Pharmacogenomics
Pharmacogenetic study in gastric cancer patients treated with adjuvant fluorouracil/leucovorin or epirubicin/cisplatin/fluorouracil before and after chemoradiation on CALGB 80101 (Alliance)
Pharmacogenet Genomics. 2021 Jun 18. doi: 10.1097/FPC.0000000000000442. Online ahead of print.
ABSTRACT
There is a lack of pharmacogenetic predictors of outcome in gastric cancer patients. The aim of this study was to assess previously identified candidate genes associated with 5-fluorouracil (5-FU), cisplatin, or epirubicin toxicity or response in a cohort of resected gastric cancer patients treated on CALGB (Alliance) 80101. Gastric or gastroesophageal cancer patients randomized to adjuvant 5-FU/leucovorin or epirubicin/cisplatin/5-FU before and after 5-FU chemoradiation were genotyped for single nucleotide polymorphisms (SNPs) in GSTP1 (rs1695), ERCC1 (rs11615 and rs3212986), XRCC1 (rs25487), UGT2B7 (rs7439366) and the 28 base-pair tandem repeats in TYMS (rs34743033). Logistic regression and log rank tests were used to assess the association between each SNP and incidence of grade 3/4 neutropenia and leukopenia, overall (OS) and progression-free survival (PFS), respectively. Toxicity endpoint analyses were adjusted for the treatment arm, while OS and PFS were also adjusted for performance status, sex, age, lymph node involvement, and primary tumor site and size. Of 281 subjects with successful genotyping results and available clinical (toxicity and efficacy) data, 166 self-reported non-Hispanic White patients were included in the final analysis. There was a lack of evidence of an association among any SNPs tested with grade 3/4 neutropenia and leukopenia or OS and PFS. Age, lymph node involvement, and primary tumor size were significantly associated with OS and PFS. This study failed to confirm results of previous gastric cancer pharmacogenetic studies.
PMID:34149004 | DOI:10.1097/FPC.0000000000000442
Genotyping <em>HLA</em> alleles to predict the development of Severe cutaneous adverse drug reactions (SCARs): state-of-the-art
Expert Opin Drug Metab Toxicol. 2021 Jun 19. doi: 10.1080/17425255.2021.1946514. Online ahead of print.
ABSTRACT
INTRODUCTION: Pharmacogenomics has great potential in reducing drug-induced severe cutaneous adverse drug reactions (SCARs). Pharmacogenomic studies have revealed an association between HLA genes and SCARs including acute generalized exanthematous pustulosis (AGEP), drug reaction with eosinophilia and systemic symptoms (DRESS), Stevens-Johnson syndrome (SJS), and toxic epidermal necrolysis (TEN).
AREAS COVERED: Pharmacogenomics-guided therapy could prevent severe drug hypersensitivity reactions. The US Food and Drug Administration (FDA), Clinical Pharmacogenetics Implementation Consortium (CPIC), and Dutch Pharmacogenetics Working Group (DPWG) provided guidelines in the translation of clinically relevant and evidence-based SCARs pharmacogenomics research into clinical practice. In this review, we intended to summarize the significant HLA alleles associated with SCARs induced by different drugs in different populations. We also summarize the SCARs associated with genetic and non-genetic factors and the cost-effectiveness of screening tests.
EXPERT OPINION: The effectiveness of HLA screening on a wider scale in clinical practice requires significant resources, including state-of-the-art laboratory; multidisciplinary team approach and health care provider education and engagement; clinical decision support alert system via electronic medical record (EMR); laboratory standards and quality assurance; evidence of cost-effectiveness; and cost of pharmacogenomics tests and reimbursement.
PMID:34148467 | DOI:10.1080/17425255.2021.1946514
KRAS-targeted therapies in advanced solid cancers: drug the undruggable?
Pharmacogenomics. 2021 Jun 21. doi: 10.2217/pgs-2021-0045. Online ahead of print.
NO ABSTRACT
PMID:34148378 | DOI:10.2217/pgs-2021-0045
Immune Checkpoint Inhibitors and Cardiotoxicity: An Analysis of Spontaneous Reports in Eudravigilance
Drug Saf. 2021 Jun 18. doi: 10.1007/s40264-021-01086-8. Online ahead of print.
