1
|
Zhai S, Mehrotra DV, Shen J. Applying polygenic risk score methods to pharmacogenomics GWAS: challenges and opportunities. Brief Bioinform 2023; 25:bbad470. [PMID: 38152980 PMCID: PMC10782924 DOI: 10.1093/bib/bbad470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 11/20/2023] [Accepted: 11/28/2023] [Indexed: 12/29/2023] Open
Abstract
Polygenic risk scores (PRSs) have emerged as promising tools for the prediction of human diseases and complex traits in disease genome-wide association studies (GWAS). Applying PRSs to pharmacogenomics (PGx) studies has begun to show great potential for improving patient stratification and drug response prediction. However, there are unique challenges that arise when applying PRSs to PGx GWAS beyond those typically encountered in disease GWAS (e.g. Eurocentric or trans-ethnic bias). These challenges include: (i) the lack of knowledge about whether PGx or disease GWAS/variants should be used in the base cohort (BC); (ii) the small sample sizes in PGx GWAS with corresponding low power and (iii) the more complex PRS statistical modeling required for handling both prognostic and predictive effects simultaneously. To gain insights in this landscape about the general trends, challenges and possible solutions, we first conduct a systematic review of both PRS applications and PRS method development in PGx GWAS. To further address the challenges, we propose (i) a novel PRS application strategy by leveraging both PGx and disease GWAS summary statistics in the BC for PRS construction and (ii) a new Bayesian method (PRS-PGx-Bayesx) to reduce Eurocentric or cross-population PRS prediction bias. Extensive simulations are conducted to demonstrate their advantages over existing PRS methods applied in PGx GWAS. Our systematic review and methodology research work not only highlights current gaps and key considerations while applying PRS methods to PGx GWAS, but also provides possible solutions for better PGx PRS applications and future research.
Collapse
Affiliation(s)
- Song Zhai
- Biostatistics and Research Decision Sciences, Merck & Co., Inc., Rahway, NJ 07065, USA
| | - Devan V Mehrotra
- Biostatistics and Research Decision Sciences, Merck & Co., Inc., North Wales, PA 19454, USA
| | - Judong Shen
- Biostatistics and Research Decision Sciences, Merck & Co., Inc., Rahway, NJ 07065, USA
| |
Collapse
|
2
|
Muderrisoglu A, Babaoglu E, Korkmaz ET, Kalkisim S, Karabulut E, Emri S, Babaoglu MO. Comparative Assessment of Outcomes in Drug Treatment for Smoking Cessation and Role of Genetic Polymorphisms of Human Nicotinic Acetylcholine Receptor Subunits. Front Genet 2022; 13:812715. [PMID: 35222535 PMCID: PMC8866864 DOI: 10.3389/fgene.2022.812715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 01/14/2022] [Indexed: 11/13/2022] Open
Abstract
Objective: To investigate the effects of genetic polymorphisms of human nicotinic acetylcholine receptor subunits α3, α4 and α5, which are encoded by CHRNA3, CHRNA4 CHRNA5 genes, respectively, on nicotine addiction and outcomes of pharmacological treatments for smoking cessation.Methods: A total of 143 smokers and 130 non-smokers were included. Genotyping for CHRNA3 rs578776, CHRNA4 rs1044396-rs1044397, CNRNA5 rs16969968 polymorphisms was performed by PCR, flowed by RFLP. Clinical outcomes and success rates of pharmacological treatments for smoking cessation with nicotine replacement therapy (NRT), bupropion or varenicline were determined at the 12th week of the treatment.Results: Overall, 52 out of 143 (36.4%) smokers who received pharmacotherapy were able to quit smoking. Success rates for smoking cessation were similar for female (30.3%) and male (41.6%) subjects (p = 0.16). The success rate for smoking cessation treatment with varenicline (58.5%) was significantly higher as compared to other treatments with NRT (20.0%), bupropion (32.3%) or bupropion + NRT (40.0%) (chi-square test, p = 0.001). Smoker vs. non-smoker status and the clinical outcomes of drugs used for smoking cessation were found similar in subjects carrying wild-type and variant alleles of human nicotinic acetylcholine receptor α subunits.Conclusion: In this study, smoking cessation treatment with varenicline was significantly more effective than treatments with nicotine replacement or bupropion in a cohort of Turkish subjects. Smoker/non-smoker status and the clinical outcomes of treatment with pharmacological agents were similar in subjects with wild-type or variant alleles for human nicotinic acetylcholine receptor subunits α3 (CHRNA3), α4 (CHRNA4) and α5 (CHRNA5).
