A Systematic Review of Cost-of-Illness Studies of Multimorbidity
Open accessAbstract
Objectives The economic burden of multimorbidity is considerable. This review analyzed the methods of cost-of-illness (COI) studies and summarized the economic outcomes of multimorbidity.Methods A systematic review (2000-2016) was performed, which was registered with Prospero, reported according to PRISMA, and used a quality checklist adapted for COI studies. The inclusion criteria were peer-reviewed COI studies on multimorbidity, whereas the exclusion criterion was studies focusing on an index disease. Extracted data included the definition, measure, and prevalence of multimorbidity; the number of included health conditions; the age of study population; the variables used in the COI methodology; the percentage of multimorbidity vs. total costs; and the average costs per capita.Results Among the 26 included articles, 14 defined multimorbidity as a simple count of 2 or more conditions. Methodologies used to derive the costs were markedly different. Given different healthcare systems, OOP payments of multimorbidity varied across countries. In the 17 and 12 studies with cut-offs of ≥2 and ≥3 conditions, respectively, the ratios of multimorbidity to non-multimorbidity costs ranged from 2-16 to 2-10. Among the ten studies that provided cost breakdowns, studies with and without a societal perspective attributed the largest percentage of multimorbidity costs to social care and inpatient care/medicine, respectively.Conclusion Multimorbidity was associated with considerable economic burden. Synthesising the cost of multimorbidity was challenging due to multiple definitions of multimorbidity and heterogeneity in COI methods. Count method was most popular to define multimorbidity. There is consistent evidence that multimorbidity was associated with higher costs.
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Complex difficulties are often time-consuming and costly to deal with.
“Complex difficulties are often time-consuming and costly to deal with [12]”
From Measuring the Effect of the Early assessment Team (MEET) for patients referred to outpatient mental health care: a study protocol for a randomised controlled trial (2024) · cites this paper as [12]
The Costly multimorbidity section (page unavailable) reports substantial costs and says chronic conditions require ongoing treatment. The Background section (page unavailable) also links multimorbidity to higher health-service use. The paper does not establish that complex difficulties generally are time-consuming to deal with; its findings concern multiple chronic health conditions. (LLM, conf=0.85)
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Cites
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: the PRISMA statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & for the PRISMA Group (2009) · BMJ · doi:10.1136/bmj.b2535 · Cited by 83,823 · see citing works
Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & The PRISMA Group (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000097 · Cited by 64,042 · see citing works
Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & the PRISMA Group* (2009) · Annals of Internal Medicine · doi:10.7326/0003-4819-151-4-200908180-00135 · Cited by 37,554 · see citing works
Methods for the Economic Evaluation of Health Care Programmes
Drummond, M. E., Sculpher, M. J., Torrance, G. W., O’Brien, B. J., & Stoddart, G. L. (2005) · doi:10.1093/oso/9780198529446.001.0001 · Cited by 13,648 · see citing works
Methods for the economic evaluation of health care programmes
Wilson, S. (1987) · Journal of Epidemiology & Community Health · doi:10.1136/jech.41.4.355-a · Cited by 4,312 · see citing works
Recommendations of the Panel on Cost-Effectiveness in Health and Medicine
Weinstein, M. C. (1996) · JAMA: The Journal of the American Medical Association · doi:10.1001/jama.1996.03540150055031 · Cited by 2,455 · see citing works
Prevalence, Expenditures, and Complications of Multiple Chronic Conditions in the Elderly
Wolff, J. L., Starfield, B. H., & Anderson, G. F. (2002) · Archives of Internal Medicine · doi:10.1001/archinte.162.20.2269 · Cited by 2,237 · see citing works
A Systematic Review of Prevalence Studies on Multimorbidity: Toward a More Uniform Methodology
Fortin, M., Stewart, M., Poitras, M.-È., Almirall, J., & Maddocks, H. L. (2012) · The Annals of Family Medicine · doi:10.1370/afm.1337 · Cited by 1,131 · see citing works
Violan, C., Foguet-Boreu, Q., Flores-Mateo, G., Salisbury, C., Blom, J., Freitag, M., Glynn, L., Muth, C., & Valderas, J. M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0102149 · Cited by 1,125 · see citing works
Prevalence of multimorbidity among adults seen in family practice
Fortin, M. (2005) · The Annals of Family Medicine · doi:10.1370/afm.272 · Cited by 987 · see citing works
Persons With Chronic Conditions
Hoffman, C. (1996) · JAMA · doi:10.1001/jama.1996.03540180029029 · Cited by 973 · see citing works
Comorbidity or multimorbidity: what's in a name? A review of literature
van den Akker, M., Buntinx, F., & Knottnerus, J. A. (1996) · European Journal of General Practice · doi:10.3109/13814789609162146 · Cited by 857 · see citing works
Cost-of-illness studies: concepts, scopes, and methods
Jo, C. (2014) · Clinical and Molecular Hepatology · doi:10.3350/cmh.2014.20.4.327 · Cited by 800 · see citing works
Review: Health Care Utilization and Costs of Elderly Persons With Multiple Chronic Conditions