ABSTRACT
INTRODUCTION: Immune checkpoint inhibitors (ICIs) are widely used in the treatment of many cancers as they improve clinical outcomes. However, ICIs have also been associated with the development of immune-related adverse drug reactions (ADRs). Among immune-related ADRs, cardiac immune-related ADRs are rare, but also associated with high mortality rates.
OBJECTIVE: The objective of this study was to evaluate the occurrence of cardiac ADRs reported with ICIs in the European spontaneous reporting system.
METHODS: We retrieved individual case safety reports on ICI-induced cardiac ADRs from the website of suspected ADR ( www.adrreports.eu ) of the European pharmacovigilance database (Eudravigilance). Data were retrieved from the date of marketing authorization of each ICI (ipilimumab, nivolumab, pembrolizumab, atezolizumab, durvalumab, avelumab, and cemiplimab) to 14 March, 2020. The reporting odds ratio and its 95% confidence interval were computed to assess the reporting frequency of cardiac ADRs for each ICI compared to all other ICIs.
RESULTS: A total of 2478 individual case safety reports with at least one ICI as the suspected drug were retrieved from Eudravigilance, of which 249 (10%) reported more than one ICI. The three most reported ICIs were nivolumab (43.2%), pembrolizumab (32.5%), and the association of nivolumab/ipilimumab (9.4%). A total of 3388 cardiac ADRs were identified. Cardiac ADRs were serious (99.4%) and had a fatal outcome (30.1%). The most reported cardiac events were myocarditis, cardiac failure, atrial fibrillation, pericardial effusion, and myocardial infarction. Nivolumab was reported with a small increased reporting frequency of individual case safety reports with cardiac ADRs compared to all other ICIs (reporting odds ratio 1.09, 95% confidence interval 1.01-1.18).
CONCLUSIONS: Immune checkpoint inhibitor-induced cardiac ADRs were serious and had unfavorable outcomes. In our study, nivolumab was the only ICI with a small increased reporting frequency of individual case safety reports with cardiac ADRs compared to all other ICIs. In this regard, further head-to-head studies are needed.
PMID:34145536 | DOI:10.1007/s40264-021-01086-8
Genome-wide association study accounting for anticholinergic burden to examine cognitive dysfunction in psychotic disorders
Neuropsychopharmacology. 2021 Jun 18. doi: 10.1038/s41386-021-01057-8. Online ahead of print.
ABSTRACT
Identifying genetic contributors to cognitive impairments in psychosis-spectrum disorders can advance understanding of disease pathophysiology. Although CNS medications are known to affect cognitive performance, they are often not accounted for in genetic association studies. In this study, we performed a genome-wide association study (GWAS) of global cognitive performance, measured as composite z-scores from the Brief Assessment of Cognition in Schizophrenia (BACS), in persons with psychotic disorders and controls (N = 817; 682 cases and 135 controls) from the Bipolar-Schizophrenia Network on Intermediate Phenotypes (B-SNIP) study. Analyses accounting for anticholinergic exposures from both psychiatric and non-psychiatric medications revealed five significantly associated variants located at the chromosome 3p21.1 locus, with the top SNP rs1076425 in the inter-alpha-trypsin inhibitor heavy chain 1 (ITIH1) gene (P = 3.25×E-9). The inclusion of anticholinergic burden improved association models (P < 0.001) and the number of significant SNPs identified. The effect sizes and direction of effect of the top variants remained consistent when investigating findings within individuals receiving specific antipsychotic drugs and after accounting for antipsychotic dose. These associations were replicated in a separate study sample of untreated first-episode psychosis. The chromosome 3p21.1 locus was previously reported to have association with the risk for psychotic disorders and cognitive performance in healthy individuals. Our findings suggest that this region may be a psychosis risk locus that is associated with cognitive mechanisms. Our data highlight the general point that the inclusion of medication exposure information may improve the detection of gene-cognition associations in psychiatric genetic research.
PMID:34145405 | DOI:10.1038/s41386-021-01057-8
Pharmacoepigenomics circuits induced by a novel retinoid-polyamine conjugate in human immortalized keratinocytes
Pharmacogenomics J. 2021 Jun 18. doi: 10.1038/s41397-021-00241-9. Online ahead of print.
