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Zaanan A, Pallet N, Narjoz C, Loriot MA, Hafliger É. A fatal case of 5-FU toxicity despite dose adjustment in a patient with a partial DPD deficiency receiving the FLOT regimen. Eur J Cancer 2024; 205:114102. [PMID: 38723381 DOI: 10.1016/j.ejca.2024.114102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 04/23/2024] [Accepted: 04/27/2024] [Indexed: 06/09/2024]
Affiliation(s)
- Aziz Zaanan
- Department of Gastroenterology and Digestive Oncology, Georges Pompidou European Hospital, Assistance publique - Hôpitaux de Paris, Université Paris Cité, Paris, France; Centre de Recherche des Cordeliers, INSERM UMRS1138, CNRS, Sorbonne Université, USPC, Université de Paris Cité, SIRIC CARPEM, Equipe Labellisée Ligue Nationale Contre le Cancer, CNRS SNC 5096, 75006 Paris, France.
| | - Nicolas Pallet
- Centre de Recherche des Cordeliers, INSERM UMRS1138, CNRS, Sorbonne Université, USPC, Université de Paris Cité, SIRIC CARPEM, Equipe Labellisée Ligue Nationale Contre le Cancer, CNRS SNC 5096, 75006 Paris, France; Department of Clinical Chemistry, Georges Pompidou European Hospital, Assistance publique - Hôpitaux de Paris, Université Paris Cité, Paris, France
| | - Céline Narjoz
- Centre de Recherche des Cordeliers, INSERM UMRS1138, CNRS, Sorbonne Université, USPC, Université de Paris Cité, SIRIC CARPEM, Equipe Labellisée Ligue Nationale Contre le Cancer, CNRS SNC 5096, 75006 Paris, France; Department of Clinical Chemistry, Georges Pompidou European Hospital, Assistance publique - Hôpitaux de Paris, Université Paris Cité, Paris, France
| | - Marie-Anne Loriot
- Centre de Recherche des Cordeliers, INSERM UMRS1138, CNRS, Sorbonne Université, USPC, Université de Paris Cité, SIRIC CARPEM, Equipe Labellisée Ligue Nationale Contre le Cancer, CNRS SNC 5096, 75006 Paris, France; Department of Clinical Chemistry, Georges Pompidou European Hospital, Assistance publique - Hôpitaux de Paris, Université Paris Cité, Paris, France
| | - Émilie Hafliger
- Department of Gastroenterology and Digestive Oncology, Georges Pompidou European Hospital, Assistance publique - Hôpitaux de Paris, Université Paris Cité, Paris, France
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2
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Lian J, Liang Y, Wang Y, Chen Y, Li X, Xia L. Rapid detection of the irinotecan-related UGT1A1 & 5-fluorouracil related DPYD polymorphism by asymmetric polymerase chain reaction melting curve analysis. Clin Chim Acta 2024; 561:119761. [PMID: 38848897 DOI: 10.1016/j.cca.2024.119761] [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: 04/06/2024] [Revised: 05/28/2024] [Accepted: 06/03/2024] [Indexed: 06/09/2024]
Abstract
BACKGROUND Determination of DPYD and UGT1A1 polymorphisms prior to 5-fluorouracil and irinotecan therapy is crucial for avoiding severe adverse drug effects. Hence, there is a pressing need for accurate and reliable genotyping methods for the most common DPYD and UGT1A1 polymorphisms. In this study, we introduce a novel polymerase chain reaction (PCR) melting curve analysis method for discriminating DPYD c.1236G > A, c.1679 T > G, c.2846A > T, IVS14 + 1G > A and UGT1A1*1, *28, *6 (G71R) genotypes. METHODS Following protocol optimization, this technique was employed to genotype 28 patients, recruited between March 2023 and October 2023, at the First Affiliated Hospital of Xiamen University. These patients included 20 with UGT1A1 *1/*1, 8 with UGT1A1 *1/*28, 4 with UGT1A1 *28/*28, 22 with UGT1A1*6 G/G, 6 with UGT1A1*6 G/A, 4 with UGT1A1*6 A/A, 27 with DPYD(c.1236) G/G, 3 with DPYD(c.1236) G/A, 2 with DPYD(c.1236) A/A, 27 with DPYD(c.1679) T/T, 2 with DPYD(c.1679) T/G, 3 with DPYD(c.1679) G/G, 28 with DPYD(c.2846A/T) A/A, 2 with DPYD(c.2846A/T) A/T, 2 with DPYD(c.2846A/T) T/T, 28 with DPYD(c.IVS14 + 1) G/G, 2 with DPYD(c.IVS14 + 1) G/G, and 2 with DPYD(c.IVS14 + 1) G/G, as well as 3 plasmid standards. Method accuracy was assessed by comparing results with those from Sanger sequencing or Multiplex quantitative PCR(qPCR). Intra- and inter-run precision of melting temperatures (Tms) were calculated to evaluate reliability, and sensitivity was assessed through limit of detection examination. RESULTS The new method accurately identified all genotypes and exhibited higher accuracy than Multiplex qPCR. Intra- and inter-run coefficients of variation for Tms were both ≤1.97 %, with standard deviations ≤0.95 °C. The limit of detection was 0.09 ng/μL of input genomic DNA. CONCLUSION Our developed PCR melting curve analysis offers accurate, reliable, rapid, simple, and cost-effective detection of DPYD and UGT1A1 polymorphisms. Its application can be easily extended to clinical laboratories equipped with a fluorescent PCR platform.
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Affiliation(s)
- Jiabian Lian
- Center for Precision Medicine, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361003, China; Department of Laboratory Medicine, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361003, China; Xiamen Cell Therapy Research Center, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361003, China
| | - Yaoji Liang
- Biochee Biotech Co.,Ltd., Xiamen, 361102, China; Amogene Biotech Co.,Ltd., Xiamen, 361102, China
| | | | - Ying Chen
- Amogene Biotech Co.,Ltd., Xiamen, 361102, China
| | - Xun Li
- Center for Precision Medicine, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361003, China; Department of Laboratory Medicine, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361003, China.
| | - Lu Xia
- Center for Precision Medicine, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361003, China; Department of Laboratory Medicine, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361003, China; Xiamen Cell Therapy Research Center, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361003, China.
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3
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He Z, Liu X, Qin S, Yang Q, Na J, Xue Z, Zhong L. Anticancer Mechanism of Astragalus Polysaccharide and Its Application in Cancer Immunotherapy. Pharmaceuticals (Basel) 2024; 17:636. [PMID: 38794206 PMCID: PMC11124422 DOI: 10.3390/ph17050636] [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: 04/02/2024] [Revised: 05/06/2024] [Accepted: 05/08/2024] [Indexed: 05/26/2024] Open
Abstract
Astragalus polysaccharide (APS) derived from A. membranaceus plays a crucial role in traditional Chinese medicine. These polysaccharides have shown antitumor effects and are considered safe. Thus, they have become increasingly important in cancer immunotherapy. APS can limit the spread of cancer by influencing immune cells, promoting cell death, triggering cancer cell autophagy, and impacting the tumor microenvironment. When used in combination with other therapies, APS can enhance treatment outcomes and reduce toxicity and side effects. APS combined with immune checkpoint inhibitors, relay cellular immunotherapy, and cancer vaccines have broadened the application of cancer immunotherapy and enhanced treatment effectiveness. By summarizing the research on APS in cancer immunotherapy over the past two decades, this review elaborates on the anticancer mechanism of APS and its use in cancer immunotherapy and clinical trials. Considering the multiple roles of APS, this review emphasizes the importance of using APS as an adjunct to cancer immunotherapy and compares other polysaccharides with APS. This discussion provides insights into the specific mechanism of action of APS, reveals the molecular targets of APS for developing effective clinical strategies, and highlights the wide application of APS in clinical cancer therapy in the future.
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Affiliation(s)
- Ziqing He
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-Targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning 530021, China; (Z.H.); (X.L.); (S.Q.); (Q.Y.); (J.N.)
| | - Xiyu Liu
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-Targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning 530021, China; (Z.H.); (X.L.); (S.Q.); (Q.Y.); (J.N.)
| | - Simin Qin
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-Targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning 530021, China; (Z.H.); (X.L.); (S.Q.); (Q.Y.); (J.N.)
| | - Qun Yang
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-Targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning 530021, China; (Z.H.); (X.L.); (S.Q.); (Q.Y.); (J.N.)
| | - Jintong Na
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-Targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning 530021, China; (Z.H.); (X.L.); (S.Q.); (Q.Y.); (J.N.)
| | - Zhigang Xue
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-Targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning 530021, China; (Z.H.); (X.L.); (S.Q.); (Q.Y.); (J.N.)
| | - Liping Zhong
- State Key Laboratory of Targeting Oncology, National Center for International Research of Bio-Targeting Theranostics, Guangxi Key Laboratory of Bio-Targeting Theranostics, Collaborative Innovation Center for Targeting Tumor Diagnosis and Therapy, Guangxi Medical University, Nanning 530021, China; (Z.H.); (X.L.); (S.Q.); (Q.Y.); (J.N.)
- School of Pharmacy, Guangxi Medical University, Nanning 530021, China
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4
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White C, Paul C, Scott RJ, Ackland S. Commentary: The pharmacogenomic landscape of an Indigenous Australian population. Front Pharmacol 2024; 15:1373056. [PMID: 38813104 PMCID: PMC11133678 DOI: 10.3389/fphar.2024.1373056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Accepted: 05/03/2024] [Indexed: 05/31/2024] Open
Affiliation(s)
- Cassandra White
- Hunter Medical Research Institute, The University of Newcastle, New Lambton, NSW, Australia
- The University of Newcastle, Callaghan, NSW, Australia
- Maitland Hospital, Metford, NSW, Australia
| | - Christine Paul
- Hunter Medical Research Institute, New Lambton, NSW, Australia
- The University of Newcastle, Callaghan, NSW, Australia
| | - Rodney J Scott
- Hunter Medical Research Institute, New Lambton, NSW, Australia
- The University of Newcastle, Callaghan, NSW, Australia
| | - Stephen Ackland
- Hunter Medical Research Institute, New Lambton, NSW, Australia
- The University of Newcastle, Callaghan, NSW, Australia
- Lake Macquarie Private Hospital, Gateshead, NSW, Australia
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5
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Tamraz B, Venook AP. DPYD Pharmacogenetics: To Opt-in or to Opt-out. JCO Oncol Pract 2024:OP2400255. [PMID: 38743915 DOI: 10.1200/op.24.00255] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Revised: 03/29/2024] [Accepted: 04/05/2024] [Indexed: 05/16/2024] Open
Affiliation(s)
- Bani Tamraz
- Department of Clinical Pharmacy, University of California, San Francisco, San Francisco, CA
| | - Alan P Venook
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
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6
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van Kuilenburg ABP, Pleunis-van Empel MCH, Brouwer RB, Sijben AEJ, Knapen DG, Oude Munnink TH, van Zanden JJ, Janssens-Puister J, Dobritzsch D, Meinsma R, Meijer-Jansen J, van Dooren SJM, Vijzelaar R, Pop A, Salomons GS, Maring JG, Niezen-Koning KE. Lethal Capecitabine Toxicity in Patients With Complete Dihydropyrimidine Dehydrogenase Deficiency Due to Ultra-Rare DPYD Variants. JCO Precis Oncol 2024; 8:e2300599. [PMID: 38709992 DOI: 10.1200/po.23.00599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 12/14/2023] [Accepted: 03/19/2024] [Indexed: 05/08/2024] Open
Abstract
A DPD deficiency should be considered in case of severe toxicity even in the absence of common risk variants in DPYD.
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Affiliation(s)
- André B P van Kuilenburg
- Amsterdam University Medical Center, University of Amsterdam, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Laboratory Genetic Metabolic Diseases, Amsterdam, the Netherlands
| | | | - Rick B Brouwer
- Department of Clinical Chemistry and Laboratory Medicine, Medisch Spectrum Twente, Medlon BV, Enschede, the Netherlands
| | | | - Daan G Knapen
- Department of Medical Oncology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Thijs H Oude Munnink
- Department of Clinical Pharmacy and Pharmacology, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands
| | - Jelmer J van Zanden
- Martini Hospital Groningen, Certe Department of Clinical Chemistry, the Netherlands
| | - Jenny Janssens-Puister
- Department of Laboratory Medicine, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Doreen Dobritzsch
- Department of Chemistry, Uppsala University, Biomedical Center, Uppsala, Sweden
| | - Rutger Meinsma
- Amsterdam University Medical Center, University of Amsterdam, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Laboratory Genetic Metabolic Diseases, Amsterdam, the Netherlands
| | - Judith Meijer-Jansen
- Amsterdam University Medical Center, University of Amsterdam, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Laboratory Genetic Metabolic Diseases, Amsterdam, the Netherlands
| | - Silvy J M van Dooren
- Amsterdam University Medical Center, University of Amsterdam, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Laboratory Genetic Metabolic Diseases, Amsterdam, the Netherlands
| | | | - Ana Pop
- Amsterdam University Medical Center, University of Amsterdam, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Laboratory Genetic Metabolic Diseases, Amsterdam, the Netherlands
| | - Gajja S Salomons
- Amsterdam University Medical Center, University of Amsterdam, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Laboratory Genetic Metabolic Diseases, Amsterdam, the Netherlands
| | - Jan Gerard Maring
- Departments of Clinical Pharmacy and Medical Oncology, Isala, Zwolle, the Netherlands
| | - Klary E Niezen-Koning
- Department of Laboratory Medicine, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
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7
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Lingaratnam S, Shah M, Nicolazzo J, Michael M, Seymour JF, James P, Lazarakis S, Loi S, Kirkpatrick CMJ. A systematic review and meta-analysis of the impacts of germline pharmacogenomics on severe toxicity and symptom burden in adult patients with cancer. Clin Transl Sci 2024; 17:e13781. [PMID: 38700261 PMCID: PMC11067509 DOI: 10.1111/cts.13781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Revised: 02/12/2024] [Accepted: 03/14/2024] [Indexed: 05/05/2024] Open
Abstract
The clinical application of Pharmacogenomics (PGx) has improved patient safety. However, comprehensive PGx testing has not been widely adopted in clinical practice, and significant opportunities exist to further optimize PGx in cancer care. This systematic review and meta-analysis aim to evaluate the safety outcomes of reported PGx-guided strategies (Analysis 1) and identify well-studied emerging pharmacogenomic variants that predict severe toxicity and symptom burden (Analysis 2) in patients with cancer. We searched MEDLINE, EMBASE, CENTRAL, clinicaltrials.gov, and International Clinical Trials Registry Platform from inception to January 2023 for clinical trials or comparative studies evaluating PGx strategies or unconfirmed pharmacogenomic variants. The primary outcomes were severe adverse events (SAE; ≥ grade 3) or symptom burden with pain and vomiting as defined by trial protocols and assessed by trial investigators. We calculated pooled overall relative risk (RR) and 95% confidence interval (95%CI) using random effects models. PROSPERO, registration number CRD42023421277. Of 6811 records screened, six studies were included for Analysis 1, 55 studies for Analysis 2. Meta-analysis 1 (five trials, 1892 participants) showed a lower absolute incidence of SAEs with PGx-guided strategies compared to usual therapy, 16.1% versus 34.0% (RR = 0.72, 95%CI 0.57-0.91, p = 0.006, I2 = 34%). Meta-analyses 2 identified nine medicine(class)-variant pairs of interest across the TYMS, ABCB1, UGT1A1, HLA-DRB1, and OPRM1 genes. Application of PGx significantly reduced rates of SAEs in patients with cancer. Emergent medicine-variant pairs herald further research into the expansion and optimization of PGx to improve systemic anti-cancer and supportive care medicine safety and efficacy.
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Affiliation(s)
- Senthil Lingaratnam
- Pharmacy DepartmentPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneMelbourneVictoriaAustralia
- Monash Institute of Pharmaceutical Sciences, Monash UniversityMelbourneVictoriaAustralia
| | - Mahek Shah
- Faculty of Pharmacy and Pharmaceutical SciencesMonash UniversityMelbourneVictoriaAustralia
| | - Joseph Nicolazzo
- Monash Institute of Pharmaceutical Sciences, Monash UniversityMelbourneVictoriaAustralia
| | - Michael Michael
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneMelbourneVictoriaAustralia
- Department of Medical OncologyPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
| | - John F. Seymour
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneMelbourneVictoriaAustralia
- Department of Clinical HaematologyPeter MacCallum Cancer Centre and Royal Melbourne HospitalMelbourneVictoriaAustralia
| | - Paul James
- Parkville Familial Cancer Centre, Peter MacCallum Cancer Centre and Royal Melbourne HospitalMelbourneVictoriaAustralia
| | - Smaro Lazarakis
- Health Sciences LibraryRoyal Melbourne HospitalMelbourneVictoriaAustralia
| | - Sherene Loi
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneMelbourneVictoriaAustralia
- Division of Cancer ResearchPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
| | - Carl M. J. Kirkpatrick
- Monash Institute of Pharmaceutical Sciences, Monash UniversityMelbourneVictoriaAustralia
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8
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Sommer K, Wulf S, Gallwas J. [Measures for diarrhoea during chemotherapy and targeted therapy]. Dtsch Med Wochenschr 2024; 149:592-597. [PMID: 38657599 DOI: 10.1055/a-2204-5395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
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9
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Zhang T, Ambrodji A, Huang H, Bouchonville KJ, Etheridge AS, Schmidt RE, Bembenek BM, Temesgen ZB, Wang Z, Innocenti F, Stroka D, Diasio RB, Largiadèr CR, Offer SM. Germline cis variant determines epigenetic regulation of the anti-cancer drug metabolism gene dihydropyrimidine dehydrogenase ( DPYD). eLife 2024; 13:RP94075. [PMID: 38686795 PMCID: PMC11060711 DOI: 10.7554/elife.94075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2024] Open
Abstract
Enhancers are critical for regulating tissue-specific gene expression, and genetic variants within enhancer regions have been suggested to contribute to various cancer-related processes, including therapeutic resistance. However, the precise mechanisms remain elusive. Using a well-defined drug-gene pair, we identified an enhancer region for dihydropyrimidine dehydrogenase (DPD, DPYD gene) expression that is relevant to the metabolism of the anti-cancer drug 5-fluorouracil (5-FU). Using reporter systems, CRISPR genome-edited cell models, and human liver specimens, we demonstrated in vitro and vivo that genotype status for the common germline variant (rs4294451; 27% global minor allele frequency) located within this novel enhancer controls DPYD transcription and alters resistance to 5-FU. The variant genotype increases recruitment of the transcription factor CEBPB to the enhancer and alters the level of direct interactions between the enhancer and DPYD promoter. Our data provide insight into the regulatory mechanisms controlling sensitivity and resistance to 5-FU.
