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An updated examination of the perception of barriers for pharmacogenomics implementation and the usefulness of drug/gene pairs in Latin America and the Caribbean

Pharmacogenomics (PGx) is considered an emergent field in developing countries. Research on PGx in the Latin American and the Caribbean (LAC) region remains scarce, with limited information in some populations. Thus, extrapolations are complicated, especially in mixed populations. In this paper, we...

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Autores principales: Salas-Hernández, Aimeé, Galleguillos, Macarena, Carrasco, Matías, López-Cortés, Andrés, Redal, María Ana, Fonseca-Mendoza, Dora, Esperón, Patricia, González-Martínez, Farith, Lares-Asseff, Ismael, Lazarowski, Alberto, Loera-Castañeda, Verónica, Remírez, Diadelis, Martínez, Matías F., Vargas, Rodrigo, Rios-Santos, Fabricio, Macho, Antonio, Cayún, Juan P., Perez, Germán R., Gutierrez, Carolina, Cerpa, Leslie C., Leiva, Tamara, Calfunao, Susan, Xajil, Lesly, Sandoval, Christopher, Suárez, Marcelo, Gonzalez, Ariana, Echeverría-Garcés, Gabriela, Sullón-Dextre, Luis, Cordero-García, Eugenia, Morales, Alexis R., Avendaño, Andrea, Sánchez, Enrique, Bastone, Laura C., Lara, Cesar, Zuluaga-Arias, Patricia, Soler, Ana María, Da Luz, Julio, Burgueño-Rodríguez, Gabriela, Vital, Marcelo, Reyes-Reyes, Elizabeth, Huaccha, Alexander, Ariza, Yeimy V., Tzul, Naomi, Rendón, Ana L., Serrano, Roberto, Acosta, Larissa, Motta-Pardo, Angelo, Beltrán-Angarita, Leonardo, Brand, Erika, Jiménez, Miguel A., Hidalgo-Lozada, Gladys Maribel, Romero-Prado, Marina M. J., Escobar-Castro, Karla, Umaña-Rivas, Mariel, Vivas, Juan D., Lagos, Paola, Martínez, Yineth Ballén, Quesada, Sharleth, Calfio, Camila, Arias, Maria L., Lavanderos, María A., Cáceres, Dante D., Salazar-Granara, Alberto, Varela, Nelson M., Quiñones, Luis A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10213898/
https://www.ncbi.nlm.nih.gov/pubmed/37251329
http://dx.doi.org/10.3389/fphar.2023.1175737
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author Salas-Hernández, Aimeé
Galleguillos, Macarena
Carrasco, Matías
López-Cortés, Andrés
Redal, María Ana
Fonseca-Mendoza, Dora
Esperón, Patricia
González-Martínez, Farith
Lares-Asseff, Ismael
Lazarowski, Alberto
Loera-Castañeda, Verónica
Remírez, Diadelis
Martínez, Matías F.
Vargas, Rodrigo
Rios-Santos, Fabricio
Macho, Antonio
Cayún, Juan P.
Perez, Germán R.
Gutierrez, Carolina
Cerpa, Leslie C.
Leiva, Tamara
Calfunao, Susan
Xajil, Lesly
Sandoval, Christopher
Suárez, Marcelo
Gonzalez, Ariana
Echeverría-Garcés, Gabriela
Sullón-Dextre, Luis
Cordero-García, Eugenia
Morales, Alexis R.
Avendaño, Andrea
Sánchez, Enrique
Bastone, Laura C.
Lara, Cesar
Zuluaga-Arias, Patricia
Soler, Ana María
Da Luz, Julio
Burgueño-Rodríguez, Gabriela
Vital, Marcelo
Reyes-Reyes, Elizabeth
Huaccha, Alexander
Ariza, Yeimy V.
Tzul, Naomi
Rendón, Ana L.
Serrano, Roberto
Acosta, Larissa
Motta-Pardo, Angelo
Beltrán-Angarita, Leonardo
Brand, Erika
Jiménez, Miguel A.
Hidalgo-Lozada, Gladys Maribel
Romero-Prado, Marina M. J.
Escobar-Castro, Karla
Umaña-Rivas, Mariel
Vivas, Juan D.
Lagos, Paola
Martínez, Yineth Ballén
Quesada, Sharleth
Calfio, Camila
Arias, Maria L.
Lavanderos, María A.
Cáceres, Dante D.
Salazar-Granara, Alberto
Varela, Nelson M.
Quiñones, Luis A.
author_facet Salas-Hernández, Aimeé
Galleguillos, Macarena
Carrasco, Matías
López-Cortés, Andrés
Redal, María Ana
Fonseca-Mendoza, Dora
Esperón, Patricia
González-Martínez, Farith
Lares-Asseff, Ismael
Lazarowski, Alberto
Loera-Castañeda, Verónica
Remírez, Diadelis
Martínez, Matías F.
