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Determinants of health-related quality of life of patients with type 2 diabetes and multimorbidity: a cross-sectional study

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Abstract

Purpose

To examine the determinants of health-related quality of life (HRQoL) of patients with type 2 diabetes (PwD) and multimorbidity (MM) (at least one co-occurring condition besides T2D) among sociodemographic, disease-related, and MM variables and the association of MM with therapeutic targets.

Methods

A total of 179 PwD attending primary care (PC) in Greece answered the 15 dimension HRQoL (15D) questionnaire between August 2019 and October 2020. Sociodemographic, disease-related, and MM characteristics were recorded. MM was categorized as concordant or discordant based on whether or not it was related to the pathophysiology of T2D. Independent predictors of the 15D score were examined in stepwise regression models among sociodemographic, disease-related, and MM variables and the association of MM with glycated hemoglobin (A1C) and low-density lipoprotein cholesterol (LDL-C) was assessed.

Results

The mean 15D score was 0.85 ± 0.11 and the mean MM count was 4.3 ± 1.8. Significant predictors of a higher 15D score were male gender, married state, higher monthly income, and more physical activity. Significant predictors of a lower 15D score were employment, depression, musculoskeletal disease, coronary artery disease, neuropathy, and MM count, but discordant had a stronger effect than concordant MM. Increasing MM count was not significantly correlated with A1C and was correlated with lower LDL-C.

Conclusion

Non-medical (physical activity and sociodemographic) rather than disease-related characteristics and discordant more than concordant co-occurring conditions affected HRQoL of multimorbid PwD who did not have worse (A1C) or achieved better (LDL-C) therapeutic targets. A generalist approach to the non-medical needs and overall health conditions of PwD could be promoted in PC within the social determinants of health and MM.

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Data availability

The datasets generated and analyzed during the current study are available from the corresponding author on reasonable request.

References

  1. Rubin RR, Peyrot M (1999) Quality of life and diabetes. Diabetes Metab Res Rev 15(3):205–218. https://doi.org/10.1002/(sici)1520-7560(199905/06)15:3<205::aid-dmrr29<3.0.co;2-o

    Article  CAS  PubMed  Google Scholar 

  2. Trikkalinou A, Papazafiropoulou AK, Melidonis A (2017) Type 2 diabetes and quality of life. World J Diabetes 8(4):120–129. https://doi.org/10.4239/wjd.v8.i4.120

    Article  PubMed  PubMed Central  Google Scholar 

  3. Sintonen H (2001) The 15D instrument of health-related quality of life: properties and applications. Ann Med 33(5):328–336. https://doi.org/10.3109/07853890109002086

    Article  CAS  PubMed  Google Scholar 

  4. Wändell PE (2005) Quality of life of patients with diabetes mellitus. An overview of research in primary health care in the nordic countries. Scand J Prim Health Care 23(2):68–74. https://doi.org/10.1080/02813430510015296

    Article  PubMed  Google Scholar 

  5. Maddigan SL, Feeny DH, Johnson JA (2005) Health-related quality of life deficits associated with diabetes and comorbidities in a Canadian National Population Health Survey. Qual Life Res 14(5):1311–1320. https://doi.org/10.1007/s11136-004-6640-4

    Article  PubMed  Google Scholar 

  6. Sikdar KC, Wang PP, MacDonald D, Gadag VG (2010) Diabetes and its impact on health-related quality of life: a life table analysis. Qual Life Res 19(6):781–787. https://doi.org/10.1007/s11136-010-9641-5

    Article  PubMed  Google Scholar 

  7. Makrilakis K, Liatis S, Tsiakou A et al (2018) Comparison of health-related quality of life (HRQOL) among patients with pre-diabetes, diabetes and normal glucose tolerance, using the 15D-HRQOL questionnaire in Greece: the DEPLAN study. BMC Endocr Disord 18(1):32. https://doi.org/10.1186/s12902-018-0261-3

    Article  PubMed  PubMed Central  Google Scholar 

  8. Wee HL, Cheung YB, Li SC, Fong KY, Thumboo J (2005) The impact of diabetes mellitus and other chronic medical conditions on health-related quality of life: is the whole greater than the sum of its parts? Health Qual Life Outcomes 3:2. https://doi.org/10.1186/1477-7525-3-2

    Article  PubMed  PubMed Central  Google Scholar 

  9. Le Reste JY, Nabbe P, Rivet C et al (2015) The European general practice research network presents the translations of its comprehensive definition of multimorbidity in family medicine in ten European languages. PLoS ONE 10(1):e0115796. https://doi.org/10.1371/journal.pone.0115796

