 children worldwide. The causes of autism are still poorly understood, but research shows the relevance of genetic factors in its pathophysiology, including the CHD8, SCN2A, FOXP1 and SYNGAP1 genes. Information about the genetic influence on various diseases, including autism, in the Amerindian population from Amazon, is still scarce. We investigated 35 variants of the CHD8, SCN2A, FOXP1, and SYNGAP1 gene in Amazonian Amerindians in comparison with publicly available population frequencies from the 1000 Genomes Project database. Our study identified 16 variants in the Amerindian population of the Amazon with frequencies significantly different from the other populations. Among them, the SCN2A (rs17183814, rs75109281, and rs150453735), FOXP1 (rs56850311 and rs939845), and SYNGAP1 (rs9394145 and rs115441992) variants presented higher frequency than all other populations analyzed. In addition, nine variants were found with lower frequency among the Amerindians: CHD8 (rs35057134 and rs10467770), SCN2A (rs3769951, rs2304014, rs1838846, and rs7593568), FOXP1 (rs112773801 and rs56850311), and SYNGAP1 (rs453590). These data show the unique genetic profile of the indigenous population of the Brazilian Amazon. Knowledge of these variants can help to understand the pathophysiology and diagnosis of autism among Amerindians, Brazilians, and in admixed populations that have contributions from this ethnic group.
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Affiliation(s)
- Giovana E. da Costa
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém 66075-110, Brazil; (G.E.d.C.); (G.L.F.); (J.C.G.R.); (D.F.d.V.B.L.); (L.F.P.); (R.M.R.B.); (S.E.B.d.S.); (N.P.C.d.S.)
| | - Giordane L. Fernandes
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém 66075-110, Brazil; (G.E.d.C.); (G.L.F.); (J.C.G.R.); (D.F.d.V.B.L.); (L.F.P.); (R.M.R.B.); (S.E.B.d.S.); (N.P.C.d.S.)
| | - Juliana C. G. Rodrigues
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém 66075-110, Brazil; (G.E.d.C.); (G.L.F.); (J.C.G.R.); (D.F.d.V.B.L.); (L.F.P.); (R.M.R.B.); (S.E.B.d.S.); (N.P.C.d.S.)
| | - Diana F. da V. B. Leal
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém 66075-110, Brazil; (G.E.d.C.); (G.L.F.); (J.C.G.R.); (D.F.d.V.B.L.); (L.F.P.); (R.M.R.B.); (S.E.B.d.S.); (N.P.C.d.S.)
| | - Lucas F. Pastana
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém 66075-110, Brazil; (G.E.d.C.); (G.L.F.); (J.C.G.R.); (D.F.d.V.B.L.); (L.F.P.); (R.M.R.B.); (S.E.B.d.S.); (N.P.C.d.S.)
| | - Esdras E. B. Pereira
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém 66075-110, Brazil; (E.E.B.P.); (P.P.A.); (J.F.G.)
| | - Paulo P. Assumpção
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém 66075-110, Brazil; (E.E.B.P.); (P.P.A.); (J.F.G.)
| | - Rommel M. R. Burbano
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém 66075-110, Brazil; (G.E.d.C.); (G.L.F.); (J.C.G.R.); (D.F.d.V.B.L.); (L.F.P.); (R.M.R.B.); (S.E.B.d.S.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém 66075-110, Brazil; (E.E.B.P.); (P.P.A.); (J.F.G.)
| | - Sidney E. B. dos Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém 66075-110, Brazil; (G.E.d.C.); (G.L.F.); (J.C.G.R.); (D.F.d.V.B.L.); (L.F.P.); (R.M.R.B.); (S.E.B.d.S.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém 66075-110, Brazil; (E.E.B.P.); (P.P.A.); (J.F.G.)
| | - João F. Guerreiro
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém 66075-110, Brazil; (E.E.B.P.); (P.P.A.); (J.F.G.)
| | - Marianne R. Fernandes
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém 66075-110, Brazil; (G.E.d.C.); (G.L.F.); (J.C.G.R.); (D.F.d.V.B.L.); (L.F.P.); (R.M.R.B.); (S.E.B.d.S.); (N.P.C.d.S.)
| | - Ney P. C. dos Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém 66075-110, Brazil; (G.E.d.C.); (G.L.F.); (J.C.G.R.); (D.F.d.V.B.L.); (L.F.P.); (R.M.R.B.); (S.E.B.d.S.); (N.P.C.d.S.)