Lehnert, T., Heider, D., Leicht, H., Heinrich, S., Corrieri, S., Luppa, M., Riedel-Heller, S. G., & König, H. (2011) · Medical Care Research and Review · doi:10.1177/1077558711399580 · Cited by 753 · see citing works
The prevalence of multimorbidity in primary care and its effect on health care utilization and cost
Glynn, L. G., Valderas, J. M., Healy, P., Burke, E., Newell, J., Gillespie, P., & Murphy, A. W. (2011) · Family Practice · doi:10.1093/fampra/cmr013 · Cited by 669 · see citing works
Patterns and Costs of Health Care Use of Children With Medical Complexity
Cohen, E., Berry, J. G., Camacho, X., Anderson, G., Wodchis, W., & Guttmann, A. (2012) · Pediatrics · doi:10.1542/peds.2012-0175 · Cited by 659 · see citing works
Relationship Between Multimorbidity and Health-Related Quality of Life of Patients in Primary Care
Fortin, M., Bravo, G., Hudon, C., Lapointe, L., Almirall, J., Dubois, M., & Vanasse, A. (2006) · Quality of Life Research · doi:10.1007/s11136-005-8661-z · Cited by 595 · see citing works
Personalised care planning for adults with chronic or long-term health conditions
Coulter, A., Entwistle, V. A., Eccles, A., Ryan, S., Shepperd, S., & Perera, R. (2015) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd010523.pub2 · Cited by 592 · see citing works
Ward, B. W., & Schiller, J. S. (2013) · Preventing Chronic Disease · doi:10.5888/pcd10.120203 · Cited by 578 · see citing works
Multimorbidity in primary care: prevalence and trend over the last 20 years
Uijen, A. A., & van de Lisdonk, E. H. (2008) · European Journal of General Practice · doi:10.1080/13814780802436093 · Cited by 505 · see citing works
The Growing Burden of Chronic Disease in America
Anderson, G. F., & Horvath, J. (2004) · Public Health Reports · doi:10.1016/j.phr.2004.04.005 · Cited by 494 · see citing works
Drummond, M. (1992) · PharmacoEconomics · doi:10.2165/00019053-199202010-00001 · Cited by 489 · see citing works
Definitions and Measurement of Chronic Health Conditions in Childhood
van der Lee, J. H., Mokkink, L. B., Grootenhuis, M. A., Heymans, H. S. A., & Offringa, M. (2007) · JAMA · doi:10.1001/jama.297.24.2741 · Cited by 482 · see citing works
Bähler, C., Huber, C. A., Brüngger, B., & Reich, O. (2015) · BMC Health Services Research · doi:10.1186/s12913-015-0698-2 · Cited by 482 · see citing works
Out-Of-Pocket Medical Spending For Care Of Chronic Conditions
Hwang, W., Weller, W., Ireys, H., & Anderson, G. (2001) · Health Affairs · doi:10.1377/hlthaff.20.6.267 · Cited by 440 · see citing works
A Review of Data Quality Assessment Methods for Public Health Information Systems
Chen, H., Hailey, D., Wang, N., & Yu, P. (2014) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph110505170 · Cited by 354 · see citing works
Health and Productivity as a Business Strategy: A Multiemployer Study
Loeppke, R., Taitel, M. S., Haufle, V., Parry, T., Kessler, R. C., & Jinnett, K. (2009) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0b013e3181a39180 · Cited by 352 · see citing works
Cost of illness studies: What is good about them?
Rice, D. P. (2000) · Injury Prevention · doi:10.1136/ip.6.3.177 · Cited by 349 · see citing works
Agyeman-Duah, J. N. A., Theurer, A., Munthali, C., Alide, N., & Neuhann, F. (2014) · BMC Health Services Research · doi:10.1186/1472-6963-14-1 · Cited by 345 · see citing works
Multimorbidity: redesigning health care for people who use it
Salisbury, C. (2012) · The Lancet · doi:10.1016/s0140-6736(12)60482-6 · Cited by 326 · see citing works
Economic Note: Cost of illness studies
Byford, S. (2000) · BMJ · doi:10.1136/bmj.320.7245.1335 · Cited by 319 · see citing works
Socio-economic burden of rare diseases: A systematic review of cost of illness evidence
Angelis, A., Tordrup, D., & Kanavos, P. G. (2014) · Health Policy · doi:10.1016/j.healthpol.2014.12.016 · Cited by 317 · see citing works
Rising Out-Of-Pocket Spending For Chronic Conditions: A Ten-Year Trend
Paez, K., Zhao, L., & Hwang, W. (2009) · Health Affairs · doi:10.1377/hlthaff.28.1.15 · Cited by 297 · see citing works
Lee, J. T., Hamid, F., Pati, S., Atun, R. A., & Millett, C. J. (2015) · PLoS ONE · doi:10.1371/journal.pone.0127199 · Cited by 274 · see citing works
Economic burden of multimorbidity among older adults: impact on healthcare and societal costs
Picco, L., Achilla, E., Abdin, E., Chong, S. A., Vaingankar, J. A., McCrone, P., Chua, H. C., Heng, D., Magadi, H., Ng, L. L., et al. (2016) · BMC Health Services Research · doi:10.1186/s12913-016-1421-7 · Cited by 266 · see citing works
Thorpe, K. E., & Howard, D. H. (2006) · Health Affairs · doi:10.1377/hlthaff.25.w378 · Cited by 260 · see citing works
Economic evaluation and health care. What does it mean?
Robinson, R. (1993) · BMJ · doi:10.1136/bmj.307.6905.670 · Cited by 250 · see citing works
The Most Expensive Medical Conditions In America
Druss, B. G., Marcus, S. C., Olfson, M., & Pincus, H. A. (2002) · Health Affairs · doi:10.1377/hlthaff.21.4.105 · Cited by 236 · see citing works
Cost-of-illness studies: fact or fiction?
Rice, D. P. (1994) · The Lancet · doi:10.1016/s0140-6736(94)90342-5 · Cited by 220 · see citing works
Health and Productivity as a Business Strategy
Loeppke, R., Taitel, M. S., Richling, D. E., Parry, T., Kessler, R. C., Hymel, P. A., & Konicki, D. L. (2007) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0b013e318133a4be · Cited by 216 · see citing works
Pati, S., Agrawal, S., Swain, S., Lee, J. T., Vellakkal, S., Hussain, M. A., & Millett, C. J. (2014) · BMC Health Services Research · doi:10.1186/1472-6963-14-451 · Cited by 197 · see citing works
Cost of illness studies: An aid to decision-making?