Vargas, Rodrigo
Rios-Santos, Fabricio
Macho, Antonio
Cayún, Juan P.
Perez, Germán R.
Gutierrez, Carolina
Cerpa, Leslie C.
Leiva, Tamara
Calfunao, Susan
Xajil, Lesly
Sandoval, Christopher
Suárez, Marcelo
Gonzalez, Ariana
Echeverría-Garcés, Gabriela
Sullón-Dextre, Luis
Cordero-García, Eugenia
Morales, Alexis R.
Avendaño, Andrea
Sánchez, Enrique
Bastone, Laura C.
Lara, Cesar
Zuluaga-Arias, Patricia
Soler, Ana María
Da Luz, Julio
Burgueño-Rodríguez, Gabriela
Vital, Marcelo
Reyes-Reyes, Elizabeth
Huaccha, Alexander
Ariza, Yeimy V.
Tzul, Naomi
Rendón, Ana L.
Serrano, Roberto
Acosta, Larissa
Motta-Pardo, Angelo
Beltrán-Angarita, Leonardo
Brand, Erika
Jiménez, Miguel A.
Hidalgo-Lozada, Gladys Maribel
Romero-Prado, Marina M. J.
Escobar-Castro, Karla
Umaña-Rivas, Mariel
Vivas, Juan D.
Lagos, Paola
Martínez, Yineth Ballén
Quesada, Sharleth
Calfio, Camila
Arias, Maria L.
Lavanderos, María A.
Cáceres, Dante D.
Salazar-Granara, Alberto
Varela, Nelson M.
Quiñones, Luis A.
author_sort Salas-Hernández, Aimeé
collection PubMed
description Pharmacogenomics (PGx) is considered an emergent field in developing countries. Research on PGx in the Latin American and the Caribbean (LAC) region remains scarce, with limited information in some populations. Thus, extrapolations are complicated, especially in mixed populations. In this paper, we reviewed and analyzed pharmacogenomic knowledge among the LAC scientific and clinical community and examined barriers to clinical application. We performed a search for publications and clinical trials in the field worldwide and evaluated the contribution of LAC. Next, we conducted a regional structured survey that evaluated a list of 14 potential barriers to the clinical implementation of biomarkers based on their importance. In addition, a paired list of 54 genes/drugs was analyzed to determine an association between biomarkers and response to genomic medicine. This survey was compared to a previous survey performed in 2014 to assess progress in the region. The search results indicated that Latin American and Caribbean countries have contributed 3.44% of the total publications and 2.45% of the PGx-related clinical trials worldwide thus far. A total of 106 professionals from 17 countries answered the survey. Six major groups of barriers were identified. Despite the region’s continuous efforts in the last decade, the primary barrier to PGx implementation in LAC remains the same, the “need for guidelines, processes, and protocols for the clinical application of pharmacogenetics/pharmacogenomics”. Cost-effectiveness issues are considered critical factors in the region. Items related to the reluctance of clinicians are currently less relevant. Based on the survey results, the highest ranked (96%–99%) gene/drug pairs perceived as important were CYP2D6/tamoxifen, CYP3A5/tacrolimus, CYP2D6/opioids, DPYD/fluoropyrimidines, TMPT/thiopurines, CYP2D6/tricyclic antidepressants, CYP2C19/tricyclic antidepressants, NUDT15/thiopurines, CYP2B6/efavirenz, and CYP2C19/clopidogrel. In conclusion, although the global contribution of LAC countries remains low in the PGx field, a relevant improvement has been observed in the region. The perception of the usefulness of PGx tests in biomedical community has drastically changed, raising awareness among physicians, which suggests a promising future in the clinical applications of PGx in LAC.
