Pub Date : 2026-03-20DOI: 10.1097/FPC.0000000000000597
Shengyin Zeng, Yaxin Li, Yucong Zhang, Yueqi Lu, Lei Ruan, Cuntai Zhang, Jianguo Zhang, Bangwei Chen, Tao Li
Purpose: Valsartan, an angiotensin II receptor blocker, is widely used for hypertension and heart failure. While its cardiovascular benefits are established, its broader pharmacological effects remain incompletely characterized. This study aimed to identify genetic variants associated with valsartan use and to systematically explore its potential effects and adverse events across a wide range of phenotypes.
Methods: Using UK Biobank data, we selected participants of European ancestry prescribed valsartan as cases, compared with controls not prescribed any ARBs. A genome-wide association study (GWAS) was conducted to identify suggestive genetic variants associated with valsartan use. These variants were then used as instruments in a phenome-wide association study (PheWAS) to screen for associated traits. Mendelian randomization analyses, including inverse-variance weighted and pleiotropy-robust methods, were employed to assess potential causal relationships.
Results: The GWAS identified 19 suggestive single nucleotide polymorphisms (P < 1 × 10-5) near genes, including PREP, GCLC, and ZNF133. The PheWAS analysis revealed associations with 14 phenotypes, including lower levels of total cholesterol (β = -0.59) and low-density lipoprotein cholesterol (LDL-C) (β = -0.56), and increased risk of cough (odds ratio = 1.67). Mendelian randomization provided genetic evidence consistent with potential causal effects of valsartan in lowering LDL-C (β = -2.34 × 10-3) and reducing the risk of transient cerebral ischemic attack.
Conclusion: Our genetic-based study suggests valsartan use may be associated with lowered LDL-C and reduced risks of certain ischemic cardiovascular events. These findings generate novel hypotheses regarding the drug's pleiotropic effects and potential applications beyond hypertension management, which warrant further clinical investigation.
{"title":"The potential effect and pathway of valsartan: genome-wide and phenome-wide association study from UK Biobank data.","authors":"Shengyin Zeng, Yaxin Li, Yucong Zhang, Yueqi Lu, Lei Ruan, Cuntai Zhang, Jianguo Zhang, Bangwei Chen, Tao Li","doi":"10.1097/FPC.0000000000000597","DOIUrl":"https://doi.org/10.1097/FPC.0000000000000597","url":null,"abstract":"<p><strong>Purpose: </strong>Valsartan, an angiotensin II receptor blocker, is widely used for hypertension and heart failure. While its cardiovascular benefits are established, its broader pharmacological effects remain incompletely characterized. This study aimed to identify genetic variants associated with valsartan use and to systematically explore its potential effects and adverse events across a wide range of phenotypes.</p><p><strong>Methods: </strong>Using UK Biobank data, we selected participants of European ancestry prescribed valsartan as cases, compared with controls not prescribed any ARBs. A genome-wide association study (GWAS) was conducted to identify suggestive genetic variants associated with valsartan use. These variants were then used as instruments in a phenome-wide association study (PheWAS) to screen for associated traits. Mendelian randomization analyses, including inverse-variance weighted and pleiotropy-robust methods, were employed to assess potential causal relationships.</p><p><strong>Results: </strong>The GWAS identified 19 suggestive single nucleotide polymorphisms (P < 1 × 10-5) near genes, including PREP, GCLC, and ZNF133. The PheWAS analysis revealed associations with 14 phenotypes, including lower levels of total cholesterol (β = -0.59) and low-density lipoprotein cholesterol (LDL-C) (β = -0.56), and increased risk of cough (odds ratio = 1.67). Mendelian randomization provided genetic evidence consistent with potential causal effects of valsartan in lowering LDL-C (β = -2.34 × 10-3) and reducing the risk of transient cerebral ischemic attack.</p><p><strong>Conclusion: </strong>Our genetic-based study suggests valsartan use may be associated with lowered LDL-C and reduced risks of certain ischemic cardiovascular events. These findings generate novel hypotheses regarding the drug's pleiotropic effects and potential applications beyond hypertension management, which warrant further clinical investigation.</p>","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":""},"PeriodicalIF":1.7,"publicationDate":"2026-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147491500","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-17DOI: 10.1097/FPC.0000000000000598
Xiaohong Wu, Yumei Cai, Yonglong Su, Xianni Wei, Tingting Nan, Xiaoyun Ye, Siheng Lian, Jinbao Wei
Objective: To investigate the distribution of the apolipoprotein E (ApoE) and solute carrier organic anion transporter family member 1B1 (SLCO1B1) polymorphisms in dyslipidemia patients and their impact on statin efficacy and safety.
Methods: A retrospective analysis was conducted on dyslipidemic inpatients (April 2024-March 2025) who received statin therapy and genetic testing for SLCO1B1 (rs4149056) and ApoE (rs429358 and rs7412), to analyze the association of genotypes with lipid levels and safety indicators.
