Exploring Patients’ Experiences and Meanings of Pharmacogenomic-Based Individualized Therapy in Primary Healthcare
Main Article Content
Abstract
Pharmaceutical science has increasingly embraced pharmacogenomics, a discipline exploring how genetic variations influence individual drug responses, marking a major shift toward personalized medicine. Within this transformation, patients’ lived experiences of pharmacogenomic-based therapy remain insufficiently understood, particularly regarding how they perceive, interpret, and adapt to genetically informed treatment. Despite progress in clinical research, little is known about the emotional, ethical, and existential meanings patients attach to such therapies—raising the question of how individuals make sense of personalized treatment that intertwines science and identity. Using an Interpretative Phenomenological Analysis (IPA) approach, this study explores the essence of patients’ experiences with pharmacogenomic-guided diabetes therapy in primary healthcare contexts. Data were collected through in-depth, semi-structured interviews with twelve participants, and analyzed thematically to identify core experiential themes. Findings reveal that patients view pharmacogenomic therapy as both a biomedical advancement and a personal journey characterized by trust negotiation, emotional ambivalence, and redefinition of health and normality. The study demonstrates that genetic personalization reshapes patients’ understanding of self and responsibility, extending beyond medical compliance to moral and existential reflection. However, the study is limited by its small sample size and context-specific focus within primary healthcare settings, which may affect the generalizability of findings. By uncovering these lived meanings, the research advances a more human-centered understanding of pharmacogenomics, emphasizing empathy, ethical awareness, and reflective practice in precision medicine. These insights encourage future interdisciplinary studies to integrate phenomenological inquiry into the evolving landscape of genomic healthcare.
Article Details
Section

This work is licensed under a Creative Commons Attribution 4.0 International License.
References
Agrawal, M., Kirtania, L., Jha, A., & Hishikar, R. (2021). Students’ knowledge and views on pharmacogenomic education in the medical curriculum. Indian Journal of Pharmacology, 53(1), 19–24. Scopus. https://doi.org/10.4103/ijp.IJP_495_19
Akkaif, M. A., Daud, N. A. A., Mohamed Noor, D. A. M., Sha’aban, A., Sk Abdul Kader, M. A. S. K. A., & Ibrahim, B. (2025). The Impact of CYP2C19 Genotype on the Platelet Reactivity Index (PRI) among Chronic Coronary Syndromes (CCS) Patients Undergoing Percutaneous Coronary Intervention (PCI): Affectability of Rapid Genetic Testing. Cardiovascular Drugs and Therapy, 39(2), 347–356. Scopus. https://doi.org/10.1007/s10557-024-07544-6
Albuquerque Soares, R. D. C., Araújo, P. S. R., Brandão, L. A., Campos-Coelho, A. V., de Lima, K., & de Melo, H. R. L. (2022). Proximal tubular dysfunction related to tenofovir in people living with HIV/AIDS: a pharmacogenetic study. Pharmacogenetics and Genomics, 32(9), 293–300. Scopus. https://doi.org/10.1097/FPC.0000000000000482
Antonatos, C., Patsatsi, A., Zafiriou, E., Stavrou, E. F., Liaropoulos, A., Kyriakoy, A., Evangelou, E., Digka, D., Roussaki-Schulze, A., & Sotiriadis, D. (2023). Protein network and pathway analysis in a pharmacogenetic study of cyclosporine treatment response in Greek patients with psoriasis. Pharmacogenomics Journal, 23(1), 8–13. Scopus. https://doi.org/10.1038/s41397-022-00291-7