ABSTRACT
Retinoids are widely used in diseases spanning from dermatological lesions to cancer, but exhibit severe adverse effects. A novel all-trans-Retinoic Acid (atRA)-spermine conjugate (termed RASP) has shown previously optimal in vitro and in vivo anti-inflammatory and anticancer efficacy, with undetectable teratogenic and toxic side-effects. To get insights, we treated HaCaT cells which resemble human epidermis with IC50 concentration of RASP and analyzed their miRNA expression profile. Gene ontology analysis of their predicted targets indicated dynamic networks involved in cell proliferation, signal transduction and apoptosis. Furthermore, DNA microarrays analysis verified that RASP affects the expression of the same categories of genes. A protein-protein interaction map produced using the most significant common genes, revealed hub genes of nodal functions. We conclude that RASP is a synthetic retinoid derivative with improved properties, which possess the beneficial effects of retinoids without exhibiting side-effects and with potential beneficial effects against skin diseases including skin cancer.
PMID:34145402 | DOI:10.1038/s41397-021-00241-9
A Single Inhaler Combining a Corticosteroid and Long-Acting Beta-2 Agonist for Maintenance with Additional Doses for Reliever Therapy (SMART): Obstacles for Asthma Patients in the USA
Pediatr Allergy Immunol Pulmonol. 2021 Jun;34(2):73-75. doi: 10.1089/ped.2021.0052.
NO ABSTRACT
PMID:34143685 | DOI:10.1089/ped.2021.0052
Pharmacogenomic landscape of COVID-19 therapies from Indian population genomes
Pharmacogenomics. 2021 Jun 18. doi: 10.2217/pgs-2021-0028. Online ahead of print.
ABSTRACT
Aim: Numerous drugs are being widely prescribed for COVID-19 treatment without any direct evidence for the drug safety/efficacy in patients across diverse ethnic populations. Materials & methods: We analyzed whole genomes of 1029 Indian individuals (IndiGen) to understand the extent of drug-gene (pharmacogenetic), drug-drug and drug-drug-gene interactions associated with COVID-19 therapy in the Indian population. Results: We identified 30 clinically significant pharmacogenetic variants and 73 predicted deleterious pharmacogenetic variants. COVID-19-associated pharmacogenes were substantially overlapped with those of metabolic disorder therapeutics. CYP3A4, ABCB1 and ALB are the most shared pharmacogenes. Fifteen COVID-19 therapeutics were predicted as likely drug-drug interaction candidates when used with four CYP inhibitor drugs. Conclusion: Our findings provide actionable insights for future validation studies and improved clinical decisions for COVID-19 therapy in Indians.
PMID:34142560 | DOI:10.2217/pgs-2021-0028
A comparison of genotyping arrays
Eur J Hum Genet. 2021 Jun 18. doi: 10.1038/s41431-021-00917-7. Online ahead of print.
ABSTRACT
Array technology to genotype single-nucleotide variants (SNVs) is widely used in genome-wide association studies (GWAS), clinical diagnostics, and linkage studies. Arrays have undergone a tremendous growth in both number and content over recent years making a comprehensive comparison all the more important. We have compared 28 genotyping arrays on their overall content, genome-wide coverage, imputation quality, presence of known GWAS loci, mtDNA variants and clinically relevant genes (i.e., American College of Medical Genetics (ACMG) actionable genes, pharmacogenetic genes, human leukocyte antigen (HLA) genes and SNV density). Our comparison shows that genome-wide coverage is highly correlated with the number of SNVs on the array but does not correlate with imputation quality, which is the main determinant of GWAS usability. Average imputation quality for all tested arrays was similar for European and African populations, indicating that this is not a good criterion for choosing a genotyping array. Rather, the additional content on the array, such as pharmacogenetics or HLA variants, should be the deciding factor. As the research question of a study will in large part determine which class of genes are of interest, there is not just one perfect array for all different research questions. This study can thus help as a guideline to determine which array best suits a study's requirements.
PMID:34140649 | DOI:10.1038/s41431-021-00917-7
The impact of pharmacogenetic testing in patients exposed to polypharmacy: a scoping review
Pharmacogenomics J. 2021 Jun 17. doi: 10.1038/s41397-021-00224-w. Online ahead of print.