Results: The final analysis included 238 hospitalized patients with dyslipidemia (156 males and 82 females) who met the inclusion criteria. The study population had a mean age of 60.61 ± 0.91 years (mean ± SEM). The allele frequencies for both ApoE and SLCO1B1 polymorphisms were in Hardy-Weinberg equilibrium (P > 0.05). Analysis of statin efficacy revealed a significant association between ApoE genotype and atorvastatin response: E3 carriers demonstrated higher low-density lipoprotein cholesterol levels posttreatment compared to E2 carriers (2.85 ± 1.00 mmol/l vs. 2.28 ± 0.96 mmol/l, P = 0.026). However, no such association was found in patients administered rosuvastatin. For safety outcomes, comparisons of creatine kinase and alanine aminotransferase levels between carriers of the SLCO1B1 TC and TT genotypes showed no statistically significant differences.
Conclusion: APOE polymorphisms influence statin efficacy. The E2 genotype is associated with better atorvastatin efficacy in lipid management. At low-to-moderate doses, the SLCO1B1 TC genotype did not increase safety risk, supporting its clinical safety.
目的:探讨载脂蛋白E (ApoE)和溶质载体有机阴离子转运蛋白家族成员1B1 (SLCO1B1)多态性在血脂异常患者中的分布及其对他汀类药物疗效和安全性的影响。方法:回顾性分析住院患者(2024年4月- 2025年3月)接受他汀类药物治疗并进行SLCO1B1 (rs4149056)和ApoE (rs429358和rs7412)基因检测的血脂异常患者,分析基因型与血脂水平及安全性指标的相关性。结果:最终分析纳入238例符合纳入标准的血脂异常住院患者(男性156例,女性82例)。研究人群的平均年龄为60.61±0.91岁(平均±SEM)。ApoE和SLCO1B1多态性等位基因频率均处于Hardy-Weinberg平衡(P < 0.05)。他汀类药物疗效分析显示ApoE基因型与阿托伐他汀疗效之间存在显著相关性:E3携带者治疗后低密度脂蛋白胆固醇水平高于E2携带者(2.85±1.00 mmol/l vs. 2.28±0.96 mmol/l, P = 0.026)。然而,在服用瑞舒伐他汀的患者中没有发现这种关联。对于安全性结果,比较SLCO1B1 TC和TT基因型携带者之间的肌酸激酶和丙氨酸转氨酶水平无统计学差异。结论:APOE多态性影响他汀类药物的疗效。E2基因型与阿托伐他汀在血脂管理方面的更好疗效相关。在低至中等剂量下,SLCO1B1 TC基因型没有增加安全风险,支持其临床安全性。
{"title":"Effects of apolipoprotein E and solute carrier organic anion transporter family member 1B1 gene polymorphisms on statin efficacy and safety in dyslipidemic patients.","authors":"Xiaohong Wu, Yumei Cai, Yonglong Su, Xianni Wei, Tingting Nan, Xiaoyun Ye, Siheng Lian, Jinbao Wei","doi":"10.1097/FPC.0000000000000598","DOIUrl":"https://doi.org/10.1097/FPC.0000000000000598","url":null,"abstract":"<p><strong>Objective: </strong>To investigate the distribution of the apolipoprotein E (ApoE) and solute carrier organic anion transporter family member 1B1 (SLCO1B1) polymorphisms in dyslipidemia patients and their impact on statin efficacy and safety.</p><p><strong>Methods: </strong>A retrospective analysis was conducted on dyslipidemic inpatients (April 2024-March 2025) who received statin therapy and genetic testing for SLCO1B1 (rs4149056) and ApoE (rs429358 and rs7412), to analyze the association of genotypes with lipid levels and safety indicators.</p><p><strong>Results: </strong>The final analysis included 238 hospitalized patients with dyslipidemia (156 males and 82 females) who met the inclusion criteria. The study population had a mean age of 60.61 ± 0.91 years (mean ± SEM). The allele frequencies for both ApoE and SLCO1B1 polymorphisms were in Hardy-Weinberg equilibrium (P > 0.05). Analysis of statin efficacy revealed a significant association between ApoE genotype and atorvastatin response: E3 carriers demonstrated higher low-density lipoprotein cholesterol levels posttreatment compared to E2 carriers (2.85 ± 1.00 mmol/l vs. 2.28 ± 0.96 mmol/l, P = 0.026). However, no such association was found in patients administered rosuvastatin. For safety outcomes, comparisons of creatine kinase and alanine aminotransferase levels between carriers of the SLCO1B1 TC and TT genotypes showed no statistically significant differences.</p><p><strong>Conclusion: </strong>APOE polymorphisms influence statin efficacy. The E2 genotype is associated with better atorvastatin efficacy in lipid management. At low-to-moderate doses, the SLCO1B1 TC genotype did not increase safety risk, supporting its clinical safety.</p>","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":""},"PeriodicalIF":1.7,"publicationDate":"2026-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147491498","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-01Epub Date: 2025-11-05DOI: 10.1097/FPC.0000000000000561
Eid Alatwi, Ahsan F Bairam
Background: Dehydroepiandrosterone (DHEA) is considered an endogenous steroid hormone precursor, and 17-ß estradiol (E2) is one of the estrogen steroid hormones. Of the 13 known human cytosolic sulfotransferases (SULTs), SULT2B1a has been shown to be expressed in steroid hormone-responsive tissues such as the prostate, ovary, and placenta, as well as the fetal brain. Previous studies have demonstrated that SULT2B1a is capable of sulfating 3β-hydroxysteroids such as DHEA and pregnenolone. The present study aimed to investigate the effects of human SULT2B1 single-nucleotide polymorphisms (SNPs) on the enzymatic characteristics of SULT2B1a allozymes in mediating the sulfation of DHEA and E2.
