Structural Equation Modelling to Identify Psychometric Determinants of Medication Adherence in a Survey of Kidney Dialysis Patients

References

• Manley HJ, Garvin CG, Drayer DK, et al. Medication prescribing patterns in ambulatory haemodialysis patients: comparisons of USRDS to a large not-for-profit dialysis provider. Nephrol Dial Transplant. 2004;19(7):1842–1848. doi:10.1093/ndt/gfh280
   PubMed Web of Science ®Google Scholar
• Chiu Y-W, Teitelbaum I, Misra M, de Leon EM, Adzize T, Mehrotra R. Pill burden, adherence, hyperphosphatemia, and quality of life in maintenance dialysis patients. Clin J Am Soc Nephrol. 2009;4(6):1089–1096. doi:10.2215/cjn.00290109
   PubMed Web of Science ®Google Scholar
• Schmid H, Hartmann B, Schiffl H. Adherence to prescribed oral medication in adult patients undergoing chronic hemodialysis: a critical review of the literature. Eur J Med Res. 2009;14(5):185–190. doi:10.1186/2047-783x-14-5-185
   PubMed Web of Science ®Google Scholar
• Seng JJB, Tan JY, Yeam CT, Htay H, Foo WYM. Factors affecting medication adherence among pre-dialysis chronic kidney disease patients: a systematic review and meta-analysis of literature. Int Urol Nephrol. 2020;52(5):903–916. doi:10.1007/s11255-020-02452-8
   PubMed Web of Science ®Google Scholar
• Griva K, Lai AY, Lim HA, Yu Z, Foo MW, Newman SP. Non-adherence in patients on peritoneal dialysis: a systematic review. PLoS One. 2014;9(2):e89001. doi:10.1371/journal.pone.0089001
   PubMed Web of Science ®Google Scholar
• Weinhandl ED, Arneson TJ, St Peter WL. Clinical outcomes associated with receipt of integrated pharmacy services by hemodialysis patients: a quality improvement report. Am J Kidney Dis. 2013;62(3):557–567. doi:10.1053/j.ajkd.2013.02.360
   PubMed Web of Science ®Google Scholar
• Oliveira J, Sousa H, Bártolo A, Figueiredo D, Ribeiro O. Illness perception and treatment adherence in haemodialysis: a systematic review. Psychol Health Med. 2023;28(7):1641–1655. doi:10.1080/13548506.2022.2099559
   PubMed Web of Science ®Google Scholar
• Ghimire S, Castelino RL, Lioufas NM, Peterson GM, Zaidi ST, Chilcot J. Nonadherence to medication therapy in haemodialysis patients: a systematic review. PLoS One. 2015;10(12):e0144119. doi:10.1371/journal.pone.0144119
   PubMed Web of Science ®Google Scholar
• Sousa H, Ribeiro O, Paúl C, et al. Social support and treatment adherence in patients with end-stage renal disease: a systematic review. Semin Dial. 2019;32(6):562–574. doi:10.1111/sdi.12831
   PubMed Web of Science ®Google Scholar
• Dodd R, Palagyi A, Guild L, Jha V, Jan S. The impact of out-of-pocket costs on treatment commencement and adherence in chronic kidney disease: a systematic review. Health Policy Plan. 2018;33(9):1047–1054. doi:10.1093/heapol/czy081
   PubMed Web of Science ®Google Scholar
• Huang CW, Wee PH, Low LL, et al. Prevalence and risk factors for elevated anxiety symptoms and anxiety disorders in chronic kidney disease: a systematic review and meta-analysis. Gen Hosp Psychiatry. 2021;69:27–40. doi:10.1016/j.genhosppsych.2020.12.003
   PubMed Web of Science ®Google Scholar
• Lowe KM, Cruz JB, Jones KM. Complications in patients with chronic kidney disease. Crit Care Nurs Clin North Am. 2022;34(4):395–407. doi:10.1016/j.cnc.2022.07.005
   PubMed Web of Science ®Google Scholar
• Fissell RB, Karaboyas A, Bieber BA, et al. Phosphate binder pill burden, patient-reported non-adherence, and mineral bone disorder markers: findings from the DOPPS. Hemodial Int. 2016;20(1):38–49. doi:10.1111/hdi.12315
   PubMed Web of Science ®Google Scholar
• Matteson ML, Russell C. Interventions to improve hemodialysis adherence: a systematic review of randomized-controlled trials. Hemodial Int. 2010;14(4):370–382. doi:10.1111/j.1542-4758.2010.00462.x
   PubMed Web of Science ®Google Scholar
