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Association between polypharmacy, patient-reported symptoms, and quality of life among nonalcoholic fatty liver disease patients in the United States

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Abstract

Background

Nonalcoholic fatty liver disease (NAFLD) is a silent disease, yet patients might report nonspecific symptoms. The objectives of this study were to examine the effect of polypharmacy on patient-reported symptoms in NAFLD adult patients and to examine the impact of patient-reported symptoms on quality of life (QoL).

Methods

A retrospective observational study was conducted to evaluate NAFLD patient-reported symptoms, QoL, and polypharmacy in the US. QoL was measured using the 36-Item Short Form Survey (SF-36) questionnaire. Patients were classified as having polypharmacy if they used five medications or more. The comparisons of patient-reported symptoms between patients with and without polypharmacy were done using the Wilcoxon Rank Sum Test. To examine each symptom and its effect on QoL, multivariable linear models were performed on QoL scores.

Results

The study included 1032 patients. The average percentage of reporting “none at all” in patients with polypharmacy was 50%, while it was 66% in the non-polypharmacy group (p < 0.01). In multivariable linear models, the symptoms that had a negative impact on QoL in terms of physical health were muscle weakness, fatigue, and swelling of ankles (B = − 13.7, − 9.7, and − 7.914, respectively; all p < 0.01). For mental health, depression/sadness, fatigue, and muscle weakness were the most common symptoms that negatively affected QoL (B = − 20.3, − 11.2 and − 7.1, respectively; all p < 0.01)

Conclusion

NAFLD patients with polypharmacy reported more symptoms than NAFLD patients with non-polypharmacy. Fatigue and muscle weakness were the most common symptoms that negatively affected physical health QoL, while depression/sadness and fatigue had a negative impact on mental health QoL.

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References

  1. Symptoms & Causes of NAFLD & NASH | NIDDK [Internet]. National Institute of Diabetes and Digestive and Kidney Diseases. https://www.niddk.nih.gov/health-information/liver-disease/nafld-nash/symptoms-causes. Accessed 25 Feb 2022.

  2. Nonalcoholic fatty liver disease—Symptoms and causes [Internet]. Mayo Clinic. https://www.mayoclinic.org/diseases-conditions/nonalcoholic-fatty-liver-disease/symptoms-causes/syc-20354567. Accessed 25 Feb 2022.

  3. Armstrong MJ, Adams LA, Canbay A, et al. Extrahepatic complications of nonalcoholic fatty liver disease. Hepatology. 2014;59(3):1174–97.

    Article  CAS  PubMed  Google Scholar 

  4. Friedman SL, Neuschwander-Tetri BA, Rinella M, et al. Mechanisms of NAFLD development and therapeutic strategies. Nat Med. 2018;24(7):908–22.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  5. Musso G, Gambino R, Tabibian JH, et al. Association of non-alcoholic fatty liver disease with chronic kidney disease: a systematic review and meta-analysis. PLOS Med. 2014;11(7): e1001680.

    Article  PubMed  PubMed Central  Google Scholar 

  6. Younossi ZM. Patient-reported outcomes and the economic effects of nonalcoholic fatty liver disease and nonalcoholic steatohepatitis: the value proposition. Hepatology. 2018;68(6):2405–12.

    Article  PubMed  Google Scholar 

  7. Younossi ZM, Henry L. Economic and quality-of-life implications of non-alcoholic fatty liver disease. Pharmacoeconomics. 2015;33(12):1245–53.

    Article  PubMed  Google Scholar 

  8. Assimakopoulos K, Karaivazoglou K, Tsermpini EE, et al. Quality of life in patients with nonalcoholic fatty liver disease: a systematic review. J Psychosom Res. 2018;112:73–80.

    Article  PubMed  Google Scholar 

  9. David K, Kowdley KV, Unalp A, et al. Quality of life in adults with nonalcoholic fatty liver disease: baseline data from the nonalcoholic steatohepatitis clinical research network. Hepatology. 2009;49(6):1904–12.

    Article  PubMed  Google Scholar 

  10. Chawla KS, Talwalkar JA, Keach JC, et al. Reliability and validity of the Chronic Liver Disease Questionnaire (CLDQ) in adults with non-alcoholic steatohepatitis (NASH). BMJ Open Gastroenterol. 2016;3(1): e000069.

    Article  PubMed  PubMed Central  Google Scholar 

  11. Sayiner M, Stepanova M, Pham H, et al. Assessment of health utilities and quality of life in patients with non-alcoholic fatty liver disease. BMJ Open Gastroenterol. 2016;3(1): e000106.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Samala N, Desai A, Vilar-Gomez E, et al. Decreased quality of life is significantly associated with body composition in patients with nonalcoholic fatty liver disease. Clin Gastroenterol Hepatol. 2020;18(13):2980-2988.e4.