Methods: To inspect the effects of SNPs of the SULT2B1 gene on the sulfation of DHEA and E2 by SULT2B1a allozymes, 13 recombinant SULT2B1a allozymes were produced, expressed, and purified using established procedures. Thirteen SULT 2B1a nonsynonymous missense coding SNPs (cSNPs) were selected among numerous identified human SULT 2B1a SNPs by a comprehensive database search. The corresponding cDNAs, packaged in pGEX-2TK expression vector, and encoding the selected 13 SULT2B1a allozymes, have been generated by performing site-directed mutagenesis. These were then bacterially expressed in BL21 E. coli cells and purified using glutathione-Sepharose affinity chromatography. The purified allozymes were tested for their ability to sulfonate DHEA and E2.
Results: In terms of the kinetic parameters, the wild-type SULT2B1a exhibited higher enzyme affinity toward DHEA than with E2. In comparison with the wild-type SULT2B1a, the purified allozymes displayed differential sulfating activities toward DHEA and E2.
Conclusion: Accordingly, these findings indicate an apparent effect of SULT2B1 cSNPs on the sulfating activities of SULT2B1a allozymes toward DHEA and E2, and may provide for a better understanding of the pharmacokinetics of DHEA and E2 in individuals with differing SULT2B1a genotypes.
{"title":"Impact of genetic polymorphisms on the sulfation of dehydroepiandrosterone and 17-β estradiol by human cytosolic sulfotransferase SULT2B1a.","authors":"Eid Alatwi, Ahsan F Bairam","doi":"10.1097/FPC.0000000000000561","DOIUrl":"10.1097/FPC.0000000000000561","url":null,"abstract":"<p><strong>Background: </strong>Dehydroepiandrosterone (DHEA) is considered an endogenous steroid hormone precursor, and 17-ß estradiol (E2) is one of the estrogen steroid hormones. Of the 13 known human cytosolic sulfotransferases (SULTs), SULT2B1a has been shown to be expressed in steroid hormone-responsive tissues such as the prostate, ovary, and placenta, as well as the fetal brain. Previous studies have demonstrated that SULT2B1a is capable of sulfating 3β-hydroxysteroids such as DHEA and pregnenolone. The present study aimed to investigate the effects of human SULT2B1 single-nucleotide polymorphisms (SNPs) on the enzymatic characteristics of SULT2B1a allozymes in mediating the sulfation of DHEA and E2.</p><p><strong>Methods: </strong>To inspect the effects of SNPs of the SULT2B1 gene on the sulfation of DHEA and E2 by SULT2B1a allozymes, 13 recombinant SULT2B1a allozymes were produced, expressed, and purified using established procedures. Thirteen SULT 2B1a nonsynonymous missense coding SNPs (cSNPs) were selected among numerous identified human SULT 2B1a SNPs by a comprehensive database search. The corresponding cDNAs, packaged in pGEX-2TK expression vector, and encoding the selected 13 SULT2B1a allozymes, have been generated by performing site-directed mutagenesis. These were then bacterially expressed in BL21 E. coli cells and purified using glutathione-Sepharose affinity chromatography. The purified allozymes were tested for their ability to sulfonate DHEA and E2.</p><p><strong>Results: </strong>In terms of the kinetic parameters, the wild-type SULT2B1a exhibited higher enzyme affinity toward DHEA than with E2. In comparison with the wild-type SULT2B1a, the purified allozymes displayed differential sulfating activities toward DHEA and E2.</p><p><strong>Conclusion: </strong>Accordingly, these findings indicate an apparent effect of SULT2B1 cSNPs on the sulfating activities of SULT2B1a allozymes toward DHEA and E2, and may provide for a better understanding of the pharmacokinetics of DHEA and E2 in individuals with differing SULT2B1a genotypes.</p>","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":"48-55"},"PeriodicalIF":1.7,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12846738/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145452691","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-01Epub Date: 2025-12-16DOI: 10.1097/FPC.0000000000000581
Sony Tuteja, J Kevin Hicks, Larisa H Cavallari, Nihal El Rouby, D Max Smith, Jai N Patel, Daniel L Hertz
{"title":"Leveraging implementation science to enhance the adoption of DPYD testing.","authors":"Sony Tuteja, J Kevin Hicks, Larisa H Cavallari, Nihal El Rouby, D Max Smith, Jai N Patel, Daniel L Hertz","doi":"10.1097/FPC.0000000000000581","DOIUrl":"10.1097/FPC.0000000000000581","url":null,"abstract":"","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":"80-82"},"PeriodicalIF":1.7,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145757163","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Objective: The pathogenic mechanisms of antituberculosis drug-induced liver injury (AT-DILI) remain unclear. Isoniazid and rifampicin may lead to hepatic accumulation of protoporphyrin IX in which heme synthesis ferrochelatase (FECH), a key rate-limiting enzyme, potentially plays an important role. This study aimed to investigate the combined effects of FECH gene polymorphisms and promoter methylation on AT-DILI risk in the Eastern Chinese population.