Shiell, A., Gerard, K., & Donaldson, C. (1987) · Health Policy · doi:10.1016/0168-8510(87)90007-8 · Cited by 178 · see citing works
Multiple chronic conditions and healthcare costs among adults
Sambamoorthi, U., Tan, X., & Deb, A. (2015) · Expert Review of Pharmacoeconomics & Outcomes Research · doi:10.1586/14737167.2015.1091730 · Cited by 136 · see citing works
Cost-of-illness studies of diabetes mellitus: A systematic review
Ng, C. S., Lee, J. Y. C., Toh, M. P. H., & Ko, Y. (2014) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2014.03.020 · Cited by 128 · see citing works
Schoenberg, N. E., Kim, H., Edwards, W., & Fleming, S. T. (2007) · The Gerontologist · doi:10.1093/geront/47.4.423 · Cited by 126 · see citing works
Lochner, K. A., Goodman, R. A., Posner, S., & Parekh, A. K. (2013) · Medicare & Medicaid Research Review · doi:10.5600/mmrr.003.03.b02 · Cited by 122 · see citing works
Cost-of-Illness Studies: An Updated Review of Current Methods
Onukwugha, E., McRae, J., Kravetz, A., Varga, Š., Khairnar, R. R., & Mullins, C. D. (2015) · PharmacoEconomics · doi:10.1007/s40273-015-0325-4 · Cited by 112 · see citing works
Heider, D., Matschinger, H., Müller, H., Saum, K., Quinzler, R., Haefeli, W., Wild, B., Lehnert, T., Brenner, H., & König, H. (2014) · BMC Health Services Research · doi:10.1186/1472-6963-14-71 · Cited by 97 · see citing works
Hospital Use in the Last Year of Life for Children With Life-Threatening Complex Chronic Conditions
Ananth, P. J., Melvin, P. R., Feudtner, C., Wolfe, J., & Berry, J. G. (2015) · PEDIATRICS · doi:10.1542/peds.2015-0260 · Cited by 97 · see citing works
McRae, I., Yen, L. E., Jeon, Y., Herath, P. M., & Essue, B. M. (2012) · Australian Journal of Primary Health · doi:10.1071/py12035 · Cited by 92 · see citing works
Methodological considerations in cost of illness studies on Alzheimer disease
Costa, N., Derumeaux, H., Rapp, T., Garnault, V., Ferlicoq, L., Guyonnet, S., Andrieu, S., Vellas, B. J., Lamure, M. P., Grand, A., et al. (2012) · Health Economics Review · doi:10.1186/2191-1991-2-18 · Cited by 90 · see citing works
Orueta, J. F., García-Álvarez, A., García‐Goñi, M., Paolucci, F., & Nuño-Solínis, R. (2014) · PLoS ONE · doi:10.1371/journal.pone.0089787 · Cited by 85 · see citing works
Methodological Considerations in Cost of Prostate Cancer Studies: A Systematic Review
Molinier, L., Bauvin, E., Combescure, C., Castelli, C., Rebillard, X., Soulié, M., Daurès, J.-P., & Grosclaude, P. (2008) · Value in Health · doi:10.1111/j.1524-4733.2008.00327.x · Cited by 85 · see citing works
Effect of multiple chronic conditions among working-age adults.
Naessens, J. M., Stroebel, R. J., Finnie, D. M., Shah, N. D., Wagie, A. E., Litchy, W. J., Killinger, P. J. F., O'Byrne, T. J., Wood, D. L., & Nesse, R. E. (2011) · PubMed · Cited by 77 · see citing works
Markov Decision Processes for Screening and Treatment of Chronic Diseases
Steimle, L. N., & Denton, B. T. (2017) · International series in management science/operations research/International series in operations research & management science · doi:10.1007/978-3-319-47766-4_6 · Cited by 74 · see citing works
Kuo, R. N.-C., & Lai, M. (2013) · International Journal for Equity in Health · doi:10.1186/1475-9276-12-69 · Cited by 69 · see citing works
Cost of illness studies in health care: a comparison of two cases
Ament, A. J. H. A., & Evers, S. (1993) · Health Policy · doi:10.1016/0168-8510(93)90076-2 · Cited by 68 · see citing works
Wang, L.-L., Palmer, A. J., Cocker, F., & Sanderson, K. A. (2017) · Health and Quality of Life Outcomes · doi:10.1186/s12955-016-0580-x · Cited by 68 · see citing works
Self-citationMachlin, S. R., & Soni, A. (2013) · Preventing Chronic Disease · doi:10.5888/pcd10.120172 · Cited by 67 · see citing works
Meraya, A. M., Raval, A. D., & Sambamoorthi, U. (2015) · Preventing Chronic Disease · doi:10.5888/pcd12.140388 · Cited by 59 · see citing works
Examining costs of chronic conditions in a Medicaid population.
Garis, R. I., & Farmer, K. C. (2002) · PubMed · Cited by 52 · see citing works
Affordability of out-of-pocket health care expenses among older Australians
Carpenter, A., Islam, M. M., Yen, L. E., & McRae, I. (2015) · Health Policy · doi:10.1016/j.healthpol.2015.03.010 · Cited by 51 · see citing works
Wiseman, V. L., & Mooney, G. (1998) · Health Policy · doi:10.1016/s0168-8510(98)00003-7 · Cited by 49 · see citing works
Relationship between multimorbidity and direct healthcare costs in an advanced elderly population
Nagl, A., Witte, J., Hodek, J.-M., & Greiner, W. (2012) · Zeitschrift für Gerontologie und Geriatrie · doi:10.1007/s00391-011-0266-2 · Cited by 44 · see citing works
Effect of Multiple Chronic Diseases on Health Care Expenditures in Childhood
Zhong, W., Finnie, D. M., Shah, N. D., Wagie, A. E., Sauver, J. L. S., Jacobson, D. J., & Naessens, J. M. (2014) · Journal of Primary Care & Community Health · doi:10.1177/2150131914540916 · Cited by 41 · see citing works
Estimating lifetime healthcare costs with morbidity data
Carreras, M., Ibern, P., Coderch, J., Sánchez‐Pérez, I., & Inoriza, J. M. (2013) · BMC Health Services Research · doi:10.1186/1472-6963-13-440 · Cited by 35 · see citing works
Mercer, S. W., Salisbury, C., & Fortin, M. (2014) · Cited by 32 · see citing works
The challenge of measuring multi-morbidity and its costs
Wittenberg, R. (2015) · Israel Journal of Health Policy Research · doi:10.1186/2045-4015-4-1 · Cited by 30 · see citing works
MURRAY, C. J. L., & LOPEZ, A. D. (1994) · Biblioteca Digital (Real Academia Nacional de Medicina) · Cited by 15 · see citing works
Flagged first, then by citations
1 of the 70 references couldn’t be matched to a known paper.