Brown, J. T., Andel Goldwire, M., Massmann, A., van Heukelom, J., Pasternak, A., Petry, N., Paetznick, C., & Cavallari, L. H. (2025). The impact of pharmacogenomics on a pharmacy and therapeutic committee’s formulary system management: An opinion of the pharmacokinetics/pharmacodynamics/pharmacogenomics practice and Research Network for the American College of Clinical Pharmacy. JACCP Journal of the American College of Clinical Pharmacy, 8(1), 52–61. Scopus. https://doi.org/10.1002/jac5.2057
Brown, K. F., Curtis, K. A., Kline, M. M., & Hiday, R. A. (2024). Reprint of: Implementation of depression management by ambulatory care pharmacists in the primary care setting. Journal of the American Pharmacists Association, 64(4). Scopus. https://doi.org/10.1016/j.japh.2024.102169
Choi, S.-A., Kim, J. S., Park, Y.-A., Lee, D. H., Park, M., Yee, J., Chang, Y., Song, T.-J., & Gwak, H. S. (2025). Transporter Genes and statin-induced Hepatotoxicity. Cardiovascular Drugs and Therapy, 39(4), 801–810. Scopus. https://doi.org/10.1007/s10557-024-07580-2
Concha, J., Sangüesa, E., Peña, J. L., Ribate, M. P., & García, C. B. (2023). Retrospective pharmacogenetic study in a cohort of pediatric tuberous sclerosis complex patients using everolimus. Pharmacogenomics, 24(15), 797–808. Scopus. https://doi.org/10.2217/pgs-2023-0140
Cung, M., Loftus, J., Marzinke, M. A., & Stevenson, J. M. (2025). Reinterpretation of pharmacogenomic phenotypes after combinatorial psychiatric testing. Pharmacogenomics, 26(1–2), 1–7. Scopus. https://doi.org/10.1080/14622416.2025.2479409
Franca, R., Braidotti, S., Stocco, G., & Decorti, G. (2021). Understanding thiopurine methyltransferase polymorphisms for the targeted treatment of hematologic malignancies. Expert Opinion on Drug Metabolism and Toxicology, 17(10), 1187–1198. Scopus. https://doi.org/10.1080/17425255.2021.1974398
Gerlach, S., Maruf, A. A., Shaheen, S. M., McCloud, R., Heintz, M., McAusland, L., Arnold, P. D., & Bousman, C. A. (2025). Prevalence Estimates of Cytochrome P450 Phenoconversion in Youth Receiving Pharmacotherapy for Mental Health Conditions. Clinical Pharmacology and Therapeutics, 117(3), 670–675. Scopus. https://doi.org/10.1002/cpt.3534
Hanna, K. F., Havens, J. P., & Bares, S. H. (2021). Successful application of pharmacogenomic testing in the evaluation and management of a patient with human immunodeficiency virus and disseminated histoplasmosis. Journal of the American Pharmacists Association, 61(3), e152–e155. Scopus. https://doi.org/10.1016/j.japh.2021.01.021
Hines, L. J., Wilke, R. A., Myers, R., Mathews, C. A., Liu, M., Baye, J. F., Petry, N., Cicali, E. J., Duong, B. Q., & Elwood, E. (2024). Rationale and design for a pragmatic randomized trial to assess gene-based prescribing for SSRIs in the treatment of depression. Clinical and Translational Science, 17(6). Scopus. https://doi.org/10.1111/cts.13822
Kappel, D. B., Rees, E., Fenner, E., King, A., Jansen, J., Helthuis, M., Owen, M. J., O’Donovan, M. C., Walters, J. T. R., & Pardiñas, A. F. (2024). Rare variants in pharmacogenes influence clozapine metabolism in individuals with schizophrenia. European Neuropsychopharmacology, 80, 47–54. Scopus. https://doi.org/10.1016/j.euroneuro.2023.12.007
Khan, N., & Das, A. (2022). Time for Isoniazid Pharmacogenomic-Guided Therapy of Tuberculosis Based on NAT2 Acetylation Profiles in India. European Journal of Drug Metabolism and Pharmacokinetics, 47(4), 443–447. Scopus. https://doi.org/10.1007/s13318-022-00764-x