Methods: A 1 : 1 matched case-control study was conducted, detecting one CpG island in the FECH promoter and four single-nucleotide polymorphisms (SNPs). A multivariate conditional logistic regression was used to estimate the association between genotypes and the risk of AT-DILI by the odds ratios (OR) with 95% confidence intervals (CIs). Additive and multiplicative interactions between methylation status and SNPs were further analyzed: additive interactions via the relative excess risk due to interaction (RERI) with 95% CIs, and multiplicative interactions by incorporating methylation-SNP product terms into regression models.
Results: Overall, 182 cases and 182 controls were included. Neither FECH promoter methylation (adjusted OR: 0.978, 95% CI: 0.408-1.560, P = 0.509) nor the four SNPs showed individual associations with AT-DILI risk ( P > 0.05). Crossover analyses revealed no significant genotype-methylation interactions ( P > 0.05). Both additive (rs17063905 RERI: -0.556, P = 0.691) and multiplicative interaction models (rs17063905, OR: 0.723, P = 0.615) demonstrated no synergistic effects between methylation and polymorphisms.
Conclusion: This research finds no significant association between FECH promoter methylation status in the CpG island, polymorphisms, or their interactions and the risk of AT-DILI.
目的:抗结核药物性肝损伤(AT-DILI)发病机制尚不清楚。异烟肼和利福平可能导致肝脏原卟啉IX的积累,其中血红素合成铁螯合酶(FECH),一个关键的限速酶,可能发挥重要作用。本研究旨在探讨FECH基因多态性和启动子甲基化对中国东部人群AT-DILI风险的联合影响。方法:采用1:1匹配的病例对照研究,检测FECH启动子中1个CpG岛和4个单核苷酸多态性(snp)。采用多变量条件logistic回归,以95%置信区间(ci)的比值比(OR)估计基因型与AT-DILI风险之间的关系。进一步分析了甲基化状态与snp之间的加性和乘性相互作用:通过与95% CIs相互作用的相对超额风险(rei)进行的加性相互作用,以及通过将甲基化- snp产物项纳入回归模型进行的乘性相互作用。结果:共纳入182例病例和182例对照组。FECH启动子甲基化(校正OR: 0.978, 95% CI: 0.408-1.560, P = 0.509)和4个snp均未显示出与AT-DILI风险的个体关联(P < 0.05)。交叉分析显示基因型与甲基化无显著相互作用(P < 0.05)。加性相互作用模型(rs17063905的RERI: -0.556, P = 0.691)和乘法相互作用模型(rs17063905, OR: 0.723, P = 0.615)均显示甲基化与多态性之间没有协同效应。结论:本研究发现CpG岛FECH启动子甲基化状态、多态性及其相互作用与AT-DILI风险无显著相关性。
{"title":"No interaction between genetic variants and DNA methylation of the ferrochelatase gene in relation to antituberculosis drug-induced liver injury.","authors":"Fei Wang, Meiling Zhang, Yu Wu, Jingru Cheng, Ruina Chen, Hongqiu Pan, Lihuan Lu, Xiaomin He, Honggang Yi, Shaowen Tang","doi":"10.1097/FPC.0000000000000583","DOIUrl":"10.1097/FPC.0000000000000583","url":null,"abstract":"<p><strong>Objective: </strong>The pathogenic mechanisms of antituberculosis drug-induced liver injury (AT-DILI) remain unclear. Isoniazid and rifampicin may lead to hepatic accumulation of protoporphyrin IX in which heme synthesis ferrochelatase (FECH), a key rate-limiting enzyme, potentially plays an important role. This study aimed to investigate the combined effects of FECH gene polymorphisms and promoter methylation on AT-DILI risk in the Eastern Chinese population.</p><p><strong>Methods: </strong>A 1 : 1 matched case-control study was conducted, detecting one CpG island in the FECH promoter and four single-nucleotide polymorphisms (SNPs). A multivariate conditional logistic regression was used to estimate the association between genotypes and the risk of AT-DILI by the odds ratios (OR) with 95% confidence intervals (CIs). Additive and multiplicative interactions between methylation status and SNPs were further analyzed: additive interactions via the relative excess risk due to interaction (RERI) with 95% CIs, and multiplicative interactions by incorporating methylation-SNP product terms into regression models.</p><p><strong>Results: </strong>Overall, 182 cases and 182 controls were included. Neither FECH promoter methylation (adjusted OR: 0.978, 95% CI: 0.408-1.560, P = 0.509) nor the four SNPs showed individual associations with AT-DILI risk ( P > 0.05). Crossover analyses revealed no significant genotype-methylation interactions ( P > 0.05). Both additive (rs17063905 RERI: -0.556, P = 0.691) and multiplicative interaction models (rs17063905, OR: 0.723, P = 0.615) demonstrated no synergistic effects between methylation and polymorphisms.</p><p><strong>Conclusion: </strong>This research finds no significant association between FECH promoter methylation status in the CpG island, polymorphisms, or their interactions and the risk of AT-DILI.</p>","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":"71-79"},"PeriodicalIF":1.7,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145534476","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-01Epub Date: 2025-11-19DOI: 10.1097/FPC.0000000000000584
Jiayi Liang, Lianne Brand, Rikje Ruiter, Pieter W Smit, Cornelis Niels F Vos, Joris J B van der Vlugt, Ismaïl Aarab, Jesse J Swen, Lisanne L Krens, Tessa M Bosch
Background: Pharmacogenetic testing plays a key role in personalized pharmacotherapy and improving treatment outcomes; however, its benefit in clinical hyperpolypharmacy (≥ 10 chronic drugs) remains uncertain.