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spelling pubmed-102138982023-05-27 An updated examination of the perception of barriers for pharmacogenomics implementation and the usefulness of drug/gene pairs in Latin America and the Caribbean Salas-Hernández, Aimeé Galleguillos, Macarena Carrasco, Matías López-Cortés, Andrés Redal, María Ana Fonseca-Mendoza, Dora Esperón, Patricia González-Martínez, Farith Lares-Asseff, Ismael Lazarowski, Alberto Loera-Castañeda, Verónica Remírez, Diadelis Martínez, Matías F. Vargas, Rodrigo Rios-Santos, Fabricio Macho, Antonio Cayún, Juan P. Perez, Germán R. Gutierrez, Carolina Cerpa, Leslie C. Leiva, Tamara Calfunao, Susan Xajil, Lesly Sandoval, Christopher Suárez, Marcelo Gonzalez, Ariana Echeverría-Garcés, Gabriela Sullón-Dextre, Luis Cordero-García, Eugenia Morales, Alexis R. Avendaño, Andrea Sánchez, Enrique Bastone, Laura C. Lara, Cesar Zuluaga-Arias, Patricia Soler, Ana María Da Luz, Julio Burgueño-Rodríguez, Gabriela Vital, Marcelo Reyes-Reyes, Elizabeth Huaccha, Alexander Ariza, Yeimy V. Tzul, Naomi Rendón, Ana L. Serrano, Roberto Acosta, Larissa Motta-Pardo, Angelo Beltrán-Angarita, Leonardo Brand, Erika Jiménez, Miguel A. Hidalgo-Lozada, Gladys Maribel Romero-Prado, Marina M. J. Escobar-Castro, Karla Umaña-Rivas, Mariel Vivas, Juan D. Lagos, Paola Martínez, Yineth Ballén Quesada, Sharleth Calfio, Camila Arias, Maria L. Lavanderos, María A. Cáceres, Dante D. Salazar-Granara, Alberto Varela, Nelson M. Quiñones, Luis A. Front Pharmacol Pharmacology Pharmacogenomics (PGx) is considered an emergent field in developing countries. Research on PGx in the Latin American and the Caribbean (LAC) region remains scarce, with limited information in some populations. Thus, extrapolations are complicated, especially in mixed populations. In this paper, we reviewed and analyzed pharmacogenomic knowledge among the LAC scientific and clinical community and examined barriers to clinical application. We performed a search for publications and clinical trials in the field worldwide and evaluated the contribution of LAC. Next, we conducted a regional structured survey that evaluated a list of 14 potential barriers to the clinical implementation of biomarkers based on their importance. In addition, a paired list of 54 genes/drugs was analyzed to determine an association between biomarkers and response to genomic medicine. This survey was compared to a previous survey performed in 2014 to assess progress in the region. The search results indicated that Latin American and Caribbean countries have contributed 3.44% of the total publications and 2.45% of the PGx-related clinical trials worldwide thus far. A total of 106 professionals from 17 countries answered the survey. Six major groups of barriers were identified. Despite the region’s continuous efforts in the last decade, the primary barrier to PGx implementation in LAC remains the same, the “need for guidelines, processes, and protocols for the clinical application of pharmacogenetics/pharmacogenomics”. Cost-effectiveness issues are considered critical factors in the region. Items related to the reluctance of clinicians are currently less relevant. Based on the survey results, the highest ranked (96%–99%) gene/drug pairs perceived as important were CYP2D6/tamoxifen, CYP3A5/tacrolimus, CYP2D6/opioids, DPYD/fluoropyrimidines, TMPT/thiopurines, CYP2D6/tricyclic antidepressants, CYP2C19/tricyclic antidepressants, NUDT15/thiopurines, CYP2B6/efavirenz, and CYP2C19/clopidogrel. In conclusion, although the global contribution of LAC countries remains low in the PGx field, a relevant improvement has been observed in the region. The perception of the usefulness of PGx tests in biomedical community has drastically changed, raising awareness among physicians, which suggests a promising future in the clinical applications of PGx in LAC. Frontiers Media S.A. 2023-05-11 /pmc/articles/PMC10213898/ /pubmed/37251329 http://dx.doi.org/10.3389/fphar.2023.1175737 Text en Copyright © 2023 Salas-Hernández, Galleguillos, Carrasco, López-Cortés, Redal, Fonseca-Mendoza, Esperón, González-Martínez, Lares-Asseff, Lazarowski, Loera-Castañeda, Remírez, Martínez, Vargas, Rios-Santos, Macho, Cayún, Perez, Gutierrez, Cerpa, Leiva, Calfunao, Xajil, Sandoval, Suárez, Gonzalez, Echeverría-Garcés, Sullón-Dextre, Cordero-García, Morales, Avendaño, Sánchez, Bastone, Lara, Zuluaga-Arias, Soler, Da Luz, Burgueño-Rodríguez, Vital, Reyes-Reyes, Huaccha, Ariza, Tzul, Rendón, Serrano, Acosta, Motta-Pardo, Beltrán-Angarita, Brand, Jiménez, Hidalgo-Lozada, Romero-Prado, Escobar-Castro, Umaña-Rivas, Vivas, Lagos, Martínez, Quesada, Calfio, Arias, Lavanderos, Cáceres, Salazar-Granara, Varela and Quiñones. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Pharmacology
Salas-Hernández, Aimeé
Galleguillos, Macarena
Carrasco, Matías
López-Cortés, Andrés
Redal, María Ana
Fonseca-Mendoza, Dora
Esperón, Patricia
González-Martínez, Farith
Lares-Asseff, Ismael
Lazarowski, Alberto
Loera-Castañeda, Verónica
Remírez, Diadelis
Martínez, Matías F.