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém 66075-110, Brazil; (E.E.B.P.); (P.P.A.); (J.F.G.)
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SWAAT Bioinformatics Workflow for Protein Structure-Based Annotation of ADME Gene Variants. J Pers Med 2022; 12:jpm12020263. [PMID: 35207751 PMCID: PMC8875676 DOI: 10.3390/jpm12020263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Revised: 01/26/2022] [Accepted: 02/01/2022] [Indexed: 02/01/2023] Open
Abstract
Recent genomic studies have revealed the critical impact of genetic diversity within small population groups in determining the way individuals respond to drugs. One of the biggest challenges is to accurately predict the effect of single nucleotide variants and to get the relevant information that allows for a better functional interpretation of genetic data. Different conformational scenarios upon the changing in amino acid sequences of pharmacologically important proteins might impact their stability and plasticity, which in turn might alter the interaction with the drug. Current sequence-based annotation methods have limited power to access this type of information. Motivated by these calls, we have developed the Structural Workflow for Annotating ADME Targets (SWAAT) that allows for the prediction of the variant effect based on structural properties. SWAAT annotates a panel of 36 ADME genes including 22 out of the 23 clinically important members identified by the PharmVar consortium. The workflow consists of a set of Python codes of which the execution is managed within Nextflow to annotate coding variants based on 37 criteria. SWAAT also includes an auxiliary workflow allowing a versatile use for genes other than ADME members. Our tool also includes a machine learning random forest binary classifier that showed an accuracy of 73%. Moreover, SWAAT outperformed six commonly used sequence-based variant prediction tools (PROVEAN, SIFT, PolyPhen-2, CADD, MetaSVM, and FATHMM) in terms of sensitivity and has comparable specificity. SWAAT is available as an open-source tool.
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Impact of Variants in the ATIC and ARID5B Genes on Therapeutic Failure with Imatinib in Patients with Chronic Myeloid Leukemia. Genes (Basel) 2022; 13:genes13020330. [PMID: 35205374 PMCID: PMC8872593 DOI: 10.3390/genes13020330] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 12/24/2021] [Accepted: 01/04/2022] [Indexed: 02/04/2023] Open
Abstract
Chronic myeloid leukemia (CML) is a myeloproliferative neoplasm derived from the balanced reciprocal translocation of chromosomes 9 and 22 t (9q34 and 22q11), which leads to the formation of the Philadelphia chromosome and fusion of the BCR-ABL genes. The first-line treatment for CML is imatinib, a tyrosine kinase inhibitor that acts on the BCR-ABL protein. However, even though it is a target-specific drug, about 25% of patients do not respond to this treatment. The resistance mechanisms involved in this process have been investigated and studies have shown that germinal alterations can influence this mechanism. The aim of this work was to investigate 32 polymorphisms in 24 genes of carcinogenic pathway to verify the influence of these genetic variants on the response to treatment with imatinib. Our results demonstrated that individuals with the recessive GG genotype for the rs2372536 variant in the ATIC gene are approximately three times more likely to experience treatment failure with imatinib (p = 0.045, HR = 2.726, 95% CI = 0.9986–7.441), as well as individuals with the TT genotype for the rs10821936 variant in the ARID5B gene, who also have a higher risk for treatment failure with imatinib over time (p = 0.02, HR = 0.4053, IC 95% = 0.1802–0.911). In conclusion, we show that variants in the ATIC and ARIDB5 gene, never screened in previous studies, could potentially influence the therapeutic response to imatinib in patients treated for CML.
