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Linking Clinical Variables With Health-Related Quality of Life: A Conceptual Model of Patient Outcomes
Abstract
HEALTH-related quality of life (HRQL) is increasingly used as an outcome in clinical trials, effectiveness research, and research on quality of care. Factors that have facilitated this increased usage include the accumulating evidence that measures of HRQL are valid and "reliable,"1the publication of several large clinical trials showing that these outcome measures are responsive to important clinical changes,2-5and the successful development and testing of shorter instruments that are easier to understand and administer.6-13Because these measures describe or characterize what the patient has experienced as the result of medical care, they are useful and important supplements to traditional physiological or biological measures of health status. Given this improved ability to assess patients' health status, how can physicians and health care systems intervene to improve HRQL? Implicit in the use of measures of HRQL in clinical trials and in effectiveness research is the concept that clinical
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“Symptoms and side effects are the most proximally and least confounded clinical variables associated with disease and treatment; however, as one moves further away from the direct effects of disease and treatment, towards the broader construct of quality of life, many other confounding patient and environmental factors influence a quality of life score.”
In the citing paper
“The model suggests that to be very precise and valid, distinctly different PROs should be assessed separately to maximize information and decrease overlap between constructs.”
In the citing paper
“Per Wilson and Cleary, HRQOL is a broad, multi-faceted construct affected by many confounding variables [16].”
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Brown, M. A., Crail, S. M., Masterson, R., Foote, C., Robins, J., Katz, I. J., Josland, E. A., Brennan, F. P., Stallworthy, E. J., Siva, B., et al. (2013) · Nephrology · doi:10.1111/nep.12065 · Cited by 73
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Franic, D. M., & Bothe, A. K. (2008) · American Journal of Speech-Language Pathology · doi:10.1044/1058-0360(2008/006 · Cited by 69
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Racial/Ethnic Differences in the Health-Related Quality of Life of Cancer Patients
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Added value of co-morbidity in predicting health-related quality of life in COPD patients
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“These aspects include functional status and general health perceptions according to the model of HRQoL of Wilson and Cleary (25).”
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“quality of life in general [10] and may also have an impact on the asthma-related quality of life.”
BackgroundThe Bodies Politic: Chronic Health Conditions and Voter Turnout in the 2008 Election
Gollust, S. E., & Rahn, W. M. (2015) · Journal of Health Politics Policy and Law · doi:10.1215/03616878-3424450 · Cited by 68
Predictors of Quality of Life in AIDS Patients
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“According to Wu and Rubin (1994), quality of life is defined as “those aspects of a person’s life that are affected by health or health care” (p.”
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Flynn, K. E., Lin, L., Ellis, S. J., Russell, S. D., Spertus, J. A., Whellan, D. J., Piña, I. L., Fine, L. J., Schulman, K. A., & Weinfurt, K. P. (2009) · American Heart Journal · doi:10.1016/j.ahj.2009.07.010 · Cited by 68
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“The analysis and interpretation of the results are based on a model that posits biological factors associated with a disease or its treatment lead to symptoms that influence functional status, which then impacts on overall HRQoL [15].”
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Genazzani, A. R., Gambacciani, M., & Simoncini, T. (2007) · Climacteric · doi:10.1080/13697130701297760 · Cited by 73
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Correlates of psychological distress in elderly patients with congestive heart failure
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“Its strong negative association with psychological distress might be related to the fact that one’s judgment of health status is usually made based on the information about one’s biological, physiological, functional and symptom status [69,70].”
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“Adapted from Andersen’s (1995) version of the Behavioral Model for Health Services Utilization [3] and Wilson and Cleary’s (1995) Conceptual Model of Health-related Quality of Life [62] Dotted lines represent potential feedback loops”
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Assessment of Health-Related Quality of Life
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“Cancer survivors often experience two or more concurrent symptoms, known as symptom clusters (29), and multiple symptoms may influence each other and act as mediators to explain the association between cancer experience and HRQOL (3).”
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BackgroundThe Impact of Asthma on the Health Status of Adolescents
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“The endpoint model provides insight into the proximal and distal nature of the relationships between the clinical and PRO measures within treatment and disease progression context [6, 12].”
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Employment arrangement, job stress, and health-related quality of life
Ray, T., Kenigsberg, T. A., & Pana‐Cryan, R. (2017) · Safety Science · doi:10.1016/j.ssci.2017.05.003 · Cited by 71
“…concept that combines several metrics that include morbidity and mortality due to injuries and illnesses (Ray, 2014; Bowden and Foy-Rushby, 2003; Wilson and Cleary, 1995), physical and mental functioning, and self-perceptions of overall health (Hennessy et al., 1994; Guyatt et al., 1993).”
