1
|
Tremmel R, Honore A, Park Y, Zhou Y, Xiao M, Lauschke VM. Machine learning models for pharmacogenomic variant effect predictions - recent developments and future frontiers. Pharmacogenomics 2025:1-12. [PMID: 40401639 DOI: 10.1080/14622416.2025.2504863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2025] [Accepted: 05/08/2025] [Indexed: 05/23/2025] Open
Abstract
Pharmacogenomic variations in genes involved in drug disposition and in drug targets is a major determinant of inter-individual differences in drug response and toxicity. While the effects of common variants are well established, millions of rare variations remain functionally uncharacterized, posing a challenge for the implementation of precision medicine. Recent advances in machine learning (ML) have significantly enhanced the prediction of variant effects by considering DNA as well as protein sequences, as well as their evolutionary conservation and haplotype structures. Emerging deep learning models utilize techniques to capture evolutionary conservation and biophysical properties, and ensemble approaches that integrate multiple predictive models exhibit increased accuracy, robustness, and interpretability. This review explores the current landscape of ML-based variant effect predictors. We discuss key methodological differences and highlight their strengths and limitations for pharmacogenomic applications. We furthermore discuss emerging methodologies for the prediction of substrate-specificity and for consideration of variant epistasis. Combined, these tools improve the functional effect prediction of drug-related variants and offer a viable strategy that could in the foreseeable future translate comprehensive genomic information into pharmacogenetic recommendations.
Collapse
Affiliation(s)
- Roman Tremmel
- Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany
- University of Tübingen, Tübingen, Germany
| | - Antoine Honore
- Division of Information Science and Engineering, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Yoomi Park
- Department of Physiology and Pharmacology and Center for Molecular Medicine, Karolinska Institutet and University Hospital, Stockholm, Sweden
- Medical Research Center, Seoul National University College of Medicine, Seoul, South Korea
| | - Yitian Zhou
- Department of Physiology and Pharmacology and Center for Molecular Medicine, Karolinska Institutet and University Hospital, Stockholm, Sweden
| | - Ming Xiao
- Division of Information Science and Engineering, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Volker M Lauschke
- Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany
- University of Tübingen, Tübingen, Germany
- Department of Physiology and Pharmacology and Center for Molecular Medicine, Karolinska Institutet and University Hospital, Stockholm, Sweden
- Department of Pharmacy, The Second Xiangya Hospital, Central South University, Changsha, China
| |
Collapse
|
2
|
Moustafa HAM, El-Dakroury WA, Ashraf A, Abulsoud AI, Elshaer SS, Abdelmaksoud NM, Rizk NI, Mageed SSA, Zaki MB, Mansour RM, Mohammed OA, Abd-Elmawla MA, Abdel-Reheim MA, Doghish AS. SNP's use as a potential chemotoxicity stratification tool in breast cancer: from bench to clinic. Funct Integr Genomics 2025; 25:93. [PMID: 40261508 DOI: 10.1007/s10142-025-01602-4] [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: 01/15/2025] [Revised: 03/22/2025] [Accepted: 04/12/2025] [Indexed: 04/24/2025]
Abstract
Breast cancer (BC) remains one of the most prevalent malignancies affecting women worldwide, necessitating ongoing research to improve treatment outcomes and minimize adverse effects associated with chemotherapy. This article explores the role of genetic variations, particularly single nucleotide polymorphisms (SNPs), in influencing the efficacy and toxicity of chemotherapeutic agents used in BC treatment. It highlights the impact of polymorphisms in drug metabolism and transport genes, such as UDP-glucuronosyltransferase 1A1 (UGT1A1), carbonyl reductase 1 (CBR1), and ATP-binding cassette multidrug transporter (ABCB1) on the risk of adverse effects, including cardiotoxicity and hematological toxicities. By identifying specific SNPs associated with drug response and toxicity, this research underscores the potential for personalized medicine approaches to optimize treatment regimens, enhance therapeutic efficacy, and minimize side effects in BC patients. The findings advocate for the integration of genetic screening in clinical practice to improve patient outcomes and tailor chemotherapy based on individual genetic profiles.
Collapse
Affiliation(s)
- Hebatallah Ahmed Mohamed Moustafa
- Department of Clinical Pharmacy and Pharmacy Practice, Faculty of Pharmacy, Badr University in Cairo (BUC), Badr, Cairo, 11829, Egypt
| | - Walaa A El-Dakroury
- Department of Pharmaceutics and Industrial Pharmacy, Faculty of Pharmacy, Badr University in Cairo (BUC), Badr City, Cairo, 11829, Egypt
| | - Alaa Ashraf
- Department of Clinical Pharmacy and Pharmacy Practice, Faculty of Pharmacy, Badr University in Cairo (BUC), Badr, Cairo, 11829, Egypt
| | - Ahmed I Abulsoud
- Biochemistry and Molecular Biology Department, Faculty of Pharmacy (Boys), Al-Azhar University, Nasr City, Cairo, 11231, Egypt
- Department of Biochemistry, Faculty of Pharmacy, Heliopolis University, Cairo, 11785, Egypt
| | - Shereen Saeid Elshaer
- Department of Biochemistry, Faculty of Pharmacy, Heliopolis University, Cairo, 11785, Egypt
- Biochemistry and Molecular Biology Department, Faculty of Pharmacy (Girls), Al-Azhar University, Nasr City, Cairo, 11823, Egypt
| | - Nourhan M Abdelmaksoud
- Department of Biochemistry, Faculty of Pharmacy, Heliopolis University, Cairo, 11785, Egypt
| | - Nehal I Rizk
- Department of Biochemistry, Faculty of Pharmacy and Drug Technology, Egyptian Chinese University, Cairo, 11786, Egypt
| | - Sherif S Abdel Mageed
- Pharmacology and Toxicology Department, Faculty of Pharmacy, Badr University in Cairo (BUC), Badr City, Cairo, 11829, Egypt
| | - Mohamed Bakr Zaki
- Department of Biochemistry, Faculty of Pharmacy, University of Sadat, Sadat, City, Menoufia, 32897, Egypt
- Department of Biochemistry, Faculty of Pharmacy, Menoufia National University, km Cairo- Alexandria Agricultural Road, Menofia, Egypt
| | - Reda M Mansour
- Zoology and Entomology Department, Faculty of Science, Helwan University, Helwan, Egypt
- Molecular Biology and Biotechnology Department, School of Biotechnology, Badr University in Cairo (BUC), Badr City, Cairo, 11829, Egypt
| | - Osama A Mohammed
- Department of Pharmacology, College of Medicine, University of Bisha, Bisha, 61922, Saudi Arabia
| | - Mai A Abd-Elmawla
- Department of Biochemistry, Faculty of Pharmacy, Cairo University, Cairo, Egypt
| | | | - Ahmed S Doghish
- Department of Biochemistry, Faculty of Pharmacy, Badr University in Cairo (BUC), Badr City, Cairo, 11829, Egypt.
- Faculty of Pharmacy (Boys), Al-Azhar University, Nasr City, Cairo, 11231, Egypt.
| |
Collapse
|
3
|
Wu X, Xiong H. The Role of Pharmacogenetic-Based Pharmacokinetic Analysis in Precise Breast Cancer Treatment. Pharmaceutics 2024; 16:1407. [PMID: 39598531 PMCID: PMC11597240 DOI: 10.3390/pharmaceutics16111407] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2024] [Revised: 10/19/2024] [Accepted: 10/30/2024] [Indexed: 11/29/2024] Open
Abstract
Given the high prevalence of breast cancer and the diverse genetic backgrounds of patients, a growing body of research emphasizes the importance of pharmacogenetic-based pharmacokinetic analysis in optimizing treatment outcomes. The treatment of breast cancer involves multiple drugs whose metabolism and efficacy are influenced by individual genetic variations. Genetic polymorphisms in drug-metabolizing enzymes and transport proteins are crucial in the regulation of pharmacokinetics. Our review aims to investigate the opportunities and challenges of pharmacogenomic-based pharmacokinetic analysis as a precision medicine tool in breast cancer management.
Collapse
Affiliation(s)
| | - Huihua Xiong
- Department of Oncology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430074, China;
| |
Collapse
|
4
|
Yan M, Fan X, Si H, Wang X, Wang Z, Wang Z, Lv X, Yin H, Jia Y, Jiang L, Xia Y, Liu Y. Association between gene polymorphism and adverse effects in cancer patients receiving docetaxel treatment: a meta-analysis. Cancer Chemother Pharmacol 2022; 89:173-181. [PMID: 34988655 DOI: 10.1007/s00280-021-04374-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Accepted: 11/10/2021] [Indexed: 11/02/2022]
Abstract
PURPOSE Large interindividual variability in the pharmacokinetic properties of docetaxel has been reported, with the clearance of docetaxel varying nearly six fold, in which pharmacogenetics of docetaxel may play an essential role in addition to physiological factors. The association between the gene polymorphism and risk of adverse clinical effects in docetaxel treated patients has been examined in several studies, but their conclusions are, to some extent, controversial. To clarify the role of gene polymorphism in the clinical outcomes of docetaxel treatment, a meta-analysis was performed in the present study. METHODS Pooled odds ratios (ORs) and corresponding 95% confidence intervals (CIs) were employed to evaluate the impact of gene polymorphisms of CYP3A4, CYP3A5 and ABCB1. Four studies with 485 subjects were included in this study. Fixed or random-effects model was chosen according to heterogeneity to conduct the meta-analysis. Publication bias was evaluated by fail-safe numbers. RESULTS Significant association was identified between the ABCB1 C3435T (rs1045642) polymorphism and risk of short-term recurrent hematological toxicity (TT vs. CC + TC OR = 2.91, 95% CI 1.30-6.52, P = 0.009; TT vs. CC OR = 4.23, 95% CI 1.69-10.57 P = 0.002). The association of the ABCB1 G2677T/A (rs2032582) polymorphism with risk of fluid retention was statistically significant (T(A)/T(A) vs. GG + GT(A) OR = 2.08, 95% CI 1.16-3.73, P = 0.01). No statistically significant association between the CYP3A5 A6986G (rs776746) polymorphism and adverse effects was observed in this study. Due to the limitations of included literature, we did not conduct meta-analysis on CYP3A4 gene polymorphism and adverse effects. CONCLUSION An association between the ABCB1 C3435T (rs1045642), ABCB1 G2677T/A (rs2032582) polymorphism and risk of adverse effects of docetaxel was found by our meta-analysis. Namely, the TT homozygotes of the ABCB1 C3435T polymorphism may be associated with the risk of hematological toxicity. ABCB1 G2677T T(A)/T(A) genotype may be associated with the fluid retention. TRAIL REGISTRATION PROSPERO 2020 CRD42020203132.