ABSTRACT
Polypharmacy poses a significant risk for adverse reactions. While there are clinical decision support tools to assist clinicians in medication management, pharmacogenetic testing to identify potential drug-gene or drug-drug-gene interactions is not widely implemented in the clinical setting. A PRISMA-compliant scoping review was performed to determine if pharmacogenetic testing for absorption, distribution, metabolism, and excretion (ADME)-related genetic variants is associated with improved clinical outcomes in patients with polypharmacy. Six studies were reviewed. Five reported improved clinical outcomes, reduced side effects, reduction in the number of drugs used, or reduced healthcare utilization. The reviewed studies varied in methodological quality, risk of bias, and outcome measures. Age, diet, disease state, and treatment adherence also influence drug response, and may confound the relationship between genetic polymorphisms and treatment outcomes. Further studies using a randomized control design are needed. We conclude that pharmacogenetic testing represents an opportunity to improve health outcomes in patients exposed to polypharmacy, particularly in patients with psychiatric disorders and the elderly.
PMID:34140647 | DOI:10.1038/s41397-021-00224-w
Conference report: inaugural Pharmacogenomics Access & Reimbursement Symposium
Pharmacogenomics J. 2021 Jun 17. doi: 10.1038/s41397-021-00240-w. Online ahead of print.
NO ABSTRACT
PMID:34140646 | DOI:10.1038/s41397-021-00240-w
Socially optimal pandemic drug dosing
Lancet Glob Health. 2021 Jun 14:S2214-109X(21)00251-5. doi: 10.1016/S2214-109X(21)00251-5. Online ahead of print.
NO ABSTRACT
PMID:34139194 | DOI:10.1016/S2214-109X(21)00251-5
Pharmacogenomics education, research and clinical implementation in the state of Minnesota
Pharmacogenomics. 2021 Jun 17. doi: 10.2217/pgs-2021-0058. Online ahead of print.
ABSTRACT
Several healthcare organizations across Minnesota have developed formal pharmacogenomic (PGx) clinical programs to increase drug safety and effectiveness. Healthcare professional and student education is strong and there are multiple opportunities in the state for learners to gain workforce skills and develop advanced competency in PGx. Implementation planning is occurring at several organizations and others have incorporated structured utilization of PGx into routine workflows. Laboratory-based and translational PGx research in Minnesota has driven important discoveries in several therapeutic areas. This article reviews the state of PGx activities in Minnesota including educational programs, research, national consortia involvement, technology, clinical implementation and utilization and reimbursement, and outlines the challenges and opportunities in equitable implementation of these advances.
PMID:34137665 | DOI:10.2217/pgs-2021-0058
Pharmacogenetics to Avoid Loss of Hearing (PALOH) trial: a protocol for a prospective observational implementation trial
BMJ Open. 2021 Jun 16;11(6):e044457. doi: 10.1136/bmjopen-2020-044457.
ABSTRACT
INTRODUCTION: In conjunction with a beta-lactam, aminoglycosides are the first-choice antibiotic for empirical treatment of sepsis in the neonatal period. The m.1555A>G variant predisposes to ototoxicity after aminoglycoside administration and has a prevalence of 1 in 500. Current genetic testing can take over 24 hours, an unacceptable delay in the acute setting. This prospective-observational trial will implement a rapid point of care test (POCT), facilitating tailored antibiotic prescribing to avoid hearing loss.
METHODS AND ANALYSIS: The genedrive POCT can detect the m.1555A>G variant in 26 min from buccal swab. This system will be integrated into the clinical pathways at two large UK neonatal centres over a minimum 6-month period. The primary outcome is the number of neonates successfully tested for the variant out of all babies prescribed antibiotics. As a secondary outcome, clinical timings will be compared with data collected prior to implementation, measuring the impact on routine practice.
ETHICS AND DISSEMINATION: Approval for the trial was granted by the Research Ethics Committee (REC) and Human Research Authority in August 2019. Results will be published in full on completion of the study.
TRIAL REGISTRATION NUMBER: ISRCTN13704894.
PROTOCOL VERSION: V 1.3.
PMID:34135034 | DOI:10.1136/bmjopen-2020-044457
Roles of microRNAs in inflammatory bowel disease
Int J Biol Sci. 2021 May 17;17(8):2112-2123. doi: 10.7150/ijbs.59904. eCollection 2021.
