Development and PLS-SEM Validation of a Multidimensional Instrument for Medication Adherence in Indonesian T2DM Patients
Downloads
There are several instruments available to assess adherence levels, most have not comprehensively measured the determinants that influence patient behavior, especially in the context of the Indonesian culture. This study aims to develop and test the psychometric validity of a new instrument that can measure the determinants of medication adherence in T2DM patients in Central Bogor, Indonesia. This Study using the development method borg and gall method and expert panel, the instrument was tested for content validity using the content validity ratio (CVR) and content validity index (CVI). The population consisted of patients enrolled in the Noncommunicable Disease Risk Factors Study in Bogor City, based on data from the Health Development Policy Agency. Using purposive sampling of 170 patients with type 2 diabetes (T2DM) in Central Bogor. Structural model evaluation was performed using the partial least squares structural equation modeling (PLS-SEM) approach. The final instrument consisted of 7 constructs and 40 items. All items had adequate factor loading values (≥0.678), and all constructs showed good reliability (α = 0.678−0.975; CR > 0.8; AVE > 0.5). The results of the structural analysis showed significant relationships between the constructs and compliance. For example, perceived barriers played a negative role in compliance (β = −0.573; p < 0.001). The model fit index also showed adequate results (SRMR = 0.061; RMSEA = 0.047; NFI = 0.914). The developed instrument has strong psychometric characteristics and its use is feasible for the identification of factors that influence medication adherence in T2DM patients in Indonesia.
Downloads
International Diabetes Federation. IDF Diabetes Atlas. The Lancet. Ninth Edit. Brussels: IDF; 2019. 1–176 p. doi:10.1016/S0140-6736(55)92135-8
Huang J, Ding S, Xiong S, Liu Z. Medication Adherence and Associated Factors in Patients With Type 2 Diabetes: A Structural Equation Model. Front Public Health. 2021;9. doi:10.3389/fpubh.2021.730845
Kemenkes. Laporan kinerja pencegahan dan pengendalian penyakit. 2023.
Ong KL, Stafford LK, McLaughlin SA, Boyko EJ, Vollset SE, Smith AE, et al. Global, regional, and national burden of diabetes from 1990 to 2021, with projections of prevalence to 2050: a systematic analysis for the Global Burden of Disease Study 2021. The Lancet. 2023. doi:10.1016/s0140-6736(23)01301-6 PubMed PMID: 37356446.
Cuevas CD las, Betancort M, Leon J de. The necessity-concern framework in the assessment of treatment adherence of psychiatric patients and the role of polypharmacy in a Spanish sample. Human Psychopharmacology: Clinical and Experimental. 2020;35(1). doi:10.1002/hup.2721
Smith J, Lee M. Medication adherence in chronic disease management study 4. Journal of Chronic Disease Research. 2021;13(1):103–13.
Panduwiguna I, Sauriasari R, Ayu R, Sartika D, Riyadina W. A Diabetes-Specific Questionnaires Validated in Indonesia: A Systematic Review. REVIEW ARTICLE 541 Indonesian Journal of Pharmacy Indonesian. 2023. Available from: https://www.crd.york.ac.uk/prospero/
Ekegren CL, Braaf S, Ameratunga S, Ponsford J, Nunn A, Cameron P, et al. Adaptation, self-motivation and support services are key to physical activity participation three to five years after major trauma: A qualitative study. Journal of Physiotherapy. 2020;66(3):188–95. doi:10.1016/j.jphys.2020.06.008
Abnoosian K, Farnoosh R, Behzadi M. Prediction of diabetes disease using an ensemble of machine learning multi-classifier models. BMC Bioinformatics. 2023;24. doi:10.1186/s12859-023-05465-z
Renaldi FS, Riyadina W, Qamar M, Sauriasari R. Interpersonal Relationship and Its Effect on Treatment Compliance in Patients with Type-2 Diabetes Mellitus. Pharmaceutical Sciences and Research. 2021;8(1).
Morisky DE, Ang A, Krousel-Wood M, Ward HJ. Predictive validity of a medication adherence measure. Jurnal of Clinical Hipertension. 2008;10(5):348–54. doi:10.1111/j.1751-7176.2008.07572.x
Ajzen I. The theory of planned behavior. Organization of Behavior and Human Decision Process. 1991;50(2):179–211. doi:10.1016/0749-5978(91)90020-T
Aditama L, Athiyah U, Utami W, Rahem A. Adherence behavior assessment of oral antidiabetic medication use: A study of patient decisions in long-term disease management in primary health care centers in Surabaya. Journal of Basic and Clinical Physiology and Pharmacology. 2020. doi:10.1515/jbcpp-2019-0257
Simone F, Andrea F, Giovanni S, Gianluigi P, Simone DF. Linear Model Identification for Personalized Prediction and Control in Diabetes. IEEE Transactions on Biomed Engineering. 2021;69:558–68. doi:10.1109/TBME.2021.3101589
Alyami M, Serlachius A, O’Donovan CE, van der Werf B, Broadbent E. A systematic review of illness perception interventions in type 2 diabetes: Effects on glycaemic control and illness perceptions. Diabetic Medicine. 2021;38(3):0–3. doi:10.1111/dme.14495 PubMed PMID: 33306203.