Collapse
Affiliation(s)
- Mingrui Yan
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Xiaoyu Fan
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Hongyanhua Si
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Xiaoyu Wang
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Zhe Wang
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Zhen Wang
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Xin Lv
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Hang Yin
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Yanyan Jia
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Lili Jiang
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China
| | - Yangliu Xia
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China.
| | - Yong Liu
- School of Life and Pharmaceutical Sciences, Dalian University of Technology, 2 Dagong Road, Liaodongwan New District, Panjin, 124221, China.
| |
Collapse
|
5
|
Single nucleotide polymorphisms to predict taxanes toxicities and effectiveness in cancer patients. THE PHARMACOGENOMICS JOURNAL 2021; 21:491-497. [PMID: 33649523 DOI: 10.1038/s41397-021-00227-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Revised: 01/28/2021] [Accepted: 02/03/2021] [Indexed: 01/31/2023]
Abstract
Taxanes are used in the treatment of several solid tumours. Adverse events (AEs) might be influenced by single nucleotide polymorphisms (SNPs) in genes encoding proteins responsible for pharmacokinetic and pharmacodynamic. In this prospective, monocentric, observational study we explored the effect of SNPs in the main genes involved in taxanes metabolism and transport, on toxicity and efficacy in 125 patients (pts) treated with paclitaxel, nab-paclitaxel, or docetaxel for neoplasms. There was no statistically significant association between the investigated SNPs and AEs. The heterozygous genotype of CYP3A4*22 showed a trend of association with skin reactions in pts treated with paclitaxel and nab-paclitaxel (RR = 6.92; 95% CI 0.47, 99.8; p = 0.0766). CYP2C8*3/*4 variant carriers showed a trend of association with overall AEs in pts treated with paclitaxel and nab-paclitaxel (RR = 1.28; 95% CI 0.96, 1.67; p = 0.0898). No statistically significant relationship with treatment efficacy was found. ABCB1 3435TT showed a trend of association with a higher treatment response (RR = 0.22; 95% CI 0.03, 1.51; p = 0.0876). Despite the population was heterogeneous, CYP3A4*22 and CYP2C8 SNPs may influence paclitaxel and nab-paclitaxel toxicity and ABCB1 c.3435 may affect taxanes effectiveness, even if any statistically significant was found.
Collapse
|
6
|
Pharmacogene Sequencing of a Gabonese Population with Severe Plasmodium falciparum Malaria Reveals Multiple Novel Variants with Putative Relevance for Antimalarial Treatment. Antimicrob Agents Chemother 2021; 65:e0027521. [PMID: 33875422 DOI: 10.1128/aac.00275-21] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Malaria remains one of the deadliest diseases in Africa, particularly for children. While successful in reducing morbidity and mortality, antimalarial treatments are also a major cause of adverse drug reactions (ADRs). Host genetic variation in genes involved in drug disposition or toxicity constitutes an important determinant of ADR risk and can prime for parasite drug resistance. Importantly, however, the genetic diversity in Africa is substantial, and thus, genetic profiles in one population cannot be reliably extrapolated to other ethnogeographic groups. Gabon is considered a high-transmission country, with more than 460,000 malaria cases per year. Yet the pharmacogenetic landscape of the Gabonese population or its neighboring countries has not been analyzed. Using targeted sequencing, here, we profiled 21 pharmacogenes with importance for antimalarial treatment in 48 Gabonese pediatric patients with severe Plasmodium falciparum malaria. Overall, we identified 347 genetic variants, of which 18 were novel, and each individual was found to carry 87.3 ± 9.2 (standard deviation [SD]) variants across all analyzed genes. Importantly, 16.7% of these variants were population specific, highlighting the need for high-resolution pharmacogenomic profiling. Between one in three and one in six individuals harbored reduced-activity alleles of CYP2A6, CYP2B6, CYP2D6, and CYP2C8 with important implications for artemisinin, chloroquine, and amodiaquine therapy. Furthermore, one in three patients harbored at least one G6PD-deficient allele, suggesting a considerably increased risk of hemolytic anemia upon exposure to aminoquinolines. Combined, our results reveal the unique genetic landscape of the Gabonese population and pinpoint the genetic basis for interindividual differences in antimalarial drug responses and toxicity.
Collapse
|
7
|
Muth M, Ojara FW, Kloft C, Joerger M. Role of TDM-based dose adjustments for taxane anticancer drugs. Br J Clin Pharmacol 2020; 87:306-316. [PMID: 33247980 DOI: 10.1111/bcp.14678] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Revised: 09/10/2020] [Accepted: 11/03/2020] [Indexed: 01/14/2023] Open
Abstract
The classical taxanes (paclitaxel, docetaxel), the newer taxane cabazitaxel and the nanoparticle-bound nab-paclitaxel are among the most widely used anticancer drugs. Still, the optimal use and the value of pharmacological personalization of the taxanes is still controversial. We give an overview on the pharmacological properties of the taxanes, including metabolism, pharmacokinetics-pharmacodynamic relations and aspects in the clinical use of taxanes. The latter includes the ongoing debate on the most effective and safe regimen, the recommended initial dose, and pharmacological dosing individualization. The taxanes are among the most widely used anticancer drugs in patients with solid malignancies. Despite their longtime use in clinical routine, the optimal dosing strategy (weekly versus 3-weekly) or optimal average dose (cabazitaxel, nab-paclitaxel) has not been fully resolved, as it may differ according to tumour entity and line of treatment. The value of pharmacological individualization of the taxanes (TDM, TCI) has been partly explored for 3-weekly paclitaxel and docetaxel, but remains mostly unexplored for cabazitaxel and nab-paclitaxel at present.
Collapse
Affiliation(s)
- Marsilla Muth
- Department of Oncology & Hematology, Cantonal Hospital, St. Gallen, Switzerland
| | - Francis Williams Ojara
- Department of Clinical Pharmacy and Biochemistry, Institute of Pharmacy, Freie Universität Berlin, Germany.,Graduate Research Training Program PharMetrX, Germany
| | - Charlotte Kloft
- Department of Clinical Pharmacy and Biochemistry, Institute of Pharmacy, Freie Universität Berlin, Germany
| | - Markus Joerger
- Department of Oncology & Hematology, Cantonal Hospital, St. Gallen, Switzerland
| |
Collapse
|
8
|
Xiao Q, Zhou Y, Lauschke VM. Impact of variants in ATP-binding cassette transporters on breast cancer treatment. Pharmacogenomics 2020; 21:1299-1310. [DOI: 10.2217/pgs-2020-0106] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
There has been substantial interest in the impact of ATP-binding cassette (ABC) transporter variability on breast cancer drug resistance. Here, we provide a systematic review of ABC variants in breast cancer therapy. Notably, most studies used small heterogeneous cohorts and their identified associations lack statistical stringency, replication and mechanistic support. We conclude that commonly studied ABC polymorphisms are not suitable to accurately predict therapy response or toxicity in breast cancer patients and cannot guide treatment decisions. However, recent research shows that ABC transporters harbor a plethora of rare variants with individually small effect sizes, and we argue that a shift in strategy from target variant interrogation to comprehensive profiling might hold promise to drastically improve the predictive power of outcome models.
Collapse
Affiliation(s)
- Qingyang Xiao
- Department of Physiology & Pharmacology, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Yitian Zhou
- Department of Physiology & Pharmacology, Karolinska Institutet, 171 77, Stockholm, Sweden
| | - Volker M Lauschke
- Department of Physiology & Pharmacology, Karolinska Institutet, 171 77, Stockholm, Sweden
| |
Collapse
|
9
|
ABCB1 and ABCC2 genetic polymorphism as risk factors for neutropenia in esophageal cancer patients treated with docetaxel, cisplatin, and 5-fluorouracil chemotherapy. Cancer Chemother Pharmacol 2020; 86:315-324. [PMID: 32748110 DOI: 10.1007/s00280-020-04118-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2020] [Accepted: 07/19/2020] [Indexed: 10/23/2022]
Abstract
PURPOSE The combination of docetaxel, cisplatin and 5-fluorouracil (DCF) is a newly developed chemotherapy regimen for esophageal cancer. Severe neutropenia is dose-limiting toxicity of docetaxel and it is well known to be frequently occurred during DCF chemotherapy. This study aimed to investigate the relationship between severe neutropenia and genetic polymorphisms in patients treated with preoperative DCF chemotherapy. METHODS A total of 158 patients were investigated for their absolute neutrophil count (ANC) within the first cycle of DCF chemotherapy at the National Cancer Center (NCC) Hospital East. DNA samples obtained from the NCC Biobank Registry were used for the analysis of nine genetic polymorphisms related to docetaxel pharmacokinetics. These genotypes were evaluated for their association with severe neutropenia, and further their risk factors were examined using a multivariate logistic regression. RESULTS A total 81 (51.3%) patients developed severe neutropenia. Multivariate analysis revealed that age (OR 1.054; CI 1.008-1.102, P = 0.022), baseline ANC (OR 1.019; CI 1.002-1.037, P = 0.030), ABCB1 3435C>T (OR 2.191; CI 1.087-4.417, P = 0.028) and ABCC2 *+9383C>G (OR 2.342; CI 1.108-4.948, P = 0.026) were significant risk factors for severe neutropenia development. The results from this study showed that age, ANC, ABCB1 3435C>T, and ABCC2 *+9383 G>C increased the incidence of severe neutropenia with the number of identified risk factors. CONCLUSIONS In addition to age and baseline ANC, ABCB1 3435C>T and ABCC2 *+9383C>G were identified as independent predictors for severe neutropenia in esophageal cancer patients treated with DCF chemotherapy.
