<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="editorial" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1211712</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2023.1211712</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: Pharmacogenetics and pharmacogenomics in Latin America: ethnic variability, new insights in advances and perspectives: a RELIVAF-CYTED initiative, Volume II</article-title>
<alt-title alt-title-type="left-running-head">L&#xf3;pez-Cort&#xe9;s et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2023.1211712">10.3389/fphar.2023.1211712</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>L&#xf3;pez-Cort&#xe9;s</surname>
<given-names>Andr&#xe9;s</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/753865/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Esper&#xf3;n</surname>
<given-names>Patricia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/743255/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mart&#xed;nez</surname>
<given-names>Mat&#xed;as F.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/763957/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Redal</surname>
<given-names>Mar&#xed;a A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1029293/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lazarowski</surname>
<given-names>Alberto</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/119903/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Varela</surname>
<given-names>Nelson M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/70891/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lares-Asseff</surname>
<given-names>Ismael</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/175389/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Qui&#xf1;ones</surname>
<given-names>Luis A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/31968/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Cancer Research Group (CRG)</institution>, <institution>Faculty of Medicine</institution>, <institution>Universidad de Las Am&#xe9;ricas</institution>, <addr-line>Quito</addr-line>, <country>Ecuador</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Latin American Network for the Implementation and Validation of Clinical Pharmacogenomics Guidelines (RELIVAF-CYTED)</institution>, <addr-line>Santiago</addr-line>, <country>Chile</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Molecular Genetics Laboratory</institution>, <institution>Clinical Biochemistry Department</institution>, <institution>School of Chemistry</institution>, <institution>Universidad de la Rep&#xfa;blica</institution>, <addr-line>Montevideo</addr-line>, <country>Uruguay</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Laboratory of Chemical Carcinogenesis and Pharmacogenetics</institution>, <institution>Department of Basic-Clinical Oncology (DOBC)</institution>, <institution>Faculty of Medicine</institution>, <institution>University of Chile</institution>, <addr-line>Santiago</addr-line>, <country>Chile</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Pharmaceutical Science and Technology</institution>, <institution>Faculty of Chemical and Pharmaceutical Sciences</institution>, <institution>University of Chile</institution>, <addr-line>Santiago</addr-line>, <country>Chile</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Genetic Division</institution>, <institution>Department of Medicine</institution>, <institution>Faculty of Medicine</institution>, <institution>Hospital de Cl&#xed;nicas Jos&#xe9; de San Mart&#xed;n</institution>, <institution>Buenos Aires University</institution>, <addr-line>Buenos Aires</addr-line>, <country>Argentina</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Clinical Biochemistry Department</institution>, <institution>Faculty of Pharmacy and Biochemistry</institution>, <institution>Institute for Research in Physiopathology and Clinical Biochemistry (INFIBIOC)</institution>, <institution>Hospital de Cl&#xed;nicas Jos&#xe9; de San Mart&#xed;n</institution>, <institution>University of Buenos Aires</institution>, <addr-line>Buenos Aires</addr-line>, <country>Argentina</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Academy of Genomics and Laboratory of Pharmacogenomics and Molecular Biomedicine</institution>, <institution>Instituto Polit&#xe9;cnico Nacional</institution>, <institution>CIIDIR-Unidad Durango</institution>, <addr-line>Durango</addr-line>, <country>Mexico</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited and reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/30771/overview">Jos&#xe9; A. G. Ag&#xfa;ndez</ext-link>, University of Extremadura, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Luis A. Qui&#xf1;ones, <email>lquinone@uchile.cl</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1211712</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 L&#xf3;pez-Cort&#xe9;s, Esper&#xf3;n, Mart&#xed;nez, Redal, Lazarowski, Varela, Lares-Asseff and Qui&#xf1;ones.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>L&#xf3;pez-Cort&#xe9;s, Esper&#xf3;n, Mart&#xed;nez, Redal, Lazarowski, Varela, Lares-Asseff and Qui&#xf1;ones</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>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.</p>
</license>
</permissions>
<related-article id="RA1" related-article-type="commentary-article" journal-id="Front. Pharmacol." xlink:href="https://www.frontiersin.org/researchtopic/36099" ext-link-type="uri">Editorial on the Research Topic <article-title>Pharmacogenetics and pharmacogenomics in Latin America: ethnic variability, new insights in advances and perspectives: a RELIVAF-CYTED initiative, Volume II</article-title>