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Botton MR, Hentschke-Lopes M, Matte U. Frequency of DPYD gene variants and phenotype inference in a Southern Brazilian population. Ann Hum Genet 2021; 86:102-107. [PMID: 34897655 DOI: 10.1111/ahg.12453] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 11/16/2021] [Accepted: 11/17/2021] [Indexed: 11/28/2022]
Abstract
Fluoropyrimidines are chemotherapy drugs that may cause severe adverse events, and their metabolism occurs by dihydropyrimidine deydrogenase (DPD), coded by DPYD. Variants in the DPYD were associated to a greater risk of toxicity. Our aim was to determine the frequency of the most relevant DPYD alleles according to CPIC guidelines (DPYD*2A-rs3918290, DPYD*13-rs55886062, rs67376798, and HapB3-rs75017182) in a sample of 800 healthy Southern Brazilians. Frequencies for rs3918290, rs75017182, and rs67376798 were 0.25%, 1.06%, and 0.38%, respectively. No rs55886062 allele was detected. In total, 3.4% of individuals were classified as intermediate metabolizers. Frequencies for rs3918290, rs55886062, and rs67376798 were similar to those found in non-Finnish Europeans; however, rs75017182 was less frequent when compared to non-Finnish Europeans, but more frequent than in Africans and East Asians. rs3918290 and rs67376798 also presented higher frequency when compared to Africans. The Latino population was the only one that did not differ from our sample in any variant analyzed. The frequencies for all the other populations (non-Finnish European, African, South Asian, and East Asian) presented differences from our sample in at least one variant. rs115232898 was not analyzed in the present study. Cost-effective studies should be performed to evaluate the implementation of these tests in the clinical practice in the Southern Brazil.
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Affiliation(s)
- Mariana Rodrigues Botton
- Department of Genetics, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil.,Cells, Tissues and Genes Laboratory, Hospital de Clínicas de Porto Alegre, Porto Alegre, Rio Grande do Sul, Brazil
| | - Marina Hentschke-Lopes
- Cells, Tissues and Genes Laboratory, Hospital de Clínicas de Porto Alegre, Porto Alegre, Rio Grande do Sul, Brazil.,Post Graduation Program on Genetics and Molecular Biology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Ursula Matte
- Department of Genetics, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil.,Cells, Tissues and Genes Laboratory, Hospital de Clínicas de Porto Alegre, Porto Alegre, Rio Grande do Sul, Brazil.,Post Graduation Program on Genetics and Molecular Biology, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
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16
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Zhang T, Li Q, Dong B, Liang X, Jia M, Bai J, Yu J, Fu S. Genetic Polymorphism of Drug Metabolic Gene CYPs, VKORC1, NAT2, DPYD and CHST3 of Five Ethnic Minorities in Heilongjiang Province, Northeast China. Pharmgenomics Pers Med 2021; 14:1537-1547. [PMID: 34876832 PMCID: PMC8643223 DOI: 10.2147/pgpm.s339854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Accepted: 11/05/2021] [Indexed: 11/23/2022] Open
Abstract
Introduction Genetic variability in genes encoding drug-metabolizing enzymes may contribute to the heterogeneity of drug responses in different populations. Extensive research in pharmacogenomics in major populations around the world provides us with a great deal of information about drug-related genetic polymorphisms. Objective The purpose of this study was to detect the genetic variation of drug-metabolism-related genes in the five ethnic minorities Daur, Hezhen, Ewenki, Mongolian and Manchu in China, and to analyze the distribution differences among ethnic groups. Methods We genotyped 32 SNPs of drug metabolism genes in 882 healthy Chinese volunteers from five ethnic groups. The genotype frequency and allele frequency of the five ethnic groups were calculated, and the different variants among the five ethnic groups were compared by chi-square test. Genetic parameters were analyzed using Popgene software. The genetic structure of five ethnic minorities was analyzed by principal component analysis, and compared with 26 populations. Results We found that SNPs of genes related to drug metabolism existed diversity in different populations. Among them, rs8192766 and rs9419082 in CYP2E1 showed statistical differences between Daur and Manchu, and NAT2 rs1801280 showed statistical differences between Hezhen and Mongolian. In addition, the five populations we studied had the smallest differences with EAS populations. There was haplotype diversity in CHST3, VKORC1, CYP1A2 and CYP2E1 genes in the five ethnic minorities, and these haplotype polymorphisms were related to the use of corresponding drug doses. Cluster analysis shows that the five ethnic minorities in Heilongjiang Province are clustered together with the EAS populations. Conclusion These results suggest that understanding the diversity of drug-related genetic markers is critical for individualized drug gene therapy programs in ethnic minorities in China as well as in populations highly mixed with these ethnic groups.