Collapse
|
10
|
Xiao Q, Zhou Y, Lauschke VM. Ethnogeographic and inter-individual variability of human ABC transporters. Hum Genet 2020; 139:623-646. [PMID: 32206879 PMCID: PMC7170817 DOI: 10.1007/s00439-020-02150-6] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2019] [Accepted: 03/16/2020] [Indexed: 12/19/2022]
Abstract
ATP-binding cassette (ABC) transporters constitute a superfamily of 48 structurally similar membrane transporters that mediate the ATP-dependent cellular export of a plethora of endogenous and xenobiotic substances. Importantly, genetic variants in ABC genes that affect gene function have clinically important effects on drug disposition and can be predictors of the risk of adverse drug reactions and efficacy of chemotherapeutics, calcium channel blockers, and protease inhibitors. Furthermore, loss-of-function of ABC transporters is associated with a variety of congenital disorders. Despite their clinical importance, information about the frequencies and global distribution of functionally relevant ABC variants is limited and little is known about the overall genetic complexity of this important gene family. Here, we systematically mapped the genetic landscape of the entire human ABC superfamily using Next-Generation Sequencing data from 138,632 individuals across seven major populations. Overall, we identified 62,793 exonic variants, 98.5% of which were rare. By integrating five computational prediction algorithms with structural mapping approaches using experimentally determined crystal structures, we found that the functional ABC variability is extensive and highly population-specific. Every individual harbored between 9.3 and 13.9 deleterious ABC variants, 76% of which were found only in a single population. Carrier rates of pathogenic variants in ABC transporter genes associated with autosomal recessive congenital diseases, such as cystic fibrosis or pseudoxanthoma elasticum, closely mirrored the corresponding population-specific disease prevalence, thus providing a novel resource for rare disease epidemiology. Combined, we provide the most comprehensive, systematic, and consolidated overview of ethnogeographic ABC transporter variability with important implications for personalized medicine, clinical genetics, and precision public health.
Collapse
Affiliation(s)
- Qingyang Xiao
- Section of Pharmacogenetics, Department of Physiology and Pharmacology, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Yitian Zhou
- Section of Pharmacogenetics, Department of Physiology and Pharmacology, Karolinska Institutet, 17177, Stockholm, Sweden
| | - Volker M Lauschke
- Section of Pharmacogenetics, Department of Physiology and Pharmacology, Karolinska Institutet, 17177, Stockholm, Sweden.
| |
Collapse
|
11
|
Al-Mahayri ZN, Patrinos GP, Ali BR. Toxicity and Pharmacogenomic Biomarkers in Breast Cancer Chemotherapy. Front Pharmacol 2020; 11:445. [PMID: 32351390 PMCID: PMC7174767 DOI: 10.3389/fphar.2020.00445] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Accepted: 03/20/2020] [Indexed: 02/05/2023] Open
Abstract
Breast cancer (BC) is one of the most prevalent types of cancer worldwide with high morbidity and mortality rates. Treatment modalities include systemic therapy, in which chemotherapy is a major component in many cases. Several chemotherapeutic agents are used in combinations or as single agents with many adverse events occurring in variable frequencies. These events can be a significant barrier in completing the treatment regimens. Germline genomic variants are thought of as potential determinants in chemotherapy response and the development of side effects. Some pharmacogenomic studies were designed to explore germline variants that can be used as biomarkers for predicting developing toxicity or adverse events during chemotherapy in BC. In this review, we reassess and summarize the major findings of pharmacogenomic studies of chemotherapy toxicity during BC management. In addition, deficiencies hampering utilizing these findings and the potential targets of future research are emphasized. Main insufficiencies in toxicity pharmacogenomics studies originate from study design, sample limitations, heterogeneity of selected genes, variants, and toxicity definitions. With the advent of high throughput genotyping techniques, researchers are expected to explore the identified as well as the potential genetic biomarkers of toxicity and efficacy to improve BC management. However, to achieve this, the limitations of previous work should be evaluated and avoided to reach more conclusive and translatable evidence for personalizing BC chemotherapy.
Collapse
Affiliation(s)
- Zeina N. Al-Mahayri
- Department of Pathology, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, United Arab Emirates
| | - George P. Patrinos
- Department of Pathology, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, United Arab Emirates
- Department of Pharmacy, School of Health Sciences, University of Patras, Patras, Greece
- Zayed Center for Health Sciences, United Arab Emirates University, Al-Ain, United Arab Emirates
| | - Bassam R. Ali
- Department of Pathology, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, United Arab Emirates
- Zayed Center for Health Sciences, United Arab Emirates University, Al-Ain, United Arab Emirates
- Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, United Arab Emirates
| |
Collapse
|
12
|
Ren W, Zhou C, Liu Y, Su K, Jia L, Chen L, Li M, Ma J, Zhou W, Zhang S, Zhang D, Cong Z, Niu X, Zhang S, Shen L, Huai C, Sun X, Li G, Qin S, Guo L. Genetic associations of docetaxel-based chemotherapy-induced myelosuppression in Chinese Han population. J Clin Pharm Ther 2019; 45:354-364. [PMID: 31778586 DOI: 10.1111/jcpt.13084] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Accepted: 11/07/2019] [Indexed: 01/22/2023]
Abstract
WHAT IS KNOWN AND OBJECTIVE Myelosuppression, an adverse drug reaction (ADR), often causes medical treatment termination in cancer patients. It has been known that genetic components, such as single-nucleotide polymorphisms (SNPs), influence the risk of myelosuppression at the individual-patient level. However, due to ethnic variation in frequency of genetic polymorphisms, results reported in Caucasian patients may not be generalizable to the Chinese Han population. Until now, few researches on myelosuppression included Chinese Han patients. In this study, we conducted a systematic study of potential biomarkers for docetaxel-induced myelosuppression in Han Chinese patients. METHODS We examined 61 SNPs in 36 genes that code for drug transporters, metabolism enzymes, nuclear receptors and DNA repair pathway in 110 Chinese Han patients receiving docetaxel-based chemotherapy. Genotyping was conducted using the Sequenom MassARRAY system. Significant SNPs were identified by logistic regression, and gene-gene interactions were investigated by generalized multifactor dimensionality reduction (GMDR) analysis. RESULTS AND DISCUSSION Our results revealed that 11 SNPs in nine genes (SLC15A1, SLCO1A2, CYP2D6, FMO3, UGT1A1, NAT2, SULT2A1, PXR and HNF4α) were associated with docetaxel-induced myelosuppression. GMDR analyses suggested that a 3-locus model: SLC15A1 rs2297322-PXR rs3732359-FMO3 rs2266782 was an appropriate predictive model of docetaxel-induced myelosuppression (P = .017, Testing Bal.Acc = 0.653, CV Consistency = 10/10). WHAT IS NEW AND CONCLUSION Our findings suggest multiple novel predictive biomarkers of docetaxel-induced myelosuppression: SLC15A1 rs2297322, PXR rs3732359 and FMO3 rs2266782. These discoveries should help in advancing future personalized therapy of docetaxel-based chemotherapy specific to Chinese Han patients.