ABSTRACT
Inflammatory bowel disease (IBD) is a chronic inflammatory disease of the gastrointestinal tract that mainly affects young people. IBD is associated with various gastrointestinal symptoms, and thus, affects the quality of life of patients. Currently, the pathogenesis of IBD is poorly understood. Although intestinal bacteria and host immune response are thought to be major factors in its pathogenesis, a sufficient explanation of their role in its pathophysiologic mechanism has not been presented. MicroRNAs (miRNAs), which are small RNA molecules that regulate gene expression, have gained attention as they are known to participate in the molecular interactions of IBD. Recent studies have confirmed the important role of miRNAs in targeting certain molecules in signaling pathways that regulate the homeostasis of the intestinal barrier, inflammatory reactions, and autophagy of the intestinal epithelium. Several studies have identified the specific miRNAs associated with IBD from colon tissues or serum samples of IBD patients and have attempted to use them as useful diagnostic biomarkers. Furthermore, some studies have attempted to treat IBD through intracolonic administration of specific miRNAs in the form of nanoparticle. This review summarizes the latest findings on the role of miRNAs in the pathogenesis, diagnosis, and treatment of IBD.
PMID:34131410 | PMC:PMC8193269 | DOI:10.7150/ijbs.59904
COVID-19 one year later: a retrospect of CRISPR-Cas system in combating COVID-19
Int J Biol Sci. 2021 May 13;17(8):2080-2088. doi: 10.7150/ijbs.60655. eCollection 2021.
ABSTRACT
Coronavirus disease 2019 (COVID-19), an infectious disease caused by Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has posed a persistent global threat. The transmission of SARS-CoV-2 is wide and swift. Rapid detection of the viral RNA and effective therapy are imperative to prevent the worldwide spread of the new infectious disease. Clustered Regularly-Interspaced Short Palindromic Repeats (CRISPR)- CRISPR-associated protein (Cas) system is an RNA-directed adaptive immune system, and it has been transformed into a gene editing tool. Applications of CRISPR-Cas system involves in many fields, such as human gene therapy, drug discovery and disease diagnosis. Under the background of COVID-19 pandemic, CRISPR-Cas system shows hidden capacity to fight the emergency in many aspects. This review will focus on the role of gene editing in COVID-19 diagnosis and treatment. We will describe the potential use of CRISPR-Cas-based system in combating COVID-19, from diagnosis to treatment. Furthermore, the limitation and perspectives of this novel technology are also evaluated.
PMID:34131407 | PMC:PMC8193275 | DOI:10.7150/ijbs.60655
Genetic-guided pharmacotherapy for venous thromboembolism: a systematic and critical review of economic evaluations
Pharmacogenomics J. 2021 Jun 15. doi: 10.1038/s41397-021-00243-7. Online ahead of print.
ABSTRACT
Despite the known contributions of genes, genetic-guided pharmacotherapy has not been routinely implemented for venous thromboembolism (VTE). To examine evidence on cost-effectiveness of genetic-guided pharmacotherapy for VTE, we searched six databases, websites of four HTA agencies and citations, with independent double-reviewers in screening, data extraction, and quality rating. The ten eligible studies, all model-based, examined heterogeneous interventions and comparators. Findings varied widely; testing was cost-saving in two base-cases, cost-effective in four, not cost-effective in three, dominated in one. Of 22 model variables that changed decisions about cost-effectiveness, effectiveness/relative effectiveness of the intervention was the most frequent, albeit of poor quality. Studies consistently lacked details on the provision of interventions and comparators as well as on model development and validation. Besides improving the reporting of interventions, comparators, and methodological details, future economic evaluations should examine strategies recommended in guidelines and testing key model variables for decision uncertainty, to advise clinical implementations.
PMID:34131314 | DOI:10.1038/s41397-021-00243-7
Sleep/wake cycle alterations as a cause of neurodegenerative diseases: A Mendelian randomization study
Neurobiol Aging. 2021 May 24:S0197-4580(21)00169-X. doi: 10.1016/j.neurobiolaging.2021.05.008. Online ahead of print.