Koo, H., Smith, T. B., Callaghan, J. T., Osei, W., Bray, S. M., Tillman, E. M., Tran, M. T., Fausel, C. A., Schneider, B. P., & Shugg, T. (2025). Return of Clinically Actionable Pharmacogenetic Results From Molecular Tumor Board DNA Sequencing Data: Workflow and Estimated Costs. Clinical Pharmacology and Therapeutics, 117(4), 1017–1020. Scopus. https://doi.org/10.1002/cpt.3545
Lee, S. Y., Cho, H.-Y., Oh, J.-P., Park, J., Bae, S.-H., Park, H., Kim, E. J., & Lee, J.-H. (2023). Therapeutic Effects of Combination of Nebivolol and Donepezil: Targeting Multifactorial Mechanisms in ALS. Neurotherapeutics, 20(6), 1779–1795. Scopus. https://doi.org/10.1007/s13311-023-01444-7
Lipsky, R. K., Chanfreau-Coffinier, C., Voora, D., Trafton, J., Williams, C., Martins, S. B., Muralidhar, S., & Oslin, D. W. (2024). Providers’ use of pharmacogenetic testing to inform opioid prescribing among veterans. Pharmacogenomics, 25(12–13), 495–501. Scopus. https://doi.org/10.1080/14622416.2024.2409058
Liu, W., Xiao, C., Luo, J., Liu, M., Sun, B., & Luo, Z. (2024). Unveiling the role of FTO polymorphisms in predicting response to immune checkpoint inhibitors: A retrospective study. International Immunopharmacology, 133. Scopus. https://doi.org/10.1016/j.intimp.2024.112142
Luzum, J. A., Littleton, S. D. R., Lopez-Medina, A. I., Liu, B., She, R., & Lanfear, D. E. (2025). The Beta-Blocker Pharmacogenetic Puzzle: More Pieces of Evidence for Pharmacodynamic Candidate Variants. Clinical and Translational Science, 18(5). Scopus. https://doi.org/10.1111/cts.70239
Maghari, S., Gallo, T., Rivas, S., German, A., Nguyen Le, M. Q., Abbaszadegan, H., Zubriski, M. A., Heise, C. W., & Landas, N. D. (2023). Prescription medications with actionable pharmacogenomic recommendations in Veterans Health Administration patients. Pharmacogenomics, 24(9), 501–508. Scopus. https://doi.org/10.2217/pgs-2023-0018
Mukhlis, L. (2025a). A Phenomenological Study of Personal Spiritual Experiences in Navigating Religious Pluralism within Interfaith Communities. Irfana: Journal of Religious Studies, 1(6), 212–220.
Mukhlis, L. (2025b). Spiritual Grounds for Economic Growth: A Qualitative Exploration of Rural Indonesian Women’s Transformative Journeys Through Mosque-Led Empowerment Programs. Servina: Jurnal Pengabdian Kepada Masyarakat, 1(8), 289–298.
Mukhlis, L., & Abdullah, M. N. (2025). Hukum Keluarga Islam di Indonesia (1st ed.). Mukhlisina Revolution Center.
Mukhlis, L., Arifin, T., Ridwan, A. H., & Zulbaidah. (2024). Integrating Artificial Intelligenceand Maqāṣid al-Syarī‘ah: Revolutionizing Indonesia’s Sharia Online Trading System. Computer Fraud and Security, 2024(11), 301–309. https://doi.org/10.52710/cfs.238
Mukhlis, L., Arifin, T., Ridwan, A. H., & Zulbaidah. (2025). Reorientation of Sharia Stock Regulations: Integrating Taṣarrufāt al-Rasūl and Maqāṣid al-Sharī‘ah for Justice and Sustainability. Journal of Information Systems Engineering and Management, 10(10s), 58–66. https://doi.org/10.52783/jisem.v10i10s.1341
Mukhlis, L., Arifin, T., Ridwan, A. H., Zulbaidah, Rosadi, A., & Solehudin, E. (2025). Reformulation of Islamic Stock Law: The Application of Taṣarrufāt al-Rasūl and Maqāṣid al-Syarī‘ahto Develop a Dynamic and Sustainable Islamic Capital Market in Indonesia. Journal of Posthumanism, 5(3), 1–13. https://doi.org/10.63332/joph.v5i3.913
Mukhlis, L., Janwari, Y., & Syafe`i, R. (2023). INDONESIA STOCK EXCHANGE: THEORETICAL AND PHILOSOPHICAL ANALYSIS OF MUDHARABAH AND MUSYARAKAH CONTRACTS. Yurisprudentia: Jurnal Hukum Ekonomi, 9(2), 243–264. https://doi.org/10.24952/yurisprudentia.v9i2.8466
Mukhlis, L., Maryam, S., & Sormin, S. A. (2023). Model Pembelajaran Living History Berbasis PjBL Untuk Meningkatkan Keterampilan Histografi Mahasiswa. Jurnal Educatio FKIP UNMA, 9(4), 1800–1809. https://doi.org/10.31949/educatio.v9i4.5595