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Affiliation(s)
- Ting Zhang
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo ClinicRochesterUnited States
| | - Alisa Ambrodji
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of BernBernSwitzerland
- Graduate School for Cellular and Biomedical Sciences, University of BernBernSwitzerland
| | - Huixing Huang
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo ClinicRochesterUnited States
| | - Kelly J Bouchonville
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo ClinicRochesterUnited States
| | - Amy S Etheridge
- Eshelman School of Pharmacy, Division of Pharmacotherapy and Experimental Therapeutics, University of North Carolina at Chapel HillChapel HillUnited States
| | - Remington E Schmidt
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo ClinicRochesterUnited States
| | - Brianna M Bembenek
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo ClinicRochesterUnited States
| | - Zoey B Temesgen
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo ClinicRochesterUnited States
| | - Zhiquan Wang
- Division of Hematology, Department of Medicine, Mayo ClinicRochesterUnited States
| | - Federico Innocenti
- Eshelman School of Pharmacy, Division of Pharmacotherapy and Experimental Therapeutics, University of North Carolina at Chapel HillChapel HillUnited States
| | - Deborah Stroka
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of BernBernSwitzerland
| | - Robert B Diasio
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo ClinicRochesterUnited States
| | - Carlo R Largiadèr
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of BernBernSwitzerland
| | - Steven M Offer
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo ClinicRochesterUnited States
- Department of Pathology, University of Iowa Carver College of Medicine, University of IowaIowa CityUnited States
- Holden Comprehensive Cancer Center, University of Iowa Carver College of Medicine, University of IowaIowa CityUnited States
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10
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Perera J, Süsstrunk J, Thurneysen C, Steinemann D. Capecitabine-induced severe adverse events-therapeutic drug monitoring and DPYD-gene analysis are recommended. BMJ Case Rep 2024; 17:e256980. [PMID: 38684357 PMCID: PMC11146389 DOI: 10.1136/bcr-2023-256980] [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] [Accepted: 04/22/2024] [Indexed: 05/02/2024] Open
Abstract
In this report, two cases of patients with severe adverse events after an adjuvant treatment with capecitabine are described in detail. The first patient suffered from a severe ileocolitis, where ultimately intensive care treatment, total colectomy and ileum resection was necessary. The second patient experienced a toxic enteritis, which could be managed conservatively. Post-therapeutic DPYD genotyping was negative in the former and positive in the latter case. Patients can be categorised in normal, moderate and poor DPYD metabolisers to predict the risk of adverse events of capecitabine treatment. Guidelines in various European countries recommend pretherapeutic DPYD genotyping, whereas it is not recommended by the National Comprehensive Cancer Network in the USA. Irrespective of DPYD genotyping, strict therapeutic drug monitoring is highly recommended to reduce the incidence and severity of adverse events.
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Affiliation(s)
- Johan Perera
- Faculty of Medicine, University of Basel, Basel-Stadt, Switzerland
| | - Julian Süsstrunk
- Department of Visceral Surgery, Clarunis University Digestive Health Care Center Basel, Basel, Switzerland
| | - Claudio Thurneysen
- Department of Oncology, Saint Clara Hospital Cancer Centre, Basel, Switzerland
| | - Daniel Steinemann
- Department of Visceral Surgery, Clarunis University Digestive Health Care Center Basel, Basel, Switzerland
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11
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Montella A, Cantalupo S, D’Alterio G, Damiano V, Iolascon A, Capasso M. Improving single nucleotide polymorphisms genotyping accuracy for dihydropyrimidine dehydrogenase testing in pharmacogenetics. EXPLORATION OF TARGETED ANTI-TUMOR THERAPY 2024; 5:374-383. [PMID: 38745766 PMCID: PMC11090686 DOI: 10.37349/etat.2024.00223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Accepted: 01/01/2024] [Indexed: 05/16/2024] Open
Abstract
Fluoropyrimidines, crucial in cancer treatment, often cause toxicity concerns even at standard doses. Toxic accumulation of fluoropyrimidine metabolites, culminating in adverse effects, can stem from impaired dihydropyrimidine dehydrogenase (DPYD) enzymatic function. Emerging evidence underscores the role of single nucleotide polymorphisms (SNPs) in DPYD gene, capable of inducing DPYD activity deficiency. Consequently, DPYD genotyping's importance is on the rise in clinical practice before initiating fluoropyrimidine treatment. Although polymerase chain reaction (PCR) followed by Sanger sequencing (SS; PCR-SS) is a prevalent method for DPYD genotyping, it may encounter limitations. In this context, there is reported a case in which a routine PCR-SS approach for genotyping DPYD SNP rs55886062 failed in a proband of African descent. The Clinical Pharmacogenetics Implementation Consortium (CPIC) categorizes the guanine (G) allele of this SNP as non-functional. The enforcement of whole genome sequencing (WGS) approach led to the identification of two adenine (A) insertions near the PCR primers annealing regions in the proband, responsible for a sequence frameshift and a genotyping error for rs55886062. These SNPs (rs145228578, 1-97981199-T-TA and rs141050810, 1-97981622-G-GA) were extremely rare in non-Finnish Europeans (0.05%) but prevalent in African populations (16%). Although limited evidence was available for these SNPs, they were catalogued as benign variants in public databases. Notably, these two SNPs exhibited a high linkage disequilibrium [LD; squared correlation coefficient (R2) = 0.98]. These findings highlighted the importance to consider the prevalence of genetic variants within diverse ethnic populations when designing primers and probes for SNP genotyping in pharmacogenetic testing. This preventive measure is essential to avoid sequence frameshifts or primer misalignments arising from SNP occurrences in the genome, which can compromise PCR-SS and lead to genotyping failures. Furthermore, this case highlights the significance of exploring alternative genotyping approaches, like WGS, when confronted with challenges associated with conventional techniques.
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Affiliation(s)
- Annalaura Montella
- Department of Molecular Medicine and Medical Biotechnology, University of Naples Federico II, 80131 Naples, Italy
- CEINGE Biotecnologie Avanzate Franco Salvatore, 80145 Naples, Italy
| | - Sueva Cantalupo
- CEINGE Biotecnologie Avanzate Franco Salvatore, 80145 Naples, Italy
| | - Giuseppe D’Alterio
- CEINGE Biotecnologie Avanzate Franco Salvatore, 80145 Naples, Italy
- European School of Molecular Medicine, Università Degli Studi di Milano, 20122 Milan, Italy
| | - Vincenzo Damiano
- Medical Oncology, Integrated Activity Department of Onco-Hematological Diseases, Pathological Anatomy and Rheumatic Diseases, AOU Federico II, 80131 Naples, Italy
| | - Achille Iolascon
- Department of Molecular Medicine and Medical Biotechnology, University of Naples Federico II, 80131 Naples, Italy
- CEINGE Biotecnologie Avanzate Franco Salvatore, 80145 Naples, Italy
| | - Mario Capasso
- Department of Molecular Medicine and Medical Biotechnology, University of Naples Federico II, 80131 Naples, Italy
- CEINGE Biotecnologie Avanzate Franco Salvatore, 80145 Naples, Italy
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Malekkou A, Tomazou M, Mavrikiou G, Dionysiou M, Georgiou T, Papaevripidou I, Alexandrou A, Sismani C, Drousiotou A, Grafakou O, Petrou PP. A novel large intragenic DPYD deletion causing dihydropyrimidine dehydrogenase deficiency: a case report. BMC Med Genomics 2024; 17:78. [PMID: 38528593 PMCID: PMC10962175 DOI: 10.1186/s12920-024-01846-2] [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: 10/31/2023] [Accepted: 03/05/2024] [Indexed: 03/27/2024] Open
Abstract
BACKGROUND Dihydropyrimidine dehydrogenase (DPD), is the initial and rate-limiting enzyme in the catabolic pathway of pyrimidines. Deleterious variants in the DPYD gene cause DPD deficiency, a rare autosomal recessive disorder. The clinical spectrum of affected individuals is wide ranging from asymptomatic to severely affected patients presenting with intellectual disability, motor retardation, developmental delay and seizures. DPD is also important as the main enzyme in the catabolism of 5-fluorouracil (5-FU) which is extensively used as a chemotherapeutic agent. Even in the absence of clinical symptoms, individuals with either complete or partial DPD deficiency face a high risk of severe and even fatal fluoropyrimidine-associated toxicity. The identification of causative genetic variants in DPYD is therefore gaining increasing attention due to their potential use as predictive markers of fluoropyrimidine toxicity. METHODS A male infant patient displaying biochemical features of DPD deficiency was investigated by clinical exome sequencing. Bioinformatics tools were used for data analysis and results were confirmed by MLPA and Sanger sequencing. RESULTS A novel intragenic deletion of 71.2 kb in the DPYD gene was identified in homozygosity. The deletion, DPYD(NM_000110.4):c.850 + 23455_1128 + 8811del, eliminates exons 9 and 10 and may have resulted from a non-homologous end-joining event, as suggested by in silico analysis. CONCLUSIONS The study expands the spectrum of DPYD variants associated with DPD deficiency. Furthermore, it raises the concern that patients at risk for fluoropyrimidine toxicity due to DPYD deletions could be missed during pre-treatment genetic testing for the currently recommended single nucleotide polymorphisms.
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Affiliation(s)
- Anna Malekkou
- Biochemical Genetics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus
| | - Marios Tomazou
- Bioinformatics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus
| | - Gavriella Mavrikiou
- Biochemical Genetics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus
| | - Maria Dionysiou
- Biochemical Genetics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus
| | - Theodoros Georgiou
- Biochemical Genetics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus
| | - Ioannis Papaevripidou
- Cytogenetics and Genomics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus
| | - Angelos Alexandrou
- Cytogenetics and Genomics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus
| | - Carolina Sismani
- Cytogenetics and Genomics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus
| | - Anthi Drousiotou
- Biochemical Genetics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus
| | - Olga Grafakou
- Department of Pediatrics, Inborn Errors of Metabolism Clinic, Archbishop Makarios III Hospital, Korytsas 6, 2012, Nicosia, Cyprus
| | - Petros P Petrou
- Biochemical Genetics Department, The Cyprus Institute of Neurology and Genetics, P. O. Box 23462, 1683, Nicosia, Cyprus.
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Zhang T, Ambrodji A, Huang H, Bouchonville KJ, Etheridge AS, Schmidt RE, Bembenek BM, Temesgen ZB, Wang Z, Innocenti F, Stroka D, Diasio RB, Largiadèr CR, Offer SM. Germline cis variant determines epigenetic regulation of the anti-cancer drug metabolism gene dihydropyrimidine dehydrogenase ( DPYD). BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.11.01.565230. [PMID: 37961517 PMCID: PMC10635067 DOI: 10.1101/2023.11.01.565230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Enhancers are critical for regulating tissue-specific gene expression, and genetic variants within enhancer regions have been suggested to contribute to various cancer-related processes, including therapeutic resistance. However, the precise mechanisms remain elusive. Using a well-defined drug-gene pair, we identified an enhancer region for dihydropyrimidine dehydrogenase (DPD, DPYD gene) expression that is relevant to the metabolism of the anti-cancer drug 5-fluorouracil (5-FU). Using reporter systems, CRISPR genome edited cell models, and human liver specimens, we demonstrated in vitro and vivo that genotype status for the common germline variant (rs4294451; 27% global minor allele frequency) located within this novel enhancer controls DPYD transcription and alters resistance to 5-FU. The variant genotype increases recruitment of the transcription factor CEBPB to the enhancer and alters the level of direct interactions between the enhancer and DPYD promoter. Our data provide insight into the regulatory mechanisms controlling sensitivity and resistance to 5-FU.
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Affiliation(s)
- Ting Zhang
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Alisa Ambrodji
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of Bern, CH-3010 Bern, Switzerland
- Graduate School for Cellular and Biomedical Sciences, University of Bern, Freiestrasse 1, CH-3010 Bern, Switzerland
| | - Huixing Huang
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Kelly J. Bouchonville
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Amy S. Etheridge
- Eshelman School of Pharmacy, Division of Pharmacotherapy and Experimental Therapeutics, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Remington E. Schmidt
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Brianna M. Bembenek
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Zoey B. Temesgen
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Zhiquan Wang
- Division of Hematology, Department of Medicine, Mayo Clinic, Rochester, MN 55905 USA
| | - Federico Innocenti
- Eshelman School of Pharmacy, Division of Pharmacotherapy and Experimental Therapeutics, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Deborah Stroka
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Robert B. Diasio
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
| | - Carlo R. Largiadèr
- Department of Clinical Chemistry, Inselspital, Bern University Hospital, University of Bern, CH-3010 Bern, Switzerland
| | - Steven M. Offer
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN 55905, USA
- Department of Pathology, University of Iowa Carver College of Medicine, University of Iowa, Iowa City, IA 52242, USA
- Holden Comprehensive Cancer Center, University of Iowa Carver College of Medicine, University of Iowa, Iowa City, IA 52242, USA
- Lead contact
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14
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Gan P, Hajis MIB, Yumna M, Haruman J, Matoha HK, Wahyudi DT, Silalahi S, Oktariani DR, Dela F, Annisa T, Pitaloka TDA, Adhiwijaya PK, Pauzi RY, Hertanto R, Kumaheri MA, Sani L, Irwanto A, Pradipta A, Chomchopbun K, Gonzalez-Porta M. Development and validation of a pharmacogenomics reporting workflow based on the illumina global screening array chip. Front Pharmacol 2024; 15:1349203. [PMID: 38529185 PMCID: PMC10961362 DOI: 10.3389/fphar.2024.1349203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 02/05/2024] [Indexed: 03/27/2024] Open
Abstract
Background: Microarrays are a well-established and widely adopted technology capable of interrogating hundreds of thousands of loci across the human genome. Combined with imputation to cover common variants not included in the chip design, they offer a cost-effective solution for large-scale genetic studies. Beyond research applications, this technology can be applied for testing pharmacogenomics, nutrigenetics, and complex disease risk prediction. However, establishing clinical reporting workflows requires a thorough evaluation of the assay's performance, which is achieved through validation studies. In this study, we performed pre-clinical validation of a genetic testing workflow based on the Illumina Global Screening Array for 25 pharmacogenomic-related genes. Methods: To evaluate the accuracy of our workflow, we conducted multiple pre-clinical validation studies. Here, we present the results of accuracy and precision assessments, involving a total of 73 cell lines. These assessments encompass reference materials from the Genome-In-A-Bottle (GIAB), the Genetic Testing Reference Material Coordination Program (GeT-RM) projects, as well as additional samples from the 1000 Genomes project (1KGP). We conducted an accuracy assessment of genotype calls for target loci in each indication against established truth sets. Results: In our per-sample analysis, we observed a mean analytical sensitivity of 99.39% and specificity 99.98%. We further assessed the accuracy of star-allele calls by relying on established diplotypes in the GeT-RM catalogue or calls made based on 1KGP genotyping. On average, we detected a diplotype concordance rate of 96.47% across 14 pharmacogenomic-related genes with star allele-calls. Lastly, we evaluated the reproducibility of our findings across replicates and observed 99.48% diplotype and 100% phenotype inter-run concordance. Conclusion: Our comprehensive validation study demonstrates the robustness and reliability of the developed workflow, supporting its readiness for further development for applied testing.
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Affiliation(s)
- Pamela Gan
- Nalagenetics Pte Ltd., Singapore, Singapore
| | | | | | | | | | | | | | | | - Fitria Dela
- PT Genomik Solidaritas Indonesia, Jakarta, Indonesia
| | - Tazkia Annisa
- PT Genomik Solidaritas Indonesia, Jakarta, Indonesia
| | | | | | | | | | | | | | | | - Ariel Pradipta
- PT Genomik Solidaritas Indonesia, Jakarta, Indonesia
- Department Biochemistry and Molecular Biology, Faculty of Medicine, Universitas Indonesia, Jakarta, Indonesia
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15
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De Metz C, Hennart B, Aymes E, Cren P, Martignène N, Penel N, Barthoulot M, Carnot A. Complete DPYD genotyping combined with dihydropyrimidine dehydrogenase phenotyping to prevent fluoropyrimidine toxicity: A retrospective study. Cancer Med 2024; 13:e7066. [PMID: 38523525 PMCID: PMC10961597 DOI: 10.1002/cam4.7066] [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: 05/19/2023] [Revised: 01/19/2024] [Accepted: 02/18/2024] [Indexed: 03/26/2024] Open
Abstract
INTRODUCTION In April 2019, French authorities mandated dihydropyrimidine dehydrogenase (DPD) screening, specifically testing uracilemia, to mitigate the risk of toxicity associated with fluoropyrimidine-based chemotherapy. However, this subject is still of debate as there is no consensus on a standardized DPD deficiency screening test. We conducted a real-life retrospective study with the aim of assessing the impact of DPD screening on the occurrence of severe toxicity and exploring the potential benefits of complete genotyping using next-generation sequencing. METHODS All adult patients consecutively treated with 5-fluorouracil (5-FU) or its oral prodrug at six cancer centers between March 2018 and February 2019 were considered for inclusion. Dihydropyrimidine dehydrogenase deficiency screening included gene encoding DPD (DPYD) genotyping using complete genome sequencing and DPD phenotyping (uracilemia or dihydrouracilemia/uracilemia ratio) or both tests. Associations between each DPD screening method and (i) severe (grade ≥3) early toxicity and (ii) fluoropyrimidine dose reduction in the second chemotherapy cycle were evaluated using multivariable logistic regression analysis. Furthermore, we assessed the concordance between DPD genotype and phenotype using Cohen's kappa. RESULTS A total of 551 patients were included. Most patients were tested for DPD deficiency (86%) including DPYD genotyping only (6%), DPD phenotyping only (8%), or both (72%). Complete DPD deficiency was not detected in the study population. Severe early toxicity events were observed in 73 patients (13%), with two patients (0.30%) presenting grade 5 toxicity. Despite the numerically higher toxicity rate in untested patients, the occurrence of severe toxicity was not significantly associated with the DPD screening method (p = 0.69). Concordance between the DPD genotype and phenotype was weak (Cohen's kappa of 0.14). CONCLUSION Due to insufficient numbers, our study was not able to demonstrate any added value of DPYD genotyping using complete genome sequencing to prevent 5-FU toxicity. The optimal strategy for DPD screening before fluoropyrimidine-based chemotherapy requires further clinical evaluation.