Moons, P., & Luyckx, K. (2019) · Acta Paediatrica · doi:10.1111/apa.14876 · Cited by 65
“In this model, QoL is proposed as the ultimate outcome (31).”
BackgroundResultInfluentialChewing ability, nutritional status and quality of life
Lee, I. ‐., Lee, I. ‐., Yang, Y., et al. (2013) · Journal of Oral Rehabilitation · doi:10.1111/joor.12115 · Cited by 65
Parsons, S. K., Shih, M., Mayer, D. K., Barlow, S. E., Supran, S. E., Levy, S. L., Greenfield, S., & Kaplan, S. H. (2005) · Quality of Life Research · doi:10.1007/s11136-005-1004-2 · Cited by 65
“factors, which are not under the purview of the health care system [2].”
BackgroundBaets, E. D., Lambrechts, H., Lemiere, J., Diya, L., & Willems, G. (2011) · European Journal of Orthodontics · doi:10.1093/ejo/cjr088 · Cited by 65
Wills, A. B., Spaulding, A. B., Adjemian, J., et al. (2016) · Clinical Infectious Diseases · doi:10.1093/cid/ciw189 · Cited by 65
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“…the capacity of individuals to maintain their QoL after a diagnosis with life-threatening illness, as well as the notion that symptom distress, functional status, or general health perception are not always the best determinants of patient QoL (Wilson & Cleary, 1995; Courtens et al., 1996).”
BackgroundSharawi, N., Klima, L., Shah, R., Blake, L., Carvalho, B., & Sultan, P. (2019) · Anaesthesia · doi:10.1111/anae.14807 · Cited by 66
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Health-Related Quality of Life in Parkinson's Disease after Pallidotomy and Deep Brain Stimulation
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The Concept of Quality of Life in Organ Transplantation
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Quality of life in multiple sclerosis is dominated by fatigue, disability and self-efficacy
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“QOL is therefore influenced by work and leisure activities, self-concept, cognitive function, financial stability, social support and participation (Pearlman & Uhlmann, 1991; Renwick, Nourhaghighi, Manns, & Rudman, 2003; Whitehouse & Rabins, 1995).”
BackgroundThe Impact of Cancer on Psychological and Social Outcomes
Costa, D. S. J., Mercieca‐Bebber, R., Rutherford, C., Gabb, L., & King, M. T. (2016) · Australian Psychologist · doi:10.1111/ap.12165 · Cited by 65
Quality of Life and Its Predictors Among Children and Adolescents With Cancer
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Health-related quality of life and its determinants in patients with metastatic renal cell carcinoma
de Groot, S., Redekop, K., Versteegh, M., Sleijfer, S., Oosterwijk, E., Kiemeney, L. A. L. M., & Groot, C. A. U. (2017) · Quality of Life Research · doi:10.1007/s11136-017-1704-4 · Cited by 62
“In line with Wilson and Cleary [21], a relationship between disease characteristics and symptoms was expected, which could explain why disease characteristics (such as Table 3 Associations between HRQoL and patient and disease characteristics, symptoms and treatment”
BackgroundA Comprehensive Conceptual Model of the Experience of Chronic Itch in Adults
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Sexual functioning, psychopathology and quality of life in patients with schizophrenia
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“Health-related quality of life prioritises domains that fall under the influence of healthcare systems, policy makers and providers [21].”
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The concept of positive health: a review and commentary on its application in oral health research
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Coping, quality of life, and hope in adults with primary antibody deficiencies
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“Cleary's research studies [ 39 ] suggest that there is no direct correlation between serious limitation in health and loss of quality of life.”
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“According to the Wilson and Cleary model (WCM) [6], six categories are directly or indirectly related to patients’ overall HRQOL: biological and physiological status, symptom status, functional status, general health perceptions, individual characteristics, and environmental characteristics.”
BackgroundMethodHasmun, N. N., Vettore, M. V., Lawson, J. A., et al. (2020) · Journal of Dentistry · doi:10.1016/j.jdent.2020.103372 · Cited by 62
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“, issues of relevance for thyroid patients) was generated from a literature review [1] and interviews with Danish experienced clinicians and 80 patients [8] within a classical health-related QoL theoretical framework [28–31].”
BackgroundAdult liver transplantation: UK clinical guideline - part 2: surgery and post-operation
Millson, C., Considine, A., Cramp, M., Holt, A. P., Hübscher, S. G., Hutchinson, J., Jones, K., Leithead, J., Masson, S., Menon, K. V., et al. (2020) · Frontline Gastroenterology · doi:10.1136/flgastro-2019-101216 · Cited by 61
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Life satisfaction and happiness among young adults with schizophrenia
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A Classification Scheme for Outcome Indicators
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“Wilson and Cleary’s health-related quality of life model, highlights the interconnectedness of symptom status, which influences functional health, which influences the general health perception, which consequently influences the overall quality of life 136 .”