• Milazi M, Bonner A, Douglas C. Effectiveness of educational or behavioral interventions on adherence to phosphate control in adults receiving hemodialysis: a systematic review. JBI Database System Rev Implement Rep. 2017;15(4):971–1010. doi:10.11124/jbisrir-2017-003360
   PubMedGoogle Scholar
• Murali KM, Mullan J, Roodenrys S, Hassan HC, Lambert K, Lonergan M. Strategies to improve dietary, fluid, dialysis or medication adherence in patients with end stage kidney disease on dialysis: a systematic review and meta-analysis of randomized intervention trials. PLoS One. 2019;14(1):e0211479. doi:10.1371/journal.pone.0211479
   PubMed Web of Science ®Google Scholar
• Karamanidou C, Clatworthy J, Weinman J, Horne R. A systematic review of the prevalence and determinants of nonadherence to phosphate binding medication in patients with end-stage renal disease. BMC Nephrol. 2008;9(1):2. doi:10.1186/1471-2369-9-2
   PubMed Web of Science ®Google Scholar
• Aspden T, Wolley MJ, Ma TM, et al. Understanding barriers to optimal medication management for those requiring long-term dialysis: rationale and design for an observational study, and a quantitative description of study variables and data. BMC Nephrol. 2015;16(1):102. doi:10.1186/s12882-015-0097-2
   PubMedGoogle Scholar
• Sharma A, Minh Duc NT, Luu Lam Thang T, et al. A Consensus-Based Checklist for Reporting of Survey Studies (CROSS). J Gen Intern Med. 2021;36(10):3179–3187. doi:10.1007/s11606-021-06737-1
   PubMed Web of Science ®Google Scholar
• Crayton E, Fahey M, Ashworth M, Besser SJ, Weinman J, Wright AJ. Psychological determinants of medication adherence in stroke survivors: a systematic review of observational studies. Ann Behav Med. 2017;51(6):833–845. doi:10.1007/s12160-017-9906-0
   PubMed Web of Science ®Google Scholar
• Selinger CP, Robinson A, Leong RW. Clinical impact and drivers of non-adherence to maintenance medication for inflammatory bowel disease. Expert Opin Drug Saf. 2011;10(6):863–870. doi:10.1517/14740338.2011.583915
   PubMed Web of Science ®Google Scholar
• Bhattarai B, Walpola R, Mey A, Anoopkumar-Dukie S, Khan S. Barriers and strategies for improving medication adherence among people living with COPD: a systematic review. Respir Care. 2020;65(11):1738–1750. doi:10.4187/respcare.07355
   PubMed Web of Science ®Google Scholar
• Morisky DE, Green LW, Levine DM. Concurrent and predictive validity of a self-reported measure of medication adherence. Med Care. 1986;24(1):67–74. doi:10.1097/00005650-198601000-00007
   PubMed Web of Science ®Google Scholar
• Horne R. Patients’ beliefs about treatment: the hidden determinant of treatment outcome? J Psychosom Res. 1999;47(6):491–495. doi:10.1016/S0022-3999(99)00058-6
   PubMed Web of Science ®Google Scholar
• Horne R, Weinman J. Patients’ beliefs about prescribed medicines and their role in adherence to treatment in chronic physical illness. J Psychosom Res. 1999;47(6):555–567. doi:10.1016/S0022-3999(99)00057-4
   PubMed Web of Science ®Google Scholar
• Horne R, Weinman J, Hankins M. The beliefs about medicines questionnaire: the development and evaluation of a new method for assessing the cognitive representation of medication. Psychol Health. 1999;14(1):1–24. doi:10.1080/08870449908407311
   Web of Science ®Google Scholar
• Wallace LS, Rogers ES, Roskos SE, Holiday DB, Weiss BD. Brief report: screening items to identify patients with limited health literacy skills. J Gen Intern Med. 2006;21(8):874–877. doi:10.1111/j.1525-1497.2006.00532.x
   PubMed Web of Science ®Google Scholar
• Chew LD, Griffin JM, Partin MR, et al. Validation of screening questions for limited health literacy in a large VA outpatient population. J Gen Intern Med. 2008;23(5):561–566. doi:10.1007/s11606-008-0520-5
   PubMed Web of Science ®Google Scholar