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Affiliation(s)
- Côme De Metz
- Department of Medical OncologyCentre Oscar LambretLilleFrance
| | - Benjamin Hennart
- Toxicology Unit, Biology and Pathology CentreLille University Medical CentreLilleFrance
| | - Estelle Aymes
- Department of BiostatisticsCentre Oscar LambretLilleFrance
| | - Pierre‐Yves Cren
- Department of Medical OncologyCentre Oscar LambretLilleFrance
- Department of BiostatisticsCentre Oscar LambretLilleFrance
| | | | - Nicolas Penel
- Department of Medical OncologyCentre Oscar LambretLilleFrance
- Univ. Lille, CHU Lille, ULR 2694 ‐ Metrics: Evaluation des technologies de santé et des pratiques médicalesLilleFrance
| | | | - Aurélien Carnot
- Department of Medical OncologyCentre Oscar LambretLilleFrance
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16
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Le Teuff G, Cozic N, Boyer JC, Boige V, Diasio RB, Taieb J, Meulendijks D, Palles C, Schwab M, Deenen M, Largiadèr CR, Marinaki A, Jennings BA, Wettergren Y, Di Paolo A, Gross E, Budai B, Ackland SP, van Kuilenburg ABP, McLeod HL, Milano G, Thomas F, Loriot MA, Kerr D, Schellens JHM, Laurent-Puig P, Shi Q, Pignon JP, Etienne-Grimaldi MC. Dihydropyrimidine dehydrogenase gene variants for predicting grade 4-5 fluoropyrimidine-induced toxicity: FUSAFE individual patient data meta-analysis. Br J Cancer 2024; 130:808-818. [PMID: 38225422 PMCID: PMC10912560 DOI: 10.1038/s41416-023-02517-2] [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: 07/12/2023] [Revised: 10/30/2023] [Accepted: 11/23/2023] [Indexed: 01/17/2024] Open
Abstract
BACKGROUND Dihydropyrimidine dehydrogenase (DPD) deficiency is the main known cause of life-threatening fluoropyrimidine (FP)-induced toxicities. We conducted a meta-analysis on individual patient data to assess the contribution of deleterious DPYD variants *2A/D949V/*13/HapB3 (recommended by EMA) and clinical factors, for predicting G4-5 toxicity. METHODS Study eligibility criteria included recruitment of Caucasian patients without DPD-based FP-dose adjustment. Main endpoint was 12-week haematological or digestive G4-5 toxicity. The value of DPYD variants *2A/p.D949V/*13 merged, HapB3, and MIR27A rs895819 was evaluated using multivariable logistic models (AUC). RESULTS Among 25 eligible studies, complete clinical variables and primary endpoint were available in 15 studies (8733 patients). Twelve-week G4-5 toxicity prevalence was 7.3% (641 events). The clinical model included age, sex, body mass index, schedule of FP-administration, concomitant anticancer drugs. Adding *2A/p.D949V/*13 variants (at least one allele, prevalence 2.2%, OR 9.5 [95%CI 6.7-13.5]) significantly improved the model (p < 0.0001). The addition of HapB3 (prevalence 4.0%, 98.6% heterozygous), in spite of significant association with toxicity (OR 1.8 [95%CI 1.2-2.7]), did not improve the model. MIR27A rs895819 was not associated with toxicity, irrespective of DPYD variants. CONCLUSIONS FUSAFE meta-analysis highlights the major relevance of DPYD *2A/p.D949V/*13 combined with clinical variables to identify patients at risk of very severe FP-related toxicity.
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Affiliation(s)
- Gwénaël Le Teuff
- Service de Biostatistique et d'Epidémiologie, Gustave Roussy, Oncostat U1018 INSERM, labeled Ligue Contre le Cancer, Université Paris-Saclay, Villejuif, France.
| | - Nathalie Cozic
- Service de Biostatistique et d'Epidémiologie, Gustave Roussy, Oncostat U1018 INSERM, labeled Ligue Contre le Cancer, Université Paris-Saclay, Villejuif, France
| | | | - Valérie Boige
- Department of cancer medicine, Gustave-Roussy Cancer Campus, Paris-Saclay and Paris-Sud Universities, Villejuif, France
- Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université de Paris, Equipe Labellisée Ligue Nationale Contre le Cancer, CNRS SNC, 5096, Paris, France
| | - Robert B Diasio
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic Cancer Center, Rochester, MN, USA
| | - Julien Taieb
- Université Paris-Cité, SIRIC CARPEM, Department of Gastroenterology and Digestive Oncology, Georges Pompidou European Hospital, AP-HP, Paris, France
| | - Didier Meulendijks
- Department of Clinical Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Claire Palles
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, UK
| | - Matthias Schwab
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, Germany
- Departments of Clinical Pharmacology, and of Biochemistry and Pharmacy, University of Tuebingen, Tuebingen, Germany
- Cluster of Excellence IFIT (EXC 2180) "Image-Guided and Functionally Instructed Tumor Therapies", University of Tübingen, 72074, Tübingen, Germany
| | - Maarten Deenen
- Department of Clinical Pharmacy, Catharina Hospital, Eindhoven, the Netherlands
| | - Carlo R Largiadèr
- Department of Clinical Chemistry, Bern University Hospital, University of Bern, Inselspital, Bern, Switzerland
| | | | | | | | - Antonello Di Paolo
- Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Eva Gross
- LMU Munich, University Hospital, Campus Grosshadern, Munich, Germany
| | - Barna Budai
- National Institute of Oncology, Budapest, Hungary
| | - Stephen P Ackland
- College of Heath, Medicine and Wellbeing, University of Newcastle, Newcastle, NSW, Australia
| | - André B P van Kuilenburg
- Amsterdam UMC, location University of Amsterdam, Laboratory Genetic Metabolic Diseases, Meibergdreef 9, Amsterdam, The Netherlands
- Cancer Center Amsterdam, Cancer Biology and Immunology, Imaging and biomarkers, Amsterdam, The Netherlands
| | - Howard L McLeod
- Intermountain Precision Genomics, Intermountain Healthcare, St George, UT, USA
| | - Gérard Milano
- Oncopharmacology Laboratory, Centre Antoine Lacassagne, Nice, France
| | - Fabienne Thomas
- Institut Claudius Regaud, IUCT-Oncopôle and CRCT, University of Toulouse, Inserm, Toulouse, France
| | - Marie-Anne Loriot
- Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université de Paris, Equipe Labellisée Ligue Nationale Contre le Cancer, CNRS SNC, 5096, Paris, France
- Hôpital Européen Georges Pompidou, Hôpitaux Universitaires Paris Ouest, Paris, France
| | - David Kerr
- Nuffield Division of Clinical and Laboratory Sciences and University of Oxford, Oxford, UK
| | - Jan H M Schellens
- Department of Clinical Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Pierre Laurent-Puig
- Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université de Paris, Equipe Labellisée Ligue Nationale Contre le Cancer, CNRS SNC, 5096, Paris, France
- Hôpital Européen Georges Pompidou, Hôpitaux Universitaires Paris Ouest, Paris, France
| | - Qian Shi
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Jean-Pierre Pignon
- Service de Biostatistique et d'Epidémiologie, Gustave Roussy, Oncostat U1018 INSERM, labeled Ligue Contre le Cancer, Université Paris-Saclay, Villejuif, France
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17
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Knikman JE, Lopez-Yurda M, Meulendijks D, Deenen MJ, Schellens JHM, Beijnen J, Cats A, Guchelaar HJ. A Nomogram to Predict Severe Toxicity in DPYD Wild-Type Patients Treated With Capecitabine-Based Anticancer Regimens. Clin Pharmacol Ther 2024; 115:269-277. [PMID: 37957132 DOI: 10.1002/cpt.3100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 10/25/2023] [Indexed: 11/15/2023]
Abstract
DPYD-guided dosing has improved the safety of fluoropyrimidine-based chemotherapy in recent years. However, severe toxicity remains in ~ 23% of patients not carrying DPYD variant alleles treated with capecitabine. Therefore, we developed a predictive model based on patient-related and treatment-related factors aimed at estimating the risk of developing severe capecitabine-related toxicity. The nomogram was developed using data from two large clinical trials (NCT00838370 and NCT02324452). Patients with cancer carrying a DPYD variant allele (DPYD*2A, c.1236G>A, c.2846A>T, and c.1679T>G) were excluded. Univariable and multivariable logistic regression using predetermined predictors based on previous findings, including age, sex, body surface area, type of treatment regimen, and creatinine levels were used to develop the nomogram. The developed model was internally validated using bootstrap resampling and cross-validation. This model was not externally or clinically validated. A total of 2,147 DPYD wild-type patients with cancer treated with capecitabine-based chemotherapy regimens were included of which complete data of 1,745 patients were available and used for the development of the nomogram. Univariable and multivariable logistic regression showed that age, sex, and type of treatment regimen were strong predictors of severe capecitabine-related toxicity in DPYD wild-type patients. Internal validation demonstrated a concordance index of 0.68 which indicates a good discriminative ability for prediction of severe capecitabine-related toxicity. The developed nomogram includes readily available parameters and may be a helpful tool for clinicians to assess the risk of developing severe capecitabine-related toxicity in patients without known risk DPYD variant alleles treated with capecitabine-based anticancer regimens.
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Affiliation(s)
- Jonathan E Knikman
- Division of Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Department of Pharmacy & Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Marta Lopez-Yurda
- Biometrics Department, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Didier Meulendijks
- Division of Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Division of Medical Oncology, Department of Clinical Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Late Development Oncology, AstraZeneca, Cambridge, UK
| | - Maarten J Deenen
- Department of Clinical Pharmacy, Catharina Hospital, Eindhoven, The Netherlands
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Jan H M Schellens
- Department of Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands
| | - Jos Beijnen
- Department of Pharmacy & Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Division of Pharmacoepidemiology and Clinical Pharmacology, Department of Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands
| | - Annemieke Cats
- Division of Medical Oncology, Department of Gastrointestinal Oncology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Henk-Jan Guchelaar
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, The Netherlands
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18
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Tatsumi K, Wada H, Hasegawa S, Asukai K, Nagata S, Ekawa T, Akazawa T, Mizote Y, Okumura S, Okamura R, Ohue M, Obama K, Tahara H. Prediction for oxaliplatin-induced liver injury using patient-derived liver organoids. Cancer Med 2024; 13:e7042. [PMID: 38400666 PMCID: PMC10891453 DOI: 10.1002/cam4.7042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 01/22/2024] [Accepted: 02/09/2024] [Indexed: 02/25/2024] Open
Abstract
BACKGROUND Liver injury associated with oxaliplatin (L-OHP)-based chemotherapy can significantly impact the treatment outcomes of patients with colorectal cancer liver metastases, especially when combined with surgery. To date, no definitive biomarker that can predict the risk of liver injury has been identified. This study aimed to investigate whether organoids can be used as tools to predict the risk of liver injury. METHODS We examined the relationship between the clinical signs of L-OHP-induced liver injury and the responses of patient-derived liver organoids in vitro. Organoids were established from noncancerous liver tissues obtained from 10 patients who underwent L-OHP-based chemotherapy and hepatectomy for colorectal cancer. RESULTS Organoids cultured in a galactose differentiation medium, which can activate the mitochondria of organoids, showed sensitivity to L-OHP cytotoxicity, which was significantly related to clinical liver toxicity induced by L-OHP treatment. Organoids from patients who presented with a high-grade liver injury to the L-OHP regimen showed an obvious increase in mitochondrial superoxide levels and a significant decrease in mitochondrial membrane potential with L-OHP exposure. L-OHP-induced mitochondrial oxidative stress was not observed in the organoids from patients with low-grade liver injury. CONCLUSIONS These results suggested that L-OHP-induced liver injury may be caused by mitochondrial oxidative damage. Furthermore, patient-derived liver organoids may be used to assess susceptibility to L-OHP-induced liver injury in individual patients.
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Affiliation(s)
- Kumiko Tatsumi
- Department of Cancer Drug Discovery and Development, Research CenterOsaka International Cancer InstituteOsakaJapan
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Hiroshi Wada
- Department of Gastroenterological SurgeryOsaka International Cancer InstituteOsakaJapan
| | - Shinichiro Hasegawa
- Department of Gastroenterological SurgeryOsaka International Cancer InstituteOsakaJapan
| | - Kei Asukai
- Department of Gastroenterological SurgeryOsaka International Cancer InstituteOsakaJapan
| | - Shigenori Nagata
- Department of Diagnostic Pathology and CytologyOsaka International Cancer InstituteOsakaJapan
| | - Tomoya Ekawa
- Department of Cancer Drug Discovery and Development, Research CenterOsaka International Cancer InstituteOsakaJapan
| | - Takashi Akazawa
- Department of Cancer Drug Discovery and Development, Research CenterOsaka International Cancer InstituteOsakaJapan
| | - Yu Mizote
- Department of Cancer Drug Discovery and Development, Research CenterOsaka International Cancer InstituteOsakaJapan
| | - Shintaro Okumura
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Ryosuke Okamura
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Masayuki Ohue
- Department of Gastroenterological SurgeryOsaka International Cancer InstituteOsakaJapan
| | - Kazutaka Obama
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Hideaki Tahara
- Department of Cancer Drug Discovery and Development, Research CenterOsaka International Cancer InstituteOsakaJapan
- Project Division of Cancer Biomolecular TherapyThe Institute of Medical Science, The University of TokyoTokyoJapan
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19
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Larrue R, Fellah S, Hennart B, Sabaouni N, Boukrout N, Van der Hauwaert C, Delage C, Cheok M, Perrais M, Cauffiez C, Allorge D, Pottier N. Integrating rare genetic variants into DPYD pharmacogenetic testing may help preventing fluoropyrimidine-induced toxicity. THE PHARMACOGENOMICS JOURNAL 2024; 24:1. [PMID: 38216550 PMCID: PMC10786722 DOI: 10.1038/s41397-023-00322-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 10/23/2023] [Accepted: 12/05/2023] [Indexed: 01/14/2024]
Abstract
Variability in genes involved in drug pharmacokinetics or drug response can be responsible for suboptimal treatment efficacy or predispose to adverse drug reactions. In addition to common genetic variations, large-scale sequencing studies have uncovered multiple rare genetic variants predicted to cause functional alterations in genes encoding proteins implicated in drug metabolism, transport and response. To understand the functional importance of rare genetic variants in DPYD, a pharmacogene whose alterations can cause severe toxicity in patients exposed to fluoropyrimidine-based regimens, massively parallel sequencing of the exonic regions and flanking splice junctions of the DPYD gene was performed in a series of nearly 3000 patients categorized according to pre-emptive DPD enzyme activity using the dihydrouracil/uracil ([UH2]/[U]) plasma ratio as a surrogate marker of DPD activity. Our results underscore the importance of integrating next-generation sequencing-based pharmacogenomic interpretation into clinical decision making to minimize fluoropyrimidine-based chemotherapy toxicity without altering treatment efficacy.
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Affiliation(s)
- Romain Larrue
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020-U1277-CANTHER-Cancer Heterogeneity Plasticity and Resistance to Therapies, F-59000, Lille, France.
- Service de Toxicologie et Génopathies, CHU Lille, F-59000, Lille, France.
| | - Sandy Fellah
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020-U1277-CANTHER-Cancer Heterogeneity Plasticity and Resistance to Therapies, F-59000, Lille, France
| | - Benjamin Hennart
- Service de Toxicologie et Génopathies, CHU Lille, F-59000, Lille, France
| | - Naoual Sabaouni
- Service de Toxicologie et Génopathies, CHU Lille, F-59000, Lille, France
| | - Nihad Boukrout
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020-U1277-CANTHER-Cancer Heterogeneity Plasticity and Resistance to Therapies, F-59000, Lille, France
| | - Cynthia Van der Hauwaert
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020-U1277-CANTHER-Cancer Heterogeneity Plasticity and Resistance to Therapies, F-59000, Lille, France
| | - Clément Delage
- Service de Toxicologie et Génopathies, CHU Lille, F-59000, Lille, France
| | - Meyling Cheok
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020-U1277-CANTHER-Cancer Heterogeneity Plasticity and Resistance to Therapies, F-59000, Lille, France
| | - Michaël Perrais
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020-U1277-CANTHER-Cancer Heterogeneity Plasticity and Resistance to Therapies, F-59000, Lille, France
| | - Christelle Cauffiez
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020-U1277-CANTHER-Cancer Heterogeneity Plasticity and Resistance to Therapies, F-59000, Lille, France
| | - Delphine Allorge
- Service de Toxicologie et Génopathies, CHU Lille, F-59000, Lille, France
| | - Nicolas Pottier
- Univ. Lille, CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020-U1277-CANTHER-Cancer Heterogeneity Plasticity and Resistance to Therapies, F-59000, Lille, France
- Service de Toxicologie et Génopathies, CHU Lille, F-59000, Lille, France
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20
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Koch E, Pardiñas AF, O'Connell KS, Selvaggi P, Camacho Collados J, Babic A, Marshall SE, Van der Eycken E, Angulo C, Lu Y, Sullivan PF, Dale AM, Molden E, Posthuma D, White N, Schubert A, Djurovic S, Heimer H, Stefánsson H, Stefánsson K, Werge T, Sønderby I, O'Donovan MC, Walters JTR, Milani L, Andreassen OA. How Real-World Data Can Facilitate the Development of Precision Medicine Treatment in Psychiatry. Biol Psychiatry 2024:S0006-3223(24)00003-9. [PMID: 38185234 DOI: 10.1016/j.biopsych.2024.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 12/20/2023] [Accepted: 01/02/2024] [Indexed: 01/09/2024]
Abstract
Precision medicine has the ambition to improve treatment response and clinical outcomes through patient stratification and holds great potential for the treatment of mental disorders. However, several important factors are needed to transform current practice into a precision psychiatry framework. Most important are 1) the generation of accessible large real-world training and test data including genomic data integrated from multiple sources, 2) the development and validation of advanced analytical tools for stratification and prediction, and 3) the development of clinically useful management platforms for patient monitoring that can be integrated into health care systems in real-life settings. This narrative review summarizes strategies for obtaining the key elements-well-powered samples from large biobanks integrated with electronic health records and health registry data using novel artificial intelligence algorithms-to predict outcomes in severe mental disorders and translate these models into clinical management and treatment approaches. Key elements are massive mental health data and novel artificial intelligence algorithms. For the clinical translation of these strategies, we discuss a precision medicine platform for improved management of mental disorders. We use cases to illustrate how precision medicine interventions could be brought into psychiatry to improve the clinical outcomes of mental disorders.
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Affiliation(s)
- Elise Koch
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
| | - Antonio F Pardiñas
- Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Kevin S O'Connell
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Pierluigi Selvaggi
- Department of Translational Biomedicine and Neuroscience, University of Bari Aldo Moro, Bari, Italy
| | - José Camacho Collados
- CardiffNLP, School of Computer Science and Informatics, Cardiff University, Cardiff, United Kingdom
| | | | | | - Erik Van der Eycken
- Global Alliance of Mental Illness Advocacy Networks-Europe, Brussels, Belgium
| | - Cecilia Angulo
- Global Alliance of Mental Illness Advocacy Networks-Europe, Brussels, Belgium
| | - Yi Lu
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Solna, Sweden
| | - Patrick F Sullivan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Solna, Sweden; Departments of Genetics and Psychiatry, University of North Carolina, Chapel Hill, North Carolina
| | - Anders M Dale
- Multimodal Imaging Laboratory, University of California San Diego, La Jolla, California; Departments of Radiology, Psychiatry, and Neurosciences, University of California, San Diego, La Jolla, California
| | - Espen Molden
- Center for Psychopharmacology, Diakonhjemmet Hospital, Oslo, Norway
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Nathan White
- CorTechs Laboratories, Inc., San Diego, California
| | | | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway; The Norwegian Centre for Mental Disorders Research Centre, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Hakon Heimer
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Oslo, Norway; Nordic Society of Human Genetics and Precision Medicine, Copenhagen, Denmark
| | | | | | - Thomas Werge
- Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark; Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark; Lundbeck Foundation GeoGenetics Centre, GLOBE Institute, University of Copenhagen, Copenhagen, Denmark
| | - Ida Sønderby
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Oslo, Norway; Department of Medical Genetics, Oslo University Hospital, Oslo, Norway; KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo and Oslo University Hospital, Oslo, Norway
| | - Michael C O'Donovan
- Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - James T R Walters
- Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Lili Milani
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia; Genetics and Personalized Medicine Clinic, Tartu University Hospital, Tartu, Estonia
| | - Ole A Andreassen
- Norwegian Centre for Mental Disorders Research, Division of Mental Health and Addiction, Oslo University Hospital, and Institute of Clinical Medicine, University of Oslo, Oslo, Norway; KG Jebsen Centre for Neurodevelopmental Disorders, University of Oslo and Oslo University Hospital, Oslo, Norway.