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Affiliation(s)
- Tingting Zhang
- Laboratory of Medical Genetics, Harbin Medical University, Harbin, People's Republic of China.,Key Laboratory of Preservation of Human Genetic Resources and Disease Control in China (Harbin Medical University), Ministry of Education, Harbin, People's Republic of China
| | - Qiuyan Li
- Laboratory of Medical Genetics, Harbin Medical University, Harbin, People's Republic of China.,Key Laboratory of Preservation of Human Genetic Resources and Disease Control in China (Harbin Medical University), Ministry of Education, Harbin, People's Republic of China.,Editorial Department of International Journal of Genetics, Harbin Medical University, Harbin, People's Republic of China
| | - Bonan Dong
- Laboratory of Medical Genetics, Harbin Medical University, Harbin, People's Republic of China.,Key Laboratory of Preservation of Human Genetic Resources and Disease Control in China (Harbin Medical University), Ministry of Education, Harbin, People's Republic of China
| | - Xiao Liang
- Laboratory of Medical Genetics, Harbin Medical University, Harbin, People's Republic of China.,Key Laboratory of Preservation of Human Genetic Resources and Disease Control in China (Harbin Medical University), Ministry of Education, Harbin, People's Republic of China
| | - Mansha Jia
- Scientific Research Centre, The Second Affiliated Hospital of Harbin Medical University, Harbin, People's Republic of China
| | - Jing Bai
- Laboratory of Medical Genetics, Harbin Medical University, Harbin, People's Republic of China.,Key Laboratory of Preservation of Human Genetic Resources and Disease Control in China (Harbin Medical University), Ministry of Education, Harbin, People's Republic of China
| | - Jingcui Yu
- Key Laboratory of Preservation of Human Genetic Resources and Disease Control in China (Harbin Medical University), Ministry of Education, Harbin, People's Republic of China.,Scientific Research Centre, The Second Affiliated Hospital of Harbin Medical University, Harbin, People's Republic of China
| | - Songbin Fu
- Laboratory of Medical Genetics, Harbin Medical University, Harbin, People's Republic of China.,Key Laboratory of Preservation of Human Genetic Resources and Disease Control in China (Harbin Medical University), Ministry of Education, Harbin, People's Republic of China
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17
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Pharmacogenomics of thiopurines: distribution of TPMT and NUDT15 polymorphisms in the Brazilian Amazon. Pharmacogenet Genomics 2021; 30:184-189. [PMID: 32453263 DOI: 10.1097/fpc.0000000000000411] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Reduced function alleles in the TPMT and NUDT15 genes are risk factors for thiopurine toxicity. This study evaluated the influence of Native ancestry on the distribution of TPMT (rs1142345, rs1800460 and rs1800462) and NUDT15 (rs116855232) polymorphisms and compound metabolic phenotypes in 128 healthy males from the Brazilian Amazon. The average proportion of Native and European ancestry differed greatly and significantly between self-declared Amerindians and non-Amerindians, although extensive admixture in both groups was evident. Native ancestry was not significantly associated with the frequency distribution of the TPMT or NUDT15 polymorphisms investigated. The apparent discrepancy with our previous results for NUDT15 rs116855232 in the Ad Mixed American superpopulation of the 1000 Genomes Project is ascribed to the diversity of the Native populations of the Americas. Based on the inferred TPMT/NUDT15 compound metabolic phenotypes, the Clinical Pharmacogenetics Implementation Consortium recommendations for starting thiopurine therapy with reduced doses or to consider dose reduction applied respectively to 3-5% and to 12-20% of the study cohorts.