• Marshall MR, Rajah E, Wolley MJ, Reid S, Aspden T. SP723validation of A 3-item health literacy screener in a multiethnic New Zealand Dialysis Population. Nephrol Dial Transplant. 2015;30(suppl_3):iii617–iii617. doi:10.1093/ndt/gfv200.42
   Google Scholar
• Okuyan B, Sancar M, Izzettin FV. Assessment of medication knowledge and adherence among patients under oral chronic medication treatment in community pharmacy settings. Pharmacoepidemiol Drug Saf. 2013;22(2):209–214. doi:10.1002/pds.3275
   PubMed Web of Science ®Google Scholar
• Okuyan B, Sancar M, Izzettin FV, Morisky DE. Erratum to and corrections on the article entitled “Assessment of medication knowledge and adherence among patients under oral chronic medication treatment in community pharmacy settings”. Pharmacoepidemiol Drug Saf. 2013;22(2):218–220. doi:10.1002/pds.3394
   PubMed Web of Science ®Google Scholar
• McPherson ML, Smith SW, Powers A, Zuckerman IH. Association between diabetes patients’ knowledge about medications and their blood glucose control. Res Social Adm Pharm. 2008;4(1):37–45. doi:10.1016/j.sapharm.2007.01.002
   PubMed Web of Science ®Google Scholar
• Broadbent E, Petrie KJ, Main J, Weinman J. The brief illness perception questionnaire. J Psychosom Res. 2006;60(6):631–637. doi:10.1016/j.jpsychores.2005.10.020
   PubMed Web of Science ®Google Scholar
• Weinman J, Petrie KJ, Moss-morris R, Horne R. The illness perception questionnaire: a new method for assessing the cognitive representation of illness. Psychol Health. 1996;11(3):431–445. doi:10.1080/08870449608400270
   Web of Science ®Google Scholar
• Moss-Morris R, Petrie KJ. Discriminating between chronic fatigue syndrome and depression: a cognitive analysis. Psychological Medicine. 2001;31(3):469. doi:10.1017/S0033291701003610
   PubMed Web of Science ®Google Scholar
• Jöreskog KG. A general approach to confirmatory maximum likelihood factor analysis. Psychometrika. 1969;34(2):183–202. doi:10.1007/BF02289343
   Web of Science ®Google Scholar
• Wold H. 11 - Path models with latent variables: the NIPALS approach**NIPALS = Nonlinear Iterative Partial Least Squares. In: Blalock HM, Aganbegian A, Borodkin FM, Boudon R, Capecchi V, editors. Quantitative Sociology. Academic Press; 1975:307–357.
   Google Scholar
• Browne MW. Alternative ways of assessing model fit. Test Struct Equation Models. 1993;21(2):136–162.
   Google Scholar
• Jöreskog KG, Sörbom D. LISREL 8: Structural Equation Modeling with the SIMPLIS Command Language. Scientific Software International; 1993.
   Google Scholar
• Bentler PM, Bonett DG. Significance tests and goodness of fit in the analysis of covariance structures. Psychol Bull. 1980;88(3):588. doi:10.1037/0033-2909.88.3.588
   Web of Science ®Google Scholar
• Lt H, Bentler PM. Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives. Struct Equat Model. 1999;6(1):1–55. doi:10.1080/10705519909540118
   Web of Science ®Google Scholar
• Venturini S, Mehmetoglu M. Plssem: a stata package for structural equation modeling with partial least squares. Journal of Statistical Software. 2019;88(8):1–35. doi:10.18637/jss.v088.i08
   Web of Science ®Google Scholar
• Hair JF, Ringle CM, Sarstedt M. Partial least squares structural equation modeling: rigorous applications, better results and higher acceptance. Long Range Planning. 2013;46(1–2):1–12. doi:10.1016/j.lrp.2013.01.001
   Web of Science ®Google Scholar
• Sanchez G. PLS Path Modeling with R. Trowchez Editions; 2013.
   Google Scholar
• McNeish D, Wolf MG. Thinking twice about sum scores. Behavior Research Methods. 2020;52(6):2287–2305. doi:10.3758/s13428-020-01398-0
   PubMed Web of Science ®Google Scholar
• Distefano C, Zhu M, Mindrila D. Understanding and using factor scores: considerations for the applied researcher. Pract Assess Res Eval. 2008;14(1):20.