Research works printed but not linked: 6
- van den Akker M, Buntin x F, Knottnerus JA. Co morb idity or mu ltimo rbid ity: what's in a name? A rev iew of literature. The European journal o f general p ractice. 1996;2(2):65-70.
- Mercer S, Salisbury C, Fortin M. ABC o f Mult imorbid ity. John Wiley & Sons; 2014.
- Schoenberg NE, Kim H, Ed wards W, Fleming ST. Burden of co mmon mult iple -mo rbid ity constellations on out- of-pocket medical expenditures among older adults. The Gerontologist. 2007; 47(4):423-37.
- Jo C. Cost-of-illness studies: concepts, scopes, and methods. Clin Mol Hepatol. 2014; 20(4):327-37.
- Byford S, Torgerson DJ, Raftery J. Cost of illness studies. British Medical Journal. 2000;320:1335-.
- Weinstein M, Siegel J, Go ld M, Kamlet M, Russell L. Cost-effectiveness in health and medicine. New Yo rk: Oxford Un iversity. 1996;55.
Cited by
Sorted by citations
Bori, M. S., Ashworth, M. J., Bisquera, A., Dodhia, H., Lynch, R., Wang, Y., & Fox-Rushby, J. A. (2020) · British Journal of General Practice · doi:10.3399/bjgp20x713897 · Cited by 333 · see citing works
Costs of multimorbidity: a systematic review and meta-analyses
Tran, P. B., Kazibwe, J., Nikolaidis, G. F., Linnosmaa, I., Rijken, M., & van Olmen, J. (2022) · BMC Medicine · doi:10.1186/s12916-022-02427-9 · Cited by 208 · see citing works
The economic burden of dementia in low- and middle-income countries (LMICs): a systematic review
Mattap, S. M., Mohan, D., McGrattan, A. M., Allotey, P., Stephan, B. C., Reidpath, D. D., Siervo, M., Robinson, L., & Chaiyakunapruk, N. (2022) · BMJ Global Health · doi:10.1136/bmjgh-2021-007409 · Cited by 182 · see citing works
Cezard, G. I., McHale, C., Sullivan, F., Bowles, J., & Keenan, K. L. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-048485 · Cited by 141 · see citing works
The economic burden of fibromyalgia: A systematic literature review
D’Onghia, M., Ciaffi, J., Ruscitti, P., Cipriani, P., Giacomelli, R., Ablin, J. N., & Ursini, F. (2022) · Seminars in Arthritis and Rheumatism · doi:10.1016/j.semarthrit.2022.152060 · Cited by 121 · see citing works
Economic evaluations and cost analyses in posttraumatic stress disorder: a systematic review
von der Warth, R., Dams, J., Grochtdreis, T., & König, H. (2020) · European Journal of Psychotraumatology · doi:10.1080/20008198.2020.1753940 · Cited by 106 · see citing works
Briggs, A. M., Shiffman, J., Shawar, Y. R., Åkesson, K., Ali, N., & Woolf, A. D. (2020) · Best Practice & Research Clinical Rheumatology · doi:10.1016/j.berh.2020.101549 · Cited by 104 · see citing works
Caraballo, C., Herrin, J. S., Mahajan, S., Massey, D. S., Lu, Y., Ndumele, C. D., Drye, E. E., & Krumholz, H. M. (2022) · The American Journal of Medicine · doi:10.1016/j.amjmed.2022.04.010 · Cited by 101 · see citing works
Berntsen, G., Dalbakk, M., Hurley, J. S., Bergmo, T. S., Solbakken, B., Spansvoll, L., Bellika, J. G., Skrøvseth, S. O., Brattland, T., & Rumpsfeld, M. (2019) · BMC Health Services Research · doi:10.1186/s12913-019-4397-2 · Cited by 102 · see citing works
Kalseth, J., & Halvorsen, T. (2020) · BMC Health Services Research · doi:10.1186/s12913-020-05295-2 · Cited by 97 · see citing works
Characterizing Multimorbidity from Type 2 Diabetes
Cicek, M., Buckley, J., Pearson-Stuttard, J., & Gregg, E. W. (2021) · Endocrinology and Metabolism Clinics of North America · doi:10.1016/j.ecl.2021.05.012 · Cited by 91 · see citing works
A Systematic Review of the Economic Burden of Type 2 Diabetes in Malaysia
Ganasegeran, K., Hor, C. P., Jamil, M. F. A., Loh, H. C., Noor, J. M., Hamid, N. A., Suppiah, P. D., Manaf, M. R. A., Ch’ng, A. S. H., & Looi, I. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17165723 · Cited by 85 · see citing works
Multimorbidity, Function, and Cognition in Aging
Kadambi, S. G., Abdallah, M. M., & Loh, K. P. (2020) · Clinics in Geriatric Medicine · doi:10.1016/j.cger.2020.06.002 · Cited by 76 · see citing works