Objective: This study assessed the impact of extensive pharmacogenetic testing in hyperpolypharmacy patients. The primary outcome was the number of actionable drug-gene interactions (DGIs) per patient; secondary outcomes included clinical recommendations, clinician adherence, and DGIs with potential for severe adverse events.
Design: This intervention included 100 hyperpolypharmacy inpatients (≥ 10 drugs) from Maasstad Hospital internal ward and Antes psychiatry ward. Eligible patients (≥ 18 years) underwent a 14-gene pharmacogenetic panel test. A multidisciplinary team reviewed drug-gene interactions (DGIs), evaluated medical records, and implemented monitoring or medication adjustments as needed.
Results: An average of 4.7 (interquartile range: 4.0-5.5) actionable variants in the tested pharmacogenes per patient was identified, resulting in at least one DGI in 46% of the patients, with an average of 0.6 DGI per patient. After evaluation by the multidisciplinary team, 12 out of 64 DGIs (19%) led to recommendations for interventions, with an adherence rate of 67%. In 5% of patients, the identified DGI could potentially be associated with a higher risk of hospitalization or mortality.
Conclusion: Systematic pharmacogenetic panel testing in clinical hyperpolypharmacy patients identified at least one DGI in 46% of the patients. Of these DGIs, 19% led to a recommendation for intervention. This study demonstrates that pharmacogenetic panel testing holds the potential to optimize pharmacotherapy in clinical hyperpolypharmacy patients.
{"title":"Pharmacogenomics-guided personalized medicine in a clinical setting: real-world data.","authors":"Jiayi Liang, Lianne Brand, Rikje Ruiter, Pieter W Smit, Cornelis Niels F Vos, Joris J B van der Vlugt, Ismaïl Aarab, Jesse J Swen, Lisanne L Krens, Tessa M Bosch","doi":"10.1097/FPC.0000000000000584","DOIUrl":"10.1097/FPC.0000000000000584","url":null,"abstract":"<p><strong>Background: </strong>Pharmacogenetic testing plays a key role in personalized pharmacotherapy and improving treatment outcomes; however, its benefit in clinical hyperpolypharmacy (≥ 10 chronic drugs) remains uncertain.</p><p><strong>Objective: </strong>This study assessed the impact of extensive pharmacogenetic testing in hyperpolypharmacy patients. The primary outcome was the number of actionable drug-gene interactions (DGIs) per patient; secondary outcomes included clinical recommendations, clinician adherence, and DGIs with potential for severe adverse events.</p><p><strong>Design: </strong>This intervention included 100 hyperpolypharmacy inpatients (≥ 10 drugs) from Maasstad Hospital internal ward and Antes psychiatry ward. Eligible patients (≥ 18 years) underwent a 14-gene pharmacogenetic panel test. A multidisciplinary team reviewed drug-gene interactions (DGIs), evaluated medical records, and implemented monitoring or medication adjustments as needed.</p><p><strong>Results: </strong>An average of 4.7 (interquartile range: 4.0-5.5) actionable variants in the tested pharmacogenes per patient was identified, resulting in at least one DGI in 46% of the patients, with an average of 0.6 DGI per patient. After evaluation by the multidisciplinary team, 12 out of 64 DGIs (19%) led to recommendations for interventions, with an adherence rate of 67%. In 5% of patients, the identified DGI could potentially be associated with a higher risk of hospitalization or mortality.</p><p><strong>Conclusion: </strong>Systematic pharmacogenetic panel testing in clinical hyperpolypharmacy patients identified at least one DGI in 46% of the patients. Of these DGIs, 19% led to a recommendation for intervention. This study demonstrates that pharmacogenetic panel testing holds the potential to optimize pharmacotherapy in clinical hyperpolypharmacy patients.</p>","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":"56-62"},"PeriodicalIF":1.7,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145588556","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-01Epub Date: 2025-12-09DOI: 10.1097/FPC.0000000000000589
Bushra Salman, Intisar Al Riyami, Raya Al Maskari, Murtadha Al Khabori
Objective: This study examined the impact of glutathione- S -transferase polymorphisms (GSTA1, GSTM1, GSTP1, and GSTT1) on the area under the curve (AUC), clearance, veno-occlusive disease (VOD), and graft-versus-host disease (GvHD) in hematopoietic stem cell transplant (HSCT) patients treated with intravenous busulfan.
Methods: A systematic review was performed on three electronic databases to identify relevant studies. The relative risk and the 95% confidence interval (CI) of the association of different GST polymorphisms with pharmacokinetic and clinical outcomes were reported using the random and fixed effect models. Quality of the studies was assessed using the Newcastle-Ottawa Scale for cohort studies. Heterogeneity between studies and publication bias were also carried out using R software.