</related-article>
<kwd-group>
<kwd>pharmacogenetics</kwd>
<kwd>Latin America and the Caribbean</kwd>
<kwd>clinical guidelines</kwd>
<kwd>pharmacogenomics</kwd>
<kwd>drugs</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Pharmacogenetics and Pharmacogenomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<p>Pharmacogenetics and pharmacogenomics (PGx) have revolutionized our understanding of the relationship between genes and drug response, leading to improved therapeutic regimens in terms of efficacy and safety (<xref ref-type="bibr" rid="B3">Pirmohamed, 2023</xref>; <xref ref-type="bibr" rid="B6">Sadee et al., 2023</xref>). Although international efforts have developed clinical guidelines for daily practice, most research originates from the United States and Europe, often excluding or generalizing the Latin American population (<xref ref-type="bibr" rid="B1">Barbarino et al., 2018</xref>; <xref ref-type="bibr" rid="B5">Relling et al., 2020</xref>). Recently, scientific societies have aimed to close this gap, but Latin America faces unique challenges, such as its vast genetic diversity, with distinct frequencies or polymorphisms compared to other regions (<xref ref-type="bibr" rid="B2">Karczewski et al., 2020</xref>). Moreover, there is a lack of high-quality, population-focused research on gene-drug response relationships and knowledge of frequency data in the region. These factors collectively impede the implementation of PGx in clinical practice throughout Latin America.</p>
<p>In this context, this Research Topic includes four scientific articles related to: a reliable and clinically useful method for estimating tacrolimus exposure in Chilean pediatric kidney transplant recipients using a limited-sampling strategy; the discovery of pharmacogenomic profiles for anesthesia drugs in Colombians, emphasizing the importance of next-generation sequencing data in personalized medicine; a genome-wide data integration approach to prioritize drug targets for protozoan parasites responsible for global diseases, validating known candidates and uncovering new potential target; and an overview of pharmacogenomic progress in Latin America and the Caribbean (LAC), identifying barriers to clinical implementation and highlighting the region&#x2019;s growing awareness and potential for future clinical applications.</p>
<p>Firstly, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2023.1044050/full">Galvez et al.</ext-link> investigated the effectiveness of limited-sampling strategies (LSS) for estimating the area under the curve (AUC) and CYP3A5 genotype in Chilean pediatric kidney transplant recipients who were using extended-release tacrolimus (TAC), an immunosuppressive drug mainly metabolized by CYP3A5 and monitored by trough levels (C<sub>0</sub>). However, this method is not very reliable. The study compared daily TAC dose and AUC<sub>(0-24)</sub> normalized by dose between CYP3A5 expressors and non-expressors and found significant differences (1701.9 vs. 2718.1&#xa0;ng&#x2a;h/mL/mg/kg, <italic>p</italic> &#x3c; 0.05). The model that included C<sub>0</sub>, C<sub>1</sub>, and C<sub>4</sub> showed the best performance in predicting LSS-AUC<sub>(0-24)</sub> with an r<sup>2</sup> of 0.8765 and the lowest precision error (7.1% &#xb1; 6.4%). The study concludes that using three time-points for estimating LSS-AUC<sub>(0-24)</sub> is a clinically useful and advisable option for pediatric kidney transplant recipients using extended-release TAC.</p>
<p>Secondly, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2023.1047854/full">Parada-M&#xe1;rquez et al.</ext-link> provided insight into the impact of genetic variability on adverse drug reactions (ADRs) in response to common anesthesia drugs in the Colombian population. The study included 625 healthy Colombian individuals and focused on 14 genes related to the metabolism of analgesic and anesthetic drugs. Whole-exome sequencing (WES) was used to identify rare and common variants, which were then assessed for their functional impact using an optimized prediction framework (OPF). The researchers identified 148 molecular variants potentially related to variability in the therapeutic response, with 83.1% being rare and novel missense variants classified as pathogenic, 5.4% loss-of-function (LoF), 2.7% causing potential splicing alterations, and 8.8% being actionable or informative pharmacogenetic variants. The study revealed a unique pharmacogenomic profile for anesthesia drugs in the Colombian population, emphasizing the importance of incorporating next-generation sequencing data in pharmacogenomic approaches and personalized medicine.</p>
<p>Thirdly, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2023.1136321/full">Rivara-Espasand&#xed;n et al.</ext-link> concentrated on devising innovative control strategies for <italic>Trypanosoma cruzi</italic>, <italic>Trypanosoma brucei</italic>, and <italic>Leishmania</italic> species (TriTryps), a collection of protozoan parasites responsible for diseases that impact millions of people globally. Current treatments offer limited effectiveness and come with severe side effects. The researchers employed a comprehensive genome-wide data integration method that encompassed genomic, transcriptomic, metabolic, and protein structural information to prioritize drug targets. The subsequent ranked list features shared proteins with diverse biological functions, essential for the parasites&#x2019; survival or growth, oxidative stress-related enzymes, virulence factors, and proteins unique to these parasites. This methodology validates previously reported candidates and unveils new potential targets for drug discovery.</p>