Marthias, T., Anindya, K., Ng, N., McPake, B., Atun, R. A., Arfyanto, H., Hulse, E. S. G., Zhao, Y. W., Jusril, H., Pan, T., et al. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-041870 · Cited by 90 · see citing works
Era of geriatric medical challenges: Multimorbidity among older patients
Kuzuya, M. (2019) · Geriatrics and gerontology international/Geriatrics & gerontology international · doi:10.1111/ggi.13742 · Cited by 66 · see citing works
Larkin, J., Foley, L., Smith, S. M., Harrington, P., & Clyne, B. (2020) · Health Expectations · doi:10.1111/hex.13166 · Cited by 59 · see citing works
Berntsen, G., Strisland, F., Malm-Nicolaisen, K., Smaradottir, B. F., Fensli, R. W., & Røhne, M. (2019) · Journal of Medical Internet Research · doi:10.2196/12517 · Cited by 61 · see citing works
Kristensen, K., König, H., & Hajek, A. (2019) · BMC Public Health · doi:10.1186/s12889-019-7741-x · Cited by 59 · see citing works
Hohls, J. K., König, H.-H., Raynik, Y. I., & Hajek, A. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.02.011 · Cited by 60 · see citing works
Geriatric management of older patients with multimorbidity
Kojima, T., Mizokami, F., & Akishita, M. (2020) · Geriatrics and gerontology international/Geriatrics & gerontology international · doi:10.1111/ggi.14065 · Cited by 59 · see citing works
The cost of oral cancer: A systematic review
Ribeiro‐Rotta, R. F., Rosa, E. A., Milani, V., Dias, N. R., Masterson, D., da Silva, E. N., & Zara, A. L. D. S. A. (2022) · PLoS ONE · doi:10.1371/journal.pone.0266346 · Cited by 59 · see citing works
Multimorbidity among Two Million Adults in China
Wang, X., Yao, S., Wang, M., Cao, G., Chen, Z., Huang, Z.-T., Wu, Y. Y., Han, L., Xu, B., & Hu, Y. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17103395 · Cited by 57 · see citing works
Zhao, Y. W., Atun, R. A., Anindya, K., McPake, B., Marthias, T., Pan, T., van Heusden, A., Zhang, P., Duolikun, N., & Lee, J. T. (2021) · BMJ Global Health · doi:10.1136/bmjgh-2020-004042 · Cited by 54 · see citing works
Lear, S. A., Norena, M., Banner, D., Whitehurst, D. G. T., Gill, S., Burns, J., Kandola, D. K., Johnston, S., Horvat, D., Vincent, K., et al. (2021) · JAMA Network Open · doi:10.1001/jamanetworkopen.2021.40591 · Cited by 53 · see citing works
Troelstra, S. A., Straker, L. M., Harris, M. N., Brown, S., van der Beek, A. J., & Coenen, P. (2019) · Scandinavian Journal of Work Environment & Health · doi:10.5271/sjweh.3858 · Cited by 49 · see citing works
Anindya, K., Ng, N., Atun, R. A., Marthias, T., Zhao, Y. W., McPake, B., van Heusden, A., Pan, T., & Lee, J. T. (2021) · BMC Health Services Research · doi:10.1186/s12913-021-06446-9 · Cited by 48 · see citing works
Atkinson, L. R., Joshi, D., Raina, P. S., Griffith, L. E., MacMillan, H. L., & González, A. (2021) · Psychological Medicine · doi:10.1017/s0033291721003019 · Cited by 46 · see citing works
Pati, S., Mahapatra, P., Dwivedi, R., Athe, R., Sahoo, K. C., Samal, M., Das, R. C., & Hussain, M. A. (2021) · Frontiers in Public Health · doi:10.3389/fpubh.2020.616480 · Cited by 45 · see citing works
The disease burden of multimorbidity and its interaction with educational level
Chen, Y. H., Karimi, M., & Mölken, M. R. (2020) · PLoS ONE · doi:10.1371/journal.pone.0243275 · Cited by 43 · see citing works
Overweight: A Protective Factor against Comorbidity in the Elderly
Pes, G. M., Licheri, G., Soro, S., Longo, N. P., Salis, R., Tomassini, G., Niolu, C., Errigo, A., & Dore, M. P. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16193656 · Cited by 40 · see citing works
Stegbauer, C., Falivena, C., Moreno, A., Hentschel, A., Rosenmöller, M., Heise, T., Szécsényi, J., & Schliess, F. (2020) · BMC Health Services Research · doi:10.1186/s12913-020-05897-w · Cited by 38 · see citing works
Childhood adversity: A gateway to multimorbidity in older age?