Collapse
Affiliation(s)
- Ahmet Muderrisoglu
- Department of Pharmacology, Faculty of Medicine, Hacettepe University, Ankara, Turkey
- *Correspondence: Ahmet Muderrisoglu, , orcid.org/0000-0003-2954-360X
| | - Elif Babaoglu
- Department of Chest Diseases, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Elif Tugce Korkmaz
- Department of Chest Diseases, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Said Kalkisim
- Department of Pharmacology, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Erdem Karabulut
- Department of Biostatistics, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Salih Emri
- Department of Chest Diseases, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Melih O. Babaoglu
- Department of Pharmacology, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| |
Collapse
|
3
|
Al-Omoush TK, Alzoubi KH, Khabour OF, Alsheyab FM, Abu-Siniyeh A, Al-Sawalha NA, Mayyas FA, Cobb CO, Eissenberg T. The CHRNA5 Polymorphism (rs16969968) and its Association with Waterpipe Smoking Addiction among Jordanians. ARAB JOURNAL OF BASIC AND APPLIED SCIENCES 2021; 27:450-455. [PMID: 33511332 DOI: 10.1080/25765299.2020.1849491] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
Waterpipe smoking is a form of tobacco use that causes nicotine/tobacco dependence and has become a global health problem. In the current study, the association of rs16969968 SNP in the CHRNA5 gene with waterpipe dependence was investigated. A total of 386 men and women who used a waterpipe to smoke tobacco were recruited and divided into less dependent and more dependent smokers based on their score on the Lebanon Waterpipe Dependence Scale (LWDS). Results showed a significant difference in the distribution of GG, GA, and AA genotypes by waterpipe dependence status (P<0.001). The more dependent group showed a higher frequency of the AA genotype than the less dependent smokers' group (38% versus 23% respectively). In addition, the more dependent smokers exhibited more A allele than less dependent smokers (53% versus 37% respectively, P<0.001). In conclusion, there is an association between the rs16969968 SNP and waterpipe dependence as assessed by the LWDS.
Collapse
Affiliation(s)
- Thaka'a K Al-Omoush
- Department of Applied Biology, Faculty of Science and Arts, Jordan University of Science and Technology, Irbid, Jordan
| | - Karem H Alzoubi
- Department of Clinical Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
| | - Omar F Khabour
- Department of Medical Laboratory Sciences, Faculty of Applied Medical Sciences, Jordan University of Science and Technology, Irbid, Jordan
| | - Fawzi M Alsheyab
- Department of Applied Biology, Faculty of Science and Arts, Jordan University of Science and Technology, Irbid, Jordan
| | - Ahmed Abu-Siniyeh
- Department of Medical Laboratories, Faculty of Health Sciences, American University of Madaba, Madaba, Jordan
| | - Nour A Al-Sawalha
- Department of Clinical Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
| | - Fadia A Mayyas
- Department of Clinical Pharmacy, Jordan University of Science and Technology, Irbid, Jordan
| | - Caroline O Cobb
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA.,Center for the Study of Tobacco Products, Virginia Commonwealth University, Richmond, VA, USA
| | - Thomas Eissenberg
- Department of Psychology, Virginia Commonwealth University, Richmond, VA, USA.,Center for the Study of Tobacco Products, Virginia Commonwealth University, Richmond, VA, USA
| |
Collapse
|