   Google Scholar
• Krousel-Wood MA, Muntner P, Islam T, Morisky DE, Webber LS. Barriers to and determinants of medication adherence in hypertension management: perspective of the cohort study of medication adherence among older adults. Med Clin North Am. 2009;93(3):753–769. doi:10.1016/j.mcna.2009.02.007
   PubMed Web of Science ®Google Scholar
• Bender B, Milgrom H, Apter A. Adherence intervention research: what have we learned and what do we do next? J Allergy Clin Immunol. 2003;112(3):489–494. doi:10.1016/s0091-6749(03)01718-4
   PubMed Web of Science ®Google Scholar
• Nguyen T-M-U, Caze AL, Cottrell N. Validated adherence scales used in a measurement-guided medication management approach to target and tailor a medication adherence intervention: a randomised controlled trial. BMJ Open. 2016;6(11):e013375. doi:10.1136/bmjopen-2016-013375
   PubMed Web of Science ®Google Scholar
• McHorney CA, Zhang NJ, Stump T, Zhao X. Structural equation modeling of the proximal-distal continuum of adherence drivers. Patient Prefer Adherence. 2012;6:789–804. doi:10.2147/ppa.S36535
   PubMed Web of Science ®Google Scholar
• Sabouri F, Rambod M, Khademian Z. The effect of positive thinking training on hope and adherence to treatment in hemodialysis patients: a randomized controlled trial. BMC Psychol. 2023;11(1):6. doi:10.1186/s40359-023-01036-2
   PubMedGoogle Scholar
• Horne R, Sumner S, Jubraj B, Weinman J, Frost S. Haemodialysis patients’ beliefs about treatment: implications for adherence to medication and fluid-diet restrictions. Int J Pharm Pract. 2001;9(3):169–175. doi:10.1111/j.2042-7174.2001.tb01045.x
   Google Scholar
• Daly M, Jones A, Robinson E. Public trust and willingness to vaccinate against COVID-19 in the US from October 14, 2020, to March 29, 2021. JAMA. 2021;325(23):2397–2399. doi:10.1001/jama.2021.8246
   PubMed Web of Science ®Google Scholar
• Horne R, Chapman SC, Parham R, Freemantle N, Forbes A, Cooper V. Understanding patients’ adherence-related beliefs about medicines prescribed for long-term conditions: a meta-analytic review of the Necessity-Concerns Framework. PLoS One. 2013;8(12):e80633. doi:10.1371/journal.pone.0080633
   PubMed Web of Science ®Google Scholar
• Chapman S, Dale P, Svedsater H, et al. Modelling the effect of beliefs about asthma medication and treatment intrusiveness on adherence and preference for once-daily vs. twice-daily medication. NPJ Prim Care Respir Med. 2017;27(1):61. doi:10.1038/s41533-017-0061-7
   PubMed Web of Science ®Google Scholar
• Lemay J, Waheedi M, Al-Sharqawi S, Bayoud T. Medication adherence in chronic illness: do beliefs about medications play a role? Patient Prefer Adherence. 2018;12:1687–1698. doi:10.2147/ppa.S169236
   PubMed Web of Science ®Google Scholar
• Beck EM, Cavelti M, Kvrgic S, Kleim B, Vauth R. Are we addressing the ‘right stuff’ to enhance adherence in schizophrenia? Understanding the role of insight and attitudes towards medication. Schizophr Res. 2011;132(1):42–49. doi:10.1016/j.schres.2011.07.019
   PubMed Web of Science ®Google Scholar
• Peyre M, Gauchet A, Roustit M, Leclercq P, Epaulard O. Influence of the first consultation on adherence to antiretroviral therapy for HIV-infected patients. Open AIDS J. 2016;10(1):182–189. doi:10.2174/1874613601610010182
   PubMedGoogle Scholar
• Sabate E. Adherence to long-term therapies: evidence for action. Report of WHO Adherence to Longterm Therapies Project. Geneva Switzerland: World Health Organization; 2003.