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Fernandes MR, Rodrigues JCG, Maroñas O, Latorre-Pellicer A, Cruz R, Guerreiro JF, Burbano RMR, de Assumpção PP, Ribeiro-Dos-Santos A, Dos Santos SEB, Carracedo A, Dos Santos NPC. Genetic Diversity of Drug-Related Genes in Native Americans of the Brazilian Amazon. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2021; 14:117-133. [PMID: 33519226 PMCID: PMC7837547 DOI: 10.2147/pgpm.s274741] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/30/2020] [Accepted: 10/23/2020] [Indexed: 12/25/2022]
Abstract
Introduction The genetic admixture of the Brazilian population has considerable relevance to the implementation of the principles of pharmacogenomics (PGx), as it may compromise the extrapolation of data obtained in more homogeneous world populations. Purpose This study aims to investigate a panel of 117 polymorphisms in 35 pharmacogenes, which contains label recommendations or clinical evidence by international drug regulatory agencies, in Amazonian Native American populations, and compare the results obtained with continental population data from the 1000 Genomes Project Consortium. Patients and Methods The study population is composed of 109 Native American individuals from three Brazilian Amazon groups. The genotyping of the PGx polymorphisms was performed by allelic discrimination using TaqMan® OpenArray Genotyping with a panel of 120 customized assays on the QuantStudio™ 12K Flex Real-Time PCR System. Results Statistical differences within the Native American populations were observed regarding both genotypes and phenotypes of some genes of the CYP family. The discriminant analysis of principal components (DAPCs) between the NAM group and the continental populations of the 1000 Genomes Project resulted in the clustering of the three Native American populations. Additionally, in general, the NAM group was determined to be closely situated between East Asia, America, and South Asia groups, which enabled us to infer a genetic similarity between these populations. The DAPC analysis further demonstrated that eight polymorphisms and six polymorphisms were more relevant in differentiating the NAM from the continental populations and the NAM populations among themselves, respectively. Conclusion Some investigated polymorphisms show differences among world populations, particularly with populations of European origin, for whom precision medicine protocols are primarily designed. The accumulated knowledge regarding these variations may assist in the design of specific protocols for Native American populations and populations admixed with them.
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Affiliation(s)
- Marianne Rodrigues Fernandes
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil.,Departamento de ensino e pesquisa, Hospital Ophir Loyola, Belém, Pará, Brazil
| | | | - Olalla Maroñas
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3), Universidade de Santiago de Compostela, Santiago de Compostela, España
| | - Ana Latorre-Pellicer
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3), Universidade de Santiago de Compostela, Santiago de Compostela, España.,Unidad de Genética Clínica y Genómica Funcional, Departamento de Farmacología-Fisiología, Escuela de Medicina, Universidad de Zaragoza, IIS-Aragón, E-50009 Zaragoza, España
| | - Raquel Cruz
- Centro de Investigación Biomédica en Enfermedades Raras (CIBERER), Grupo de Medicina Genómica, CIMUS, Universidad de Santiago de Compostela, Santiago de Compostela, España
| | - João Farias Guerreiro
- Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Rommel Mario Rodriguez Burbano
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil.,Departamento de ensino e pesquisa, Hospital Ophir Loyola, Belém, Pará, Brazil
| | | | - Andrea Ribeiro-Dos-Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil.,Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Sidney Emanuel Batista Dos Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil.,Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Angel Carracedo
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3), Universidade de Santiago de Compostela, Santiago de Compostela, España.,Centro de Investigación Biomédica en Enfermedades Raras (CIBERER), Grupo de Medicina Genómica, CIMUS, Universidad de Santiago de Compostela, Santiago de Compostela, España.,Fundación Pública de Medicina Xenómica, Instituto de Investigación Sanitaria de Santiago de Compostela (FIDIS), Universidade de Santiago de Compostela, Santiago de Compostela, España
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19
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Identification of Variants (rs11571707, rs144848, and rs11571769) in the BRCA2 Gene Associated with Hereditary Breast Cancer in Indigenous Populations of the Brazilian Amazon. Genes (Basel) 2021; 12:genes12020142. [PMID: 33499154 PMCID: PMC7911168 DOI: 10.3390/genes12020142] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Revised: 01/14/2021] [Accepted: 01/20/2021] [Indexed: 12/09/2022] Open
Abstract
Estimates show that 5–10% of breast cancer cases are hereditary, caused by genetic variants in autosomal dominant genes; of these, 16% are due to germline mutations in the BRCA1 and BRCA2 genes. The comprehension of the mutation profile of these genes in the Brazilian population, particularly in Amazonian Amerindian groups, is scarce. We investigated fifteen polymorphisms in the BRCA1 and BRCA2 genes in Amazonian Amerindians and compared the results with the findings of global populations publicly available in the 1000 Genomes Project database. Our study shows that three variants (rs11571769, rs144848, and rs11571707) of the BRCA2 gene, commonly associated with hereditary breast cancer, had a significantly higher allele frequency in the Amazonian Amerindian individuals in comparison with the African, American, European, and Asian groups analyzed. These data outline the singular genetic profiles of the indigenous population from the Brazilian Amazon region. The knowledge about BRCA1 and BRCA2 variants is critical to establish public policies for hereditary breast cancer screening in Amerindian groups and populations admixed with them, such as the Brazilian population.