    Article  PubMed  PubMed Central  Google Scholar 

  10. Kudesia P, Salimarouny B, Stanley M et al (2021) The incidence of multimorbidity and patterns in accumulation of chronic conditions: a systematic review. J Multimorb Comorb 11:26335565211032880. https://doi.org/10.1177/26335565211032880

    Article  PubMed  PubMed Central  Google Scholar 

  11. Zghebi SS, Steinke DT, Rutter MK, Ashcroft DM (2010) Eleven-year multimorbidity burden among 637 255 people with and without type 2 diabetes: a population-based study using primary care and linked hospitalisation data. BMJ Open 10(7):e033866. https://doi.org/10.1136/bmjopen-2019-033866

    Article  Google Scholar 

  12. Walker RJ, Smalls BL, Campbell JA, Strom Williams JL, Egede LE (2014) Impact of social determinants of health on outcomes for type 2 diabetes: a systematic review. Endocrine 47(1):29–48. https://doi.org/10.1007/s12020-014-0195-0

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  13. Davies MJ, Aroda VR, Collins BS et al (2022) Management of hyperglycaemia in type 2 diabetes, 2022. A consensus report by the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD). Diabetologia 65(12):1925–1966. https://doi.org/10.1007/s00125-022-05787-2

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  14. Chiang JI, Jani BD, Mair FS et al (2018) Associations between multimorbidity, all-cause mortality and glycaemia in people with type 2 diabetes: a systematic review. PLoS ONE 13(12):e0209585. https://doi.org/10.1371/journal.pone.0209585

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. Chiang JI, Hanlon P, Li TC et al (2020) Multimorbidity, mortality, and HbA1c in type 2 diabetes: a cohort study with UK and Taiwanese cohorts. PLoS Med 17(5):e1003094. https://doi.org/10.1371/journal.pmed.1003094

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  16. Chiang JI, Furler J, Mair F et al (2020) Associations between multimorbidity and glycaemia (HbA1c) in people with type 2 diabetes: cross-sectional study in Australian general practice. BMJ Open 10(11):e039625. https://doi.org/10.1136/bmjopen-2020-039625

    Article  PubMed  PubMed Central  Google Scholar 

  17. Heikkala E, Mikkola I, Jokelainen J, Timonen M, Hagnäs M (2021) Multimorbidity and achievement of treatment goals among patients with type 2 diabetes: a primary care, real-world study. BMC Health Serv Res 21(1):964. https://doi.org/10.1186/s12913-021-06989-x

    Article  PubMed  PubMed Central  Google Scholar 

  18. McCoy RG, Lipska KJ, Van Houten HK, Shah ND (2020) Paradox of glycemic management: multimorbidity, glycemic control, and high-risk medication use among adults with diabetes. BMJ Open Diabetes Res Care 8(1):e001007. https://doi.org/10.1136/bmjdrc-2019-001007

    Article  PubMed  PubMed Central  Google Scholar 

  19. McCoy RG, Van Houten HK, Ziegenfuss JY, Shah ND, Wermers RA, Smith SA (2012) Increased mortality of patients with diabetes reporting severe hypoglycemia. Diabetes Care 35(9):1897–1901. https://doi.org/10.2337/dc11-2054

    Article  PubMed  PubMed Central  Google Scholar 

  20. Piette JD, Kerr EA (2006) The impact of comorbid chronic conditions on diabetes care. Diabetes Care 29(3):725–731. https://doi.org/10.2337/diacare.29.03.06.dc05-2078

    Article  PubMed  Google Scholar 

  21. Luijks HD, Lagro-Janssen ALM, van Weel C (2016) Multimorbidity and the primary healthcare perspective. J Comorb 6(2):46–49. https://doi.org/10.15256/joc.2016.6.84

    Article  PubMed  PubMed Central  Google Scholar 

  22. Papadopoulos AA, Kontodimopoulos N, Frydas A, Ikonomakis E, Niakas D (2007) Predictors of health-related quality of life in type II diabetic patients in Greece. BMC Public Health 7:186. https://doi.org/10.1186/1471-2458-7-186

    Article  PubMed  PubMed Central  Google Scholar 

  23. Papathanasiou A, Shea S, Koutsovasilis A, Melidonis A, Papavasiliou E, Lionis C (2008) Reporting distress and quality of life of patients with diabetes mellitus in primary and secondary care in Greece. Ment Health Fam Med 5(2):85–93