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21
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de Joode K, Heersche N, Basak EA, Bins S, van der Veldt AAM, van Schaik RHN, Mathijssen RHJ. Review - The impact of pharmacogenetics on the outcome of immune checkpoint inhibitors. Cancer Treat Rev 2024; 122:102662. [PMID: 38043396 DOI: 10.1016/j.ctrv.2023.102662] [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: 10/04/2023] [Revised: 11/22/2023] [Accepted: 11/23/2023] [Indexed: 12/05/2023]
Abstract
The development of immune checkpoint inhibitors (ICIs) has a tremendous effect on the treatment options for multiple types of cancer. Nonetheless, there is a large interpatient variability in response, survival, and the development of immune-related adverse events (irAEs). Pharmacogenetics is the general term for germline genetic variations, which may cause the observed interindividual differences in response or toxicity to treatment. These genetic variations can either be single-nucleotide polymorphisms (SNPs) or structural variants, such as gene deletions, amplifications or rearrangements. For ICIs, pharmacogenetic variation in the human leukocyte antigen molecules has also been studied with regard to treatment outcome. This review presents a summary of the literature regarding the pharmacogenetics of ICI treatment, discusses the most important known genetic variations and offers recommendations on the application of pharmacogenetics for ICI treatment.
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Affiliation(s)
- Karlijn de Joode
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Niels Heersche
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands; Department of Clinical Chemistry, Erasmus MC, Erasmus University Hospital, Rotterdam, the Netherlands
| | - Edwin A Basak
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Sander Bins
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Astrid A M van der Veldt
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands; Department of Radiology & Nuclear Medicine, Erasmus MC, Erasmus University Hospital, Rotterdam, the Netherlands
| | - Ron H N van Schaik
- Department of Clinical Chemistry, Erasmus MC, Erasmus University Hospital, Rotterdam, the Netherlands
| | - Ron H J Mathijssen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands.
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22
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Glewis S, Lingaratnam S, Krishnasamy M, H Martin J, Tie J, Alexander M, Michael M. Pharmacogenetics testing (DPYD and UGT1A1) for fluoropyrimidine and irinotecan in routine clinical care: Perspectives of medical oncologists and oncology pharmacists. J Oncol Pharm Pract 2024; 30:30-37. [PMID: 37021580 DOI: 10.1177/10781552231167554] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
BACKGROUND Despite robust evidence and international guidelines, to support routine pharmacogenetic (PGx) testing, integration in practice has been limited. This study explored clinicians' views and experiences of pre-treatment DPYD and UGT1A1 gene testing and barriers to and enablers of routine clinical implementation. METHODS A study-specific 17-question survey was emailed (01 February-12 April 2022) to clinicians from the Medical Oncology Group of Australia (MOGA), the Clinical Oncology Society of Australia (COSA) and International Society of Oncology Pharmacy Practitioners (ISOPP). Data were analysed and reported using descriptive statistics. RESULTS Responses were collected from 156 clinicians (78% medical oncologists, 22% pharmacists). Median response rate of 8% (ranged from 6% to 24%) across all organisations. Only 21% routinely test for DPYD and 1% for UGT1A1. For patients undergoing curative/palliative intent treatments, clinicians reported intent to implement genotype-guided dosing by reducing FP dose for DPYD intermediate metabolisers (79%/94%), avoiding FP for DPYD poor metabolisers (68%/90%), and reducing irinotecan dose for UGT1A1 poor metabolisers (84%, palliative setting only). Barriers to implementation included: lack of financial reimbursements (82%) and perceived lengthy test turnaround time (76%). Most Clinicians identified a dedicated program coordinator, i.e., PGx pharmacist (74%) and availability of resources for education/training (74%) as enablers to implementation. CONCLUSION PGx testing is not routinely practised despite robust evidence for its impact on clinical decision making in curative and palliative settings. Research data, education and implementation studies may overcome clinicians' hesitancy to follow guidelines, especially for curative intent treatments, and may overcome other identified barriers to routine clinical implementation.
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Affiliation(s)
- Sarah Glewis
- Department of Pharmacy, Peter MacCallum Cancer Centre, Melbourne, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
| | | | - Mei Krishnasamy
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
- Academic Nursing Unit, Peter MacCallum Cancer Centre, Melbourne, Australia
- VCCC Alliance, Parkville, Australia
| | - Jennifer H Martin
- School of Medicine and Public Health, University of Newcastle, New South Wales, Australia
| | - Jeanne Tie
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
- Department of Medical Oncology, Peter MacCallum Cancer Centre, Melbourne, Australia
- Personalised Oncology Division, Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia
| | - Marliese Alexander
- Department of Pharmacy, Peter MacCallum Cancer Centre, Melbourne, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
| | - Michael Michael
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
- Department of Medical Oncology, Peter MacCallum Cancer Centre, Melbourne, Australia
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Hes C, Desilets A, Tonneau M, El Ouarzadi O, De Figueiredo Sousa M, Bahig H, Filion É, Nguyen-Tan PF, Christopoulos A, Benlaïfaoui M, Derosa L, Alves Costa Silva C, Ponce M, Malo J, Belkad W, Charpentier D, Aubin F, Hamilou Z, Jamal R, Messaoudene M, Soulières D, Routy B. Gut microbiome predicts gastrointestinal toxicity outcomes from chemoradiation therapy in patients with head and neck squamous cell carcinoma. Oral Oncol 2024; 148:106623. [PMID: 38006691 DOI: 10.1016/j.oraloncology.2023.106623] [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: 06/24/2023] [Revised: 11/02/2023] [Accepted: 11/04/2023] [Indexed: 11/27/2023]
Abstract
OBJECTIVES Chemoradiation (CRT) in patients with locally advanced head and neck squamous cell cancer (HNSCC) is associated with significant toxicities, including mucositis. The gut microbiome represents an emerging hallmark of cancer and a potentially important biomarker for CRT-related adverse events. This prospective study investigated the association between the gut microbiome composition and CRT-related toxicities in patients with HNSCC, including mucositis. MATERIALS AND METHODS Stool samples from patients diagnosed with locally advanced HNSCC were prospectively collected prior to CRT initiation and analyzed using shotgun metagenomic sequencing to evaluate gut microbiome composition at baseline. Concurrently, clinicopathologic data, survival outcomes and the incidence and grading of CRT-emergent adverse events were documented in all patients. RESULTS A total of 52 patients were included, of whom 47 had baseline stool samples available for metagenomic analysis. Median age was 62, 83 % patients were men and 54 % had stage III-IV disease. All patients developed CRT-induced mucositis, including 42 % with severe events (i.e. CTCAE v5.0 grade ≥ 3) and 25 % who required enteral feeding. With a median follow-up of 26.5 months, patients with severe mucositis had shorter overall survival (HR = 3.3, 95 %CI 1.0-10.6; p = 0.02) and numerically shorter progression-free survival (HR = 2.8, 95 %CI, 0.8-9.6; p = 0.09). The gut microbiome beta-diversity of patients with severe mucositis differed from patients with grades 1-2 mucositis (p = 0.04), with enrichment in Mediterraneibacter (Ruminococcus gnavus) and Clostridiaceae family members, including Hungatella hathewayi. Grade 1-2 mucositis was associated with enrichment in Eubacterium rectale, Alistipes putredinis and Ruminococcaceae family members. Similar bacterial profiles were observed in patients who required enteral feeding. CONCLUSION Patients who developed severe mucositis had decreased survival and enrichment in specific bacteria associated with mucosal inflammation. Interestingly, these same bacteria have been linked to immune checkpoint inhibitor resistance.
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Affiliation(s)
- Cecilia Hes
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Division of Experimental Medicine, Department of Medicine, McGill University, 1001 Boulevard Decarie, Montreal, QC H4A 3J1, Canada
| | - Antoine Desilets
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Marion Tonneau
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Centre Oscar Lambert, Department of Radiotherapy, 3 Rue Frédéric Combemale, 59000 Lille, France
| | - Omar El Ouarzadi
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Marina De Figueiredo Sousa
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Houda Bahig
- Department of Radiation Oncology, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Édith Filion
- Department of Radiation Oncology, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Phuc Felix Nguyen-Tan
- Department of Radiation Oncology, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Apostolos Christopoulos
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Myriam Benlaïfaoui
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Lisa Derosa
- ClinicObiome, Institut Gustave Roussy Cancer Campus, 114 Rue Edouard-Vaillant, 94805 Villejuif Cedex, France
| | - Carolina Alves Costa Silva
- ClinicObiome, Institut Gustave Roussy Cancer Campus, 114 Rue Edouard-Vaillant, 94805 Villejuif Cedex, France
| | - Mayra Ponce
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Julie Malo
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Wiam Belkad
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Danielle Charpentier
- Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Francine Aubin
- Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Zineb Hamilou
- Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Rahima Jamal
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Meriem Messaoudene
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Denis Soulières
- Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada.
| | - Bertrand Routy
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada.
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24
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Knikman JE, Wilting TA, Lopez-Yurda M, Henricks LM, Lunenburg CATC, de Man FM, Meulendijks D, Nieboer P, Droogendijk HJ, Creemers GJ, Mandigers CMPW, Imholz ALT, Mathijssen RHJ, Portielje JEA, Valkenburg-van Iersel L, Vulink A, van der Poel MHW, Baars A, Swen JJ, Gelderblom H, Schellens JHM, Beijnen JH, Guchelaar HJ, Cats A. Survival of Patients With Cancer With DPYD Variant Alleles and Dose-Individualized Fluoropyrimidine Therapy-A Matched-Pair Analysis. J Clin Oncol 2023; 41:5411-5421. [PMID: 37639651 DOI: 10.1200/jco.22.02780] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 04/24/2023] [Accepted: 07/11/2023] [Indexed: 08/31/2023] Open
Abstract
PURPOSE DPYD-guided fluoropyrimidine dosing improves patient safety in carriers of DPYD variant alleles. However, the impact on treatment outcome in these patients is largely unknown. Therefore, progression-free survival (PFS) and overall survival (OS) were compared between DPYD variant carriers treated with a reduced dose and DPYD wild-type controls receiving a full fluoropyrimidine dose in a retrospective matched-pair survival analysis. METHODS Data from a prospective multicenter study (ClinicalTrials.gov identifier: NCT02324452) in which DPYD variant carriers received a 25% (c.1236G>A and c.2846A>T) or 50% (DPYD*2A and c.1679T>G) reduced dose and data from DPYD variant carriers treated with a similarly reduced dose of fluoropyrimidines identified during routine clinical care were obtained. Each DPYD variant carrier was matched to three DPYD wild-type controls treated with a standard dose. Survival analyses were performed using Kaplan-Meier estimates and Cox regression. RESULTS In total, 156 DPYD variant carriers and 775 DPYD wild-type controls were available for analysis. Sixty-one c.1236G>A, 25 DPYD*2A, 13 c.2846A>T, and-when pooled-93 DPYD variant carriers could each be matched to three unique DPYD wild-type controls. For pooled DPYD variant carriers, PFS (hazard ratio [HR], 1.23; 95% CI, 1.00 to 1.51; P = .053) and OS (HR, 0.95; 95% CI, 0.75 to 1.51; P = .698) were not negatively affected by DPYD-guided dose individualization. In the subgroup analyses, a shorter PFS (HR, 1.43; 95% CI, 1.10 to 1.86; P = .007) was found in c.1236G>A variant carriers, whereas no differences were found for DPYD*2A and c.2846A>T carriers. CONCLUSION In this exploratory analysis, DPYD-guided fluoropyrimidine dosing does not negatively affect PFS and OS in pooled DPYD variant carriers. Close monitoring with early dose modifications based on toxicity is recommended, especially for c.1236G>A carriers receiving a reduced starting dose.
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Affiliation(s)
- Jonathan E Knikman
- Division of Pharmacology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
- Department of Pharmacy & Pharmacology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Tycho A Wilting
- Division of Pharmacology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Marta Lopez-Yurda
- Biometrics Department, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Linda M Henricks
- Department of Clinical Chemistry and Laboratory Medicine, Leiden University Medical Center, Leiden, the Netherlands
| | - Carin A T C Lunenburg
- Department of Medical Oncology, Leiden University Medical Center, Leiden, the Netherlands
| | - Femke M de Man
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Didier Meulendijks
- Division of Pharmacology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
- Department of Clinical Pharmacology, Division of Medical Oncology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
- Late Development Oncology, AstraZeneca, Cambridge, UK
| | - Peter Nieboer
- Department of Internal Medicine, Wilhelmina Hospital Assen, Assen, the Netherlands
| | - Helga J Droogendijk
- Department of Internal Medicine, Bravis Hospital, Roosendaal, the Netherlands
| | - Geert-Jan Creemers
- Department of Medical Oncology, Catharina Hospital, Eindhoven, the Netherlands
| | | | | | - Ron H J Mathijssen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Johanneke E A Portielje
- Department of Medical Oncology, Leiden University Medical Center, Leiden, the Netherlands
- Department of Medical Oncology, Haga Hospital, The Hague, the Netherlands
| | | | - Annelie Vulink
- Department of Medical Oncology, Reinier de Graaf Gasthuis, Delft, the Netherlands
| | | | - Arnold Baars
- Department of Internal Medicine, Hospital Gelderse Vallei, Ede, the Netherlands
| | - Jesse J Swen
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, the Netherlands
| | - Hans Gelderblom
- Department of Medical Oncology, Leiden University Medical Center, Leiden, the Netherlands
| | - Jan H M Schellens
- Department of Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands
| | - Jos H Beijnen
- Department of Pharmacy & Pharmacology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
- Division of Pharmacoepidemiology and Clinical Pharmacology, Department of Pharmaceutical Sciences, Utrecht University, Utrecht, the Netherlands
| | - Henk-Jan Guchelaar
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, the Netherlands
| | - Annemieke Cats
- Department of Gastrointestinal Oncology, Division of Medical Oncology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
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Glewis S, Krishnasamy M, Lingaratnam S, Harris S, Underhill C, Georgiou C, Warren M, Campbell R, IJzerman M, Fagery M, Campbell I, Martin JH, Tie J, Alexander M, Michael M. Patient and healthcare professional acceptability of pharmacogenetic screening for DPYD and UGT1A1: A cross sectional survey. Clin Transl Sci 2023; 16:2700-2708. [PMID: 37877594 PMCID: PMC10719470 DOI: 10.1111/cts.13664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 09/21/2023] [Accepted: 10/04/2023] [Indexed: 10/26/2023] Open
Abstract
This study explored the acceptability of a novel pharmacist-led pharmacogenetics (PGx) screening program among patients with cancer and healthcare professionals (HCPs) taking part in a multicenter clinical trial of PGx testing (PACIFIC-PGx ANZCTR:12621000251820). Medical oncologists, oncology pharmacists, and patients with cancer from across four sites (metropolitan/regional), took part in an observational, cross-sectional survey. Participants were recruited from the multicenter trial. Two study-specific surveys were developed to inform implementation strategies for scaled and sustainable translation into routine clinical care: one consisting of 21 questions targeting HCPs and one consisting of 17 questions targeting patients. Responses were collected from 24 HCPs and 288 patients. The 5-to-7-day PGx results turnaround time was acceptable to HCP (100%) and patients (69%). Most HCPs (92%) indicated that it was appropriate for the PGx clinical pharmacist to provide results to patients. Patients reported equal preference for receiving PGx results from a doctor/pharmacist. Patients and HCPs highly rated the pharmacist-led PGx service. HCPs were overall accepting of the program, with the majority (96%) willing to offer PGx testing to their patients beyond the trial. HCPs identified that lack of financial reimbursements (62%) and lack of infrastructure (38%) were the main reasons likely to prevent/slow the implementation of PGx screening program into routine clinical care. Survey data have shown overall acceptability from patients and HCPs participating in the PGx Program. Barriers to implementation of PGx testing in routine care have been identified, providing opportunity to develop targeted implementation strategies for scaled translation into routine practice.
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Affiliation(s)
- Sarah Glewis
- Department of PharmacyPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneParkvilleVictoriaAustralia
| | - Mei Krishnasamy
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneParkvilleVictoriaAustralia
- Academic Nursing UnitPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
- VCCC AllianceMelbourneVictoriaAustralia
| | - Senthil Lingaratnam
- Department of PharmacyPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
| | - Sam Harris
- Department of Medical OncologyBendigo HealthBendigoVictoriaAustralia
| | - Craig Underhill
- VCCC AllianceMelbourneVictoriaAustralia
- Border Medical Oncology Research UnitAlbury Wodonga Regional Cancer CentreEast AlburyNew South WalesAustralia
- UNSW Rural Medical SchoolAlbury CampusAlburyNew South WalesAustralia
| | - Chloe Georgiou
- Department of Medical OncologyBendigo HealthBendigoVictoriaAustralia
| | - Mark Warren
- Department of Medical OncologyBendigo HealthBendigoVictoriaAustralia
| | - Robert Campbell
- Department of Medical OncologyBendigo HealthBendigoVictoriaAustralia
| | - Maarten IJzerman
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneParkvilleVictoriaAustralia
- Cancer ResearchUniversity of MelbourneParkvilleVictoriaAustralia
- Melbourne School of Population and Global Health, Centre for Health PolicyUniversity of MelbourneParkvilleVictoriaAustralia
| | - Mussab Fagery
- Cancer ResearchUniversity of MelbourneParkvilleVictoriaAustralia
| | - Ian Campbell
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneParkvilleVictoriaAustralia
- Cancer Genetics LaboratoryPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
| | - Jennifer H. Martin
- School of Medicine and Public HealthUniversity of NewcastleCallaghanNew South WalesAustralia
| | - Jeanne Tie
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneParkvilleVictoriaAustralia
- Department of Medical OncologyPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Personalised Oncology DivisionWalter and Eliza Hall Institute of Medical ResearchParkvilleVictoriaAustralia
| | - Marliese Alexander
- Department of PharmacyPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneParkvilleVictoriaAustralia
| | - Michael Michael
- Sir Peter MacCallum Department of OncologyUniversity of MelbourneParkvilleVictoriaAustralia
- Department of Medical OncologyPeter MacCallum Cancer CentreMelbourneVictoriaAustralia
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Jian J, He D, Gao S, Tao X, Dong X. Pharmacokinetics in Pharmacometabolomics: Towards Personalized Medication. Pharmaceuticals (Basel) 2023; 16:1568. [PMID: 38004434 PMCID: PMC10675232 DOI: 10.3390/ph16111568] [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: 09/17/2023] [Revised: 10/19/2023] [Accepted: 10/27/2023] [Indexed: 11/26/2023] Open
Abstract
Indiscriminate drug administration may lead to drug therapy results with varying effects on patients, and the proposal of personalized medication can help patients to receive effective drug therapy. Conventional ways of personalized medication, such as pharmacogenomics and therapeutic drug monitoring (TDM), can only be implemented from a single perspective. The development of pharmacometabolomics provides a research method for the realization of precise drug administration, which integrates the environmental and genetic factors, and applies metabolomics technology to study how to predict different drug therapeutic responses of organisms based on baseline metabolic levels. The published research on pharmacometabolomics has achieved satisfactory results in predicting the pharmacokinetics, pharmacodynamics, and the discovery of biomarkers of drugs. Among them, the pharmacokinetics related to pharmacometabolomics are used to explore individual variability in drug metabolism from the level of metabolism of the drugs in vivo and the level of endogenous metabolite changes. By searching for relevant literature with the keyword "pharmacometabolomics" on the two major literature retrieval websites, PubMed and Web of Science, from 2006 to 2023, we reviewed articles in the field of pharmacometabolomics that incorporated pharmacokinetics into their research. This review explains the therapeutic effects of drugs on the body from the perspective of endogenous metabolites and pharmacokinetic principles, and reports the latest advances in pharmacometabolomics related to pharmacokinetics to provide research ideas and methods for advancing the implementation of personalized medication.