Collapse
Affiliation(s)
- Weihua Ren
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China.,Clinical Laboratory Center, Luoyang Central Hospital Affiliated to Zhengzhou University, Luoyang, China
| | - Chenxi Zhou
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Yedong Liu
- The Fourth People's Hospital of Jinan City, Taishan Medical College, Jinan, China
| | - Keli Su
- The Fourth People's Hospital of Jinan City, Taishan Medical College, Jinan, China
| | - Li Jia
- The Fourth People's Hospital of Jinan City, Taishan Medical College, Jinan, China
| | - Luan Chen
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Mo Li
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Jingsong Ma
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Wei Zhou
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Suli Zhang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Di Zhang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China.,Life Science College, Anhui Medical University, Anhui, China
| | - Zhiliang Cong
- The Fourth People's Hospital of Jinan City, Taishan Medical College, Jinan, China
| | - Xuecai Niu
- The Fourth People's Hospital of Jinan City, Taishan Medical College, Jinan, China
| | - Shengui Zhang
- The Fourth People's Hospital of Jinan City, Taishan Medical College, Jinan, China
| | - Lu Shen
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Cong Huai
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Xiaofang Sun
- The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
| | - Guorong Li
- Shandong Normal University, Jinan, China
| | - Shengying Qin
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China.,The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
| | - Liang Guo
- The Fourth People's Hospital of Jinan City, Taishan Medical College, Jinan, China
| |
Collapse
|
13
|
Yin B, Lu P, Liang J, Zhang W, Xin M, Pei K, Li Y. The ABCB1 3435C > T polymorphism influences docetaxel transportation in ovarian cancer. J Int Med Res 2019; 47:5256-5269. [PMID: 31638462 PMCID: PMC6997784 DOI: 10.1177/0300060519870354] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Accepted: 07/26/2019] [Indexed: 11/15/2022] Open
Abstract
Objective To investigate the effect of the ATP-binding cassette transporter superfamily B member 1 gene (ABCB1 ) 3435C > T single nucleotide polymorphism (SNP) on docetaxel transportation in ovarian cancer cells. Methods ES-2 and SKOV3 cells were transfected with an ABCB1 3435C > T recombinant plasmid, and mRNA expression was detected by real-time PCR. The MTT assay was used to detect the toxicity of docetaxel. High-performance liquid chromatography determined the drug concentration in different cell models to evaluate intracellular accumulation, and a transmembrane resistance experiment was used to assess permeability and evaluate the effect of P-gp activity on drug transportation. A tumor-bearing mouse model was established to evaluate the effect of ABCB1 3435C > T on docetaxel resistance. Results P-gp was overexpressed in cells transfected with the ABCB1 3435C > T plasmid, leading to a significant increase in drug resistance to docetaxel. ABCB1 3435C/wild-type transfection significantly promoted the transport of docetaxel mediated by P-gp compared with ABCB1 3435T/mutant transfection. Conclusion P-gp encoded by the ABCB1 variant allele appears to be more efficient at transporting docetaxel compared with the wild-type allele. The ABCB1 3435C > T SNP dramatically affected the efflux ability of P-gp against docetaxel, and may influence P-gp expression and activity.
Collapse
MESH Headings
- ATP Binding Cassette Transporter, Subfamily B/genetics
- ATP Binding Cassette Transporter, Subfamily B, Member 1/genetics
- ATP Binding Cassette Transporter, Subfamily B, Member 1/metabolism
- Animals
- Biological Transport/drug effects
- Cell Death/drug effects
- Cell Line, Tumor
- Cell Membrane/drug effects
- Cell Membrane/metabolism
- Docetaxel/pharmacology
- Docetaxel/therapeutic use
- Drug Resistance, Neoplasm/drug effects
- Female
- Humans
- Mice, Inbred BALB C
- Mice, Nude
- Ovarian Neoplasms/drug therapy
- Ovarian Neoplasms/genetics
- Polymorphism, Single Nucleotide/genetics
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- Xenograft Model Antitumor Assays
Collapse
Affiliation(s)
- Beibei Yin
- Department of Oncology, Shandong Provincial Qianfoshan
Hospital, Shandong University, Jinan, Shandong, China
| | - Ping Lu
- Department of Cardiac Surgery, Shandong Provincial
Qianfoshan Hospital, Shandong University, Jinan, Shandong, China
| | - Jing Liang
- Department of Oncology, Shandong Provincial Qianfoshan
Hospital, Shandong University, Jinan, Shandong, China
| | - Wei Zhang
- Department of Ultrasound, Shandong Provincial
Qianfoshan Hospital, Shandong University, Jinan, Shandong, China
| | - Meng Xin
- Department of Oncology, Shandong Provincial Qianfoshan
Hospital, Shandong University, Jinan, Shandong, China
| | - Ke Pei
- College of Traditional Chinese Medicine, Shandong
University of Traditional Chinese Medicine, Jinan, Shandong,
China
| | - Yan Li
- Department of Oncology, Shandong Provincial Qianfoshan
Hospital, Shandong University, Jinan, Shandong, China
| |
Collapse
|
14
|
Zhong J, Guo Z, Fan L, Zhao X, Zhao B, Cao Z, Cheng L, Shi Y, Li X, Zhang Y, An T, Wu M, Wang Y, Zhuo M, Li J, Yang X, Chen H, Jia B, Zhao J. ABCB1 polymorphism predicts the toxicity and clinical outcome of lung cancer patients with taxane-based chemotherapy. Thorac Cancer 2019; 10:2088-2095. [PMID: 31571407 PMCID: PMC6825927 DOI: 10.1111/1759-7714.13184] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2019] [Revised: 08/13/2019] [Accepted: 08/14/2019] [Indexed: 11/28/2022] Open
Abstract
BACKGROUND Taxane-based chemotherapy is widely used in lung cancer. ABCB1 have a role in the prediction of treatment response and toxicity of chemotherapy in solid tumors. In this retrospective study, we investigated ABCB1 polymorphism on response and toxicity in taxane-based chemotherapy in lung cancer patients. METHODS A total of 122 lung cancer patients who received taxane-based chemotherapy were included in this study. Fluorescence in situ hybridization (FISH) was used for ABCB1 polymorphism detection. Turbidimetric inhibition immunoassay was used for pharmacokinetic analysis. Statistical analysis was performed using SPSS 20.0. RESULTS The frequency of the ABCB1 2677 site TT/TG/GG genotype was 32.8%, 43.4% and 23.8%, respectively and the frequency of the 3435 sites the TT/TC/CC genotype was 13.9%, 44.3% and 41.8%, respectively. The occurrence of neurotoxicity was higher in patients who had ABCB1 3435 site mutation (TT 88.2%, TC 22.2%, CC 21.6% P = 0.004). There was no significant difference between ABCB1 genotypes with regard to other chemotherapy-induced toxicity. For non-small cell lung cancer (NSCLC) patients, those harboring ABCB1 2677 and 3435 site wild-type patients had longer median progression-free survival (PFS) in the paclitaxel subgroup (3435 site: TT 3.87 vs. TC 9.50 vs. CC 14.13 months; P < 0.001; 2677 site: TT 4.37 vs. TG 9.73 vs. GG 12.1 months; P = 0.013). The area under the concentration-time curve (AUC) of 20 patients treated with docetaxel increased for ABCB1 mutation subgroups. CONCLUSION ABCB1 mutation is associated with higher neurotoxicity of taxane-based chemotherapy. It also predicts shorter PFS for NSCLC in paclitaxel-based treatment.
Collapse
Affiliation(s)
- Jia Zhong
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Zihan Guo
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Pharmacy, Peking University Cancer Hospital & Institute, Beijing, China
| | - Liping Fan
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Pharmacy, Peking University Cancer Hospital & Institute, Beijing, China
| | - Xinghui Zhao
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Bingqing Zhao
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Pharmacy, Peking University Cancer Hospital & Institute, Beijing, China
| | - Zhigang Cao
- Department of Medical Oncology, Mancheng People's Hospital, Baoding, China
| | - Linlin Cheng
- Deportment of Medical Oncology, Dong'e People's Hospital, Liaocheng, China
| | - Yuanyuan Shi
- Department of Medical Oncology, Mancheng People's Hospital, Baoding, China
| | - Xiaoting Li
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Radiology, Peking University Cancer Hospital & Institute, Beijing, China
| | - Yanhua Zhang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Pharmacy, Peking University Cancer Hospital & Institute, Beijing, China
| | - Tongtong An
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Meina Wu
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Yuyan Wang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Minglei Zhuo
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Jianjie Li
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Xue Yang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Hanxiao Chen
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Bo Jia
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| | - Jun Zhao
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Thoracic Medical Oncology-I, Peking University Cancer Hospital & Institute, Beijing, China
| |
Collapse
|
15
|
Impact of gene polymorphisms on the systemic toxicity to paclitaxel/carboplatin chemotherapy for treatment of gynecologic cancers. Arch Gynecol Obstet 2019; 300:395-407. [PMID: 31123858 DOI: 10.1007/s00404-019-05197-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Accepted: 05/15/2019] [Indexed: 02/03/2023]
Abstract
PURPOSE Gynecologic malignancies are often detected in advanced stages, requiring chemotherapy with taxane/platinum combinations, which may cause severe toxicities, such as neutropenia and peripheral neuropathy. Gene polymorphisms are suspected as possible causes for the interindividual variability on chemotherapy toxicities. OBJECTIVE To evaluate the role of ABCB1 1236C>T, 3435C>T; CYP2C8*3; CYP3A5*3C variants on paclitaxel/carboplatin toxicities. METHODS A cohort of 503 gynecologic cancer patients treated with paclitaxel/carboplatin at the Brazilian National Cancer Institute (INCA-Brazil) was recruited (2013-2017). Polymorphisms were genotyped by real-time PCR, and toxicities were evaluated by patients' interviews at each chemotherapy cycle and by data collection from electronic records. The association of clinical features and genotypes with severe toxicities was estimated using Pearson's Chi square tests and multiple regression analyses, with calculation of adjusted odds ratios (ORadjusted), and respective 95% confidence intervals (95% CI). RESULTS CYP2C8*3 was significantly associated with increased risks of severe (grades 3-4) neutropenia (ORadjusted 2.11; 95% CI 1.24-3.6; dominant model) and severe thrombocytopenia (ORadjusted 4.93; 95% CI 1.69-14.35; recessive model), whereas ABCB1 variant genotypes (ORadjusted 2.13; 95% CI 1.32-3.42), in association with CYP2C8*3 wild type (GG) (ORadjusted 1.93; 95% CI 1.17-3.19), were predictive of severe fatigue. CONCLUSIONS The present study suggests that CYP2C8*3 is a potential predictor of hematological toxicities related to paclitaxel/carboplatin treatment. Since hematological toxicities, especially neutropenia, may lead to dose delay or treatment interruption, such prognostic evaluation may contribute to clinical management of selected patients with paclitaxel-based chemotherapy.