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Khayat AS, de Assumpção PP, Meireles Khayat BC, Thomaz Araújo TM, Batista-Gomes JA, Imbiriba LC, Ishak G, de Assumpção PB, Moreira FC, Burbano RR, Ribeiro-dos-Santos A, Ribeiro-dos-Santos ÂK, dos Santos NPC, dos Santos SEB. ACE2 polymorphisms as potential players in COVID-19 outcome. PLoS One 2020; 15:e0243887. [PMID: 33370311 PMCID: PMC7769452 DOI: 10.1371/journal.pone.0243887] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 11/30/2020] [Indexed: 12/18/2022] Open
Abstract
The clinical condition COVID-19, caused by SARS-CoV-2, was declared a pandemic by the WHO in March 2020. Currently, there are more than 5 million cases worldwide, and the pandemic has increased exponentially in many countries, with different incidences and death rates among regions/ethnicities and, intriguingly, between sexes. In addition to the many factors that can influence these discrepancies, we suggest a biological aspect, the genetic variation at the viral S protein receptor in human cells, ACE2 (angiotensin I-converting enzyme 2), which may contribute to the worse clinical outcome in males and in some regions worldwide. We performed exomics analysis in native and admixed South American populations, and we also conducted in silico genomics databank investigations in populations from other continents. Interestingly, at least ten polymorphisms in coding, noncoding and regulatory sites were found that can shed light on this issue and offer a plausible biological explanation for these epidemiological differences. In conclusion, there are ACE2 polymorphisms that could influence epidemiological discrepancies observed among ancestry and, moreover, between sexes.
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Affiliation(s)
- André Salim Khayat
- Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
| | | | | | | | | | | | - Geraldo Ishak
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
| | | | | | - Rommel Rodriguez Burbano
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
- Laboratório de Biologia Molecular, Hospital Ophir Loyola, Belém, Pará, Brazil
| | | | - Ândrea Kelly Ribeiro-dos-Santos
- Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Ney Pereira Carneiro dos Santos
- Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Sidney Emmanuel Batista dos Santos
- Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
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21
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de Carvalho DC, Wanderley AV, Dos Santos AMR, Moreira FC, de Sá RBA, Fernandes MR, Modesto AAC, de Souza TP, Cohen-Paes A, Leitão LPC, Rodrigues JCG, da Silva ALDC, Guerreiro JF, Santos S, Khayat AS, de Assumpção PP, Dos Santos NPC. Characterization of pharmacogenetic markers related to Acute Lymphoblastic Leukemia toxicity in Amazonian native Americans population. Sci Rep 2020; 10:10292. [PMID: 32581388 PMCID: PMC7314857 DOI: 10.1038/s41598-020-67312-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Accepted: 06/05/2020] [Indexed: 02/06/2023] Open
Abstract
Acute Lymphoblastic Leukemia (ALL) is the most common cancer in children. Differences are found among ethnic groups in the results of the treatment of pediatric ALL. In general, children with a high level of native American ancestry tend to respond less positively to ALL treatments, which may be related to specific genomic variants found in native American groups. Despite the evidence, few data are available on the distribution of the pharmacogenomic variants relevant to the treatment of ALL in traditional Amerindian populations, such the those of the Amazon region. Given this, the present study investigated 27 molecular markers related to the treatment of ALL in Amerindians from Brazilian Amazonia and compared the frequencies with those recorded previously on five continents, that are available in the 1,000 Genomes database. The variation in the genotype frequencies among populations was evaluated using Fisher's exact test. The False Discovery Rate method was used to correct the results of the multiple analyses. Significant differences were found in the frequencies of the majority of markers between the Amerindian populations and those of other regions around the world. These findings highlight the unique genetic profile of the indigenous population of Brazilian Amazonia, which may reflect a distinct therapeutic profile for the treatment of ALL in these populations.