    Article  CAS  PubMed  Google Scholar 

  13. Newton JL, Jones DEJ, Henderson E, et al. Fatigue in non-alcoholic fatty liver disease (NAFLD) is significant and associates with inactivity and excessive daytime sleepiness but not with liver disease severity or insulin resistance. Gut. 2008;57(6):807–13.

    Article  CAS  PubMed  Google Scholar 

  14. Mesarwi OA, Loomba R, Malhotra A. Obstructive sleep apnea, hypoxia, and nonalcoholic fatty liver disease. Am J Respir Crit Care Med. 2019;199(7):830–41.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. Jullian-Desayes I, Trzepizur W, Boursier J, et al. Obstructive sleep apnea, chronic obstructive pulmonary disease and NAFLD: an individual participant data meta-analysis. Sleep Med. 2021;1(77):357–64.

    Article  Google Scholar 

  16. Alrasheed M, Guo JJ, Lin AC, et al. The effect of polypharmacy on quality of life in adult patients with nonalcoholic fatty liver disease in the United States. Qual Life Res. 2022;31:2481–91.

    Article  PubMed  Google Scholar 

  17. Weldring T, Smith SMS. Patient-reported outcomes (PROs) and patient-reported outcome measures (PROMs). Health Serv Insights. 2013;6:61–8.

    PubMed  PubMed Central  Google Scholar 

  18. NIDDK Central Repository—Nonalcoholic Fatty Liver Disease (NAFLD) Adult Database (NAFLD Adult) [Internet]. https://repository.niddk.nih.gov/studies/nafld_adult/. Accessed 27 Apr 2022.

  19. NIDDK Central Repository—The Nonalcoholic Steatohepatitis Research Network (NASH CRN) pioglitazone vs vitamin E vs placebo for treatment of non-diabetic patients with nonalcoholic steatohepatitis (PIVENS) [Internet]. https://repository.niddk.nih.gov/studies/pivens/. Accessed 27 Apr 2022.

  20. Masnoon N, Shakib S, Kalisch-Ellett L, et al. What is polypharmacy? A systematic review of definitions. BMC Geriatr. 2017;17(1):230.

    Article  PubMed  PubMed Central  Google Scholar 

  21. 36-Item Short Form Survey (SF-36) Scoring Instructions [Internet]. https://www.rand.org/health-care/surveys_tools/mos/36-item-short-form/scoring.html. Accessed 6 Sep 2022.

  22. Doward LC, Balp MM, Twiss J, et al. Development of a patient-reported outcome measure for non-alcoholic steatohepatitis (NASH-CHECK): results of a qualitative study. Patient. 2021;14(5):533–43.

    Article  PubMed  Google Scholar 

  23. Geier A, Rinella ME, Balp MM, et al. Real-world burden of nonalcoholic steatohepatitis. Clin Gastroenterol Hepatol. 2021;19(5):1020-1029.e7.

    Article  CAS  PubMed  Google Scholar 

  24. Swain MG. Fatigue in liver disease: pathophysiology and clinical management. Can J Gastroenterol. 2006;20(3):181–8.

    Article  PubMed  PubMed Central  Google Scholar 

  25. Kant IJ, Bültmann U, Schröer KAP, et al. An epidemiological approach to study fatigue in the working population: the Maastricht Cohort Study. Occup Environ Med. 2003;60(Suppl 1):i32-39.

    Article  PubMed  PubMed Central  Google Scholar 

  26. Weinstein AA, Diao G, Baghi H, et al. Demonstration of two types of fatigue in subjects with chronic liver disease using factor analysis. Qual Life Res. 2017;26(7):1777–84.

    Article  PubMed  Google Scholar 

  27. Rodrigues MCS, de Oliveira C. Drug-drug interactions and adverse drug reactions in polypharmacy among older adults: an integrative review. Rev Lat Am Enfermagem. 2016;24: e2800.

    Article  PubMed  PubMed Central  Google Scholar 

  28. Earl TR, Katapodis ND, Schneiderman SR, et al. Using deprescribing practices and the screening tool of older persons’ potentially inappropriate prescriptions criteria to reduce harm and preventable adverse drug events in older adults. J Patient Saf. 2020;16(3S Suppl 1):S23-35.

    Article  PubMed  PubMed Central  Google Scholar 

  29. Panel B. American Geriatrics Society 2015 updated beers criteria for potentially inappropriate medication use in older adults. JAGS. 2015;63(11):2227–46.

    Article  Google Scholar 

  30. Ocampo CC, Garcia-Cardenas V, Martinez-Martinez F, et al. Implementation of medication review with follow-up in a Spanish community pharmacy and its achieved outcomes. Int J Clin Pharm. 2015;37(5):931–40.