Collapse
|
16
|
Sim S, Bergh J, Hellström M, Hatschek T, Xie H. Pharmacogenetic impact of docetaxel on neoadjuvant treatment of breast cancer patients. Pharmacogenomics 2018; 19:1259-1268. [PMID: 30196760 DOI: 10.2217/pgs-2018-0080] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
AIM This study aimed to investigate the effect of CYP3A4 and CYP3A5 genotypes on clinical outcomes of docetaxel treatment. PATIENTS & METHODS In the PROMIX trial, 150 breast cancer patients received docetaxel preoperatively. CYP3A4 and CYP3A5 genotype combinations were transformed into total CYP 3A phenotypes. RESULTS Seven patients were characterized as poor metabolizer (PM), 22 patients as extensive metabolizer and 121 patients as intermediate metabolizer. The frequency of grade 3/grade 4 adverse events was higher in the PM group (p = 0.002). One PM subject who basically lacked enzyme activity died from typhlitis. Total 45 recurrences were reported after a median of 5-year follow-up; none of these was PM. CONCLUSION The allelic variants CYP3A4*22 and CYP3A5*3 contribute to the interpatient variations of docetaxel.
Collapse
Affiliation(s)
- Sarah Sim
- Department of Physiology & Pharmacology, Karolinska Institutet. SE171-76 Stockholm, Sweden
| | - Jonas Bergh
- Department of Clinical Oncology, Karolinska University Hospital, SE171-76 Stockholm, Sweden.,Department of Oncology & Pathology, Karolinska institutet, SE171-76 Stockholm, Sweden
| | - Mats Hellström
- Department of Clinical Oncology, Karolinska University Hospital, SE171-76 Stockholm, Sweden
| | - Thomas Hatschek
- Department of Clinical Oncology, Karolinska University Hospital, SE171-76 Stockholm, Sweden.,Department of Oncology & Pathology, Karolinska institutet, SE171-76 Stockholm, Sweden
| | - Hanjing Xie
- Department of Clinical Oncology, Karolinska University Hospital, SE171-76 Stockholm, Sweden.,Department of Oncology & Pathology, Karolinska institutet, SE171-76 Stockholm, Sweden.,Department of Oncology, Capio St Görans Hospital, SE171-76 Stockholm, Sweden
| |
Collapse
|
17
|
Raymundo S, Muller V, Andriguetti N, Tegner M, Artmann A, Kluck H, Franzoi M, Vilela R, Schwartsmann G, Linden R, Antunes M. Determination of docetaxel in dried blood spots by LC–MS/MS: Method development, validation and clinical application. J Pharm Biomed Anal 2018; 157:84-91. [DOI: 10.1016/j.jpba.2018.05.011] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Revised: 05/07/2018] [Accepted: 05/09/2018] [Indexed: 01/05/2023]
|
18
|
Palmirotta R, Carella C, Silvestris E, Cives M, Stucci SL, Tucci M, Lovero D, Silvestris F. SNPs in predicting clinical efficacy and toxicity of chemotherapy: walking through the quicksand. Oncotarget 2018; 9:25355-25382. [PMID: 29861877 PMCID: PMC5982750 DOI: 10.18632/oncotarget.25256] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2018] [Accepted: 04/07/2018] [Indexed: 12/19/2022] Open
Abstract
In the "precision medicine" era, chemotherapy still remains the backbone for the treatment of many cancers, but no affordable predictors of response to the chemodrugs are available in clinical practice. Single nucleotide polymorphisms (SNPs) are gene sequence variations occurring in more than 1% of the full population, and account for approximately 80% of inter-individual genomic heterogeneity. A number of studies have investigated the predictive role of SNPs of genes enrolled in both pharmacodynamics and pharmacokinetics of chemotherapeutics, but the clinical implementation of related results has been modest so far. Among the examined germline polymorphic variants, several SNPs of dihydropyrimidine dehydrogenase (DPYD) and uridine diphosphate glucuronosyltransferases (UGT) have shown a robust role as predictors of toxicity following fluoropyrimidine- and/or irinotecan-based treatments respectively, and a few guidelines are mandatory in their detection before therapy initiation. Contrasting results, however, have been reported on the capability of variants of other genes as MTHFR, TYMS, ERCC1, XRCC1, GSTP1, CYP3A4/3A5 and ABCB1, in predicting either therapy efficacy or toxicity in patients undergoing treatment with pyrimidine antimetabolites, platinum derivatives, irinotecan and taxanes. While formal recommendations for routine testing of these SNPs cannot be drawn at this moment, therapeutic decisions may indeed benefit of germline genomic information, when available. Here, we summarize the clinical impact of germline genomic variants on the efficacy and toxicity of major chemodrugs, with the aim to facilitate the therapeutic expectance of clinicians in the odiern quicksand field of complex molecular biology concepts and controversial trial data interpretation.
Collapse
Affiliation(s)
- Raffaele Palmirotta
- Department of Biomedical Sciences and Human Oncology, Section of Clinical and Molecular Oncology, University of Bari Aldo Moro, 70124 Bari, Italy
| | - Claudia Carella
- Department of Biomedical Sciences and Human Oncology, Section of Clinical and Molecular Oncology, University of Bari Aldo Moro, 70124 Bari, Italy
| | - Erica Silvestris
- Department of Biomedical Sciences and Human Oncology, Section of Clinical and Molecular Oncology, University of Bari Aldo Moro, 70124 Bari, Italy
| | - Mauro Cives
- Department of Biomedical Sciences and Human Oncology, Section of Clinical and Molecular Oncology, University of Bari Aldo Moro, 70124 Bari, Italy
| | - Stefania Luigia Stucci
- Department of Biomedical Sciences and Human Oncology, Section of Clinical and Molecular Oncology, University of Bari Aldo Moro, 70124 Bari, Italy
| | - Marco Tucci
- Department of Biomedical Sciences and Human Oncology, Section of Clinical and Molecular Oncology, University of Bari Aldo Moro, 70124 Bari, Italy
| | - Domenica Lovero
- Department of Biomedical Sciences and Human Oncology, Section of Clinical and Molecular Oncology, University of Bari Aldo Moro, 70124 Bari, Italy
| | - Franco Silvestris
- Department of Biomedical Sciences and Human Oncology, Section of Clinical and Molecular Oncology, University of Bari Aldo Moro, 70124 Bari, Italy
| |
Collapse
|
19
|
Jabir RS, Ho GF, Annuar MABA, Stanslas J. Association of Allelic Interaction of Single Nucleotide Polymorphisms of Influx and Efflux Transporters Genes With Nonhematologic Adverse Events of Docetaxel in Breast Cancer Patients. Clin Breast Cancer 2018; 18:e1173-e1179. [PMID: 29885788 DOI: 10.1016/j.clbc.2018.04.018] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 02/19/2018] [Accepted: 04/23/2018] [Indexed: 12/11/2022]
Abstract
PURPOSE Nonhematologic adverse events (AEs) of docetaxel constitute an extra burden in the treatment of cancer patients and necessitate either a dose reduction or an outright switch of docetaxel for other regimens. These AEs are frequently associated with genetic polymorphisms of genes encoding for proteins involved docetaxel disposition. Therefore, we investigated that association in Malaysian breast cancer patients. MATERIALS AND METHODS A total of 110 Malaysian breast cancer patients were enrolled in the present study, and their blood samples were investigated for different single nucleotide polymorphisms using polymerase chain reaction restriction fragment length polymorphism. AEs were evaluated using the Common Terminology Criteria for Adverse Events, version 4.0. RESULTS Fatigue, nausea, oral mucositis, and vomiting were the most common nonhematologic AEs. Rash was associated with heterozygous and mutant genotypes of ABCB1 3435C>T (P < .05). Moreover, patients carrying the GG genotype of ABCB1 2677G>A/T reported more fatigue than those carrying the heterozygous genotype GA (P < .05). The presence of ABCB1 3435-T, ABCC2 3972-C, ABCC2 1249-G, and ABCB1 2677-G alleles was significantly associated with nausea and oral mucositis. The coexistence of ABCB1 3435-C, ABCC2 3972-C, ABCC2 1249-G, and ABCB1 2677-A was significantly associated with vomiting (P < .05). CONCLUSION The prevalence of nonhematologic AEs in breast cancer patients treated with docetaxel has been relatively high. The variant allele of ABCB1 3435C>T polymorphism could be a potential predictive biomarker of docetaxel-induced rash, and homozygous wild-type ABCB1 2677G>A/T might predict for a greater risk of fatigue. In addition, the concurrent presence of specific alleles could be predictive of vomiting, nausea, and oral mucositis.