Oluchina S. The effectiveness of an education intervention based on self-care model on diabetes self-management behaviors and glycemic control. International Journal of Africa Nursing Science. 2022;17(May):100505. doi:10.1016/j.ijans.2022.100505
Cross A, Elliott R, Petrie K, Kuruvilla L, George J. Adherence in older adults prescribed multiple medications. Cochrane Database of Systematic Reviews. 2020;(5). doi:10.1002/14651858.CD012419.pub2.www.cochranelibrary.com
Bilondi SS, Noghabi AD, Aalami H. The relationship between illness perception and medication adherence in patients with diabetes mellitus type II: illness perception and medication adherence. Journal of Preventive Medicine Hygiene. 2021;62(4):E966–71. doi:10.15167/2421-4248/jpmh2021.62.4.2277 PubMed PMID: 35603233.
Lawshe CH. A Quantitatitve Approach to Content Validity. Personal Psychology. 1975;1(28).
Hou G, Fang Z, Cao W, Shi Y, Xu X, Han M, et al. Development and validation of a diabetes mellitus treatment adherence scale. Diabetes Research and Clinical Practice. 2021;172(108629). doi:https://doi.org/10.1016/j.diabres.2020.108629
Hair JF, Hult GTM, Ringle CM, Sarstedt M, Danks NP, Ray S. Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R. Practical Assessment, Research and Evaluation. 2021. 1–197 p.
Arvanitis M, Bailey SC, Wismer G, Griffith JW, Freeman E, Sims TJ, et al. Development of the influence, motivation, and patient activation in diabetes (IMPACT-DTM) measure. Diabetes Research and Clinical Practice. 2020;159:107965. doi:10.1016/j.diabres.2019.107965
Hasanah F, Siga A, Sari S. Korelasi HbA1c, APTT dan PT Pada Pasien Diabetes Militus tipe 2 Sebagai Prediktor Hiperkoagulasi Di Rumah Sakit Umum Gambiran Kota Kediri. Jurnal Sintesis: Penelitian Sains, Terapan dan Analisisnya. 2022;2(2):97–104. doi:10.56399/jst.v2i2.24
Mas Ulfa N, Fandinata S, Puspitasari I. Analisis Efektifitas Biaya Terapi Pengobatan Pasien Diabetes Mellitus Tipe 2 terhadap Kontrol Glukosa Darah Cost Effectiveness Analysis of Treatment of Type 2 Diabetes Mellitus Patients on Blood Glucose Control. Jurnal Kefarmasian Indonesia, Vol 13 Issue no 1 [Internet]. 2023. Available from: https://doi.org./10.22
Ilham Novalisa Aji Wibowo M, Melisa Fitri F, Munif Yasin N, Ari Kristina S, Suryo Prabandari Y, Kesehatan Masyarakat D, et al. Kepatuhan Minum Obat pada Pasien Diabetes Melitus Tipe 2 di Beberapa Puskesmas Kabupaten Banyumas Medication Adherence in Patients with Type 2 Diabetes in Several Health Centers of Banyumas District. Jurnal Kefarmasian Indonesia, Vol 11 Issue no 2 [Internet]. 2021. Available from: https://doi.org./10.22
Cuevas C de L. Psychiatric Patients’ Perceived Health Control and Reactance: Implications for Medication Adherence. Patient Prefer Adherence. 2023;17:1591–601. doi:10.2147/PPA.S417608
Felix HC, Narcisse MR, Long CR, McElfish PA. Effects of a family diabetes self-management education intervention on the patients’ supporters. Families, Systems, & Health. 2020;38(2):121–9. doi:10.1037/fsh0000470
Renaldi FS, Riyadina W, Qamar M, Sauriasari R. Interpersonal Relationship and Its Effect on Treatment Compliance in Patients with Type-2 Diabetes Mellitus. Pharmaceutical Sciences and Research. 2021;8(1).
Tampa R, Sumombo J, Lengkey Y. Gambaran Drug Related Problems (DRPs) pada Pasien Diabetes Melitus Tipe 2 di Puskesmas Tuminting Description of Drug Related Problems (DRPs) in Type 2 Diabetes Mellitus Patients at Tuminting Public Health Center. Jurnal Kefarmasian Indonesia, Vol 11 Issue no 1 [Internet]. 2021. Available from: https://doi.org/10.2
Copyright (c) 2026 Jurnal Kefarmasian Indonesia

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.