Vargas, Rodrigo
Rios-Santos, Fabricio
Macho, Antonio
Cayún, Juan P.
Perez, Germán R.
Gutierrez, Carolina
Cerpa, Leslie C.
Leiva, Tamara
Calfunao, Susan
Xajil, Lesly
Sandoval, Christopher
Suárez, Marcelo
Gonzalez, Ariana
Echeverría-Garcés, Gabriela
Sullón-Dextre, Luis
Cordero-García, Eugenia
Morales, Alexis R.
Avendaño, Andrea
Sánchez, Enrique
Bastone, Laura C.
Lara, Cesar
Zuluaga-Arias, Patricia
Soler, Ana María
Da Luz, Julio
Burgueño-Rodríguez, Gabriela
Vital, Marcelo
Reyes-Reyes, Elizabeth
Huaccha, Alexander
Ariza, Yeimy V.
Tzul, Naomi
Rendón, Ana L.
Serrano, Roberto
Acosta, Larissa
Motta-Pardo, Angelo
Beltrán-Angarita, Leonardo
Brand, Erika
Jiménez, Miguel A.
Hidalgo-Lozada, Gladys Maribel
Romero-Prado, Marina M. J.
Escobar-Castro, Karla
Umaña-Rivas, Mariel
Vivas, Juan D.
Lagos, Paola
Martínez, Yineth Ballén
Quesada, Sharleth
Calfio, Camila
Arias, Maria L.
Lavanderos, María A.
Cáceres, Dante D.
Salazar-Granara, Alberto
Varela, Nelson M.
Quiñones, Luis A.
An updated examination of the perception of barriers for pharmacogenomics implementation and the usefulness of drug/gene pairs in Latin America and the Caribbean
title An updated examination of the perception of barriers for pharmacogenomics implementation and the usefulness of drug/gene pairs in Latin America and the Caribbean
title_full An updated examination of the perception of barriers for pharmacogenomics implementation and the usefulness of drug/gene pairs in Latin America and the Caribbean
title_fullStr An updated examination of the perception of barriers for pharmacogenomics implementation and the usefulness of drug/gene pairs in Latin America and the Caribbean
title_full_unstemmed An updated examination of the perception of barriers for pharmacogenomics implementation and the usefulness of drug/gene pairs in Latin America and the Caribbean
title_short An updated examination of the perception of barriers for pharmacogenomics implementation and the usefulness of drug/gene pairs in Latin America and the Caribbean
title_sort updated examination of the perception of barriers for pharmacogenomics implementation and the usefulness of drug/gene pairs in latin america and the caribbean
topic Pharmacology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10213898/
https://www.ncbi.nlm.nih.gov/pubmed/37251329
http://dx.doi.org/10.3389/fphar.2023.1175737
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AT salashernandezaimee updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT galleguillosmacarena updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT carrascomatias updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT lopezcortesandres updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT redalmariaana updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT fonsecamendozadora updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT esperonpatricia updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT gonzalezmartinezfarith updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT laresasseffismael updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT lazarowskialberto updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT loeracastanedaveronica updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT remirezdiadelis updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT martinezmatiasf updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT vargasrodrigo updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT riossantosfabricio updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT machoantonio updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT cayunjuanp updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT perezgermanr updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT gutierrezcarolina updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT cerpalesliec updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT leivatamara updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT calfunaosusan updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT xajillesly updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT sandovalchristopher updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT suarezmarcelo updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT gonzalezariana updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT echeverriagarcesgabriela updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT sullondextreluis updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT corderogarciaeugenia updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT moralesalexisr updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT avendanoandrea updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT sanchezenrique updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT bastonelaurac updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT laracesar updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT zuluagaariaspatricia updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT soleranamaria updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT daluzjulio updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT burguenorodriguezgabriela updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT vitalmarcelo updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT reyesreyeselizabeth updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT huacchaalexander updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT arizayeimyv updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT tzulnaomi updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT rendonanal updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT serranoroberto updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT acostalarissa updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT mottapardoangelo updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT beltranangaritaleonardo updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT branderika updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT jimenezmiguela updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT hidalgolozadagladysmaribel updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT romeropradomarinamj updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT escobarcastrokarla updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT umanarivasmariel updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT vivasjuand updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT lagospaola updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT martinezyinethballen updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT quesadasharleth updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT calfiocamila updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT ariasmarial updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT lavanderosmariaa updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT caceresdanted updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT salazargranaraalberto updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT varelanelsonm updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean
AT quinonesluisa updatedexaminationoftheperceptionofbarriersforpharmacogenomicsimplementationandtheusefulnessofdruggenepairsinlatinamericaandthecaribbean