   Google Scholar
• Ashcroft K, Kim E, Elefant E, Benson C, Carter JA. Meta-analysis of caregiver-directed psychosocial interventions for schizophrenia. Community Ment Health J. 2018;54(7):983–991. doi:10.1007/s10597-018-0289-x
   PubMed Web of Science ®Google Scholar
• Fiqri AM, Sjattar EL, Irwan AM. Cognitive Behavioral Therapy for self-care behaviors with type 2 diabetes mellitus patients: a systematic review. Diabetes Metab Syndr. 2022;16(7):102538. doi:10.1016/j.dsx.2022.102538
   PubMed Web of Science ®Google Scholar
• Li IH, Hsieh WL, Liu WI. A systematic review and meta-analysis of the effectiveness of adherence therapy and its treatment duration in patients with schizophrenia spectrum disorders. Patient Prefer Adherence. 2023;17:769–780. doi:10.2147/ppa.S401650
   PubMed Web of Science ®Google Scholar
• Santo K, Kirkendall S, Laba TL, et al. Interventions to improve medication adherence in coronary disease patients: a systematic review and meta-analysis of randomised controlled trials. Eur J Prev Cardiol. 2016;23(10):1065–1076. doi:10.1177/2047487316638501
   PubMed Web of Science ®Google Scholar
• Seo MA, Min SK. Development of a structural model explaining medication compliance of persons with schizophrenia. Yonsei Med J. 2005;46(3):331–340. doi:10.3349/ymj.2005.46.3.331
   PubMed Web of Science ®Google Scholar
• Hyvert S, Yailian AL, Haesebaert J, et al. Association between health literacy and medication adherence in chronic diseases: a recent systematic review. Int J Clin Pharm. 2023;45(1):38–51. doi:10.1007/s11096-022-01470-z
   PubMed Web of Science ®Google Scholar
• Schönfeld MS, Pfisterer-Heise S, Bergelt C. Self-reported health literacy and medication adherence in older adults: a systematic review. BMJ Open. 2021;11(12):e056307. doi:10.1136/bmjopen-2021-056307
   PubMed Web of Science ®Google Scholar
• Watson PW, Garety PA, Weinman J, et al. Emotional dysfunction in schizophrenia spectrum psychosis: the role of illness perceptions. Psychol Med. 2006;36(6):761–770. doi:10.1017/s0033291706007458
   PubMed Web of Science ®Google Scholar
• Morrison VL, Holmes EAF, Parveen S, et al. Predictors of self-reported adherence to antihypertensive medicines: a multinational, cross-sectional survey. Value Health. 2015;18(2):206–216. doi:10.1016/j.jval.2014.12.013
   PubMed Web of Science ®Google Scholar
• Bąk-Sosnowska M, Gruszczyńska M, Wyszomirska J, Daniel-Sielańczyk A. The influence of selected psychological factors on medication adherence in patients with chronic diseases. Healthcare. 2022;10(3):426. doi:10.3390/healthcare10030426
   Web of Science ®Google Scholar
• Jónsdóttir H, Friis S, Horne R, Pettersen KI, Reikvam A, Andreassen OA. Beliefs about medications: measurement and relationship to adherence in patients with severe mental disorders. Acta Psychiatr Scand. 2009;119(1):78–84. doi:10.1111/j.1600-0447.2008.01279.x
   PubMed Web of Science ®Google Scholar
• Daley DJ, Deane KH, Gray RJ, et al. Adherence therapy improves medication adherence and quality of life in people with Parkinson’s disease: a randomised controlled trial. Int J Clin Pract. 2014;68(8):963–971. doi:10.1111/ijcp.12439
   PubMed Web of Science ®Google Scholar
• Bender BG, Apter A, Bogen DK, et al. Test of an interactive voice response intervention to improve adherence to controller medications in adults with asthma. J Am Board Fam Med. 2010;23(2):159–165. doi:10.3122/jabfm.2010.02.090112
   PubMed Web of Science ®Google Scholar
• Pouls BPH, Bekker CL, Gundogan F, et al. Gaming for Adherence to Medication using Ehealth in Rheumatoid arthritis (GAMER) study: a randomised controlled trial. RMD Open. 2022;8(2):e002616. doi:10.1136/rmdopen-2022-002616
   PubMed Web of Science ®Google Scholar
• Hermansson-Borrebaeck R, Andersson U, Jakobsson U, Midlöv P. Beliefs about medications when treating hypertension in primary health care: results from ”PERson-centredness in hypertension management using information Technology (PERHIT)”. Blood Press. 2023;32(1):2226736. doi:10.1080/08037051.2023.2226736
   PubMed Web of Science ®Google Scholar
• Crawshaw J, Weinman J, McRobbie D, Auyeung V. Initial evaluation of a brief pharmacy-led intervention to modify beliefs about medicines and facilitate adherence among patients hospitalised with acute coronary syndrome. Eur J Hosp Pharm. 2022;29(1):18–25. doi:10.1136/ejhpharm-2019-002041
   PubMedGoogle Scholar
• Hjemås BJ, Bøvre K, Mathiesen L, Lindstrøm JC, Bjerknes K. Interventional study to improve adherence to phosphate binder treatment in dialysis patients. BMC Nephrol. 2019;20(1):178. doi:10.1186/s12882-019-1334-x
   PubMedGoogle Scholar