Results: Eighteen studies were included in the meta-analysis. GSTA1*A/*B was significantly associated with lower clearance (95% CI: 0.008-1.223, P = 0.048) and higher AUC (95% CI: -374.960 to -56.661, P = 0.008) than the GSTA1*A/*A genotype. GSTA1*B/*B had a higher busulfan AUC than GSTA1*A/*A (95% CI: -403.531 to -89.454, P = 0.002). None of the other genotypes was significantly associated with busulfan pharmacokinetic parameters or the risk of VOD or GvHD.
Conclusion: GSTA1 should be considered as a guide for intravenous busulfan dosing in allogeneic HSCT patients, where patients with the GSTA1*A/*A genotype require a higher dose than GSTA1*B carriers.
目的:本研究探讨谷胱甘肽- s-转移酶多态性(GSTA1、GSTM1、GSTP1和GSTT1)对静脉注射丁硫凡治疗造血干细胞移植(HSCT)患者曲线下面积(AUC)、清除率、静脉闭塞病(VOD)和移植物抗宿主病(GvHD)的影响。方法:对三个电子数据库进行系统回顾,以确定相关研究。使用随机效应和固定效应模型报告不同GST多态性与药代动力学和临床结果相关的相对风险和95%置信区间(CI)。研究的质量采用纽卡斯尔-渥太华队列研究量表进行评估。研究之间的异质性和发表偏倚也使用R软件进行分析。结果:18项研究被纳入meta分析。与GSTA1*A/*A基因型相比,GSTA1*A/*B与较低的清除率(95% CI: 0.008 ~ 1.223, P = 0.048)和较高的AUC (95% CI: -374.960 ~ -56.661, P = 0.008)显著相关。GSTA1*B/*B的busulfan AUC高于GSTA1* a /* a (95% CI: -403.531 ~ -89.454, P = 0.002)。其他基因型与布苏凡药代动力学参数或VOD或GvHD风险均无显著相关性。结论:GSTA1可作为异基因造血干细胞移植患者静脉给药的指导,GSTA1* a /* a基因型患者比GSTA1*B携带者需要更高的剂量。
{"title":"Effects of glutathione- S -transferase polymorphisms on intravenous busulfan in hematopoietic stem cell transplant patients: a meta-analysis.","authors":"Bushra Salman, Intisar Al Riyami, Raya Al Maskari, Murtadha Al Khabori","doi":"10.1097/FPC.0000000000000589","DOIUrl":"10.1097/FPC.0000000000000589","url":null,"abstract":"<p><strong>Objective: </strong>This study examined the impact of glutathione- S -transferase polymorphisms (GSTA1, GSTM1, GSTP1, and GSTT1) on the area under the curve (AUC), clearance, veno-occlusive disease (VOD), and graft-versus-host disease (GvHD) in hematopoietic stem cell transplant (HSCT) patients treated with intravenous busulfan.</p><p><strong>Methods: </strong>A systematic review was performed on three electronic databases to identify relevant studies. The relative risk and the 95% confidence interval (CI) of the association of different GST polymorphisms with pharmacokinetic and clinical outcomes were reported using the random and fixed effect models. Quality of the studies was assessed using the Newcastle-Ottawa Scale for cohort studies. Heterogeneity between studies and publication bias were also carried out using R software.</p><p><strong>Results: </strong>Eighteen studies were included in the meta-analysis. GSTA1*A/*B was significantly associated with lower clearance (95% CI: 0.008-1.223, P = 0.048) and higher AUC (95% CI: -374.960 to -56.661, P = 0.008) than the GSTA1*A/*A genotype. GSTA1*B/*B had a higher busulfan AUC than GSTA1*A/*A (95% CI: -403.531 to -89.454, P = 0.002). None of the other genotypes was significantly associated with busulfan pharmacokinetic parameters or the risk of VOD or GvHD.</p><p><strong>Conclusion: </strong>GSTA1 should be considered as a guide for intravenous busulfan dosing in allogeneic HSCT patients, where patients with the GSTA1*A/*A genotype require a higher dose than GSTA1*B carriers.</p>","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":"32-47"},"PeriodicalIF":1.7,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145763526","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-01Epub Date: 2025-12-24DOI: 10.1097/FPC.0000000000000582
Nayla Kassab, Joseph Abourjeili, Mary Joe Eid, Christian K Raphael
Pharmacogenomics (PGx) is a scientific field that aims to understand how an individual's genetic code regulates drug metabolism and response. The response to many anesthetic drugs varies widely among patients due to many factors including, but not limited to, age, gender, and comorbidities. However, PGx contributes to this variability, particularly regarding adverse drug reactions. This review explores the influence of PGx on five commonly used induction agents in anesthesia: propofol, midazolam, ketamine, etomidate, and thiopental. Propofol metabolism is significantly affected by polymorphisms in CYP2B6, CYP2C9, and UGT1A9, influencing both efficacy and toxicity. Midazolam's PGx is mainly mediated by variations in CYP3A4, CYP3A5, and UDP-glucuronosyltransferase enzymes, with implications for sedation depth and drug clearance. Ketamine response is modulated by polymorphisms in metabolic enzymes (e.g. CYP2B6), as well as neurobiological targets such as brain-derived neurotrophic factor and gamma-aminobutyric acid (GABA) receptors, particularly in psychiatric applications. Etomidate shows less studied but emerging PGx associations, including single-nucleotide polymorphisms in GABA receptor subunits and metabolic enzymes, which may affect both sedative depth and cardiovascular stability. Thiopental is a rapid-acting metabolite whose effect stems from GABA-A receptor potentiation; no studies have yet identified specific genetic polymorphisms influencing its action. Overall, PGx provides a promising avenue for tailoring anesthetic management to improve patient safety and outcomes. However, clinical integration remains limited due to practical and infrastructural barriers. This review highlights the potential and current limitations of pharmacogenomic-guided anesthesia, underscoring its relevance in the era of precision medicine.