    PubMed  PubMed Central  Google Scholar 

  24. Aletras VH, Kontodimopoulos N, Niakas DA et al (2009) Valuation and preliminary validation of the Greek 15D in a sample of patients with coronary artery disease. Value Health 12(4):574–579. https://doi.org/10.1111/j.1524-4733.2008.00462.x

    Article  PubMed  Google Scholar 

  25. Cosentino F, Grant PJ, Aboyans V et al (2020) 2019 ESC guidelines on diabetes, pre-diabetes, and cardiovascular diseases developed in collaboration with the EASD. Eur Heart J 41(2):255–323. https://doi.org/10.1093/eurheartj/ehz486

    Article  PubMed  Google Scholar 

  26. World Medical Association (2018) Declaration of Helsinki-Ethical principles for medical research involving human subjects, http://wma.net/policies-post/wma-declaration-of-helsinki-ethical-principles-for-medical-research-involving-human-subjects/. Accessed 1 August 2023

  27. Kontodimopoulos N, Pappa E, Chadjiapostolou Z, Arvanitaki E, Papadopoulos AA, Niakas D (2012) Comparing the sensitivity of EQ-5D, SF-6D and 15D utilities to the specific effect of diabetic complications. Eur J Health Econ 13(1):111–120. https://doi.org/10.1007/s10198-010-0290-y

    Article  PubMed  Google Scholar 

  28. Carmel S (2019) Health and Well-being in late life: gender differences Worldwide. Front Med (Lausanne) 6:218. https://doi.org/10.3389/fmed.2019.00218

    Article  ADS  PubMed  Google Scholar 

  29. Papazafiropoulou AK, Bakomitrou F, Trikallinou A et al (2015) Diabetes-dependent quality of life (ADDQOL) and affecting factors in patients with diabetes mellitus type 2 in Greece. BMC Res Notes 8:786. https://doi.org/10.1186/s13104-015-1782-8

    Article  PubMed  PubMed Central  Google Scholar 

  30. Wanberg CR (2012) The individual experience of unemployment. Annu Rev Psychol 63:369–396. https://doi.org/10.1146/annurev-psych-120710-100500

    Article  PubMed  Google Scholar 

  31. Su Y, Liu MS, De Silva PV, Østbye T, Jin KZ (2021) Health-related quality of life in Chinese workers: a systematic review and meta-analysis. Glob Health Res Policy 6(1):29. https://doi.org/10.1186/s41256-021-00209-z

    Article  PubMed  PubMed Central  Google Scholar 

  32. Wallace E, Salisbury C, Guthrie B, Lewis C, Fahey T, Smith SM (2015) Managing patients with multimorbidity in primary care. BMJ 350:h176. https://doi.org/10.1136/bmj.h176

    Article  PubMed  Google Scholar 

  33. Eilat-Tsanani S, Margalit A, Golan LN (2021) Occurrence of comorbidities in newly diagnosed type 2 diabetes patients and their impact after 11 years’ follow-up. Sci Rep 11(1):11071. https://doi.org/10.1038/s41598-021-90379-0

    Article  ADS  CAS  PubMed  PubMed Central  Google Scholar 

  34. Higashi T, Wenger NS, Adams JL et al (2007) Relationship between number of medical conditions and quality of care. N Engl J Med 356(24):2496–2504. https://doi.org/10.1056/NEJMsa066253

    Article  CAS  PubMed  Google Scholar 

  35. Corporate Relocations Greece (2022) Greece: New Legislation regarding the registration at the Personal Doctor, https://corporaterelocations.gr/personal-doctor/. Accessed 1 August 2023

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Acknowledgments

The authors wish to thank Professor Mr. Harri Sintonen, University of Helsinki, Finland, for the permission to use the 15D instrument, provision of the Greek translation and processing of data, Mrs. Paraskevi Vonta for her assistance in collecting the data and the participants of this study.

Funding

No funding was received for the conduct of this study.

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Correspondence to Kyriakos Kintzoglanakis.

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Ethics approval

Approval was obtained from the Ethics Committee of the 5th Regional Health Authority of Thessaly and Sterea, Central Greece. The procedures used in this study adhere to the tenets of the Declaration of Helsinki.

Consent to participate

Informed consent was obtained from all individual participants included in the study.

Competing interests

The authors have no relevant financial or non-financial interests to disclose, except that Dr. Stavroula A. Paschou is an Associate Editor of Hormones journal.

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Kintzoglanakis, K., Pavlou-Skantzis, L., Themeli, T. et al. Determinants of health-related quality of life of patients with type 2 diabetes and multimorbidity: a cross-sectional study. Hormones (2024). https://doi.org/10.1007/s42000-024-00545-y

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