Collapse
Affiliation(s)
- Rafid Salim Jabir
- Pharmacotherapeutics Unit, Department of Medicine, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Selangor, Malaysia
| | - Gwo Fuang Ho
- Clinical Oncology Unit, University Malaya Medical Centre, Kuala Lumpur, Malaysia
| | - Muhammad Azrif Bin Ahmad Annuar
- Department of Radiotherapy and Oncology, Universiti Kebangsaan Malaysia Medical Centre, Jalan Yaacob Latif, Kuala Lumpur, Malaysia
| | - Johnson Stanslas
- Pharmacotherapeutics Unit, Department of Medicine, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, Selangor, Malaysia.
| |
Collapse
|
20
|
Huang Z, Wang J, Qian J, Li Y, Xu Z, Chen M, Tong H. Effects of cytochrome P450 family 3 subfamily A member 5 gene polymorphisms on daunorubicin metabolism and adverse reactions in patients with acute leukemia. Mol Med Rep 2017; 15:3493-3498. [PMID: 28440407 PMCID: PMC5436286 DOI: 10.3892/mmr.2017.6470] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2016] [Accepted: 01/20/2017] [Indexed: 01/28/2023] Open
Abstract
The present study aimed to investigate the association between the genetic polymorphism of cytochrome P450 family 3 subfamily A member 5 (CYP3A5) and the activity of CYP3A and plasma concentrations of daunorubicin (DNR) in patients with acute leukemia. A total of 36 children with newly diagnosed acute lymphoblastic leukemia were enrolled in the study. Polymerase chain reaction (PCR)‑restriction fragment length polymorphism and PCR product sequencing were used to detect the genotype of CYP3A5*3. PCR was then used to express the mRNA expression of CYP3A5. A midazolam probe method was used to detect CYP3A enzyme activity, and DNR concentrations were measured using high performance liquid chromatography. Children with different genotypes had different mRNA expression levels of CYP3A5, and CYP3A enzyme activity in children with the CYP3A5*1 allele was higher, compared with that in children with the CYP3A5*3 allele. In addition, the area under the curve (AUC)0‑24 h and AUC0‑∞ of DNR were significantly different in children with different genotypes, however, no statistically significant differences were found in half‑life or maximum concentration. The AUC of DNR was increased in children with acute lymphatic leukemia who suffered from cardiotoxicity, compared with those in the normal group. The CYP3A5*3 gene polymorphism was closely associated with the mRNA expression of CYP3A5, CYP3A enzyme activity and DNR plasma drug concentration, and exhibited different drug adverse reactions.
Collapse
Affiliation(s)
- Zhen Huang
- Department of Hematology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, P.R. China
| | - Juxiang Wang
- Department of Hematology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, P.R. China
| | - Jiangchao Qian
- Department of Hematology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, P.R. China
| | - Yuan Li
- Department of Hematology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, P.R. China
| | - Zhisheng Xu
- Department of Hematology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, P.R. China
| | - Min Chen
- Department of Hematology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, P.R. China
| | - Hongfei Tong
- Department of Hepatobiliary Surgery, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325027, P.R. China
| |
Collapse
|
21
|
Chen S, Sutiman N, Zhang CZ, Yu Y, Lam S, Khor CC, Chowbay B. Pharmacogenetics of irinotecan, doxorubicin and docetaxel transporters in Asian and Caucasian cancer patients: a comparative review. Drug Metab Rev 2016; 48:502-540. [DOI: 10.1080/03602532.2016.1226896] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
|
22
|
Megías-Vericat JE, Montesinos P, Herrero MJ, Moscardó F, Bosó V, Rojas L, Martínez-Cuadrón D, Hervás D, Boluda B, García-Robles A, Rodríguez-Veiga R, Martín-Cerezuela M, Cervera J, Sendra L, Sanz J, Miguel A, Lorenzo I, Poveda JL, Sanz MÁ, Aliño SF. Impact of ABC single nucleotide polymorphisms upon the efficacy and toxicity of induction chemotherapy in acute myeloid leukemia. Leuk Lymphoma 2016; 58:1197-1206. [PMID: 27701910 DOI: 10.1080/10428194.2016.1231405] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Anthracycline uptake could be affected by efflux pumps of the ABC family. The influence of 7 SNPs of ABC genes was evaluated in 225 adult de novo acute myeloid leukemia (AML) patients. After multivariate logistic regression there were no significant differences in complete remission, though induction death was associated to ABCB1 triple variant haplotype (p = .020). The ABCB1 triple variant haplotype was related to higher nephrotoxicity (p = .016), as well as this haplotype and the variant allele of ABCB1 rs1128503, rs2032582 to hepatotoxicity (p = .001; p = .049; p < .001). Furthermore, the variant allele of ABCC1 rs4148350 was related to severe hepatotoxicity (p = .044), and the variant allele of ABCG2 rs2231142 was associated to greater cardiac (p = .004) and lung toxicities (p = .038). Delayed time to neutropenia recovery was observed with ABCB1 rs2032582 variant (p = .047). This study shows the impact of ABC polymorphisms in AML chemotherapy safety. Further prospective studies with larger population are needed to validate these associations.
Collapse
Affiliation(s)
- Juan Eduardo Megías-Vericat
- a Unidad de Farmacogenética, Instituto Investigación Sanataria La Fe and Área del Medicamento, Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain.,b Servicio de Farmacia, Área del Medicamento. Hospital Universitario y Politécnico La Fe Avda , Valencia , Spain
| | - Pau Montesinos
- c Servicio de Hematología y Hemoterapia. Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| | - María José Herrero
- a Unidad de Farmacogenética, Instituto Investigación Sanataria La Fe and Área del Medicamento, Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain.,d Departamento Farmacología, Facultad de Medicina , Universidad de Valencia. Avda , Valencia , Spain
| | - Federico Moscardó
- c Servicio de Hematología y Hemoterapia. Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| | - Virginia Bosó
- a Unidad de Farmacogenética, Instituto Investigación Sanataria La Fe and Área del Medicamento, Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain.,b Servicio de Farmacia, Área del Medicamento. Hospital Universitario y Politécnico La Fe Avda , Valencia , Spain
| | - Luis Rojas
- a Unidad de Farmacogenética, Instituto Investigación Sanataria La Fe and Área del Medicamento, Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain.,e Department of Internal Medicine, Faculty of Medicine , Pontificia Universidad Católica de Chile. Avda , Santiago , Chile
| | - David Martínez-Cuadrón
- c Servicio de Hematología y Hemoterapia. Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| | - David Hervás
- f Unidad de Bioestadística, Instituto investigación Sanataria La Fe. Avda , Valencia , Spain
| | - Blanca Boluda
- c Servicio de Hematología y Hemoterapia. Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| | - Ana García-Robles
- b Servicio de Farmacia, Área del Medicamento. Hospital Universitario y Politécnico La Fe Avda , Valencia , Spain
| | - Rebeca Rodríguez-Veiga
- c Servicio de Hematología y Hemoterapia. Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| | - María Martín-Cerezuela
- b Servicio de Farmacia, Área del Medicamento. Hospital Universitario y Politécnico La Fe Avda , Valencia , Spain
| | - José Cervera
- c Servicio de Hematología y Hemoterapia. Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| | - Luis Sendra
- d Departamento Farmacología, Facultad de Medicina , Universidad de Valencia. Avda , Valencia , Spain
| | - Jaime Sanz
- c Servicio de Hematología y Hemoterapia. Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| | - Antonio Miguel
- d Departamento Farmacología, Facultad de Medicina , Universidad de Valencia. Avda , Valencia , Spain
| | - Ignacio Lorenzo
- c Servicio de Hematología y Hemoterapia. Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| | - José Luis Poveda
- b Servicio de Farmacia, Área del Medicamento. Hospital Universitario y Politécnico La Fe Avda , Valencia , Spain
| | - Miguel Ángel Sanz
- c Servicio de Hematología y Hemoterapia. Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| | - Salvador F Aliño
- a Unidad de Farmacogenética, Instituto Investigación Sanataria La Fe and Área del Medicamento, Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain.,d Departamento Farmacología, Facultad de Medicina , Universidad de Valencia. Avda , Valencia , Spain.,g Unidad de Farmacología Clínica, Área del Medicamento, Hospital Universitario y Politécnico La Fe. Avda , Valencia , Spain
| |
Collapse
|
23
|
Tulsyan S, Mittal RD, Mittal B. The effect of ABCB1 polymorphisms on the outcome of breast cancer treatment. Pharmgenomics Pers Med 2016; 9:47-58. [PMID: 27175090 PMCID: PMC4854269 DOI: 10.2147/pgpm.s86672] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
The ABCB1 gene encodes a permeability glycoprotein, which is one of the most extensively studied human adenosine-triphosphate (ATP)-dependent efflux transporters. Permeability glycoprotein is expressed in the apical membranes of tissues such as intestine, liver, blood-brain barrier, kidney, placenta, and testis and contributes to intracellular drug disposition. It is also highly expressed in tumor cells conferring drug resistance, which is one of the major problems in the efficacy of cancer chemotherapy treatment. ABCB1 is highly polymorphic, and three well-known single-nucleotide polymorphisms such as 1236C>T, 2677G>T/A, and 3435C>T have been found to be associated with altered messenger RNA levels, protein folding, and drug pharmacokinetics. Many association studies and meta-analyses have demonstrated the clinical impact of ABCB1 polymorphisms in breast cancer treatment outcomes with respect to therapeutic response, chemotoxicity, and overall survival. Therefore, the aim of this review was to evaluate the effects of ABCB1 polymorphisms on the outcome of breast cancer treatment which, in future, would be important for tailoring individualized anticancer therapy.
Collapse
Affiliation(s)
- Sonam Tulsyan
- Department of Genetics, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow, India
| | - Rama Devi Mittal
- Department of Urology and Renal Transplant, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow, India
| | - Balraj Mittal
- Department of Genetics, Sanjay Gandhi Postgraduate Institute of Medical Sciences, Lucknow, India
| |
Collapse
|
24
|
Duran I, Hagen C, Arranz JÁ, Apellaniz-Ruiz M, Pérez-Valderrama B, Sala N, Lainez N, García-Del Muro X, Noguerón E, Climent MÁ, Maroto P, Font A, García-Donas J, Gallardo E, López-Criado P, González Del Alba A, Sáez MI, Vázquez S, Luque R, Rodríguez-Antona C. SNPs associated with activity and toxicity of cabazitaxel in patients with advanced urothelial cell carcinoma. Pharmacogenomics 2016; 17:463-71. [PMID: 27020167 DOI: 10.2217/pgs.15.186] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
AIM We aimed to identify SNPs associated with cabazitaxel toxicity and response within a Phase II clinical trial using this compound in advanced transitional cell carcinoma after progression to a platinum-based regimen. PATIENTS & METHODS Eleven SNPs in CYP3A4, CYP3A5, CYP2C8, ABCB1 and TUBB1 were genotyped in 45 patients. RESULTS CYP3A5 rs776746 A allele was associated with protection against gastrointestinal toxicity (odds ratio: 0.06, 95% CI: 0.007-0.63, p = 0.018) and with reduced progression-free survival (hazard ratio: 5.1, 95% CI: 1.7-15.1, p = 0.0038, multivariable analysis). ABCB1 SNPs were associated with total number of grade 3-4 toxicity events (p-values of 0.009, 0.041 and 0.043, respectively). CONCLUSION Polymorphisms in CYP3A5 and ABCB1 may define a subset of patients with different cabazitaxel toxicity and efficacy and therefore could be used as markers for treatment optimization.