Henchoz, Y., Seematter‐Bagnoud, L., Nanchen, D., Büla, C., von Gunten, A., Démonet, J., & Santos‐Eggimann, B. (2018) · Archives of Gerontology and Geriatrics · doi:10.1016/j.archger.2018.10.003 · Cited by 33 · see citing works
Sum, G., Ishida, M., Koh, G. C., Singh, A., Oldenburg, B. F., & Lee, J. T. (2020) · PLoS ONE · doi:10.1371/journal.pone.0232281 · Cited by 32 · see citing works
Karan, A., Farooqui, H. H., Hussain, S., Hussain, M. A., Selvaraj, S., & Mathur, M. R. (2022) · BMC Health Services Research · doi:10.1186/s12913-022-08509-x · Cited by 31 · see citing works
Zhang, Y., Misra, R., & Sambamoorthi, U. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17093336 · Cited by 30 · see citing works
Zhao, X., Zhang, Q., Ma, C., Liu, H., & Chen, Y. (2023) · Archives of Gerontology and Geriatrics · doi:10.1016/j.archger.2023.104959 · Cited by 28 · see citing works
The Joint Effect of Physical Multimorbidity and Mental Health Conditions Among Adults in Australia
Ishida, M., Hulse, E. S. G., Mahar, R. K., Gunn, J. M., Atun, R. A., McPake, B., Tenneti, N., Anindya, K., Armstrong, G. T., Mulcahy, P., et al. (2020) · Preventing Chronic Disease · doi:10.5888/pcd17.200155 · Cited by 28 · see citing works
Thorn, J. C., Man, M., Chaplin, K., Bower, P., Brookes, S. T., Gaunt, D., Fitzpatrick, B., Gardner, C., Guthrie, B., Hollinghurst, S. P., et al. (2020) · BMJ Open · doi:10.1136/bmjopen-2019-030110 · Cited by 27 · see citing works
Living with multimorbidity? The lived experience of multiple chronic conditions in later life
Porter, T., Ong, B. N., & Sanders, T. (2019) · Health An Interdisciplinary Journal for the Social Study of Health Illness and Medicine · doi:10.1177/1363459319834997 · Cited by 26 · see citing works
Clustering Diagnoses From 58 Million Patient Visits in Finland Between 2015 and 2018
Fränti, P., Sieranoja, S., Wikström, K., & Laatikainen, T. K. (2022) · JMIR Medical Informatics · doi:10.2196/35422 · Cited by 26 · see citing works
Understanding multimorbidity trajectories in Scotland using sequence analysis
Cezard, G. I., Sullivan, F., & Keenan, K. L. (2022) · Scientific Reports · doi:10.1038/s41598-022-20546-4 · Cited by 26 · see citing works
Chang, A. Y., Bryazka, D., & Dieleman, J. L. (2023) · PLoS Medicine · doi:10.1371/journal.pmed.1004205 · Cited by 26 · see citing works
Disease Trajectories from Healthcare Data: Methodologies, Key Results, and Future Perspectives
Jørgensen, I. F., Haue, A. D., Placido, D., Hjaltelin, J. X., & Brunak, S. (2024) · Annual Review of Biomedical Data Science · doi:10.1146/annurev-biodatasci-110123-041001 · Cited by 25 · see citing works
Rijken, M., Valderas, J. M., Heins, M. J., Schellevis, F., & Korevaar, J. C. (2020) · BMC Family Practice · doi:10.1186/s12875-020-01148-3 · Cited by 24 · see citing works
Pan, T., Mercer, S. W., Zhao, Y. W., McPake, B., Desloge, A., Atun, R. A., Hulse, E. S. G., & Lee, J. T. (2021) · BMC Public Health · doi:10.1186/s12889-021-10414-7 · Cited by 24 · see citing works
Whitehead, L., Palamara, P., Allen, J., Boak, J., Quinn, R., & George, C. (2021) · Journal of Clinical Nursing · doi:10.1111/jocn.16146 · Cited by 26 · see citing works
Silsand, L., Severinsen, G.-H., & Berntsen, G. (2021) · JMIR Formative Research · doi:10.2196/25220 · Cited by 21 · see citing works
Association of obesity measures and multimorbidity in Pakistan: findings from the IMPACT study
Jawed, M., Inam, S., Shah, N., & Shafique, K. (2019) · Public Health · doi:10.1016/j.puhe.2019.10.017 · Cited by 21 · see citing works
Lavado, À., Serra-Colomer, J., Serra‐Prat, M., Burdoy, E., & Cabré, M. (2023) · European Journal of Ageing · doi:10.1007/s10433-023-00769-8 · Cited by 20 · see citing works
Patients' experiences of coping with multiple chronic conditions: A qualitative descriptive study
Cheng, C., Bai, J., Yang, C., Li, M., Inder, K., & Chan, S. W. (2019) · Journal of Clinical Nursing · doi:10.1111/jocn.15022 · Cited by 19 · see citing works
Eriksen, C. U., Kamstrup–Larsen, N., Birke, H., Helding, S. A. L., Ghith, N. M. M., Andersen, J. S., & Frølich, A. (2022) · Journal of Multimorbidity and Comorbidity · doi:10.1177/26335565221134017 · Cited by 22 · see citing works
A rapid review of interventions to improve medicine self‐management for older people living at home
Previdoli, G., Cheong, V., Alldred, D. P., Tomlinson, J., Tyndale‐Biscoe, S., Silcock, J., Okeowo, D. A., & Fylan, B. (2023) · Health Expectations · doi:10.1111/hex.13729 · Cited by 18 · see citing works
Ho, H., Yeh, C., Wei, J. C., Chu, W., & Lee, M. (2023) · BMC Geriatrics · doi:10.1186/s12877-023-03868-4 · Cited by 18 · see citing works
Hayanga, B., Stafford, M., Saunders, C. L., & Bécares, L. (2023) · Sociology of Health & Illness · doi:10.1111/1467-9566.13724 · Cited by 18 · see citing works
Marques, A. P., Ramke, J., Cairns, J., Butt, T., Zhang, J. H., Faal, H. B., Taylor, H. R., Jones, I., Congdon, N. G., Bastawrous, A., et al. (2020) · BMJ Open · doi:10.1136/bmjopen-2019-036689 · Cited by 18 · see citing works