    Article  CAS  PubMed  Google Scholar 

  31. Kemp K, Quan H, Santana M. Lack of patient involvement in care decisions and not receiving written discharge instructions are associated with unplanned readmissions up to one year. Patient Exp J. 2017;4(2):13–22.

    Article  Google Scholar 

  32. Wolf MS, Curtis LM, Waite K, et al. Helping patients simplify and safely use complex prescription regimens. Arch Intern Med. 2011;171(4):300–5.

    Article  PubMed  PubMed Central  Google Scholar 

  33. Lavallee DC, Chenok KE, Love RM, Petersen C, Holve E, Segal CD, et al. Incorporating patient-reported outcomes into health care to engage patients and enhance care. Health Aff. 2016;35(4):575–82.

    Article  Google Scholar 

  34. Berger Z, Flickinger TE, Pfoh E, et al. Promoting engagement by patients and families to reduce adverse events in acute care settings: a systematic review. BMJ Qual Saf. 2014;23(7):548–55.

    Article  PubMed  Google Scholar 

  35. Graffigna G, Barello S, Bonanomi A. The role of Patient Health Engagement Model (PHE-model) in affecting patient activation and medication adherence: a structural equation model. PLoS ONE. 2017;12(6): e0179865.

    Article  PubMed  PubMed Central  Google Scholar 

  36. Funuyet-Salas J, Pérez-San-Gregorio MÁ, Martín-Rodríguez A, et al. Psychological biomarkers and fibrosis: an innovative approach to non-alcoholic fatty liver disease. Front Med (Lausanne). 2020;7: 585425.

    Article  PubMed  PubMed Central  Google Scholar 

  37. Au HJ, Ringash J, Brundage M, et al. Added value of health-related quality of life measurement in cancer clinical trials: the experience of the NCIC CTG. Expert Rev Pharmacoecon Outcomes Res. 2010;10(2):119–28.

    Article  PubMed  Google Scholar 

  38. Mercieca-Bebber R, King MT, Calvert MJ, et al. The importance of patient-reported outcomes in clinical trials and strategies for future optimization. Patient Relat Outcome Meas. 2018;9:353–67.

    Article  PubMed  PubMed Central  Google Scholar 

  39. The Use of Patient-reported Outcomes (PRO) Within Comparative Effectiveness Research: Implications for Clinical Practice and Health Care Policy on JSTOR [Internet]. https://www-jstor-org.uc.idm.oclc.org/stable/41714633. Accessed 15 Mar 2022.

  40. Stewart KE, Haller DL, Sargeant C, et al. Readiness for behaviour change in non-alcoholic fatty liver disease: implications for multidisciplinary care models. Liver Int. 2015;35(3):936–43.

    Article  PubMed  Google Scholar 

  41. Fatigue: MedlinePlus Medical Encyclopedia [Internet]. https://medlineplus.gov/ency/article/003088.htm. Accessed 24 Apr 2022.

  42. Chung AE, Shoenbill K, Mitchell SA, et al. Patient free text reporting of symptomatic adverse events in cancer clinical research using the National Cancer Institute’s Patient-Reported Outcomes version of the Common Terminology Criteria for Adverse Events (PRO-CTCAE). J Am Med Inform Assoc. 2019;26(4):276–85.

    Article  PubMed  PubMed Central  Google Scholar 

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Acknowledgements

The NAFLD Adult and PIVENS were conducted by the NAFLD Adult and PIVENS investigators and supported by the National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK). The data from the NAFLD Adult and PIVENS reported here were supplied by the NIDDK Central Repositories. This manuscript was not prepared in collaboration with Investigators of the NAFLD Adult and PIVENS studies and does not necessarily reflect the opinions or views of the NAFLD Adult and PIVENS studies, the NIDDK Central Repositories, or the NIDDK.

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Correspondence to Marwan Alrasheed.

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The authors received no financial support for the research, authorship, and/or publication of this article.

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The authors have no competing interests to declare that are relevant to the content of this article.

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Exempted from University of Cincinnati Institutional Review Board review (FWA: #000003152).

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Not applicable for the current study. Protocols for the original studies can be accessed through NIDDK Central Repository.

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Not applicable for the current study. Protocols for the original studies can be accessed through NIDDK Central Repository.

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Data provided by NIDDK Central Repository. Authors have no right to share data according to the data use agreement.

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Author contributions

Conceptualization: MA and AH. Data curation: MA. Formal analysis: MA. Methodology: MA, AH, JG, AL, AH, and PW. Original draft preparation: MA. Writing—review and editing: MA, AH, JG, AL, AH, and PW.

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Alrasheed, M., Guo, J.J., Lin, A.C. et al. Association between polypharmacy, patient-reported symptoms, and quality of life among nonalcoholic fatty liver disease patients in the United States. Drugs Ther Perspect 38, 490–498 (2022). https://doi.org/10.1007/s40267-022-00957-z

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