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Affiliation(s)
| | - Alayde Vieira Wanderley
- Oncology Research Nucleus, Universidade Federal Do Pará, Belém, PA, Brazil.,Departamento de Pediatria, Ophir Loyola Hospital, Belém, PA, Brazil
| | | | | | | | | | | | | | - Amanda Cohen-Paes
- Oncology Research Nucleus, Universidade Federal Do Pará, Belém, PA, Brazil
| | | | | | - Artur Luiz da Costa da Silva
- Genomics and Bioinformatics Laboratory, Instituto de Ciências Biológicas, Universidade Federal Do Pará, Belém, Brazil
| | - João Farias Guerreiro
- Human and Medical Genetics Laboratory, Instituto de Ciências Biológicas, Universidade Federal Do Pará, Belém, PA, Brazil
| | - Sidney Santos
- Oncology Research Nucleus, Universidade Federal Do Pará, Belém, PA, Brazil.,Human and Medical Genetics Laboratory, Instituto de Ciências Biológicas, Universidade Federal Do Pará, Belém, PA, Brazil
| | - André Salim Khayat
- Oncology Research Nucleus, Universidade Federal Do Pará, Belém, PA, Brazil
| | - Paulo Pimentel de Assumpção
- Oncology Research Nucleus, Universidade Federal Do Pará, Belém, PA, Brazil.,João de Barros Barreto University Hospital, Universidade Federal Do Pará, Belém, PA, Brazil
| | - Ney Pereira Carneiro Dos Santos
- Oncology Research Nucleus, Universidade Federal Do Pará, Belém, PA, Brazil. .,Human and Medical Genetics Laboratory, Instituto de Ciências Biológicas, Universidade Federal Do Pará, Belém, PA, Brazil. .,Hospital Universitário João de Barros Barreto - Núcleo de Pesquisa Em Oncologia, 2º Piso da Unidade de Alta Complexidade Em Oncologia. Av. Mundurucus, 4487, Guamá, Belém, PA, 66073-005, Brazil.
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22
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Suarez-Kurtz G, Kovaleski G, Elias ABR, Motta VLA, Wolch K, Emerenciano M, Mansur MB, Palladino AM, Accioly MT, Ferreira M, Gonçalves AA, de Melo AC. Implementation of a pharmacogenomic program in a Brazilian public institution. Pharmacogenomics 2020; 21:549-557. [DOI: 10.2217/pgs-2020-0016] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
This narrative review describes implementation, current status and perspectives of a pharmacogenomic (PGx) program at the Brazilian National Cancer Institute (INCA), targeting the cancer chemotherapeutic drugs – fluoropyrimidines, irinotecan and thiopurines. This initiative, designed as a research project, was supported by a grant from the Brazilian Ministry of Health. A dedicated task force developed standard operational procedures from recruitment of patients to creating PGx reports with dosing recommendations, which were successfully applied to test 100 gastrointestinal cancer INCA outpatients and 162 acute lymphoblastic leukemia pediatric patients from INCA and seven other hospitals. The program has been subsequently expanded to include gastrointestinal cancer patients from three additional cancer treatment centers. We anticipate implementation of routine pre-emptive PGx testing at INCA but acknowledge challenges associated with this transition, such as continuous financing support, availability of trained personnel, adoption of the PGx-informed prescription by the clinical staff and, ultimately, evidence of cost–effectiveness.