Collapse
Affiliation(s)
- Ignacio Duran
- Hospital Universitario Virgen del Rocio, Seville, Spain
| | - Carlos Hagen
- Spanish Oncology Genitourinary Group, Madrid, Spain
| | | | - María Apellaniz-Ruiz
- Hereditary Endocrine Cancer Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain
| | | | - Nuria Sala
- Instituto Catalan de Oncologia Josep Trueta, Girona, Spain
| | - Nuria Lainez
- Complejo Hospitalario de Navarra, Pamplona, Spain
| | | | - Esther Noguerón
- Complejo Hospitalario Universitario de Albacete, Albacete, Spain
| | | | - Pablo Maroto
- Hospital de la Santa Creu y Sant Pau, Barcelona, Spain
| | - Albert Font
- Instituto Catala de Oncologia, Hospital Universitario Germans Trias y Pujol, Badalona, Spain
| | | | | | | | | | | | | | - Raquel Luque
- Hospital Universitario Virgen de las Nieves, Granada, Spain
| | - Cristina Rodríguez-Antona
- Hereditary Endocrine Cancer Group, Spanish National Cancer Research Centre (CNIO), Madrid, Spain.,ISCIII Center for Biomedical Research on Rare Diseases (CIBERER), Madrid, Spain
| |
Collapse
|
25
|
Frederiks C, Lam S, Guchelaar H, Boven E. Genetic polymorphisms and paclitaxel- or docetaxel-induced toxicities: A systematic review. Cancer Treat Rev 2015; 41:935-50. [DOI: 10.1016/j.ctrv.2015.10.010] [Citation(s) in RCA: 88] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2015] [Revised: 10/17/2015] [Accepted: 10/20/2015] [Indexed: 12/28/2022]
|
26
|
Are pharmacogenomic biomarkers an effective tool to predict taxane toxicity and outcome in breast cancer patients? Literature review. Cancer Chemother Pharmacol 2015. [PMID: 26198313 DOI: 10.1007/s00280-015-2818-4] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
PURPOSE Breast cancer is a heterogeneous disease, characterized by various molecular phenotypes that correlate with different prognosis and response to treatments. Taxanes are some of the most active chemotherapeutic agents for breast cancer; however, their utilization is limited, due to hematologic and cumulative neurotoxicity on treated patients. To understand why only some patients experience severe adverse effects and why patients respond and develop resistance with different rates to taxane therapy, the metabolic pathways of these drugs should be completely unraveled. The variant forms of several genes, related to taxane pharmacokinetics, can be indicative markers of clinical parameters, such as toxicity or outcome. METHODS The search of the data has been conducted through PubMed database, presenting clinical data, clinical trials and basic research restricted to English language until June 2015. RESULTS We studied the literature in order to find any possible association between the major pharmacogenomic variants and specific taxane-related toxicity and patient outcome. We found that the data of these studies are sometimes discordant, due to both the small number of enrolled patients and the heterogeneity of the examined population. CONCLUSIONS Among all analyzed genes, only CYP1B1 and ABCB1 resulted the strongest candidates to become biomarkers of clinical response to taxane therapy in breast cancer, although their utilization still remains an experimental procedure. In the future, greater studies on genetic polymorphisms should be performed in order to identify differentiating signatures for patients with higher toxicity and with resistant or responsive outcome, before the administration of taxanes.
Collapse
|
27
|
Lee HH, Leake BF, Teft W, Tirona RG, Kim RB, Ho RH. Contribution of hepatic organic anion-transporting polypeptides to docetaxel uptake and clearance. Mol Cancer Ther 2015; 14:994-1003. [PMID: 25695959 DOI: 10.1158/1535-7163.mct-14-0547] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2014] [Accepted: 02/10/2015] [Indexed: 11/16/2022]
Abstract
The antimicrotubular agent docetaxel is a widely used chemotherapeutic drug for the treatment of multiple solid tumors and is predominantly dependent on hepatic disposition. In this study, we evaluated drug uptake transporters capable of transporting radiolabeled docetaxel. By screening an array of drug uptake transporters in HeLa cells using a recombinant vaccinia-based method, five organic anion-transporting polypeptides (OATP) capable of docetaxel uptake were identified: OATP1A2, OATP1B1, OATP1B3, OATP1C1, and Oatp1b2. Kinetic analysis of docetaxel transport revealed similar kinetic parameters among hepatic OATP1B/1b transporters. An assessment of polymorphisms (SNPs) in SLCO1B1 and SLCO1B3 revealed that a number of OATP1B1 and OATP1B3 variants were associated with impaired docetaxel transport. A Transwell-based vectorial transport assay using MDCKII stable cells showed that docetaxel was transported significantly into the apical compartment of double-transfected (MDCKII-OATP1B1/MDR1 and MDCKII-OATP1B3/MDR1) cells compared with single-transfected (MDCKII-OATP1B1 and MDCKII-OATP1B3) cells (P < 0.05) or control (MDCKII-Co) cells (P < 0.001). In vivo docetaxel transport studies in Slco1b2(-/-) mice showed approximately >5.5-fold higher plasma concentrations (P < 0.01) and approximately 3-fold decreased liver-to-plasma ratio (P < 0.05) of docetaxel compared with wild-type (WT) mice. The plasma clearance of docetaxel in Slco1b2(-/-) mice was 83% lower than WT mice (P < 0.05). In conclusion, this study demonstrates the important roles of OATP1B transporters to the hepatic disposition and clearance of docetaxel, and supporting roles of these transporters for docetaxel pharmacokinetics.
Collapse
Affiliation(s)
- Hannah H Lee
- Division of Hematology and Oncology, Department of Pediatrics, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Brenda F Leake
- Division of Hematology and Oncology, Department of Pediatrics, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Wendy Teft
- Division of Clinical Pharmacology, Schulich School of Medicine and Dentistry, Western University/University of Western Ontario, London, Ontario, Canada
| | - Rommel G Tirona
- Division of Clinical Pharmacology, Schulich School of Medicine and Dentistry, Western University/University of Western Ontario, London, Ontario, Canada
| | - Richard B Kim
- Division of Clinical Pharmacology, Schulich School of Medicine and Dentistry, Western University/University of Western Ontario, London, Ontario, Canada
| | - Richard H Ho
- Division of Hematology and Oncology, Department of Pediatrics, Vanderbilt University School of Medicine, Nashville, Tennessee.
| |
Collapse
|
28
|
Tulsyan S, Chaturvedi P, Singh AK, Agarwal G, Lal P, Agrawal S, Mittal RD, Mittal B. Assessment of clinical outcomes in breast cancer patients treated with taxanes: multi-analytical approach. Gene 2014; 543:69-75. [PMID: 24704000 DOI: 10.1016/j.gene.2014.04.004] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2013] [Revised: 01/30/2014] [Accepted: 04/01/2014] [Indexed: 12/24/2022]
Abstract
Polymorphisms in genes encoding CYPs (Phase I) and ABCB1 (Phase III) enzymes may attribute to variability of efficacy of taxanes. The present study aims to find the influence of CYP and ABCB1 gene polymorphisms on taxanes based clinical outcomes. 132 breast cancer patients treated with taxanes based chemotherapy were genotyped for CYP3A4*1B, CYP3A5*3, CYP1B1*3, CYP2C8*3, ABCB1 1236C>T, 2677G>T/A and 3435C>T polymorphisms using PCR-RFLP. Associations of genetic variants with clinical outcomes in terms of response in 58 patients receiving neo-adjuvant chemotherapy (NACT), and chemo-toxicity in 132 patients were studied. Multifactor dimensionality reduction (MDR) analysis was performed to evaluate higher order gene-gene interactions with clinical outcomes. Pathological response to taxane based NACT was associated with GA genotype as well as A allele of CYP3A5*3 polymorphism (Pcorr=0.0465, Pcorr=0.0465). Similarly, association was found in dominant model of CYP3A5*3 polymorphism with responders (Pcorr=0.0465). Haplotype analysis further revealed ACYP3A4-ACYP3A5 haplotype to be significantly associated with responders (Pcorr=0.048). In assessing toxicity, significant association of variant (TT) genotype and T allele of ABCB1 2677G>T/A polymorphism, was found with 'grade 1 or no leucopenia' (Pcorr=0.0465, Pcorr=0.048). On evaluating higher order gene-gene interaction models by MDR analysis, CYP3A5*3; ABCB11236C>T and ABCB1 2677G>T/A; ABCB1 3435C>T and CYP1B1*3 showed significant association with treatment response, grade 2-4 anemia and dose delay/reduction due to neutropenia (P=0.024, P=0.004, P=0.026), respectively. Multi-analytical approaches may provide a better assessment of pharmacogenetic based treatment outcomes in breast cancer patients treated with taxanes.