Mukhlis, L., & Saidah, Y. (2025). Dynamics of Nature-Based learning in Developing Children’s Motoricic Skills: Teacher and Parent Perspectives. HUMANISMA: Journal of Gender Studies, 9(1), 64–79. http://dx.doi.org/10.30983/humanisme.v4i2.9366
Mukhlis, L., Suradi, Janwari, Y., & Syafe`i, R. (2023). Sosialisasi Saham Syariah sebagai Instrumen Pengembangan Ekonomi Masyarakat di Badan Kontak Majelis Taklim (BKMT) Kabupaten Mandailing Natal. Jurnal Pengabdian Multidisiplin, 3(2), 2–9. https://doi.org/10.51214/japamul.v3i2.604
Pham, T.-P.-T., Pham, H.-T.-X., Doan, P.-M.-K., Hoang, N.-A.-T., Tran, K.-N., Ha, H.-A., & Hung, C.-C. (2025). Structural equation modelling of nucleotide polymorphisms and pharmacokinetics in direct oral anticoagulant use for stroke and embolism prevention in atrial fibrillation. European Journal of Pharmacology, 1005. Scopus. https://doi.org/10.1016/j.ejphar.2025.178049
Pizzolato, K., Thacker, D., Toro-Pagán, N. M. D., Amin, N. S., Hanna, A., Turgeon, J., & Michaud, V. (2022). Utilizing Pharmacogenomics Results to Determine Opioid Appropriateness and Improve Pain Management in a Patient with Osteoarthritis. Pharmacogenomics and Personalized Medicine, 15, 943–950. Scopus. https://doi.org/10.2147/PGPM.S385272
Prathipati, P., Pathania, A. S., Chaturvedi, N. K., Gupta, S. C., Byrareddy, S. N., Coulter, D. W., & Challagundla, K. B. (2024). SAP30, an oncogenic driver of progression, poor survival, and drug resistance in neuroblastoma. Molecular Therapy Nucleic Acids, 35(2). Scopus. https://doi.org/10.1016/j.omtn.2022.03.014
Ribeiro, H. P., Baraldi, B. M., Rodrigues-Soares, F., & Planello, A. C. (2024). Psychiatric Level 1A evidence pharmacogenomics in a Brazilian admixed cohort and global populations. Pharmacogenomics, 25(2), 69–78. Scopus. https://doi.org/10.2217/pgs-2023-0211
Salvador-Martín, S., Kaczmarczyk, B., Álvarez, R., Navas-López, V. M., Gallego Fernández, C., Moreno-Álvarez, A., Solar-Boga, A., Sánchez, C., Tolín-Hernani, M., & Velasco, M. (2021). Whole transcription profile of responders to anti-tnf drugs in pediatric inflammatory bowel disease. Pharmaceutics, 13(1), 1–17. Scopus. https://doi.org/10.3390/pharmaceutics13010077
Taylor, Z. L., Thompson, L. E., Bear, H., Mizuno, T., Vinks, A. A., & Ramsey, L. B. (2021). Toward pharmacogenetic SLCO1B1-guided dosing of methotrexate in arthritis using a murine Slco1b2 knockout model. Clinical and Translational Science, 14(6), 2267–2277. Scopus. https://doi.org/10.1111/cts.13086
Turner, A. J., Haidar, C. E., Yang, W., Boone, E. C., Offer, S. M., Empey, P. E., Haddad, A., Tahir, S., Scharer, G., & Broeckel, U. (2024). Updated DPYD HapB3 haplotype structure and implications for pharmacogenomic testing. Clinical and Translational Science, 17(1). Scopus. https://doi.org/10.1111/cts.13699
Wang, D., An, Y., Zhou, X., Chai, H., Huo, J., Li, C., Du, M., Dai, D., Li, C., & Chen, H. (2025). Relevance of selected pharmacogenetic polymorphisms to bleeding and thromboembolic risks in Chinese patients taking direct-acting oral anticoagulants. British Journal of Clinical Pharmacology, 91(9), 2736–2744. Scopus. https://doi.org/10.1002/bcp.70078
Zhao, Y.-C., Lin, X.-B., Zhang, B.-K., Xiao, Y.-W., Xu, P., Wang, F., Xiang, D.-X., Xie, X.-B., Peng, F.-H., & Yan, M. (2021). Predictors of Adverse Events and Determinants of the Voriconazole Trough Concentration in Kidney Transplantation Recipients. Clinical and Translational Science, 14(2), 702–711. Scopus. https://doi.org/10.1111/cts.12932