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Affiliation(s)
- Guilherme Suarez-Kurtz
- Divisão de Pesquisa Clínica e Desenvolvimento Tecnológico, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Giovana Kovaleski
- Divisão de Pesquisa Clínica e Desenvolvimento Tecnológico, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Anna BR Elias
- Divisão de Pesquisa Clínica e Desenvolvimento Tecnológico, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Vera LA Motta
- Divisão de Pesquisa Clínica e Desenvolvimento Tecnológico, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Karolyne Wolch
- Divisão de Pesquisa Clínica e Desenvolvimento Tecnológico, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Mariana Emerenciano
- Divisão de Pesquisa Clínica e Desenvolvimento Tecnológico, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Marcela B Mansur
- Divisão de Pesquisa Clínica e Desenvolvimento Tecnológico, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Alexandre M Palladino
- Serviço de Oncologia, Hospital do Câncer I, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Maria T Accioly
- Banco Nacional de Tumores, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Marcos Ferreira
- Serviço de Tecnológica da Informação, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Antonio A Gonçalves
- Serviço de Tecnológica da Informação, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
| | - Andréia C de Melo
- Divisão de Pesquisa Clínica e Desenvolvimento Tecnológico, Instituto Nacional de Câncer, Rio de Janeiro, 20231-050, Brazil
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Rodrigues JCG, de Souza TP, Pastana LF, Ribeiro dos Santos AM, Fernandes MR, Pinto P, Wanderley AV, de Souza SJ, Kroll JE, Pereira AL, Magalhães L, Mercês LRD, Vidal AF, Vinasco-Sandoval T, Cavalcante GC, Guerreiro JF, de Assumpção PP, Ribeiro-dos-Santos Â, Santos S, dos Santos NPC. Identification of NUDT15 gene variants in Amazonian Amerindians and admixed individuals from northern Brazil. PLoS One 2020; 15:e0231651. [PMID: 32294118 PMCID: PMC7159207 DOI: 10.1371/journal.pone.0231651] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2019] [Accepted: 03/27/2020] [Indexed: 12/19/2022] Open
Abstract
INTRODUCTION The nudix hydrolase 15 (NUDT15) gene acts in the metabolism of thiopurine, by catabolizing its active metabolite thioguanosine triphosphate into its inactivated form, thioguanosine monophosphate. The frequency of alternative NUDT15 alleles, in particular those that cause a drastic loss of gene function, varies widely among geographically distinct populations. In the general population of northern Brazilian, high toxicity rates (65%) have been recorded in patients treated with the standard protocol for acute lymphoblastic leukemia, which involves thiopurine-based drugs. The present study characterized the molecular profile of the coding region of the NUDT15 gene in two groups, non-admixed Amerindians and admixed individuals from the Amazon region of northern Brazil. METHODS The entire NUDT15 gene was sequenced in 64 Amerindians from 12 Amazonian groups and 82 admixed individuals from northern Brazil. The DNA was extracted using phenol-chloroform. The exome libraries were prepared using the Nextera Rapid Capture Exome (Illumina) and SureSelect Human All Exon V6 (Agilent) kits. The allelic variants were annotated in the ViVa® (Viewer of Variants) software. RESULTS Four NUDT15 variants were identified: rs374594155, rs1272632214, rs147390019, andrs116855232. The variants rs1272632214 and rs116855232 were in complete linkage disequilibrium, and were assigned to the NUDT15*2 genotype. These variants had high frequencies in both our study populations in comparison with other populations catalogued in the 1000 Genomes database. We also identified the NUDT15*4 haplotype in our study populations, at frequencies similar to those reported in other populations from around the world. CONCLUSION Our findings indicate that Amerindian and admixed populations from northern Brazil have high frequencies of the NUDT15 haplotypes that alter the metabolism profile of thiopurines.
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Affiliation(s)
| | | | | | | | | | - Pablo Pinto
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | | | - Sandro José de Souza
- Brain Institute, Universidade Federal do Rio Grande do Norte, Natal, Rio Grande do Norte, Brazil
| | - José Eduardo Kroll
- Brain Institute, Universidade Federal do Rio Grande do Norte, Natal, Rio Grande do Norte, Brazil
| | - Adenilson Leão Pereira
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Leandro Magalhães
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Laís Reis das Mercês
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Amanda Ferreira Vidal
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Tatiana Vinasco-Sandoval
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Giovanna Chaves Cavalcante
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | - João Farias Guerreiro
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | | | - Ândrea Ribeiro-dos-Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Sidney Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Ney Pereira Carneiro dos Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil
- Laboratório de Genética Humana e Médica, Instituto de Ciências Biológicas, Universidade Federal do Pará, Belém, Pará, Brazil
- * E-mail:
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