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Affiliation(s)
- Jingai Jian
- School of Medicine, Shanghai University, Shanghai 200444, China; (J.J.); (D.H.)
| | - Donglin He
- School of Medicine, Shanghai University, Shanghai 200444, China; (J.J.); (D.H.)
| | - Songyan Gao
- Institute of Translational Medicine, Shanghai University, Shanghai 200444, China;
| | - Xia Tao
- Department of Pharmacy, Changzheng Hospital, Second Military Medical University, Shanghai 200003, China
| | - Xin Dong
- School of Medicine, Shanghai University, Shanghai 200444, China; (J.J.); (D.H.)
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27
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Fragoulakis V, Roncato R, Bignucolo A, Patrinos GP, Toffoli G, Cecchin E, Mitropoulou C. Cost-utility analysis and cross-country comparison of pharmacogenomics-guided treatment in colorectal cancer patients participating in the U-PGx PREPARE study. Pharmacol Res 2023; 197:106949. [PMID: 37802427 DOI: 10.1016/j.phrs.2023.106949] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 09/10/2023] [Accepted: 10/03/2023] [Indexed: 10/10/2023]
Abstract
OBJECTIVES A cost-utility analysis was conducted to evaluate pharmacogenomic (PGx)-guided treatment compared to the standard-of-care intervention among patients diagnosed with colorectal cancer (CRC) in Italy. METHODS Data derived from a prospective, open-label, block randomized clinical trial, as a part of the largest PGx study worldwide (355 patients in both arms) were used. Mortality was used as the primary health outcome to estimate life years (LYs) gained in treatment arms within a survival analysis context. PGx-guided treatment was based on established drug-gene interactions between capecitabine, 5-fluorouracil and irinotecan with DPYD and/or UGT1A1 genomic variants. Utility values for the calculation of Quality Adjusted Life Year (QALY) was based on Visual Analog Scale (VAS) score. Missing data were imputed via the Multiple Imputation method and linear interpolation, when possible, while censored cost data were corrected via the Replace-From-The-Right algorithm. The Incremental Cost-Effectiveness Ratio (ICER) was calculated for QALYs. Raw data were bootstrapped 5000 times in order to produce 95% Confidence Intervals based on non-parametric percentile method and to construct a cost-effectiveness acceptability curve. Cost differences for study groups were investigated via a generalized linear regression model analysis. Total therapy cost per patient reflected all resources expended in the management of any adverse events, including medications, diagnostics tests, devices, surgeries, the utilization of intensive care units, and wards. RESULTS The total cost of the study arm was estimated at €380 (∼ US$416; 95%CI: 195-596) compared to €565 (∼ US$655; 95%CI: 340-724) of control arm while the mean survival in study arm was estimated at 1.58 (+0.25) LYs vs 1.50 (+0.26) (Log Rank test, X2 = 4.219, df=1, p-value=0.04). No statistically significant difference was found in QALYs. ICER was estimated at €13418 (∼ US$14695) per QALY, while the acceptability curve indicated that when the willingness-to-pay was under €5000 (∼ US$5476), the probability of PGx being cost-effective overcame 70%. The most frequent adverse drug event in both groups was neutropenia of severity grade 3 and 4, accounting for 82.6% of total events in the study arm and 65.0% in the control arm. Apart from study arm, smoking status, Body-Mass-Index and Cumulative Actionability were also significant predictors of total cost. Subgroup analysis conducted in actionable patients (7.9% of total patients) indicated that PGx-guided treatment was a dominant option over its comparator with a probability greater than 92%. In addition, a critical literature review was conducted, and these findings are in line with those reported in other European countries. CONCLUSION PGx-guided treatment strategy may represent a cost-saving option compared to the existing conventional therapeutic approach for colorectal cancer patient management in the National Health Service of Italy.
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Affiliation(s)
| | | | | | - George P Patrinos
- Laboratory of Pharmacogenomics and Individualized Therapy, Department of Pharmacy, University of Patras School of Health Sciences, Patras, Greece; Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al‑Ain, Abu Dhabi, United Arab Emirates; Zayed Center for Health Sciences, United Arab Emirates University, Al‑Ain, Abu Dhabi, United Arab Emirates
| | | | - Erika Cecchin
- Centro di Riferimento Oncologico (CRO), Aviano, Italy
| | - Christina Mitropoulou
- The Golden Helix Foundation, London, UK; Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al‑Ain, Abu Dhabi, United Arab Emirates.
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Stewart S, Dodero-Anillo JM, Guijarro-Eguinoa J, Arias P, Gómez López De Las Huertas A, Seco-Meseguer E, García-García I, Ramírez García E, Rodríguez-Antolín C, Carcas AJ, Rodriguez-Novoa S, Rosas-Alonso R, Borobia AM. Advancing pharmacogenetic testing in a tertiary hospital: a retrospective analysis after 10 years of activity. Front Pharmacol 2023; 14:1292416. [PMID: 37927587 PMCID: PMC10622662 DOI: 10.3389/fphar.2023.1292416] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 10/02/2023] [Indexed: 11/07/2023] Open
Abstract
The field of pharmacogenetics (PGx) holds great promise in advancing personalized medicine by adapting treatments based on individual genetic profiles. Despite its benefits, there are still economic, ethical and institutional barriers that hinder its implementation in our healthcare environment. A retrospective analysis approach of anonymized data sourced from electronic health records was performed, encompassing a diverse patient population and evaluating key parameters such as prescribing patterns and test results, to assess the impact of pharmacogenetic testing. A head-to-head comparison with previously published activity results within the same pharmacogenetic laboratory was also conducted to contrast the progress made after 10 years. The analysis revealed significant utilization of pharmacogenetic testing in daily clinical practice, with 1,145 pharmacogenetic tests performed over a 1-year period and showing a 35% growth rate increase over time. Of the 17 different medical departments that sought PGx tests, the Oncology department accounted for the highest number, representing 58.47% of all genotyped patients. A total of 1,000 PGx tests were requested for individuals susceptible to receive a dose modification based on genotype, and 76 individuals received a genotype-guided dose adjustment. This study presents a comprehensive descriptive analysis of real-world data obtained from a public tertiary hospital laboratory specialized in pharmacogenetic testing, and presents data that strongly endorse the integration of pharmacogenetic testing into everyday clinical practice.
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Affiliation(s)
- Stefan Stewart
- Clinical Pharmacology Department, IdiPAZ, La Paz University Hospital, Madrid, Spain
| | | | | | - Pedro Arias
- Pharmacogenetics Laboratory, Genetics Department, La Paz University Hospital, Madrid, Spain
| | | | | | - Irene García-García
- Clinical Pharmacology Department, IdiPAZ, La Paz University Hospital, Madrid, Spain
| | - Elena Ramírez García
- Clinical Pharmacology Department, IdiPAZ, La Paz University Hospital, Madrid, Spain
- Pharmacology Department, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
| | - Carlos Rodríguez-Antolín
- Experimental Therapies and Novel Biomarkers in Cancer, Hospital La Paz Institute for Health Research—IdiPAZ, Madrid, Spain
| | - Antonio J. Carcas
- Clinical Pharmacology Department, IdiPAZ, La Paz University Hospital, Madrid, Spain
- Pharmacology Department, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
| | - Sonia Rodriguez-Novoa
- Genetics of Metabolic Diseases Laboratory, Genetics Department, La Paz University Hospital, Madrid, Spain
| | - Rocio Rosas-Alonso
- Pharmacogenetics Laboratory, Genetics Department, La Paz University Hospital, Madrid, Spain
- Experimental Therapies and Novel Biomarkers in Cancer, Hospital La Paz Institute for Health Research—IdiPAZ, Madrid, Spain
| | - Alberto M. Borobia
- Clinical Pharmacology Department, IdiPAZ, La Paz University Hospital, Madrid, Spain
- Pharmacology Department, School of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
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van Eerden RAG, de Boer NL, van Kooten JP, Bakkers C, Dietz MV, Creemers GJM, Buijs SM, Bax R, de Man FM, Lurvink RJ, Diepeveen M, Brandt-Kerkhof ARM, van Meerten E, Koolen SLW, de Hingh IHJT, Verhoef C, Mathijssen RHJ, Burger JWA. Phase I study of intraperitoneal irinotecan combined with palliative systemic chemotherapy in patients with colorectal peritoneal metastases. Br J Surg 2023; 110:1502-1510. [PMID: 37467389 DOI: 10.1093/bjs/znad228] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 06/18/2023] [Accepted: 06/28/2023] [Indexed: 07/21/2023]
Abstract
BACKGROUND Patients with colorectal peritoneal metastases who are not eligible for cytoreductive surgery (CRS) and hyperthermic intraperitoneal chemotherapy (HIPEC) owing to extensive peritoneal disease have a poor prognosis. It was hypothesized that these patients may benefit from the addition of intraperitoneal irinotecan to standard palliative systemic chemotherapy. METHODS This was a classical 3 + 3 phase I dose-escalation trial in patients with colorectal peritoneal metastases who were not eligible for CRS-HIPEC. Intraperitoneal irinotecan was administered every 2 weeks, concomitantly with systemic FOLFOX (5-fluorouracil, folinic acid, oxaliplatin)-bevacizumab. The primary objective was to determine the maximum tolerated dose and dose-limiting toxicities. Secondary objectives were to elucidate the systemic and intraperitoneal pharmacokinetics, safety profile, and efficacy. RESULTS Eighteen patients were treated. No dose-limiting toxicities were observed with 50 mg (4 patients) and 75 mg (9 patients) intraperitoneal irinotecan. Two dose-limiting toxicities occurred with 100 mg irinotecan among five patients. The maximum tolerated dose of intraperitoneal irinotecan was established to be 75 mg, and it was well tolerated. Intraperitoneal exposure to SN-38 (active metabolite of irinotecan) was high compared with systemic exposure (median intraperitoneal area under the curve (AUC) to systemic AUC ratio 4.6). Thirteen patients had a partial radiological response and five had stable disease. Four patients showed a complete response during post-treatment diagnostic laparoscopy. Five patients underwent salvage resection or CRS-HIPEC. Median overall survival was 23.9 months. CONCLUSION Administration of 75 mg intraperitoneal irinotecan concomitantly with systemic FOLFOX-bevacizumab was safe and well tolerated. Intraperitoneal SN-38 exposure was high and prolonged. As oncological outcomes were promising, intraperitoneal administration of irinotecan may be a good alternative to other, more invasive and costly treatment options. A phase II study is currently accruing.
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Affiliation(s)
- Ruben A G van Eerden
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Nadine L de Boer
- Department of Surgical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Job P van Kooten
- Department of Surgical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Checca Bakkers
- Department of Surgery, Catharina Cancer Institute, Eindhoven, the Netherlands
| | - Michelle V Dietz
- Department of Surgical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Geert-Jan M Creemers
- Department of Medical Oncology, Catharina Cancer Institute, Eindhoven, the Netherlands
| | - Sanne M Buijs
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Ramon Bax
- Department of Medical Oncology, Catharina Cancer Institute, Eindhoven, the Netherlands
| | - Femke M de Man
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Robin J Lurvink
- Department of Surgery, Catharina Cancer Institute, Eindhoven, the Netherlands
| | - Marjolein Diepeveen
- Department of Surgical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | | | - Esther van Meerten
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Stijn L W Koolen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
- Department of Hospital Pharmacy, Erasmus MC, Rotterdam, the Netherlands
| | | | - Cornelis Verhoef
- Department of Surgical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Ron H J Mathijssen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Jacobus W A Burger
- Department of Surgery, Catharina Cancer Institute, Eindhoven, the Netherlands
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Hertz DL, Smith DM, Scott SA, Patel JN, Hicks JK. Response to the FDA Decision Regarding DPYD Testing Prior to Fluoropyrimidine Chemotherapy. Clin Pharmacol Ther 2023; 114:768-779. [PMID: 37350752 DOI: 10.1002/cpt.2978] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 05/31/2023] [Indexed: 06/24/2023]
Abstract
Fluoropyrimidine (FP) chemotherapy is associated with severe, life-threatening toxicities, particularly among patients who carry deleterious germline variants in the DPYD gene. Pretreatment DPYD testing is standard of care throughout most of Europe; however, it has not been recommended in clinical practice guidelines in the United States. Due to increased risk of severe toxicity, a Citizen's Petition asked the US Food and Drug Administration (FDA) to update language in FP drug labels to recommend DPYD testing as part of a boxed warning and recommend FP dose reduction in patients carrying deleterious germline variants. In response, the FDA updated the capecitabine package insert to inform patients about the toxicity risk and test availability and consider DPYD testing. However, the FDA did not include a testing recommendation or requirement, or a boxed warning. Additionally, the FDA did not recommend FP dose adjustment in DPYD variant carriers. This review provides a critical assessment of the DPYD-FP pharmacogenetic association using the FDA's previously published Pharmacogenetic Pyramid, demonstrating that the evidence is compelling for recommending DPYD testing prior to FP treatment. Additionally, the FDA's stated concerns about recommending DPYD testing and DPYD-guided FP dose adjustment are addressed and discussed in the context of the FDA's other genetic testing and dose adjustment recommendations. We call on the FDA to follow our European counterparts in recommending DPYD testing and genotype-based dose adjustment to ensure patients with cancer receive safe and effective FP chemotherapy.
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Affiliation(s)
- Daniel L Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan, USA
| | - D Max Smith
- Department of Oncology, Georgetown University Medical Center, Washington, DC, USA
- MedStar Health, Columbia, Maryland, USA
| | - Stuart A Scott
- Department of Pathology, Stanford University, Stanford, California, USA
- Clinical Genomics Laboratory, Stanford Medicine, Palo Alto, California, USA
| | - Jai N Patel
- Department of Cancer Pharmacology and Pharmacogenomics, Levine Cancer Institute, Atrium Health, Charlotte, North Carolina, USA
| | - J Kevin Hicks
- Department of Individualized Cancer Management, Moffitt Cancer Center, Tampa, Florida, USA
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Pinheiro M, Peixoto A, Rocha P, Santos C, Escudeiro C, Veiga I, Porto M, Guerra J, Barbosa A, Pinto C, Arinto P, Resende A, Teixeira MR. Implementation of upfront DPYD genotyping with a low-cost and high-throughput assay to guide fluoropyrimidine treatment in cancer patients. Pharmacogenet Genomics 2023; 33:165-171. [PMID: 37611150 DOI: 10.1097/fpc.0000000000000505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/25/2023]
Abstract
OBJECTIVES Genetic variants in the dihydropyrimidine dehydrogenase (DPYD ) gene are associated with reduced dihydropyrimidine dehydrogenase enzyme activity and can cause severe fluoropyrimidine-related toxicity. We assessed the frequency of the four most common and well-established DPYD variants associated with fluoropyrimidine toxicity and implemented a relatively low-cost and high-throughput genotyping assay for their detection. METHODS This study includes 457 patients that were genotyped for the DPYD c.1129-5923C>G, c.1679T>G, c.1905 + 1G>A and c.2846A>T variants, either by Sanger sequencing or kompetitive allele specific PCR (KASP) technology. Of these, 172 patients presented toxicity during treatment with fluoropyrimidines (post-treatment group), and 285 were tested before treatment (pretreatment group). RESULTS Heterozygous DPYD variants were identified in 7.4% of the entire series of 457 patients, being the c.2846A>T the most frequent variant. In the post-treatment group, 15.7% of the patients presented DPYD variants, whereas only 2.5% of the patients in the pretreatment group presented a variant. The KASP assays designed in this study presented 100% genotype concordance with the results obtained by Sanger sequencing. CONCLUSIONS The combined assessment of the four DPYD variants in our population increases the identification of patients at high risk for developing fluoropyrimidine toxicity, supporting the upfront routine implementation of DPYD variant genotyping. Furthermore, the KASP genotyping assay described in this study presents a rapid turnaround time and relatively low cost, making upfront DPYD screening feasible in clinical practice.
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Affiliation(s)
- Manuela Pinheiro
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
| | - Ana Peixoto
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center, Porto, Portugal
| | - Patrícia Rocha
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center, Porto, Portugal
| | - Catarina Santos
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center, Porto, Portugal
| | - Carla Escudeiro
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center, Porto, Portugal
| | - Isabel Veiga
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center, Porto, Portugal
| | - Miguel Porto
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
| | - Joana Guerra
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
| | - Ana Barbosa
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center, Porto, Portugal
| | - Carla Pinto
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center, Porto, Portugal
| | - Patrícia Arinto
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
| | - Adriana Resende
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
| | - Manuel R Teixeira
- Cancer Genetics Group, Research Center of IPO Porto (CI-IPOP)/RISE@CI-IPOP (Health Research Network), Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center
- Department of Laboratory Genetics, Portuguese Oncology Institute of Porto (IPO Porto)/Porto Comprehensive Cancer Center, Porto, Portugal
- School of Medicine and Biomedical Sciences (ICBAS), University of Porto, Porto, Portugal
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Morris SA, Moore DC, Musselwhite LW, Lopes KE, Hamilton A, Steuerwald N, Hanson SL, Larck C, Swift K, Smith M, Kadakia KC, Chai S, Hwang JJ, Patel JN. Addressing barriers to increased adoption of DPYD genotyping at a large multisite cancer center. Am J Health Syst Pharm 2023; 80:1342-1349. [PMID: 37235983 DOI: 10.1093/ajhp/zxad117] [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: 05/25/2023] [Indexed: 05/28/2023] Open
Abstract
PURPOSE To describe the implementation of an in-house genotyping program to detect genetic variants linked to impaired dihydropyrimidine dehydrogenase (DPD) metabolism at a large multisite cancer center, including barriers to implementation and mechanisms to overcome barriers to facilitate test adoption. SUMMARY Fluoropyrimidines, including fluorouracil and capecitabine, are commonly used chemotherapy agents in the treatment of solid tumors, such as gastrointestinal cancers. DPD is encoded by the DPYD gene, and individuals classified as DPYD intermediate and poor metabolizers due to certain genetic variations in DPYD can experience reduced fluoropyrimidine clearance and an increased risk of fluoropyrimidine-related adverse events. Although pharmacogenomic guidelines provide evidence-based recommendations for DPYD genotype-guided dosing, testing has not been widely adopted in the United States for numerous reasons, including limited education/awareness of clinical utility, lack of testing recommendations by oncology professional organizations, testing cost, lack of accessibility to a comprehensive in-house test and service, and prolonged test turnaround time. Based on stakeholder feedback regarding barriers to testing, we developed an in-house DPYD test and workflow to facilitate testing in multiple clinic locations at Levine Cancer Institute. Across 2 gastrointestinal oncology clinics from March 2020 through June 2022, 137 patients were genotyped, and 13 (9.5%) of those patients were heterozygous for a variant and identified as DPYD intermediate metabolizers. CONCLUSION Implementation of DPYD genotyping at a multisite cancer center was feasible due to operationalization of workflows to overcome traditional barriers to testing and engagement from all stakeholders, including physicians, pharmacists, nurses, and laboratory personnel. Future directions to scale and sustain testing in all patients receiving a fluoropyrimidine across all Levine Cancer Institute locations include electronic medical record integration (eg, interruptive alerts), establishment of a billing infrastructure, and further refinement of workflows to improve the rate of pretreatment testing.