<p>Finally, <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphar.2023.1175737/abstract">Salas-Hern&#xe1;ndez et al.</ext-link> reviewed and analyzed pharmacogenomic knowledge within the Latin American and the Caribbean scientific and clinical communities, examining potential barriers to the clinical implementation. Additionally, they analyzed a paired list of 54 genes/drugs associations to determine relationships between biomarkers and responses to genomic medicine. The regional structured survey was compared to a previous survey conducted in 2014 to assess progress in the region (<xref ref-type="bibr" rid="B4">Quinones et al., 2014</xref>). The results indicated that LAC countries have contributed 3.44% of total publications and 2.45% of the PGx-related clinical trials worldwide thus far. Despite continuous effort in the region over the last decade, six major groups of barriers were identified, with the most relevant being the &#x201c;need for guidelines, processes, and protocols for the clinical application of pharmacogenetics/pharmacogenomics.&#x201d; 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 significant improvement has been observed in the region. The perception of the usefulness of PGx tests in the biomedical community has drastically changed, raising awareness among physicians and suggesting a promising future for clinical applications of PGx in LAC.</p>
</body>
<back>
<sec id="s1">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication. All authors contributed to the article and approved the submitted version.</p>
</sec>
<ack>
<p>We would like to thank all the authors for their contribution to this topic, to the Latin American Society for Pharmacogenomics and Personalized Medicine (SOLFAGEM) and CYTED by sponsoring this article.</p>
</ack>
<sec sec-type="COI-statement" id="s2">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s3">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barbarino</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Whirl-Carrillo</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Altman</surname>
<given-names>R. B.</given-names>
</name>
<name>
<surname>Klein</surname>
<given-names>T. E.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>PharmGKB: A worldwide resource for pharmacogenomic information</article-title>. <source>Wiley Interdiscip. Rev. Syst. Biol. Med.</source> <volume>10</volume>, <fpage>e1417</fpage>. <pub-id pub-id-type="doi">10.1002/wsbm.1417</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Karczewski</surname>
<given-names>K. J.</given-names>
</name>
<name>
<surname>Francioli</surname>
<given-names>L. C.</given-names>
</name>
<name>
<surname>Tiao</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Cummings</surname>
<given-names>B. B.</given-names>
</name>
<name>
<surname>Alf&#xf6;ldi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Q.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>The mutational constraint spectrum quantified from variation in 141,456 humans</article-title>. <source>Nature</source> <volume>581</volume>, <fpage>434</fpage>&#x2013;<lpage>443</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-020-2308-7</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pirmohamed</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Pharmacogenomics: Current status and future perspectives</article-title>. <source>Nat. Rev. Genet</source>. <pub-id pub-id-type="doi">10.1038/s41576-022-00572-8</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Quinones</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Lavanderos</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Cayun</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Garcia-Martin</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Agundez</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Caceres</surname>
<given-names>D. D.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Perception of the usefulness of drug/gene pairs and barriers for pharmacogenomics in Latin America</article-title>. <source>Curr. Drug Metab.</source> <volume>15</volume>, <fpage>202</fpage>&#x2013;<lpage>208</lpage>. <pub-id pub-id-type="doi">10.2174/1389200215666140202220753</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Relling</surname>
<given-names>M. V.</given-names>
</name>
<name>
<surname>Klein</surname>
<given-names>T. E.</given-names>
</name>
<name>
<surname>Gammal</surname>
<given-names>R. S.</given-names>
</name>
<name>
<surname>Whirl-Carrillo</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hoffman</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Caudle</surname>
<given-names>K. E.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>The clinical pharmacogenetics implementation consortium: 10 years later</article-title>. <source>Clin. Pharmacol. Ther.</source> <volume>107</volume>, <fpage>171</fpage>&#x2013;<lpage>175</lpage>. <pub-id pub-id-type="doi">10.1002/cpt.1651</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sadee</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Hartmann</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Toland</surname>
<given-names>A. E.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Pharmacogenomics: Driving personalized medicine</article-title>. <source>Pharmacol. Rev</source>. <pub-id pub-id-type="doi">10.1124/pharmrev.122.000810</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>