{"title":"Pharmacogenomics of commonly used intravenous anesthetics.","authors":"Nayla Kassab, Joseph Abourjeili, Mary Joe Eid, Christian K Raphael","doi":"10.1097/FPC.0000000000000582","DOIUrl":"10.1097/FPC.0000000000000582","url":null,"abstract":"<p><p>Pharmacogenomics (PGx) is a scientific field that aims to understand how an individual's genetic code regulates drug metabolism and response. The response to many anesthetic drugs varies widely among patients due to many factors including, but not limited to, age, gender, and comorbidities. However, PGx contributes to this variability, particularly regarding adverse drug reactions. This review explores the influence of PGx on five commonly used induction agents in anesthesia: propofol, midazolam, ketamine, etomidate, and thiopental. Propofol metabolism is significantly affected by polymorphisms in CYP2B6, CYP2C9, and UGT1A9, influencing both efficacy and toxicity. Midazolam's PGx is mainly mediated by variations in CYP3A4, CYP3A5, and UDP-glucuronosyltransferase enzymes, with implications for sedation depth and drug clearance. Ketamine response is modulated by polymorphisms in metabolic enzymes (e.g. CYP2B6), as well as neurobiological targets such as brain-derived neurotrophic factor and gamma-aminobutyric acid (GABA) receptors, particularly in psychiatric applications. Etomidate shows less studied but emerging PGx associations, including single-nucleotide polymorphisms in GABA receptor subunits and metabolic enzymes, which may affect both sedative depth and cardiovascular stability. Thiopental is a rapid-acting metabolite whose effect stems from GABA-A receptor potentiation; no studies have yet identified specific genetic polymorphisms influencing its action. Overall, PGx provides a promising avenue for tailoring anesthetic management to improve patient safety and outcomes. However, clinical integration remains limited due to practical and infrastructural barriers. This review highlights the potential and current limitations of pharmacogenomic-guided anesthesia, underscoring its relevance in the era of precision medicine.</p>","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":"25-31"},"PeriodicalIF":1.7,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145820168","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-03-01Epub Date: 2025-11-19DOI: 10.1097/FPC.0000000000000585
Malcolm Hopwood, Angela Komiti, Melanie Hurley, Chad A Bousman
Background: Major depressive disorder (MDD) and bipolar disorder (BD) are common, disabling conditions. Despite associated morbidity and premature mortality, current treatments have modest efficacy and response to treatment highly variable. Contributing factors to variability in response include influence of common genetic variations in the pharmacokinetic and/or pharmacodynamic action of medications. As such, attention has turned toward the identification of genetic markers that could assist with determining who will respond or not to psychotropic treatment. Results of studies to date are promising but primarily have been small. This study aims to evaluate the efficacy of a pharmacogenetic (PGx)-based decision support tool among adults with MDD and BD.
Methods: This single-site, single (rater) blinded, randomized controlled trial with two arms evaluates the 24-week efficacy of a PGx-based support tool for adults with MDD or BD. Participants are randomized to receive PGx testing or standard prescribing. Participants provide DNA samples at baseline, but only those (including clinicians) randomized to the former receive the results at the start of their study participation. It is not mandatory for clinicians to follow the test recommendations. Remission rate (primary outcome), change in depression symptoms, drop-out rate, medication adherence, and medication side effects (secondary outcomes) are assessed at 4-, 8-, 12-, and 24-week postbaseline by a blinded rater. Analyses will follow an intention-to-treat approach and use mixed models for repeated measures.
Discussion: Treatment response to medication for severe mood disorders is highly variable and less than optimal. This trial will provide evidence as to whether a PGx-based support tool is an efficacious strategy to inform selection and dosing of pharmacotherapy among adults with severe mood disorders. Importantly, it will do so independently and with a larger sample size than previous studies.
Trial registration: This trial is registered under the number ACTRN12621001374853 (11 Oct 2021).