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Affiliation(s)
- Sarah A Morris
- Department of Cancer Pharmacology & Pharmacogenomics, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Donald C Moore
- Department of Pharmacy, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Laura W Musselwhite
- Department of Solid Tumor Oncology, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Karine Eboli Lopes
- Department of Cancer Pharmacology & Pharmacogenomics, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Alicia Hamilton
- Molecular Biology and Genomics Core Facility, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Nury Steuerwald
- Molecular Biology and Genomics Core Facility, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Sarah L Hanson
- Department of Pharmacy, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Chris Larck
- Department of Pharmacy, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Kristen Swift
- Department of Solid Tumor Oncology, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Mathew Smith
- Molecular Biology and Genomics Core Facility, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Kunal C Kadakia
- Department of Solid Tumor Oncology, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Seungjean Chai
- Department of Solid Tumor Oncology, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Jimmy J Hwang
- Department of Solid Tumor Oncology, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Jai N Patel
- Department of Cancer Pharmacology & Pharmacogenomics, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
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Wu A, Anderson H, Hughesman C, Young S, Lohrisch C, Ross CJD, Carleton BC. Implementation of pharmacogenetic testing in oncology: DPYD-guided dosing to prevent fluoropyrimidine toxicity in British Columbia. Front Pharmacol 2023; 14:1257745. [PMID: 37745065 PMCID: PMC10515725 DOI: 10.3389/fphar.2023.1257745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 08/29/2023] [Indexed: 09/26/2023] Open
Abstract
Background: Fluoropyrimidine toxicity is often due to variations in the gene (DPYD) encoding dihydropyrimidine dehydrogenase (DPD). DPYD genotyping can be used to adjust doses to reduce the likelihood of fluoropyrimidine toxicity while maintaining therapeutically effective drug levels. Methods: A multiplex QPCR assay was locally developed to allow genotyping for six DPYD variants. The test was offered prospectively for all patients starting on fluoropyrimidines at the BC Cancer Centre in Vancouver and then across B.C., Canada as well as retrospectively for patients suspected to have had an adverse reaction to therapy. Dose adjustments were made for variant carriers. The incidence of toxicity in the first three cycles was compared between DPYD variant allele carriers and non-variant carriers. Subsequent to an initial implementation phase, this test was made available province-wide. Results: In 9 months, 186 patients were tested and 14 were found to be heterozygous variant carriers. Fluoropyrimidine-related toxicity was higher in DPYD variant carriers. Of 127 non-variant carriers who have completed chemotherapy, 18 (14%) experienced severe (grade ≥3, Common Terminology Criteria for Adverse Events version 5.0). Of note, 22% (3 patients) of the variant carriers experienced severe toxicity even after DPYD-guided dose reductions. For one of these carriers who experienced severe thrombocytopenia within the first week, DPYD testing likely prevented lethal toxicity. In DPYD variant carriers who tolerate reduced doses, a later 25% increase led to chemotherapy discontinuation. As a result, a recommendation was made to clinicians based on available literature and expert opinion specifying that variant carriers who tolerated two cycles without toxicity can have a dose escalation of only 10%. Conclusion: DPYD-guided dose reductions were a feasible and acceptable method of preventing severe toxicity in DPYD variant carriers. Even with dose reductions, there were variant carriers who still experienced severe fluoropyrimidine toxicity, highlighting the importance of adhering to guideline-recommended dose reductions. Following the completion of the pilot phase of this study, DPYD genotyping was made available province-wide in British Columbia.
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Affiliation(s)
- Angela Wu
- Department of Experimental Medicine, University of British Columbia, Vancouver, BC, Canada
- BC Children’s Hospital Research Institute, Vancouver, BC, Canada
| | - Helen Anderson
- Medical Oncology, BC Cancer, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Curtis Hughesman
- Cancer Genetics and Genomics Laboratory, BC Cancer, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Sean Young
- Cancer Genetics and Genomics Laboratory, BC Cancer, Provincial Health Services Authority, Vancouver, BC, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Caroline Lohrisch
- Medical Oncology, BC Cancer, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Colin J. D. Ross
- BC Children’s Hospital Research Institute, Vancouver, BC, Canada
- Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Bruce C. Carleton
- BC Children’s Hospital Research Institute, Vancouver, BC, Canada
- Division of Translational Therapeutics, Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
- Therapeutic Evaluation Unit, Provincial Health Services Authority, Vancouver, BC, Canada
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Fariman SA, Jahangard Rafsanjani Z, Hasanzad M, Niksalehi K, Nikfar S. Upfront DPYD Genotype-Guided Treatment for Fluoropyrimidine-Based Chemotherapy in Advanced and Metastatic Colorectal Cancer: A Cost-Effectiveness Analysis. Value Health Reg Issues 2023; 37:71-80. [PMID: 37329861 DOI: 10.1016/j.vhri.2023.04.004] [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: 11/12/2022] [Revised: 03/26/2023] [Accepted: 04/29/2023] [Indexed: 06/19/2023]
Abstract
OBJECTIVES Fluoropyrimidines are the most widely used chemotherapy drugs for advanced and metastatic colorectal cancer (CRC). Individuals with certain DPYD gene variants are exposed to an increased risk of severe fluoropyrimidine-related toxicities. This study aimed to evaluate the cost-effectiveness of preemptive DPYD genotyping to guide fluoropyrimidine therapy in patients with advanced or metastatic CRC. METHODS Overall survival of DPYD wild-type patients who received a standard dose and variant carriers treated with a reduced dose were analyzed by parametric survival models. A decision tree and a partitioned survival analysis model with a lifetime horizon were designed, taking the Iranian healthcare perspective. Input parameters were extracted from the literature or expert opinion. To address parameter uncertainty, scenario and sensitivity analyses were also performed. RESULTS Compared with no screening, the genotype-guided treatment strategy was cost-saving ($41.7). Nevertheless, due to a possible reduction in the survival of patients receiving reduced-dose regimens, it was associated with fewer quality-adjusted life-years (9.45 vs 9.28). In sensitivity analyses, the prevalence of DPYD variants had the most significant impact on the incremental cost-effectiveness ratio. The genotyping strategy would remain cost-saving, as long as the genotyping cost is < $49 per test. In a scenario in which we assumed equal efficacy for the 2 strategies, genotyping was the dominant strategy, associated with less costs (∼$1) and more quality-adjusted life-years (0.1292). CONCLUSIONS DPYD genotyping to guide fluoropyrimidine treatment in patients with advanced or metastatic CRC is cost-saving from the perspective of the Iranian health system.
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Affiliation(s)
- Soroush Ahmadi Fariman
- Department of Pharmacoeconomics and Pharmaceutical administration, Faculty of Pharmacy, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Mandana Hasanzad
- Medical Genomics Research Center, Tehran University of Medical Sciences, Tehran, Iran; Personalized Medicine Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Kimia Niksalehi
- Department of Pharmacoeconomics and Pharmaceutical administration, Faculty of Pharmacy, Tehran University of Medical Sciences, Tehran, Iran
| | - Shekoufeh Nikfar
- Department of Pharmacoeconomics and Pharmaceutical administration, Faculty of Pharmacy, Tehran University of Medical Sciences, Tehran, Iran.
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Jung K, Choi S, Song H, Kwak K, Anh S, Jung JH, Kim B, Ahn J, Kim J, Hwang JH, Lee JC. Real-world dose reduction of standard and modified FOLFIRINOX in metastatic pancreatic cancer: a systematic review, evidence-mapping, and meta-analysis. Ther Adv Med Oncol 2023; 15:17588359231175441. [PMID: 37441327 PMCID: PMC10333643 DOI: 10.1177/17588359231175441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Accepted: 04/25/2023] [Indexed: 07/15/2023] Open
Abstract
Background FOLFIRINOX, used in metastatic pancreatic cancer (MPC), is highly efficacious but also toxic. Various dose modifications for FOLFIRINOX have been introduced to reduce toxicity. However, these studies lack a unified pattern for 'planned' dose modification, and the 'actually administered' dose varied more. Objective To map a 10-year trend for 'planned' and 'actual' doses of FOLFIRINOX and investigate the clinical outcomes according to dose modification. Data sources and methods A comprehensive systematic literature search was conducted from January 2011 to September 2021. All studies for FOLFIRINOX as first-line treatment in MPC were considered. Selected studies were firstly classified according to prospective versus retrospective research, secondly standard versus modified FOLFIRINOX, and thirdly 'planned' versus 'actual' dose. For evidence-mapping for the trend of dose modification, we developed a web-based interactive bubble-plot program (www.RDI-map.com). Objective response rate (ORR) and hematologic toxicity were set as endpoints for the comparison of clinical outcomes according to dose modification. Results A total of 37 studies were identified for evidence-mapping (11 prospective and 26 retrospective studies). There were 12 different types of 'planned' dose modification in FOLFIRINOX ranging 75-100% oxaliplatin, 75-100% irinotecan, 0-100% 5-fluorouracil (5-FU) bolus, and 75-133% 5-FU continuous injection. The 'actual' dose further decreased to 54-96%, 61-88%, 0-92%, and 63-98%, respectively. For the standard versus modified FOLFIRINOX, the ORR was 28.2% (95% CI: 22.5-33.9%) and 33.8% (95% CI: 30.3-37.3%), respectively (p = 0.100), and the incidence of febrile neutropenia was 11.6% (95% CI: 0-16.0%) and 5.5% (95% CI: 0-8.9%), respectively (p = 0.030). Conclusions RDI-map.com enables multifactorial evidence-mapping for practical FOLFIRINOX dose reduction. The pattern of dose modification was not consistent across studies, and there was a significant gap between the 'planned' and 'actual' doses. Modified FOLFIRINOX showed similar efficacy to the standard regimen with reduced incidence of febrile neutropenia.
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Affiliation(s)
| | | | - Hyunjoo Song
- School of Computer Science and Engineering,
Soongsil University, Seoul, Korea
| | - Kyuhan Kwak
- School of Computer Science and Engineering,
Soongsil University, Seoul, Korea
| | - Soyeon Anh
- Division of Statistics, Medical Research
Collaborating Center, Seoul National University Bundang Hospital, Seongnam,
Korea
| | - Jae Hyup Jung
- Department of Internal Medicine, Seoul National
University Bundang Hospital, Seongnam, Korea
| | - Bomi Kim
- Department of Internal Medicine, Seoul National
University Bundang Hospital, Seongnam, Korea
| | - Jinwoo Ahn
- Department of Internal Medicine, Seoul National
University Bundang Hospital, Seongnam, Korea
| | - Jaihwan Kim
- Department of Internal Medicine, Seoul National
University Bundang Hospital, Seongnam, Korea
- College of Medicine, Seoul National
University, Seoul, Korea
| | - Jin-Hyeok Hwang
- Department of Internal Medicine, Seoul
National University Bundang Hospital, Seongnam, Korea
- College of Medicine, Seoul National
University, Seoul, Korea
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Peeters SL, Deenen MJ, Thijs AM, Hulshof EC, Mathijssen RH, Gelderblom H, Guchelaar HJ, Swen JJ. UGT1A1 genotype-guided dosing of irinotecan: time to prioritize patient safety. Pharmacogenomics 2023; 24:435-439. [PMID: 37470120 DOI: 10.2217/pgs-2023-0096] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/21/2023] Open
Abstract
Tweetable abstract Pretreatment UGT1A1 genotyping and a 70% irinotecan dose intensity in poor metabolizers is safe, feasible, cost-effective and essential for safe irinotecan treatment in cancer patients. It is time to update guidelines to swiftly enable the implementation of UGT1A1 genotype-guided irinotecan dosing in routine oncology care.
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Affiliation(s)
- Sofía Lj Peeters
- Department of Clinical Pharmacy, Catharina Hospital, Michelangelolaan 2, 5623 EJ Eindhoven, The Netherlands
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Maarten J Deenen
- Department of Clinical Pharmacy, Catharina Hospital, Michelangelolaan 2, 5623 EJ Eindhoven, The Netherlands
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Anna Mj Thijs
- Department of Medical Oncology, Catharina Hospital, Michelangelolaan 2, 5623 EJ Eindhoven, The Netherlands
| | - Emma C Hulshof
- Department of Clinical Pharmacy, Catharina Hospital, Michelangelolaan 2, 5623 EJ Eindhoven, The Netherlands
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Ron Hj Mathijssen
- Department of Medical Oncology, Erasmus University Medical Centre, Dr. Molewaterplein 40, 3015 GD Rotterdam, The Netherlands
| | - Hans Gelderblom
- Department of Medical Oncology, Leiden University Medical Centre, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Henk-Jan Guchelaar
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Jesse J Swen
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
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Baker SD, Bates SE, Brooks GA, Dahut WL, Diasio RB, El-Deiry WS, Evans WE, Figg WD, Hertz DL, Hicks JK, Kamath S, Kasi PM, Knepper TC, McLeod HL, O'Donnell PH, Relling MV, Rudek MA, Sissung TM, Smith DM, Sparreboom A, Swain SM, Walko CM. DPYD Testing: Time to Put Patient Safety First. J Clin Oncol 2023; 41:2701-2705. [PMID: 36821823 PMCID: PMC10414691 DOI: 10.1200/jco.22.02364] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 12/02/2022] [Accepted: 01/17/2023] [Indexed: 02/25/2023] Open
Affiliation(s)
- Sharyn D. Baker
- College of Pharmacy, The Ohio State University, Columbus, OH
| | - Susan E. Bates
- Herbert Irving Comprehensive Cancer Center, Columbia University, Irving Medical Center, New York, NY
| | | | | | | | | | | | - William D. Figg
- Clinical Pharmacology Program, National Cancer Institute, Bethesda, MD
| | - Dan L. Hertz
- College of Pharmacy, University of Michigan, Ann Arbor, MI
| | - J. Kevin Hicks
- Department of Individualized Cancer Management, Moffitt Cancer Center, Tampa, FL
| | - Suneel Kamath
- Cleveland Clinic, Lerner College of Medicine, Cleveland, OH
| | | | - Todd C. Knepper
- Department of Individualized Cancer Management, Moffitt Cancer Center, Tampa, FL
| | | | | | | | | | | | - D. Max Smith
- Georgetown Lombardi Comprehensive Cancer Center and MedStar Health, Georgetown University, Washington, DC
| | - Alex Sparreboom
- College of Pharmacy, The Ohio State University, Columbus, OH
| | - Sandra M. Swain
- Georgetown Lombardi Comprehensive Cancer Center and MedStar Health, Georgetown University, Washington, DC
| | - Christine M. Walko
- Department of Individualized Cancer Management, Moffitt Cancer Center, Tampa, FL
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Maslarinou A, Manolopoulos VG, Ragia G. Pharmacogenomic-guided dosing of fluoropyrimidines beyond DPYD: time for a polygenic algorithm? Front Pharmacol 2023; 14:1184523. [PMID: 37256234 PMCID: PMC10226670 DOI: 10.3389/fphar.2023.1184523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Accepted: 04/19/2023] [Indexed: 06/01/2023] Open
Abstract
Fluoropyrimidines are chemotherapeutic agents widely used for the treatment of various solid tumors. Commonly prescribed FPs include 5-fluorouracil (5-FU) and its oral prodrugs capecitabine (CAP) and tegafur. Bioconversion of 5-FU prodrugs to 5-FU and subsequent metabolic activation of 5-FU are required for the formation of fluorodeoxyuridine triphosphate (FdUTP) and fluorouridine triphosphate, the active nucleotides through which 5-FU exerts its antimetabolite actions. A significant proportion of FP-treated patients develop severe or life-threatening, even fatal, toxicity. It is well known that FP-induced toxicity is governed by genetic factors, with dihydropyrimidine dehydrogenase (DPYD), the rate limiting enzyme in 5-FU catabolism, being currently the cornerstone of FP pharmacogenomics. DPYD-based dosing guidelines exist to guide FP chemotherapy suggesting significant dose reductions in DPYD defective patients. Accumulated evidence shows that additional variations in other genes implicated in FP pharmacokinetics and pharmacodynamics increase risk for FP toxicity, therefore taking into account more gene variations in FP dosing guidelines holds promise to improve FP pharmacotherapy. In this review we describe the current knowledge on pharmacogenomics of FP-related genes, beyond DPYD, focusing on FP toxicity risk and genetic effects on FP dose reductions. We propose that in the future, FP dosing guidelines may be expanded to include a broader ethnicity-based genetic panel as well as gene*gene and gender*gene interactions towards safer FP prescription.
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Affiliation(s)
- Anthi Maslarinou
- Laboratory of Pharmacology, Medical School, Democritus University of Thrace, Alexandroupolis, Greece
- Individualised Medicine and Pharmacological Research Solutions Center, Alexandroupolis, Greece
| | - Vangelis G. Manolopoulos
- Laboratory of Pharmacology, Medical School, Democritus University of Thrace, Alexandroupolis, Greece
- Individualised Medicine and Pharmacological Research Solutions Center, Alexandroupolis, Greece
- Clinical Pharmacology Unit, Academic General Hospital of Alexandroupolis, Alexandroupolis, Greece
| | - Georgia Ragia
- Laboratory of Pharmacology, Medical School, Democritus University of Thrace, Alexandroupolis, Greece
- Individualised Medicine and Pharmacological Research Solutions Center, Alexandroupolis, Greece
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Bignucolo A, De Mattia E, Roncato R, Peruzzi E, Scarabel L, D’Andrea M, Sartor F, Toffoli G, Cecchin E. Ten-year experience with pharmacogenetic testing for DPYD in a national cancer center in Italy: Lessons learned on the path to implementation. Front Pharmacol 2023; 14:1199462. [PMID: 37256229 PMCID: PMC10225682 DOI: 10.3389/fphar.2023.1199462] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 05/05/2023] [Indexed: 06/01/2023] Open
Abstract
Background: Awareness about the importance of implementing DPYD pharmacogenetics in clinical practice to prevent severe side effects related to the use of fluoropyrimidines has been raised over the years. Since 2012 at the National Cancer Institute, CRO-Aviano (Italy), a diagnostic DPYD genotyping service was set up. Purpose: This study aims to describe the evolution of DPYD diagnostic activity at our center over the last 10 years as a case example of a successful introduction of pharmacogenetic testing in clinical practice. Methods: Data related to the diagnostic activity of in-and out-patients referred to our service between January 2012 and December 2022 were retrieved from the hospital database. Results: DPYD diagnostic activity at our center has greatly evolved over the years, shifting gradually from a post-toxicity to a pre-treatment approach. Development of pharmacogenetic guidelines by national and international consortia, genotyping, and IT technology evolution have impacted DPYD testing uptake in the clinics. Our participation in a large prospective implementation study (Ubiquitous Pharmacogenomics) increased health practitioners' and patients' awareness of pharmacogenetic matters and provided additional standardized infrastructures for genotyping and reporting. Nationwide test reimbursement together with recommendations by regulatory agencies in Europe and Italy in 2020 definitely changed the clinical practice guidelines of fluoropyrimidines prescription. A dramatic increase in the number of pre-treatment DPYD genotyping and in the coverage of new fluoropyrimidine prescriptions was noticed by the last year of observation (2022). Conclusion: The long path to a successful DPYD testing implementation in the clinical practice of a National Cancer Center in Italy demonstrated that the development of pharmacogenetic guidelines and genotyping infrastructure standardization as well as capillary training and education activity for all the potential stakeholders are fundamental. However, only national health politics of test reimbursement and clear recommendations by drug regulatory agencies will definitely move the field forward.