ABSTRACT
Sleep and/or wake cycle alterations are common in neurodegenerative diseases (ND). Our aim was to determine whether there is a causal relationship between sleep and/or wake cycle patterns and ND (Parkinson's disease (PD) age at onset (AAO), Alzheimer's disease (AD), and amyotrophic lateral sclerosis (ALS)) using two-sample Mendelian Randomization (MR). We selected 12 sleep traits with available Genome-Wide Association Study (GWAS) to evaluate their causal relationship with the ND risk through Inverse-Variance Weighted regression as main analysis. We used as outcome the latest ND GWAS with available summary-statistics: PD-AAO (N = 17,996), AD (N = 21,235) and ALS (N = 40,136). MR results pointed to a causal effect of subjective and objective-measured morning chronotype on later PD-AAO (95%CI:0.33-1.81, p = 8.47×10-09 and 95%CI:-7.28 to -4.44, p = 5.87×10-16, respectively). Sleep efficiency was causally associated with a decreased AD risk (95%CI:-20.408 to -0.66, p = 0.04) and daytime sleepiness with an increased ALS risk (95%CI:0.15 to 1.61, p = 0.01). Our study suggests that sleep and/or wake patterns have causal relationship with ND. Given that sleep and/or wake patterns are modifiable risk factors, sleep interventions should be investigated as a potential treatment in PD-AAO, AD and ALS.
PMID:34130902 | DOI:10.1016/j.neurobiolaging.2021.05.008
Pharmacogenetics-guided advances in antipsychotic treatment
Clin Pharmacol Ther. 2021 Jun 15. doi: 10.1002/cpt.2339. Online ahead of print.
ABSTRACT
Pharmacogenetics (PGx) research over the past two decades has produced extensive evidence for the influence of genetic factors on the efficacy and tolerability of antipsychotic treatment. However, the application of these findings to optimize treatment outcomes for patients in clinical practice has been limited. This paper presents a meta-review of key PGx findings related to antipsychotic response and common adverse effects, including antipsychotic-induced weight gain (AIWG), tardive dyskinesia (TD) and clozapine-induced agranulocytosis (CIAG), and highlights advances and challenges in clinical implementation. Most robust findings from candidate gene and genome-wide association studies (GWAS) were reported for associations between polymorphisms in CYP2D6 and exposure and response to specific antipsychotics. As a result, product labels and guidelines from various PGx expert groups have provided selection and dosing recommendations based on CYP2D6 metabolizer phenotypes for commonly prescribed antipsychotics. Other interesting genetic targets include dopamine receptor D2 (DRD2) for antipsychotic response, solute carrier family 18 member A2 (SLC18A2) for TD, and the human leukocyte antigen (HLA) genes, HLA-DQB1 and HLA-B, for CIAG. Well-designed studies using large, well-characterized samples that leverages international collaborations are needed to validate previous findings, as well as discover new genetic variants involved in antipsychotic response and adverse effects.
PMID:34129738 | DOI:10.1002/cpt.2339
Current opinion on the pharmacogenomics of paclitaxel-induced toxicity
Expert Opin Drug Metab Toxicol. 2021 Jun 15. doi: 10.1080/17425255.2021.1943358. Online ahead of print.
ABSTRACT
Introduction: Paclitaxel is a microtubule stabilizer that is currently one of the most utilized chemotherapeutic agents. Its efficacy in breast, uterine, lung and other neoplasms made its safety profile enhancement a subject of great interest. Neurotoxicity is the most common paclitaxel-associated toxicities. In addition, hypersensitivity reactions, hematological, gastrointestinal, and cardiac toxicities are all encountered.Areas covered: The current review explores paclitaxel-induced toxicities mechanisms and risk factors. Studies investigating these toxicities pharmacogenomic biomarkers are reviewed and summarized. There is a limited margin of consistency between the retrieved associations. Variants in genes related to neuro-sensitivity are the most promising candidates for future studies.Expert opinion: Genome-wide association studies highlighted multiple candidate biomarkers relevant to neuro-sensitivity. Most of the identified paclitaxel-neurotoxicity candidate genes are derived from congenital neuropathy and diabetic-induced neurotoxicity pathways. Future studies should explore these sets of genes while considering the multifactorial nature of paclitaxel-induced neurotoxicity. In the absence of certain paclitaxel-toxicity biomarkers, future research should avoid earlier studies' caveats. Genes in paclitaxel's pharmacokinetic pathways could not provide consistent results in any of its associated toxicities. There is a need to dig deeper into toxicity-development mechanisms and personal vulnerability factors, rather than targeting only the genes suspected to affect drug exposure.
PMID:34128748 | DOI:10.1080/17425255.2021.1943358