{"title":"Pharmacogenetic testing versus standard prescribing of psychotropics for the treatment of severe mood disorders: A randomized controlled trial protocol.","authors":"Malcolm Hopwood, Angela Komiti, Melanie Hurley, Chad A Bousman","doi":"10.1097/FPC.0000000000000585","DOIUrl":"10.1097/FPC.0000000000000585","url":null,"abstract":"<p><strong>Background: </strong>Major depressive disorder (MDD) and bipolar disorder (BD) are common, disabling conditions. Despite associated morbidity and premature mortality, current treatments have modest efficacy and response to treatment highly variable. Contributing factors to variability in response include influence of common genetic variations in the pharmacokinetic and/or pharmacodynamic action of medications. As such, attention has turned toward the identification of genetic markers that could assist with determining who will respond or not to psychotropic treatment. Results of studies to date are promising but primarily have been small. This study aims to evaluate the efficacy of a pharmacogenetic (PGx)-based decision support tool among adults with MDD and BD.</p><p><strong>Methods: </strong>This single-site, single (rater) blinded, randomized controlled trial with two arms evaluates the 24-week efficacy of a PGx-based support tool for adults with MDD or BD. Participants are randomized to receive PGx testing or standard prescribing. Participants provide DNA samples at baseline, but only those (including clinicians) randomized to the former receive the results at the start of their study participation. It is not mandatory for clinicians to follow the test recommendations. Remission rate (primary outcome), change in depression symptoms, drop-out rate, medication adherence, and medication side effects (secondary outcomes) are assessed at 4-, 8-, 12-, and 24-week postbaseline by a blinded rater. Analyses will follow an intention-to-treat approach and use mixed models for repeated measures.</p><p><strong>Discussion: </strong>Treatment response to medication for severe mood disorders is highly variable and less than optimal. This trial will provide evidence as to whether a PGx-based support tool is an efficacious strategy to inform selection and dosing of pharmacotherapy among adults with severe mood disorders. Importantly, it will do so independently and with a larger sample size than previous studies.</p><p><strong>Trial registration: </strong>This trial is registered under the number ACTRN12621001374853 (11 Oct 2021).</p>","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":"63-70"},"PeriodicalIF":1.7,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145763534","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-02-16DOI: 10.1097/FPC.0000000000000596
Hyun Kyung Lee, Min Ju Kang, Hajung Kim, Ha Young Jang, Nayoung Han, In-Wha Kim, Jung Mi Oh
Objectives: Given the varying frequency and significance of genetic factors associated with severe cutaneous adverse reactions (SCARs) across different ethnicities, this study aimed to identify high-risk priority drug-variant pairs by considering genetic differences between Korea and the USA to inform preventive strategies.
Methods: A list of drug-variant pairs associated with SCARs was identified using the Pharmacogenomics Knowledge Base. Prioritization of drug-variant pairs for preventive strategies was conducted using the risk priority number (RPN) method incorporating expert opinions in the field of drug allergy. The RPN for each drug-variant was calculated based on severity, probability, and detectability, with each parameter derived as an odds ratio of the genetic variant associated with SCARs, the occurrence frequency of drug-associated SCARs, and the variant prevalence in Korean and American populations, respectively. Higher values were evaluated as higher priority.
Results: A total of 80 drug-variant pairs from 16 drugs associated with SCARs were identified in Koreans, and 12 drug-variant pairs from four drugs in Americans. Six drug-variant pairs were included in Korean drug labels, while only two drug-variant pairs were included in US drug labels. In Koreans, the highest priority drug-variant pair was rs3131003 for allopurinol, which is in moderate linkage disequilibrium with HLA-B*58:01, whereas in Americans, HLA-B*58:01 itself for allopurinol was the highest priority variant.
Conclusion: Drug-variant pairs with high RPN scores can be prioritized in clinical strategies to prevent SCARs in Korean and American populations. Incorporating these findings into clinical practices could ultimately contribute to the safe use of drugs.
{"title":"Application of risk priority number of failure mode and effects analysis to drug-variant pairs for severe cutaneous adverse reactions in Korean and American populations.","authors":"Hyun Kyung Lee, Min Ju Kang, Hajung Kim, Ha Young Jang, Nayoung Han, In-Wha Kim, Jung Mi Oh","doi":"10.1097/FPC.0000000000000596","DOIUrl":"https://doi.org/10.1097/FPC.0000000000000596","url":null,"abstract":"<p><strong>Objectives: </strong>Given the varying frequency and significance of genetic factors associated with severe cutaneous adverse reactions (SCARs) across different ethnicities, this study aimed to identify high-risk priority drug-variant pairs by considering genetic differences between Korea and the USA to inform preventive strategies.</p><p><strong>Methods: </strong>A list of drug-variant pairs associated with SCARs was identified using the Pharmacogenomics Knowledge Base. Prioritization of drug-variant pairs for preventive strategies was conducted using the risk priority number (RPN) method incorporating expert opinions in the field of drug allergy. The RPN for each drug-variant was calculated based on severity, probability, and detectability, with each parameter derived as an odds ratio of the genetic variant associated with SCARs, the occurrence frequency of drug-associated SCARs, and the variant prevalence in Korean and American populations, respectively. Higher values were evaluated as higher priority.</p><p><strong>Results: </strong>A total of 80 drug-variant pairs from 16 drugs associated with SCARs were identified in Koreans, and 12 drug-variant pairs from four drugs in Americans. Six drug-variant pairs were included in Korean drug labels, while only two drug-variant pairs were included in US drug labels. In Koreans, the highest priority drug-variant pair was rs3131003 for allopurinol, which is in moderate linkage disequilibrium with HLA-B*58:01, whereas in Americans, HLA-B*58:01 itself for allopurinol was the highest priority variant.</p><p><strong>Conclusion: </strong>Drug-variant pairs with high RPN scores can be prioritized in clinical strategies to prevent SCARs in Korean and American populations. Incorporating these findings into clinical practices could ultimately contribute to the safe use of drugs.</p>","PeriodicalId":19763,"journal":{"name":"Pharmacogenetics and genomics","volume":" ","pages":""},"PeriodicalIF":1.7,"publicationDate":"2026-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147474924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}