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40
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Castro-Sánchez P, Talens-Bolós MA, Prieto-Castelló MJ, Pitaluga-Poveda L, Barrera-Ramírez JA, Corno-Caparrós A. Genetic variants and enzyme activity in citidin deaminase: Relationship with capecitabine toxicity and recommendation for dose adjustment. FARMACIA HOSPITALARIA 2023; 47:127-132. [PMID: 36813623 DOI: 10.1016/j.farma.2022.12.017] [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: 08/08/2022] [Revised: 12/03/2022] [Accepted: 12/16/2022] [Indexed: 02/24/2023] Open
Abstract
OBJECTIVE Capecitabine, an antineoplastic drug used in the treatment of breast and colon cancer, can cause severe, even fatal toxicity in some patients. The interindividual variability of this toxicity is largely due to genetic variations in target genes and enzymes of metabolism of this drug, such as thymidylate synthase and dihydropyrimidine dehydrogenase. The enzyme cytidine deaminase (CDA), involved in the activation of capecitabine, also has several variants associated with an increased risk of toxicity to treatment, although its role as a biomarker is not yet clearly defined. Therefore, our main objective is to study the association between the presence of genetic variants in CDA gen, CDA enzymatic activity and the development of severe toxicity in patients treated with capecitabine whose initial dose was adjusted based on the genetic profile of the dihydropyrimidine dehydrogenase gen (DPYD). METHOD Prospective multicenter observational cohort study, focused on the analysis of the genotype-phenotype association of the CDA enzyme. After the experimental phase, an algorithm will be developed to determine the dose adjustment needed to reduce the risk of treatment toxicity according to CDA genotype, developing a clinical guide for capecitabine dosing according to genetic variants in DPYD and CDA. Based on this guide, a Bioinformatics Tool will be created to generate the pharmacotherapeutic report automatically, facilitating the implementation of pharmacogenetic advice in clinical practice. This tool will be a great support in making pharmacotherapeutic decisions based on the patient's genetic profile, incorporating precision medicine into clinical routine. Once the usefulness of this tool has been validated, it will be offered free of charge to facilitate the implementation of pharmacogenetics in hospital centers and equitably benefit all patients on capecitabine treatment.
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Affiliation(s)
- Paula Castro-Sánchez
- Departamento de Patología y Cirugía, Universidad Miguel Hernández de Elche, San Juan de Alicante, Alicante, España.
| | - M Amparo Talens-Bolós
- Servicio de Farmacia Hospitalaria, Hospital General Universitario de Elda, Elda, Alicante, España
| | - María José Prieto-Castelló
- Departamento de Patología y Cirugía, Universidad Miguel Hernández de Elche, San Juan de Alicante, Alicante, España
| | - Loreto Pitaluga-Poveda
- Departamento de Patología y Cirugía, Universidad Miguel Hernández de Elche, San Juan de Alicante, Alicante, España
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Castro-Sánchez P, Talens-Bolós MA, Prieto-Castelló MJ, Pitaluga-Poveda L, Barrera-Ramírez JA, Corno-Caparrós A. [Translated article] Genetic variants and enzyme activity in citidin deaminase: Relationship with capecitabine toxicity and recommendation for dose adjustment. FARMACIA HOSPITALARIA 2023; 47:T127-T132. [PMID: 37147242 DOI: 10.1016/j.farma.2023.03.004] [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: 08/08/2022] [Revised: 12/03/2022] [Accepted: 12/16/2022] [Indexed: 05/07/2023] Open
Abstract
OBJECTIVE Capecitabine, an antineoplastic drug used in the treatment of breast and colon cancer, can cause severe, even fatal toxicity in some patients. The interindividual variability of this toxicity is largely due to genetic variations in target genes and enzymes of metabolism of this drug, such as Thymidylate Synthase (TS) and Dihydropyrimidine Dehydrogenase (DPD). The enzyme Cytidine Deaminase (CDA), involved in the activation of capecitabine, also has several variants associated with an increased risk of toxicity to treatment, although its role as a biomarker is not yet clearly defined. Therefore, our main objective is to study the association between the presence of genetic variants in CDA gen, CDA enzymatic activity and the development of severe toxicity in patients treated with capecitabine whose initial dose was adjusted based on the genetic profile of the DPD gen (DPYD). METHOD Prospective multicenter observational cohort study, focused on the analysis of the genotype-phenotype association of the CDA enzyme. After the experimental phase, an algorithm will be developed to determine the dose adjustment needed to reduce the risk of treatment toxicity according to CDA genotype, developing a Clinical Guide for capecitabine dosing according to genetic variants in DPYD and CDA. Based on this guide, a Bioinformatics Tool will be created to generate the pharmacotherapeutic report automatically, facilitating the implementation of pharmacogenetic advice in clinical practice. This tool will be a great support in making pharmacotherapeutic decisions based on the patient's genetic profile, incorporating precision medicine into clinical routine. Once the usefulness of this tool has been validated, it will be offered free of charge to facilitate the implementation of pharmacogenetics in hospital centers and equitably benefit all patients on capecitabine treatment.
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Lau DK, Fong C, Arouri F, Cortez L, Katifi H, Gonzalez-Exposito R, Razzaq MB, Li S, Macklin-Doherty A, Hernandez MA, Hubank M, Fribbens C, Watkins D, Rao S, Chau I, Cunningham D, Starling N. Impact of pharmacogenomic DPYD variant guided dosing on toxicity in patients receiving fluoropyrimidines for gastrointestinal cancers in a high-volume tertiary centre. BMC Cancer 2023; 23:380. [PMID: 37101114 PMCID: PMC10131438 DOI: 10.1186/s12885-023-10857-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Accepted: 04/17/2023] [Indexed: 04/28/2023] Open
Abstract
BACKGROUND Dihydropyrimidine dehydrogenase (DPD) is a key enzyme in the metabolism of fluoropyrimidines. Variations in the encoding DPYD gene are associated with severe fluoropyrimidine toxicity and up-front dose reductions are recommended. We conducted a retrospective study to evaluate the impact of implementing DPYD variant testing for patients with gastrointestinal cancers in routine clinical practice in a high volume cancer centre in London, United Kingdom. METHODS Patients receiving fluoropyrimidine chemotherapy for gastrointestinal cancer prior to, and following the implementation of DPYD testing were identified retrospectively. After November 2018, patients were tested for DPYD variants c.1905+1G>A (DPYD*2A), c.2846A>T (DPYD rs67376798), c.1679T>G (DPYD*13), c.1236G>A (DPYD rs56038477), c.1601G>A (DPYD*4) prior to commencing fluoropyrimidines alone or in combination with other cytotoxics and/or radiotherapy. Patients with a DPYD heterozygous variant received an initial dose reduction of 25-50%. Toxicity by CTCAE v4.03 criteria was compared between DPYD heterozygous variant and wild type carriers. RESULTS Between 1st December 2018 and 31st July 2019, 370 patients who were fluoropyrimidine naïve underwent a DPYD genotyping test prior to receiving a capecitabine (n = 236, 63.8%) or 5FU (n = 134, 36.2%) containing chemotherapy regimen. 33 patients (8.8%) were heterozygous DPYD variant carriers and 337 (91.2%) were wild type. The most prevalent variants were c.1601G > A (n = 16) and c.1236G > A (n = 9). Mean relative dose intensity for the first dose was 54.2% (range 37.5-75%) for DPYD heterozygous carriers and 93.2% (42.9-100%) for DPYD wild type carriers. Overall grade 3 or worse toxicity was similar in DPYD variant carriers (4/33, 12.1%) as compared to wild-type carriers (89/337, 25.7%; P = 0.0924). CONCLUSIONS Our study demonstrates successful routine DPYD mutation testing prior to the initiation of fluoropyrimidine chemotherapy with high uptake. In patients with DPYD heterozygous variants with pre-emptive dose reductions, high incidence of severe toxicity was not observed. Our data supports routine DPYD genotype testing prior to commencement of fluoropyrimidine chemotherapy.
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Affiliation(s)
- David K Lau
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Caroline Fong
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Faten Arouri
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Lillian Cortez
- Department of Pharmacy, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Hannah Katifi
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Reyes Gonzalez-Exposito
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Muhammad Bilal Razzaq
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Su Li
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Aislinn Macklin-Doherty
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | | | - Michael Hubank
- Centre for Molecular Pathology, Royal Marsden Hospital and Institute of Cancer Research, Sutton, UK
| | - Charlotte Fribbens
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - David Watkins
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Sheela Rao
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Ian Chau
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - David Cunningham
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK
| | - Naureen Starling
- Gastrointestinal and Lymphoma Unit, Royal Marsden NHS Foundation Trust, London and Sutton, UK.
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IJzerman NS, Filipe WF, Bruijn PD, Buisman FE, Doorn LV, Doornebosch PG, Holster JJ, Grootscholten C, Grünhagen DJ, van Bommel CPE, Homs MYV, Kok NFM, Verhoef C, Koerkamp BG, Kuhlmann KFD, Mathijssen RHJ, Koolen SLW. Systemic exposure of floxuridine after hepatic arterial infusion pump chemotherapy with floxuridine in patients with resected colorectal liver metastases. Biomed Pharmacother 2023; 162:114625. [PMID: 37058821 DOI: 10.1016/j.biopha.2023.114625] [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: 01/14/2023] [Revised: 03/19/2023] [Accepted: 03/29/2023] [Indexed: 04/16/2023] Open
Abstract
BACKGROUND Floxuridine's high hepatic extraction ratio and short elimination half-life allows maximum liver exposure with minimal systemic side-effects. This study attempts to quantify the systemic exposure of floxuridine. METHODS Patients undergoing continuous hepatic arterial infusion pump (HAIP) floxuridine after resection of colorectal liver metastases (CRLM) in two centres underwent six cycles of floxuridine at start dose 0.12 mg/kg/day. No concomitant systemic chemotherapy was administered. Peripheral venous blood samples were drawn during the first two cycles: pre-dose (only in the second cycle), 30 min, 1 h, 2 h, 7 h, and 15 days after floxuridine infusion. Foxuridine concentration in the residual pump reservoir was measured on day 15 of both cycles. A floxuridine assay with a lower boundary of detection of 0.250 ng/mL was developed. RESULTS 265 blood samples were collected in the 25 patient included in this study. Floxuridine was mostly measurable at day 7 and day 15 (86 % and 88 % of patients respectively). The median dose corrected concentrations were 0.607 ng/mL [IQR: 0.472-0.747] for cycle 1 day 7, 0.579 ng/mL [IQR: 0.470-0.693] for cycle 1 day 15, 0.646 ng/mL [IQR: 0.463-0.8546] for cycle 2 day 7, and 0.534 ng/mL [IQR: 0.4257-0.7075] for cycle 2 day 15. One patient had remarkably high floxuridine concentrations reaching up to 44 ng/mL during the second cycle, without a clear explanation. The floxuridine concentration in the pump decreased by 14.7 % (range 0.5 %-37.8 %) over a period of 15 days (n = 18). CONCLUSION Overall, negligible systemic concentrations of floxuridine were detected. However, remarkably increased levels were detected in one patient. Floxuridine concentration in the pump decreases over time.
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Affiliation(s)
- Nikki S IJzerman
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, the Netherlands; Department of Medical Oncology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Wills F Filipe
- Department of Surgery, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Peter de Bruijn
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Florian E Buisman
- Department of Surgery, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Leni van Doorn
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Pascal G Doornebosch
- Department of Surgery, IJsselland Hospital, Capelle aan den IJssel, the Netherlands
| | - Jessica J Holster
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Cecile Grootscholten
- Department of Medical Oncology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Dirk J Grünhagen
- Department of Surgery, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | | | - Marjolein Y V Homs
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Niels F M Kok
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Cornelis Verhoef
- Department of Surgery, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Bas Groot Koerkamp
- Department of Surgery, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Koert F D Kuhlmann
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Ron H J Mathijssen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Stijn L W Koolen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, Rotterdam, the Netherlands; Department of Hospital Pharmacy, Erasmus MC, Rotterdam, the Netherlands.
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de With M, Sadlon A, Cecchin E, Haufroid V, Thomas F, Joerger M, van Schaik RHN, Mathijssen RHJ, Largiadèr CR. Implementation of dihydropyrimidine dehydrogenase deficiency testing in Europe. ESMO Open 2023; 8:101197. [PMID: 36989883 PMCID: PMC10163157 DOI: 10.1016/j.esmoop.2023.101197] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 02/16/2023] [Accepted: 02/18/2023] [Indexed: 03/29/2023] Open
Abstract
BACKGROUND The main cause for fluoropyrimidine-related toxicity is deficiency of the metabolizing enzyme dihydropyrimidine dehydrogenase (DPD). In 2020, the European Medicines Agency (EMA) recommended two methods for pre-treatment DPD deficiency testing in clinical practice: phenotyping using endogenous uracil concentration or genotyping for DPYD risk variant alleles. This study assessed the DPD testing implementation status in Europe before (2019) and after (2021) the release of the EMA recommendations. METHODS The survey was conducted from 16 March 2022 to 31 July 2022. An electronic form with seven closed and three open questions was e-mailed to 251 professionals with DPD testing expertise of 34 European countries. A descriptive analysis was conducted. RESULTS We received 79 responses (31%) from 23 countries. Following publication of the EMA recommendations, 87% and 75% of the countries reported an increase in the amount of genotype and phenotype testing, respectively. Implementation of novel local guidelines was reported by 21 responders (27%). Countries reporting reimbursement of both tests increased in 2021, and only four (18%) countries reported no coverage for any testing type. In 2019, major implementation drivers were 'retrospective assessment of fluoropyrimidine-related toxicity' (39%), and in 2021, testing was driven by 'publication of guidelines' (40%). Although the major hurdles remained the same after EMA recommendations-'lack of reimbursement' (26%; 2019 versus 15%; 2021) and 'lack of recognizing the clinical relevance by medical oncologists' (25%; 2019 versus 8%; 2021)-the percentage of specialists citing these decreased. Following EMA recommendations, 25% of responders reported no hurdles at all in the adoption of the new testing practice in the clinics. CONCLUSIONS The EMA recommendations have supported the implementation of DPD deficiency testing in Europe. Key factors for successful implementation were test reimbursement and clear clinical guidelines. Further efforts to improve the oncologists' awareness of the clinical relevance of DPD testing in clinical practice are needed.
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Affiliation(s)
- M de With
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands; Department of Clinical Chemistry, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - A Sadlon
- Department of Clinical Chemistry, Inselspital, Bern University Hospital & University of Bern, INO F, Bern, Switzerland
| | - E Cecchin
- Department Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano (CRO), IRCCS, Aviano, Italy
| | - V Haufroid
- Louvain Center for Toxicology and Applied Pharmacology (LTAP), Institut de Recherche Expérimentale et Clinique, UCLouvain, Brussels, Belgium; Department of Clinical Chemistry, Cliniques Universitaires Saint-Luc, Brussels, Belgium
| | - F Thomas
- Institut Claudius Regaud, IUCT-Oncopole and CRCT, University of Toulouse, Inserm, Toulouse, France
| | - M Joerger
- Department of Internal Medicine, Klinik für Medizinische Onkologie & Hämatologie, Kantonsspital, St.Gallen, Switzerland
| | - R H N van Schaik
- Department of Clinical Chemistry, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - R H J Mathijssen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - C R Largiadèr
- Department of Clinical Chemistry, Inselspital, Bern University Hospital & University of Bern, INO F, Bern, Switzerland.
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Afolabi BL, Mazhindu T, Zedias C, Borok M, Ndlovu N, Masimirembwa C. Pharmacogenetics and Adverse Events in the Use of Fluoropyrimidine in a Cohort of Cancer Patients on Standard of Care Treatment in Zimbabwe. J Pers Med 2023; 13:jpm13040588. [PMID: 37108974 PMCID: PMC10141018 DOI: 10.3390/jpm13040588] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 03/20/2023] [Accepted: 03/21/2023] [Indexed: 03/30/2023] Open
Abstract
Fluoropyrimidines are commonly used in the treatment of colorectal cancer. They are, however, associated with adverse events (AEs), of which gastrointestinal, myelosuppression and palmar-plantar erythrodysesthesia are the most common. Clinical guidelines are used for fluoropyrimidine dosing based on dihydropyrimidine dehydrogenase (DPYD) genetic polymorphism and have been shown to reduce these AEs in patients of European ancestry. This study aimed to evaluate, for the first time, the clinical applicability of these guidelines in a cohort of cancer patients on fluoropyrimidine standard of care treatment in Zimbabwe. DNA was extracted from whole blood and used for DPYD genotyping. Adverse events were monitored for six months using the Common Terminology Criteria for AEs (CTCAE) v.5.0. None of the 150 genotyped patients was a carrier of any of the pathogenic variants (DPYD*2A, DPYD*13, rs67376798, or rs75017182). However, severe AEs were high (36%) compared to those reported in the literature from other populations. There was a statistically significant association between BSA (p = 0.0074) and BMI (p = 0.0001) with severe global AEs. This study has shown the absence of the currently known actionable DPYD variants in the Zimbabwean cancer patient cohort. Therefore, the current pathogenic variants in the guidelines might not be feasible for all populations hence the call for modification of the current DPYD guidelines to include minority populations for the benefit of all diverse patients.
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de With M, van Doorn L, Maasland DC, Mulder TAM, Oomen-de Hoop E, Mostert B, Homs MYV, El Bouazzaoui S, Mathijssen RHJ, van Schaik RHN, Bins S. Capecitabine-induced hand-foot syndrome: A pharmacogenetic study beyond DPYD. Biomed Pharmacother 2023; 159:114232. [PMID: 36630849 DOI: 10.1016/j.biopha.2023.114232] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Revised: 01/05/2023] [Accepted: 01/08/2023] [Indexed: 01/11/2023] Open
Abstract
AIM OF THE STUDY Occurrence of hand-foot syndrome (HFS) during capecitabine treatment often results in treatment interruptions (26 %) or treatment discontinuation (17 %), and can severely decrease quality of life. In this study, we investigated whether single nucleotide polymorphisms (SNPs) in genes involved in capecitabine metabolism - other than DPYD - are associated with an increased risk for capecitabine-induced HFS. METHODS Patients treated with capecitabine according to standard of care were enrolled after providing written informed consent for genotyping purposes. Prospectively collected blood samples were used to extract genomic DNA, which was subsequently genotyped for SNPs in CES1, CES2 and CDA. SNPs and clinical baseline factors that were univariably associated with HFS with P ≤ 0.10, were tested in a multivariable model using logistic regression. RESULTS Of the 446 patients eligible for analysis, 146 (32.7 %) developed HFS, of whom 77 patients (17.3 %) experienced HFS ≥ grade 2. In the multivariable model, CES1 1165-33 C>A (rs2244613, minor allele frequency 19 %) and CDA 266 + 242 A>G (rs10916825, minor allele frequency 35 %) variant allele carriers were at higher risk of HFS ≥ grade 2 (OR 1.888; 95 %CI 1.075-3.315; P = 0.027 and OR 1.865; 95 %CI 1.087-3.200; P = 0.024, respectively). CONCLUSIONS We showed that CES1 1165-33 C>A and CDA 266 + 242 A>G are significantly associated with HFS grade 2 and grade 3 in patients treated with capecitabine. Prospective studies should assess whether this increased risk can be mitigated in carriers of these SNPs, when pre-emptive genotyping is being followed by dose adjustment or by alternative treatment by a fluoropyrimidine that is not substrate to CES1, such as S1.