Autoconcepto físico, percepción de salud y satisfacción vital en una muestra de adolescentes
Videra-García, A., & Reigal, R. E. (2012) · Anales de Psicología · doi:10.6018/analesps.29.1.132401 · Cited by 60
Changes in quality of life among elderly patients with hip fracture in Taiwan
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“The determinants of quality of life include biological and physiological factors, symptom and functional status, and the individual’s general health perceptions [36].”
BackgroundBlackstone, K., Iudicello, J. E., Morgan, E. E., Weber, E., Moore, D. J., Franklin, D. R., Ellis, R. J., Grant, I., & Woods, S. P. (2013) · Journal of Addiction Medicine · doi:10.1097/adm.0b013e318293653d · Cited by 59
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“To study which factors explain the QL of children and adolescents with ARM or HD, we have used an explanatory model, based on the Wilson and Cleary model (17) (Fig.”
MethodAtkinson, T. M., Andreotti, C., Roberts, K. E., Saracino, R. M., Hernandez, M., & Basch, E. (2015) · Supportive Care in Cancer · doi:10.1007/s00520-015-2923-2 · Cited by 60
“FPS refers to a patient’s ability to perform activities and functions that meet basic physical needs in the face of illness [2].”
BackgroundA Systematic Review of Patient-Reported Outcome Measures Used in Adult Burn Research
Griffiths, C., Guest, E., White, P., Gaskin, E., Rumsey, N., Pleat, J., & Harcourt, D. M. (2016) · Journal of Burn Care & Research · doi:10.1097/bcr.0000000000000474 · Cited by 60
Pain and health-related quality of life in people with chronic leg ulcers
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A simple score for assessing stable chronic obstructive pulmonary disease
Esteban, C., Quintana, J. M., Aburto, M., Moraza, J., & Capelastegui, A. (2006) · QJM · doi:10.1093/qjmed/hcl110 · Cited by 59
“In building our score index, we provided a model that takes into account physiological factors (FEV1), symptoms (dyspnoea), physical function (activity level) and general health (overall health impression).(28) We wanted this score to be easy to assemble and quick and simple to administer.”
MethodAssessing quality-of-life outcomes in cardiovascular clinical research
Mark, D. B. (2016) · Nature Reviews Cardiology · doi:10.1038/nrcardio.2016.10 · Cited by 63
Badia, X. C., Díez‐Pérez, A., Lahoz, R., Lizán, L., Nogués, X., & Iborra, J. (2004) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-2-41 · Cited by 57
“This finding is not new [ 19 ,20] and suggests that HRQoL scores could be influenced by other factors such as personal, clinical and sociodemographic characteristics.”
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The effect of denture quality attributes on satisfaction and eating difficulties
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Quality of Life Impact of Urge Incontinence in Older Persons: A New Measure and Conceptual Structure
DuBeau, C. E., Kiely, D. K., & Resnick, N. M. (1999) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.1999.tb01295.x · Cited by 59
Hopkins, J. C. A., Howes, N., Chalmers, K. A., Savović, J., Whale, K., Coulman, K. D., Welbourn, R., Whistance, R. N., Andrews, R. C., Byrne, J. P., et al. (2014) · Obesity Reviews · doi:10.1111/obr.12240 · Cited by 58
“#33 stomach stapl*[TIAB] (5) #32 (gastroplasty/) (3474) #31 gastrectomy[TIAB] (14778) #30 (gastrectomy) (29477) #29 (gastroenterostomy/) (6872) #28 silicon band*[TIAB] (18) #27 (gastric band) (2254) #26 gastric band*[TIAB] (2014) #25 biliopancreatic bypass[TIAB] (51) #24 biliopancreatic diversion*[TIAB] (583) #23 bili…”
BackgroundFactors influencing adolescents' oral health‐related quality of life ( OHRQ o L )
Page, L. A. F., Thomson, W. M., Ukra, A., & Farella, M. (2012) · International Journal of Paediatric Dentistry · doi:10.1111/ipd.12011 · Cited by 59
Impaired health‐related quality of life in acute myeloid leukemia survivors: a single‐center study
Leunis, A., Redekop, K., Groot, C. A. U., & Löwenberg, B. (2014) · European Journal Of Haematology · doi:10.1111/ejh.12324 · Cited by 58
“Several factors that are possible associated with HRQOL in patients with AML have been identified based upon theoretical HRQOL models found in the literature (27, 28).”