Collapse
MESH Headings
- Adult
- Antineoplastic Agents/therapeutic use
- Breast Neoplasms/drug therapy
- Breast Neoplasms/genetics
- Breast Neoplasms, Male/drug therapy
- Breast Neoplasms, Male/epidemiology
- Breast Neoplasms, Male/genetics
- Carcinoma, Ductal, Breast/drug therapy
- Carcinoma, Ductal, Breast/epidemiology
- Carcinoma, Ductal, Breast/genetics
- Drug Resistance, Neoplasm/genetics
- Drug-Related Side Effects and Adverse Reactions/epidemiology
- Drug-Related Side Effects and Adverse Reactions/genetics
- Female
- Genetic Association Studies
- Haplotypes
- Humans
- Male
- Middle Aged
- Taxoids/therapeutic use
- Treatment Outcome
Collapse
Affiliation(s)
- Sonam Tulsyan
- Department of Genetics, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, India
| | - Pankaj Chaturvedi
- Department of Genetics, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, India
| | - Abhishek Kumar Singh
- Department of Genetics, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, India
| | - Gaurav Agarwal
- Department of Endocrine & Breast Surgery, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, India
| | - Punita Lal
- Department of Radiotherapy, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, India
| | - Sushma Agrawal
- Department of Radiotherapy, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, India
| | - Rama Devi Mittal
- Department of Urology, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, India
| | - Balraj Mittal
- Department of Genetics, Sanjay Gandhi Post Graduate Institute of Medical Sciences, Lucknow 226014, India.
| |
Collapse
|
29
|
Krens SD, McLeod HL, Hertz DL. Pharmacogenetics, enzyme probes and therapeutic drug monitoring as potential tools for individualizing taxane therapy. Pharmacogenomics 2013; 14:555-74. [PMID: 23556452 DOI: 10.2217/pgs.13.33] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
The taxanes are a class of chemotherapeutic agents that are widely used in the treatment of various solid tumors. Although taxanes are highly effective in cancer treatment, their use is associated with serious complications attributable to large interindividual variability in pharmacokinetics and a narrow therapeutic window. Unpredictable toxicity occurrence necessitates close patient monitoring while on therapy and adverse effects frequently require decreasing, delaying or even discontinuing taxane treatment. Currently, taxane dosing is based primarily on body surface area, ignoring other factors that are known to dictate variability in pharmacokinetics or outcome. This article discusses three potential strategies for individualizing taxane treatment based on patient information that can be collected before or during care. The clinical implementation of pharmacogenetics, enzyme probes or therapeutic drug monitoring could enable clinicians to personalize taxane treatment to enhance efficacy and/or limit toxicity.
Collapse
Affiliation(s)
- Stefanie D Krens
- UNC Institute for Pharmacogenomics & Individualized Therapy, University of North Carolina at Chapel Hill, 120 Mason Farm Road, CB 7361, Chapel Hill, NC 27599, USA
| | | | | |
Collapse
|
30
|
Jabir RS, Naidu R, Annuar MABA, Ho GF, Munisamy M, Stanslas J. Pharmacogenetics of taxanes: impact of gene polymorphisms of drug transporters on pharmacokinetics and toxicity. Pharmacogenomics 2013; 13:1979-88. [PMID: 23215890 DOI: 10.2217/pgs.12.165] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Interindividual variability in drug response and the emergence of adverse drug effects are the main causes of treatment failure in cancer therapy. Functional membrane drug transporters play important roles in altering pharmacokinetic profile, resistance to treatment, toxicity and patient survival. Pharmacogenetic studies of these transporters are expected to provide new approaches for optimizing therapy. Taxanes are approved for the treatment of various cancers. Circulating taxanes are taken up by SLCO1B3 into hepatocytes. The CYP450 enzymes CYP3A4, CYP3A5 and CYP2C8 are responsible for the conversion of taxanes into their metabolites. Ultimately, ABCB1 and ABCC2 will dispose the metabolites into bile canaliculi. Polymorphisms of genes encoding for proteins involved in the transport and clearance of taxanes reduce excretion of the drugs, leading to development of toxicity in patients. This review addresses current knowledge on genetic variations of transporters affecting taxanes pharmacokinetics and toxicity, and provides insights into future direction for personalized medicine.
Collapse
Affiliation(s)
- Rafid Salim Jabir
- Pharmacotherapeutics Unit, Department of Medicine & Health Sciences, Universiti Putra Malaysia, 43400 Serdang, Selangor, Malaysia
| | | | | | | | | | | |
Collapse
|
31
|
Tang NLS, Liao CD, Wang X, Mo FKF, Chan VTC, Ng R, Pang E, Suen JJS, Woo J, Yeo W. Role of pharmacogenetics on adjuvant chemotherapy-induced neutropenia in Chinese breast cancer patients. J Cancer Res Clin Oncol 2013; 139:419-427. [PMID: 23143606 DOI: 10.1007/s00432-012-1345-5] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2012] [Accepted: 10/28/2012] [Indexed: 01/15/2023]
Abstract
BACKGROUND Breast cancer patients regularly undergo adjuvant chemotherapies following surgery. However, these treatments are largely associated with chemotherapeutic toxicities ranging from nausea to severe myelosuppression. In this investigation, we examined the effects of four SNPs in NR1I2, CYP3A4 and CYP3A5 genes on chemotherapy-induced severe neutropenia in 311 female Chinese breast cancer patients undergoing a standard adjuvant chemotherapy regimen. METHODS Patients were monitored for adverse reactions throughout the treatment, then divided into "none or mild" (80 %) or "severe" (20 %) toxicity groups according to whether they suffered grade 4 neutropenia defined as having an absolute neutrophil counts (ANC) of less than 0.5 × 10(9)/L anytime during the treatment. DNA was extracted from patients' peripheral blood samples, then genotyped using allele-specific Tm-shift PCR and melting analysis. RESULTS Logistic regression revealed that rs776746 or CYP3A5*3 strongly associated with grade 4 neutropenia (OR = 2.56, P = 0.023) after adjustment for covariates, one of which more significant factor was baseline ANC (OR = 0.68, P = 0.020). Although univariate analysis in all patients did not reveal any association at first, further analysis indicated that rs776746 is significantly associated with severe neutropenia in subgroup of breast cancer patients with normal baseline ANC (≥2.0 × 10(9)/L). These carriers of A-allele have 3.14-fold increased risk of developing severe neutropenia (P = 0.004). CONCLUSION Our results suggested that polymorphisms in CYP3A5 might be useful pharmacogenetic markers for the prediction of severe neutropenia during chemotherapy, however, only after screening patients by their baseline ANC in the presence of gene-environmental interaction. We demonstrate an approach of pharmacogenetic analysis, in which the genetic data should be analyzed in the perspective of other clinical parameters.
Collapse
Affiliation(s)
- Nelson L S Tang
- Department of Chemical Pathology, Faculty of Medicine, The Chinese University of Hong Kong, Sha Tin, Hong Kong SAR, China.
| | | | | | | | | | | | | | | | | | | |
Collapse
|
32
|
Current World Literature. Curr Opin Obstet Gynecol 2013; 25:81-9. [DOI: 10.1097/gco.0b013e32835cc6b6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
33
|
de Graan AJM, Lancaster CS, Obaidat A, Hagenbuch B, Elens L, Friberg LE, de Bruijn P, Hu S, Gibson AA, Bruun GH, Corydon TJ, Mikkelsen TS, Walker AL, Du G, Loos WJ, van Schaik RHN, Baker SD, Mathijssen RHJ, Sparreboom A. Influence of polymorphic OATP1B-type carriers on the disposition of docetaxel. Clin Cancer Res 2012; 18:4433-40. [PMID: 22711709 DOI: 10.1158/1078-0432.ccr-12-0761] [Citation(s) in RCA: 80] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
PURPOSE Docetaxel is extensively metabolized by CYP3A4 in the liver but mechanisms by which the drug is taken up into hepatocytes remain poorly understood. We hypothesized that (i) liver uptake of docetaxel is mediated by the polymorphic solute carriers OATP1B1 and OATP1B3 and (ii) inherited genetic defects in this process may impair systemic drug elimination. EXPERIMENTAL DESIGN Transport of docetaxel was studied in vitro using various cell lines stably transfected with OATP1B1*1A (wild-type), OATP1B1*5 [c.521T>C (V174A); rs4149056], OATP1B3, or the mouse transporter Oatp1b2. Docetaxel clearance was evaluated in wild-type and Oatp1b2-knockout mice as well as in two cohorts of patients with multiple variant transporter genotypes (n = 213). RESULTS Docetaxel was found to be a substrate for OATP1B1, OATP1B3, and Oatp1b2 but was not transported by OATP1B1*5. Deficiency of Oatp1b2 in mice was associated with an 18-fold decrease in docetaxel clearance (P = 0.0099), which was unrelated to changes in intrinsic metabolic capacity in mouse liver microsomes. In patients, however, none of the studied common reduced function variants in OATP1B1 or OATP1B3 were associated with docetaxel clearance (P > 0.05). CONCLUSIONS The existence of at least two potentially redundant uptake transporters in the human liver with similar affinity for docetaxel supports the possibility that functional defects in both of these proteins may be required to confer substantially altered disposition phenotypes. In view of the established exposure-toxicity relationships for docetaxel, we suggest that caution is warranted if docetaxel has to be administered together with agents that potently inhibit both OATP1B1 and OATP1B3.
Collapse
Affiliation(s)
- Anne-Joy M de Graan
- Department of Medical Oncology and Clinical Chemistry, Erasmus University Medical Center, Rotterdam, the Netherlands
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|