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Affiliation(s)
- Mirjam de With
- Dep. of Medical Oncology, Erasmus MC Cancer Institute, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands; Dep. of Clinical Chemistry, Erasmus University Medical Center, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Leni van Doorn
- Dep. of Medical Oncology, Erasmus MC Cancer Institute, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Demi C Maasland
- Dep. of Medical Oncology, Erasmus MC Cancer Institute, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Tessa A M Mulder
- Dep. of Clinical Chemistry, Erasmus University Medical Center, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Esther Oomen-de Hoop
- Dep. of Medical Oncology, Erasmus MC Cancer Institute, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Bianca Mostert
- Dep. of Medical Oncology, Erasmus MC Cancer Institute, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Marjolein Y V Homs
- Dep. of Medical Oncology, Erasmus MC Cancer Institute, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Samira El Bouazzaoui
- Dep. of Clinical Chemistry, Erasmus University Medical Center, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Ron H J Mathijssen
- Dep. of Medical Oncology, Erasmus MC Cancer Institute, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Ron H N van Schaik
- Dep. of Clinical Chemistry, Erasmus University Medical Center, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands
| | - Sander Bins
- Dep. of Medical Oncology, Erasmus MC Cancer Institute, Dr Molewaterplein 40, 3015 GD Rotterdam, the Netherlands.
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Etienne-Grimaldi MC, Pallet N, Boige V, Ciccolini J, Chouchana L, Barin-Le Guellec C, Zaanan A, Narjoz C, Taieb J, Thomas F, Loriot MA. Current diagnostic and clinical issues of screening for dihydropyrimidine dehydrogenase deficiency. Eur J Cancer 2023; 181:3-17. [PMID: 36621118 DOI: 10.1016/j.ejca.2022.11.028] [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: 06/13/2022] [Revised: 11/28/2022] [Accepted: 11/29/2022] [Indexed: 12/13/2022]
Abstract
Fluoropyrimidine drugs (FP) are the backbone of many chemotherapy protocols for treating solid tumours. The rate-limiting step of fluoropyrimidine catabolism is dihydropyrimidine dehydrogenase (DPD), and deficiency in DPD activity can result in severe and even fatal toxicity. In this review, we survey the evidence-based pharmacogenetics and therapeutic recommendations regarding DPYD (the gene encoding DPD) genotyping and DPD phenotyping to prevent toxicity and optimize dosing adaptation before FP administration. The French experience of mandatory DPD-deficiency screening prior to initiating FP is discussed.
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Affiliation(s)
| | - Nicolas Pallet
- Department of Clinical Chemistry, Hôpital Européen Georges Pompidou, Assistance Publique-Hôpitaux de Paris, Paris, France; Université de Paris, INSERM UMRS1138, Centre de Recherche des Cordeliers, F-75006 Paris, France
| | - Valérie Boige
- Université de Paris, INSERM UMRS1138, Centre de Recherche des Cordeliers, F-75006 Paris, France; Department of Cancer Medicine, Institut Gustave Roussy, Villejuif, France
| | - Joseph Ciccolini
- SMARTc, CRCM INSERM U1068, Université Aix-Marseille, Marseille, France; Laboratory of Pharmacokinetics and Toxicology, Hôpital Universitaire La Timone, F-13385 Marseille, France; COMPO, CRCM INSERM U1068-Inria, Université Aix-Marseille, Marseille, France
| | - Laurent Chouchana
- Regional Center of Pharmacovigilance, Department of Pharmacology, Hôpital Cochin, Assistance Publique-Hopitaux de Paris, Université de Paris, Paris, France; French Pharmacovigilance Network, France
| | - Chantal Barin-Le Guellec
- Laboratory of Biochemistry and Molecular Biology, Centre Hospitalo-uinversitaire de Tours, Tours, France; INSERM U1248, IPPRITT, University of Limoges, Limoges, France
| | - Aziz Zaanan
- Department of Gastroenterology and Digestive Oncology, Hôpital Européen Georges Pompidou, Paris University; Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Céline Narjoz
- Department of Clinical Chemistry, Hôpital Européen Georges Pompidou, Assistance Publique-Hôpitaux de Paris, Paris, France; Université de Paris, INSERM UMRS1138, Centre de Recherche des Cordeliers, F-75006 Paris, France
| | - Julien Taieb
- SIRIC CARPEM, Université de Paris; Fédération Francophone de Cancérologie Digestive (FFCD), Assistance Publique-Hôpitaux de Paris, Department of Gastroenterology and Digestive Oncology, Hôpital Européen Georges Pompidou, Paris, France
| | - Fabienne Thomas
- Laboratory of Pharmacology, Institut Claudius Regaud, IUCT-Oncopole and CRCT, INSERM UMR1037, Université Paul Sabatier, Toulouse, France
| | - Marie-Anne Loriot
- Department of Clinical Chemistry, Hôpital Européen Georges Pompidou, Assistance Publique-Hôpitaux de Paris, Paris, France; Université de Paris, INSERM UMRS1138, Centre de Recherche des Cordeliers, F-75006 Paris, France.
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48
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Knikman JE, Rosing H, Guchelaar HJ, Cats A, Beijnen JH. Assay performance and stability of uracil and dihydrouracil in clinical practice. Cancer Chemother Pharmacol 2023; 91:257-266. [PMID: 36905444 DOI: 10.1007/s00280-023-04518-7] [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: 12/27/2022] [Accepted: 02/25/2023] [Indexed: 03/12/2023]
Abstract
PURPOSE Measurement of endogenous uracil (U) is increasingly being used as a dose-individualization method in the treatment of cancer patients with fluoropyrimidines. However, instability at room temperature (RT) and improper sample handling may cause falsely increased U levels. Therefore we aimed to study the stability of U and dihydrouracil (DHU) to ensure proper handling conditions. METHODS Stability of U and DHU in whole blood, serum, and plasma at RT (up to 24 h) and long-term stability (≥ 7 days) at - 20 °C were studied in samples from 6 healthy individuals. U and DHU levels of patients were compared using standard serum tubes (SSTs) and rapid serum tubes (RSTs). The performance of our validated UPLC-MS/MS assay was assessed over a period of 7 months. RESULTS U and DHU levels significantly increased at RT in whole blood and serum after blood sampling with increases of 12.7 and 47.6% after 2 h, respectively. A significant difference (p = 0.0036) in U and DHU levels in serum was found between SSTs and RSTs. U and DHU were stable at - 20 °C at least 2 months in serum and 3 weeks in plasma. Assay performance assessment fulfilled the acceptance criteria for system suitability, calibration standards, and quality controls. CONCLUSION A maximum of 1 h at RT between sampling and processing is recommended to ensure reliable U and DHU results. Assay performance tests showed that our UPLC-MS/MS method was robust and reliable. Additionally, we provided a guideline for proper sample handling, processing and reliable quantification of U and DHU.
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Affiliation(s)
- Jonathan E Knikman
- Division of Pharmacology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX, Amsterdam, The Netherlands.
- Department of Pharmacy and Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands.
| | - Hilde Rosing
- Department of Pharmacy and Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Henk-Jan Guchelaar
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, The Netherlands
| | - Annemieke Cats
- Department of Gastroenterology and Hepatology, Division of Medical Oncology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Jos H Beijnen
- Division of Pharmacology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX, Amsterdam, The Netherlands
- Department of Pharmacy and Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands
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Poumeaud F, Dalenc F, Mathevet Q, Brice A, Eche-Gass A, De Maio D'Esposito E, Brac-de-la-Perriere C, Thomas F. Phenotype/Genotype Discrepancy of DPD Deficiency Screening in a Patient With Severe Capecitabine Toxicity: A Case Report. JCO Precis Oncol 2023; 7:e2200508. [PMID: 36926988 DOI: 10.1200/po.22.00508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/18/2023] Open
Affiliation(s)
- François Poumeaud
- Department of Medical Oncology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France
| | - Florence Dalenc
- Department of Medical Oncology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France.,Centre de Recherches en Cancérologie de Toulouse, Inserm UMR1037, Université Toulouse III-Paul Sabatier, Toulouse, France
| | - Quentin Mathevet
- Department of Pharmacology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France
| | - Aurélie Brice
- Department of Pharmacology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France
| | - Audrey Eche-Gass
- Department of Medical Oncology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France
| | | | | | - Fabienne Thomas
- Department of Medical Oncology, Institut Claudius Regaud, IUCT-Oncopole, Toulouse, France.,Centre de Recherches en Cancérologie de Toulouse, Inserm UMR1037, Université Toulouse III-Paul Sabatier, Toulouse, France
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50
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Swen JJ, van der Wouden CH, Manson LE, Abdullah-Koolmees H, Blagec K, Blagus T, Böhringer S, Cambon-Thomsen A, Cecchin E, Cheung KC, Deneer VH, Dupui M, Ingelman-Sundberg M, Jonsson S, Joefield-Roka C, Just KS, Karlsson MO, Konta L, Koopmann R, Kriek M, Lehr T, Mitropoulou C, Rial-Sebbag E, Rollinson V, Roncato R, Samwald M, Schaeffeler E, Skokou M, Schwab M, Steinberger D, Stingl JC, Tremmel R, Turner RM, van Rhenen MH, Dávila Fajardo CL, Dolžan V, Patrinos GP, Pirmohamed M, Sunder-Plassmann G, Toffoli G, Guchelaar HJ. A 12-gene pharmacogenetic panel to prevent adverse drug reactions: an open-label, multicentre, controlled, cluster-randomised crossover implementation study. Lancet 2023; 401:347-356. [PMID: 36739136 DOI: 10.1016/s0140-6736(22)01841-4] [Citation(s) in RCA: 125] [Impact Index Per Article: 125.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Revised: 09/08/2022] [Accepted: 09/16/2022] [Indexed: 02/05/2023]
Abstract
BACKGROUND The benefit of pharmacogenetic testing before starting drug therapy has been well documented for several single gene-drug combinations. However, the clinical utility of a pre-emptive genotyping strategy using a pharmacogenetic panel has not been rigorously assessed. METHODS We conducted an open-label, multicentre, controlled, cluster-randomised, crossover implementation study of a 12-gene pharmacogenetic panel in 18 hospitals, nine community health centres, and 28 community pharmacies in seven European countries (Austria, Greece, Italy, the Netherlands, Slovenia, Spain, and the UK). Patients aged 18 years or older receiving a first prescription for a drug clinically recommended in the guidelines of the Dutch Pharmacogenetics Working Group (ie, the index drug) as part of routine care were eligible for inclusion. Exclusion criteria included previous genetic testing for a gene relevant to the index drug, a planned duration of treatment of less than 7 consecutive days, and severe renal or liver insufficiency. All patients gave written informed consent before taking part in the study. Participants were genotyped for 50 germline variants in 12 genes, and those with an actionable variant (ie, a drug-gene interaction test result for which the Dutch Pharmacogenetics Working Group [DPWG] recommended a change to standard-of-care drug treatment) were treated according to DPWG recommendations. Patients in the control group received standard treatment. To prepare clinicians for pre-emptive pharmacogenetic testing, local teams were educated during a site-initiation visit and online educational material was made available. The primary outcome was the occurrence of clinically relevant adverse drug reactions within the 12-week follow-up period. Analyses were irrespective of patient adherence to the DPWG guidelines. The primary analysis was done using a gatekeeping analysis, in which outcomes in people with an actionable drug-gene interaction in the study group versus the control group were compared, and only if the difference was statistically significant was an analysis done that included all of the patients in the study. Outcomes were compared between the study and control groups, both for patients with an actionable drug-gene interaction test result (ie, a result for which the DPWG recommended a change to standard-of-care drug treatment) and for all patients who received at least one dose of index drug. The safety analysis included all participants who received at least one dose of a study drug. This study is registered with ClinicalTrials.gov, NCT03093818 and is closed to new participants. FINDINGS Between March 7, 2017, and June 30, 2020, 41 696 patients were assessed for eligibility and 6944 (51·4 % female, 48·6% male; 97·7% self-reported European, Mediterranean, or Middle Eastern ethnicity) were enrolled and assigned to receive genotype-guided drug treatment (n=3342) or standard care (n=3602). 99 patients (52 [1·6%] of the study group and 47 [1·3%] of the control group) withdrew consent after group assignment. 652 participants (367 [11·0%] in the study group and 285 [7·9%] in the control group) were lost to follow-up. In patients with an actionable test result for the index drug (n=1558), a clinically relevant adverse drug reaction occurred in 152 (21·0%) of 725 patients in the study group and 231 (27·7%) of 833 patients in the control group (odds ratio [OR] 0·70 [95% CI 0·54-0·91]; p=0·0075), whereas for all patients, the incidence was 628 (21·5%) of 2923 patients in the study group and 934 (28·6%) of 3270 patients in the control group (OR 0·70 [95% CI 0·61-0·79]; p <0·0001). INTERPRETATION Genotype-guided treatment using a 12-gene pharmacogenetic panel significantly reduced the incidence of clinically relevant adverse drug reactions and was feasible across diverse European health-care system organisations and settings. Large-scale implementation could help to make drug therapy increasingly safe. FUNDING European Union Horizon 2020.
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Affiliation(s)
- Jesse J Swen
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, Netherlands
| | | | - Lisanne En Manson
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, Netherlands
| | - Heshu Abdullah-Koolmees
- Division Laboratories, Pharmacy and Biomedical Genetics, Hospital Pharmacy, University Medical Centre Utrecht, Utrecht, Netherlands
| | - Kathrin Blagec
- Centre for Medical Statistics, Informatics and Intelligent Systems, Institute of Artificial Intelligence, Medical University of Vienna, Vienna, Austria
| | - Tanja Blagus
- Pharmacogenetics Laboratory, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Stefan Böhringer
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, Netherlands; Department of Biomedical Data Sciences, Leiden University Medical Centre, Leiden, Netherlands
| | - Anne Cambon-Thomsen
- CNRS, Centre for Epidemiology and Research in Population health (CERPOP), Université de Toulouse, Inserm, UPS, Toulouse, France
| | - Erika Cecchin
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, Aviano, Italy
| | - Ka-Chun Cheung
- Medicines Information Centre, Royal Dutch Pharmacists Association (KNMP), The Hague, Netherlands
| | - Vera Hm Deneer
- Division Laboratories, Pharmacy and Biomedical Genetics, Hospital Pharmacy, University Medical Centre Utrecht, Utrecht, Netherlands; Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Netherlands
| | - Mathilde Dupui
- Service de pharmacologie médicale et clinique, CEIP-addictovigilance de Toulouse, faculté de médecine, CHU, Toulouse, France
| | | | - Siv Jonsson
- Department of Pharmacy, Uppsala University, Uppsala, Sweden
| | - Candace Joefield-Roka
- Department of Medicine III, Division of Nephrology and Dialysis, Medical University of Vienna, Vienna, Austria
| | - Katja S Just
- Institute of Clinical Pharmacology, University Hospital RWTH Aachen, Aachen, Germany
| | | | - Lidija Konta
- Bio.logis Digital Health, Frankfurt am Main, Germany
| | - Rudolf Koopmann
- Bio.logis Digital Health, Frankfurt am Main, Germany; Diagnosticum Centre for Humangenetics, Frankfurt am Main, Germany
| | - Marjolein Kriek
- Department of Clinical Genetics, Leiden University Medical Centre, Leiden, Netherlands
| | - Thorsten Lehr
- Clinical Pharmacy, Saarland University, Saarbrücken, Germany
| | - Christina Mitropoulou
- The Golden Helix Foundation, London, UK; Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, Abu Dhabi, United Arab Emirates
| | | | - Victoria Rollinson
- Department of Pharmacology and Therapeutics, Wolfson Centre for Personalised Medicine, The University of Liverpool, Liverpool, UK
| | - Rossana Roncato
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, Aviano, Italy
| | - Matthias Samwald
- Centre for Medical Statistics, Informatics and Intelligent Systems, Institute of Artificial Intelligence, Medical University of Vienna, Vienna, Austria
| | - Elke Schaeffeler
- Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany; iFIT Cluster of Excellence (EXC2180)-Image Guided and Functionally Instructed Tumour Therapies, University of Tuebingen, Tuebingen, Germany
| | - Maria Skokou
- University of Patras School of Health Sciences, Department of Pharmacy, Division of Pharmacology and Biosciences, Laboratory of Pharmacogenomics and Individualised Therapy, Patras, Greece
| | - Matthias Schwab
- Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany; iFIT Cluster of Excellence (EXC2180)-Image Guided and Functionally Instructed Tumour Therapies, University of Tuebingen, Tuebingen, Germany; Department of Clinical Pharmacology, University of Tuebingen, Tuebingen, Germany; Department of Pharmacy and Biochemistry, University of Tuebingen, Tuebingen, Germany
| | - Daniela Steinberger
- Bio.logis Digital Health, Frankfurt am Main, Germany; Diagnosticum Centre for Humangenetics, Frankfurt am Main, Germany
| | - Julia C Stingl
- Institute of Clinical Pharmacology, University Hospital RWTH Aachen, Aachen, Germany
| | - Roman Tremmel
- Dr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany
| | - Richard M Turner
- Department of Pharmacology and Therapeutics, Wolfson Centre for Personalised Medicine, The University of Liverpool, Liverpool, UK
| | - Mandy H van Rhenen
- Medicines Information Centre, Royal Dutch Pharmacists Association (KNMP), The Hague, Netherlands
| | - Cristina L Dávila Fajardo
- Clinical Pharmacy Department, Hospital Universitario Virgen de las Nieves, Instituto de Investigación Biosanitaria Granada, Granada, Spain
| | - Vita Dolžan
- Pharmacogenetics Laboratory, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - George P Patrinos
- Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, Abu Dhabi, United Arab Emirates; Zayed Centre for Health Sciences, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, Abu Dhabi, United Arab Emirates; University of Patras School of Health Sciences, Department of Pharmacy, Division of Pharmacology and Biosciences, Laboratory of Pharmacogenomics and Individualised Therapy, Patras, Greece; Erasmus University Medical Centre, Faculty of Medicine and Health Sciences, Department of Pathology-Clinical Bioinformatics Unit, Rotterdam, Netherlands
| | - Munir Pirmohamed
- Department of Pharmacology and Therapeutics, Wolfson Centre for Personalised Medicine, The University of Liverpool, Liverpool, UK
| | - Gere Sunder-Plassmann
- Department of Medicine III, Division of Nephrology and Dialysis, Medical University of Vienna, Vienna, Austria
| | - Giuseppe Toffoli
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, Aviano, Italy
| | - Henk-Jan Guchelaar
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, Netherlands.
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