Larkin, J., Walsh, B., Moriarty, F., Clyne, B., Harrington, P., & Smith, S. M. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-060502 · Cited by 17 · see citing works
Huberty, S., Freystaetter, G., Wieczorek, M., Dawson‐Hughes, B., Kanis, J. А., Rizzoli, R., Kressig, R. W., Vellas, B. J., da Silva, J. A. P., Armbrecht, G., et al. (2023) · Journal of the American Medical Directors Association · doi:10.1016/j.jamda.2022.12.011 · Cited by 17 · see citing works
Larkin, J., Foley, L., Smith, S. M., Harrington, P., & Clyne, B. (2020) · HRB Open Research · doi:10.12688/hrbopenres.12915.2 · Cited by 17 · see citing works
Tonelli, M. A., Wiebe, N., Joanette, Y., Hemmelgarn, B. R., So, H., Straus, S. E., James, M. T., Manns, B., & Klarenbach, S. W. (2022) · CMAJ Open · doi:10.9778/cmajo.20210035 · Cited by 16 · see citing works
Stanhope, K. K., Worrell, N., Jamieson, D. J., Geary, F. H., & Boulet, S. L. (2022) · Women s Health Issues · doi:10.1016/j.whi.2022.06.005 · Cited by 16 · see citing works
Wikström, K., Linna, M., Reissell, E., & Laatikainen, T. K. (2023) · Journal of Multimorbidity and Comorbidity · doi:10.1177/26335565231202325 · Cited by 19 · see citing works
A cross-sectional study of financial distress in persons with multimorbidity
Coughlin, S. S., Datta, B. K., Berman, A. E., & Hatzigeorgiou, C. (2021) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2021.101464 · Cited by 15 · see citing works
Larkin, J., Foley, L., Smith, S. M., Harrington, P., & Clyne, B. (2019) · HRB Open Research · doi:10.12688/hrbopenres.12915.1 · Cited by 14 · see citing works
Hong, Y. D., Onukwugha, E., & Slejko, J. F. (2020) · Journal of Managed Care & Specialty Pharmacy · doi:10.18553/jmcp.2020.26.10.1353 · Cited by 14 · see citing works
Fungal-Derived Mycoprotein and Health across the Lifespan: A Narrative Review
Derbyshire, E. J. (2022) · Journal of Fungi · doi:10.3390/jof8070653 · Cited by 13 · see citing works
Martín-Oliveros, A., Zamora, J. P., Monaco, A., Iriarte, J. A., Schlageter, J., Ducinskiene, D., & Donde, S. (2024) · Inquiry : a journal of medical care organization, provision and financing · doi:10.1177/00469580241274268 · Cited by 11 · see citing works
Liu, Y., Dai, W., Yang, Y., Ning, X., Huang, Y., Luo, Y., & Yang, L. (2024) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2024.107100 · Cited by 12 · see citing works
Young, J. J., Hartvigsen, J., Jensen, R. K., Roos, E. M., Ammendolia, C., & Juhl, C. B. (2020) · Systematic Reviews · doi:10.1186/s13643-020-01478-4 · Cited by 12 · see citing works
Smaradottir, B. F., Berntsen, G., & Fensli, R. W. (2020) · Journal of Healthcare Engineering · doi:10.1155/2020/8824882 · Cited by 12 · see citing works
Zhao, Y. W., He, L., Han, C., Oldenburg, B. F., Sum, G., Haregu, T., & Liu, X. (2021) · Global Health Action · doi:10.1080/16549716.2021.1975921 · Cited by 12 · see citing works
Validity of chronic disease diagnoses in Icelandic healthcare registries
Rögnvaldsson, S., Long, T. E., Þorsteinsdóttir, S., Löve, Þ. J., & Kristinsson, S. Y. (2021) · Scandinavian Journal of Public Health · doi:10.1177/14034948211059974 · Cited by 12 · see citing works
Nishida, Y., Anzai, T., Takahashi, K., Kozuma, T., Kanda, E., Yamauchi, K., & Katsukawa, F. (2023) · PLoS ONE · doi:10.1371/journal.pone.0291554 · Cited by 12 · see citing works
Banstola, A., Pokhrel, S., Hayhoe, B. W. J., Nicholls, D., Harris, M. J., & Anokye, N. (2023) · BMJ Open · doi:10.1136/bmjopen-2022-069270 · Cited by 12 · see citing works
Marchegiani, F., Recchioni, R., Rosa, M. D., Piacenza, F., Marcheselli, F., Bonfigli, A. R., Galeazzi, R., Matacchione, G., Cardelli, M., Procopio, A. D., et al. (2023) · GeroScience · doi:10.1007/s11357-023-01010-1 · Cited by 11 · see citing works
Zhou, Z., Shi, M., Liu, M., Gu, J., Tarimo, C. S., Wu, J., & Miao, Y. (2021) · Frontiers in Public Health · doi:10.3389/fpubh.2021.760792 · Cited by 10 · see citing works
Pradipta, I. S., Aprilio, K., Ningsih, Y. F., Pratama, M. A. A., Alfian, S. D., & Abdulah, R. (2024) · Medicina · doi:10.3390/medicina60040634 · Cited by 10 · see citing works
Larkin, J., Foley, L., Timmons, S., Hickey, T., Clyne, B., Harrington, P., & Smith, S. M. (2025) · BMC Family Practice · doi:10.1186/s12875-025-02738-9 · Cited by 12 · see citing works
Stirland, L., Russ, T. C., Ritchie, C. W., & Terrera, G. M. (2019) · Journal of Alzheimer s Disease · doi:10.3233/jad-190222 · Cited by 10 · see citing works
Granata, N., Traversoni, S., Kardas, P., Kurczewska-Michalak, M., Costa, E. M., Midão, L., & Giardini, A. (2020) · Patient Education and Counseling · doi:10.1016/j.pec.2020.04.006 · Cited by 11 · see citing works
Berger, F., Anindya, K., Pati, S., Ghosal, S., Dreger, S., Lee, J. T., & Ng, N. (2024) · BMC Geriatrics · doi:10.1186/s12877-023-04531-8 · Cited by 9 · see citing works
Salari, P., Henrard, S., O’Mahony, C., Welsing, P. M. J., Bhadhuri, A., Jungo, K. T., Beck, T. N., O’Mahony, D., Byrne, S., Spinewine, A., et al. (2023) · Health Services Insights · doi:10.1177/11786329231153278 · Cited by 9 · see citing works
Do nurse navigators bring about fewer patient hospitalisations?