BackgroundValidation of the SF-36 as a measure of postoperative recovery after colorectal surgery
Antonescu, I., Carli, F., Mayo, N. E., & Feldman, L. S. (2014) · Surgical Endoscopy · doi:10.1007/s00464-014-3577-8 · Cited by 58
“This may reflect the fact that postoperative recovery is in fact a complex and multi-dimensional construct that requires assessment of several interrelated and increasingly complex dimensions [12, 13].”
BackgroundSelf-management health education for chronic HIV infection
Gifford, A. L. (1999) · AIDS Care · doi:10.1080/09540129948243 · Cited by 57
Winkler, M. F., Wetle, T. T., Smith, C. E., Hagan, E., Maillet, J. O., & Touger-Decker, R. E. (2010) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2010.08.002 · Cited by 58
the PROMISE-EBF Study Group, Wandera, M., Engebretsen, I. M. S., Rwenyonyi, C. M., Tumwine, J. K., & Åstrøm, A. N. (2009) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-7-89 · Cited by 57
Menopause-Specific Quality of Life among Emirati Women
Smail, L., Jassim, G., & Rai, A. S. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17010040 · Cited by 58
“Wilson and Clearly [6] have illustrated the relationships between cultural attitudes, environmental changes, hormonal changes, menopausal symptoms, change in family composition, and declining Int.”
BackgroundUsing Conjoint Analysis to Evaluate Health State Preferences
Szeinbach, S. L., Barnes, J. H., McGhan, W. F., Murawski, M. M., & Corey, R. (1999) · Drug Information Journal · doi:10.1177/009286159903300326 · Cited by 60
Drotar, D. (2004) · Ambulatory Pediatrics · doi:10.1367/a03-101r.1 · Cited by 58
Body Image Concerns in Patients With Head and Neck Cancer: A Longitudinal Study
Henry, M., Albert, J. G., Frenkiel, S., Hier, M., Zeitouni, A., Kost, K., Mlynarek, A., Black, M., MacDonald, C., Richardson, K., et al. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.816587 · Cited by 57
Seid, M., Huang, B., Niehaus, S., Brunner, H. I., & Lovell, D. J. (2013) · Arthritis Care & Research · doi:10.1002/acr.22117 · Cited by 58
“Conceptual framework showing causal cascade of medical factors affecting health-related quality of life, the hypothesized nonmedical factors, and potential treatment targets and clinical interventions (7,8).”
BackgroundMaatouk, I., Wild, B., Wesche, D., Herzog, W., Raum, E., Müller, H., Rothenbacher, D., Stegmaier, C., Schellberg, D., & Brenner, H. (2012) · PLoS ONE · doi:10.1371/journal.pone.0031088 · Cited by 54
Interplay between sepsis and chronic health
Yende, S. P., Iwashyna, T. J., & Angus, D. C. (2014) · Trends in Molecular Medicine · doi:10.1016/j.molmed.2014.02.005 · Cited by 60
Clark, D. O., Tu, W., Weiner, M., & Murray, M. D. (2003) · Heart & Lung · doi:10.1016/j.hrtlng.2003.07.005 · Cited by 57
Health related quality of life in older Mexican Americans with diabetes: A cross-sectional study
Graham, J. E., Stoebner-May, D., Ostir, G. V., Snih, S. A., Peek, M. K., Markides, K. S., & Ottenbacher, K. J. (2007) · Health and Quality of Life Outcomes · doi:10.1186/1477-7525-5-39 · Cited by 57
Metadata
- Authors
- Wilson, I. B.
- Corresponding author
- Wilson, Ira B.
- ORCID
- Wilson, Ira B.
- Venue
- JAMA
- Publisher
- American Medical Association (AMA)
- Published
- 1995-01-04
- Volume
- 273
- Issue
- 1
- Pages
- 59
- ISSN
- 0002-9955 (ISSN-L)
- 0098-7484
- OpenAlex
- W4292024189
- Cited by
- 3,027
- References
- 0
- Citations by year
- 2026: 151 · 2025: 168 · 2024: 134 · 2023: 141 · 2022: 176 · 2021: 183 · 2020: 197 · 2019: 137 · 2018: 138 · 2017: 130 · 2016: 145 · 2015: 131 · 2014: 128 · 2013: 123 · 2012: 106
- FWCI
- 96.54
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- JAMA (publishedVersion)
- Funders
- Agency for Healthcare Research and Quality (1-R01-HS06239)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Health Systems, Economic Evaluations, Quality of Life
- Health Sciences › Medicine › Oncology › Cancer survivorship and care
- Health Sciences › Health Professions › Physical Therapy, Sports Therapy and Rehabilitation › Musculoskeletal pain and rehabilitation
- Keywords
- health-related quality of life, clinical factors, patient-reported outcomes, outcome measures, quality of care, effectiveness research, health assessment
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