Gordon, L. G., Spooner, A. J., Booth, N., Downer, T.-R., Hudson, A., Yates, P. M., Geary, A., O’Donnell, C., & Chan, R. J. (2018) · Journal of Health Organization and Management · doi:10.1108/jhom-02-2018-0063 · Cited by 9 · see citing works
Kabashi, S., Gamboa, D., Vindenes, V., Berg, T., Hilberg, T., Jørgenrud, B., Lerdal, A., & Bogstrand, S. T. (2021) · BMJ Open · doi:10.1136/bmjopen-2021-052428 · Cited by 8 · see citing works
Morandini, P., Laino, M. E., Paoletti, G., Carlucci, A., Tommasini, T., Angelotti, G., Pepys, J., Canonica, G. W., Heffler, E. M., Savevski, V., et al. (2022) · Clinical and Translational Allergy · doi:10.1002/clt2.12144 · Cited by 8 · see citing works
Wang, Z., & Zeng, Z. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1188248 · Cited by 8 · see citing works
The economic burden of multimorbidity: Protocol for a systematic review
Banstola, A., Anokye, N., & Pokhrel, S. (2024) · PLoS ONE · doi:10.1371/journal.pone.0301485 · Cited by 8 · see citing works
Barboza, L. L. S., Werneck, A. O., Araújo, R. H. D. O., Porto, L. G. G., & da Silva, D. R. P. (2022) · BMC Public Health · doi:10.1186/s12889-022-14365-5 · Cited by 7 · see citing works
Kværner, K. J., Støme, L. N., Romm, J., Rygh, K., Almquist, F., Tornås, S., & Berg, M. S. (2020) · BMJ Innovations · doi:10.1136/bmjinnov-2020-000432 · Cited by 8 · see citing works
Mohamed, R., Patel, J., Shaikh, N., & Sambamoorthi, U. (2021) · Journal of Occupational and Environmental Medicine · doi:10.1097/jom.0000000000002180 · Cited by 4 · see citing works
Kvestad, C. A., Holte, I. R., Reitan, S. K., Chiappa, C. S., Helle, G. K., Skjervold, A. E., Rosenlund, A. M. A., Watne, Ø., Brattland, H., Helle, J., et al. (2024) · Trials · doi:10.1186/s13063-024-08028-6 · Cited by 5 · see citing works
“Complex difficulties are often time-consuming and costly to deal with [12] and today’s effort-driven funding and health service structure based on individual diagnoses seem ill-adapted to the requirements for dealing with these complex issues, which are the reality for most patients [13, 14].”
BackgroundChalitsios, C. V., Santoso, C. M. A., Nartey, Y., Khan, N., Simpson, G., Islam, N., Stuart, B. L., Farmer, A. A., & Dambha‐Miller, H. (2024) · BMJ Open · doi:10.1136/bmjopen-2023-074902 · Cited by 6 · see citing works
Toward Community-Engaged Health Care to Bridge Public Health With Clinical Care
Guilamo‐Ramos, V., Amankwah, F. K., Tucker‐Seeley, R. D., Jernigan, V. B. B., & Benjamin, G. C. (2024) · American Journal of Public Health · doi:10.2105/ajph.2024.307816 · Cited by 5 · see citing works
Rai, P., Shen, C., Kolodney, J. A., Kelly, K. M., Scott, V., & Sambamoorthi, U. (2020) · Immunotherapy · doi:10.2217/imt-2020-0152 · Cited by 5 · see citing works
Sasseville, M., Chouinard, M., & Fortin, M. (2021) · Quality of Life Research · doi:10.1007/s11136-021-02888-0 · Cited by 5 · see citing works
Spijker, J. (2022) · International Journal of Health Economics and Management · doi:10.1007/s10754-022-09328-7 · Cited by 5 · see citing works
Sugiyama, Y., Mutai, R., & Matsushima, M. (2023) · BMJ Open · doi:10.1136/bmjopen-2022-068497 · Cited by 5 · see citing works
Ting, F., Yang, Y., Tang, C.-H., He, P., & Lei, S. (2024) · PLoS ONE · doi:10.1371/journal.pone.0300740 · Cited by 5 · see citing works
Göhner, A., Dreher, E., Kentischer, F., Maurer, C., Farin‐Glattacker, E., von der Warth, R., Brühmann, B. A., Maun, A., Minin, V., Salm, C., et al. (2022) · BMC Geriatrics · doi:10.1186/s12877-022-03442-4 · Cited by 5 · see citing works
Kringle, E. A., Tucker, D., Wu, Y., Lv, N., Kannampallil, T., Barve, A., Dosala, S., Wittels, N. E., Dai, R., & Ma, J. (2023) · Mental health and physical activity · doi:10.1016/j.mhpa.2023.100512 · Cited by 4 · see citing works
Li, Y., Geng, S., Yuan, H., Ge, J., Li, Q., Chen, X., Zhu, Y., Liu, Y., Guo, X., Wang, X., et al. (2024) · Journal of Global Health · doi:10.7189/jogh.14.04263 · Cited by 5 · see citing works
- Authors
- Wang, L., Si, L., Cocker, F., Palmer, A. J., & Sanderson, K.
- Affiliations
- University of Tasmania (AU)
- University of East Anglia (GB)
- Corresponding author
- Sanderson, Kristy
- Venue
- Applied Health Economics and Health Policy
- Published
- 2017-08-30
- Volume
- 16
- Issue
- 1
- Pages
- 15-29
- ISSN
- 1175-5652 (ISSN-L)
- 1179-1896
- OpenAlex
- W2750674138
- Cited by
- 178
- References
- 70
- Citations by year
- 2026: 9 · 2025: 10 · 2024: 23 · 2023: 25 · 2022: 29 · 2021: 31 · 2020: 32 · 2019: 16 · 2018: 3
- FWCI
- 1.85
- Type
- journal article
- Language
- en
- Open access
- green
- ueaeprints.uea.ac.uk
- Locations
- Applied Health Economics and Health Policy (publishedVersion)
- PubMed (publishedVersion)
- UEA Digital Repository (University of East Anglia) (acceptedVersion)
- RePEc: Research Papers in Economics (acceptedVersion)
- eCite Digital Repository (University of Tasmania) (submittedVersion)
- UTAS Research Repository (submittedVersion)
- Figshare (submittedVersion, cc-by)
- Topics
- Health Sciences › Medicine › Epidemiology › Chronic Disease Management Strategies
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Health Systems, Economic Evaluations, Quality of Life
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Healthcare Policy and Management
- Keywords
- multimorbidity, economic burden, out-of-pocket costs, cost breakdown, social care costs, hospital costs, societal perspective, health care costs
- MeSH terms
- Multimorbidity, Health Services Research, Humans, Cost of Illness
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