Abstract
This chapter reviews methods used to measure comorbidity in the context of cancer; summarising methods, identifying contexts in which they have been used and assessing the validity, reliability and feasibility of each approach. Measures of comorbidity are categorised according to whether they are based on individual conditions or simple counts, on dysfunction/function of organ systems, on conditions that have been weighted and combined into indices or based on alternative approaches. Twenty-one separate approaches are described. Content and face validity of the measures varied but tended to be higher for those developed for cancer populations. Some evidence supporting criterion validity of all approaches was found. Where reported, reliability tended to be moderate to high. Some approaches tended to score well on all aspects, but were resource intensive in terms of data collection. There is no gold standard approach to measuring comorbidity in the context of cancer. All summary approaches require simplifying assumptions and, by necessity, result in loss of information. Approaches vary in their strengths and weaknesses, with the choice of measure depending on the study question, population studied and data available.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Abbreviations
- ACE-27:
-
Adult Comorbidity Evaluation-27
- ACG:
-
Adjusted Clinical Groups
- ASA:
-
American Society of Anesthesiologists
- CCI:
-
Charlson Comorbidity Index
- CDS:
-
Chronic Disease Score
- CIRS:
-
Cumulative Illness Rating Scale
- ICED:
-
Index of Coexistent Disease
- KFI:
-
Kaplan-Feinstein Index
- MACSS:
-
Multipurpose Australian Comorbidity Scoring System
- NCI:
-
National Cancer Institute
- SCI:
-
Simplified Comorbidity Index
- TIBI:
-
Total Illness Burden Index
- WUHNCI:
-
Washington University Head and Neck Comorbidity Index
- PBCI:
-
Pharmacy-based Comorbidity Index
References
Sarfati D (2012) Review of methods to measure comorbidity in cancer populations: no gold standard exists. J Clin Epidemiol 65:924–933
de Groot V, Beckerman H, Lankhorst GJ, Bouter LM (2003) How to measure comorbidity. A critical review of available methods. J Clin Epidemiol 56(3):221–229
Grunau GL, Sheps S, Goldner EM, Ratner PA (2006) Specific comorbidity risk adjustment was a better predictor of 5-year acute myocardial infarction mortality than general methods. J Clin Epidemiol 59(3):274–280
van den Akker M, Buntinx F, Roos S, Knottnerus JA (2001) Problems in determining occurrence rates of multimorbidity. J Clin Epidemiol 54(7):675–679
Schneeweiss S, Maclure M (2000) Use of comorbidity scores for control of confounding in studies using administrative databases. Int J Epidemiol 29(5):891–898
Valderas JM, Starfield B, Sibbald B, Salisbury C, Roland M (2009) Defining comorbidity: implications for understanding health and health services. Ann Fam Med 7(4):357–363
Bonavita V, De Simone R (2008) Towards a definition of comorbidity in the light of clinical complexity. Neurol Sci 29(Suppl 1):S99–S102
Preen DB, Holman CD, Lawrence DM, Semmens JB, Spilsbury K (2004) Modelling comorbidity recency, duration and severity with risk adjustment for mortality and morbidity outcomes with administrative data. Aust Epidemiol 11(1):12–19
Gross CP, Guo Z, McAvay GJ, Allore HG, Young M, Tinetti ME (2006) Multimorbidity and survival in older persons with colorectal cancer. J Am Geriatr Soc 54(12):1898–1904
Byles JE, D’Este C, Parkinson L, O’Connell R, Treloar C (2005) Single index of multimorbidity did not predict multiple outcomes. J Clin Epidemiol 58(10):997–1005
Preen DB, Holman CD, Spilsbury K, Semmens JB, Brameld KJ (2006) Length of comorbidity lookback period affected regression model performance of administrative health data. J Clin Epidemiol 59(9):940–946
Streiner D, Norman G (2008) Health measurement scales. A practical guide to their development and use, 4th edn. Oxford University Press, Oxford
Hall SF, Groome PA, Streiner DL, Rochon PA (2006) Interrater reliability of measurements of comorbid illness should be reported. J Clin Epidemiol 59(9):926–933
Linn BS, Linn MW, Gurel L (1968) Cumulative illness rating scale. J Am Geriatr Soc 16(5):622–626
Kaplan MH, Feinstein AR (1974) The importance of classifying initial co-morbidity in evaluating the outcome of diabetes mellitus. J Chronic Dis 27(7–8):387–404
Charlson M, Pompei P, Ales K, Mackenzie C (1987) A new method for classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis 40:373–383
Weiner JP, Starfield BH, Steinwachs DM, Mumford LM (1991) Development and application of a population-oriented measure of ambulatory care case-mix. Med Care 29(5):452–472
Clark DO, Von Korff M, Saunders K, Baluch WM, Simon GE (1995) A chronic disease score with empirically derived weights. Med Care 33(8):783–795
Von Korff M, Wagner EH, Saunders K (1992) A chronic disease score from automated pharmacy data. J Clin Epidemiol 45(2):197–203
Greenfield S, Apolone G, McNeil BJ, Cleary PD (1993) The importance of co-existent disease in the occurrence of postoperative complications and one-year recovery in patients undergoing total hip replacement. Comorbidity and outcomes after hip replacement. Med Care 31(2):141–154
Satariano WA, Ragland DR (1994) The effect of comorbidity on 3-year survival of women with primary breast cancer. Ann Intern Med 120(2):104–110
Greenfield S, Sullivan L, Dukes KA, Silliman R, D’Agostino R, Kaplan SH (1995) Development and testing of a new measure of case mix for use in office practice. Med Care 33(4 Suppl):AS47–AS55
Litwin MS, Greenfield S, Elkin EP, Lubeck DP, Broering JM, Kaplan SH (2007) Assessment of prognosis with the total illness burden index for prostate cancer: aiding clinicians in treatment choice. Cancer 109(9):1777–1783
Yancik R, Havlik RJ, Wesley MN et al (1996) Cancer and comorbidity in older patients: a descriptive profile. Ann Epidemiol 6(5):399–412
Elixhauser A, Steiner C, Harris DR, Coffey RM (1998) Comorbidity measures for use with administrative data. Med Care 36(1):8–27
Fleming LE, Bean JA, Rudolph M, Hamilton K (1999) Cancer incidence in a cohort of licensed pesticide applicators in Florida. J Occup Environ Med 41(4):279–288
Klabunde CN, Legler JM, Warren JL, Baldwin L-M, Schrag D (2007) A refined comorbidity measurement algorithm for claims-based studies of breast, prostate, colorectal, and lung cancer patients. Ann Epidemiol 17(8):584–590
Klabunde CN, Potosky AL, Legler J, Warren JL (2000) Development of a comorbidity index using physician claims data. J Clin Epidemiol 53:1258–1267
Reid BC, Alberg AJ, Klassen AC, Koch WM, Samet JM (2001) The American society of Anesthesiologists’ class as a comorbidity index in a cohort of head and neck cancer surgical patients. Head Neck 23(11):985–994
Reid BC, Alberg AJ, Klassen AC et al (2002) A comparison of three comorbidity indexes in a head and neck cancer population. Oral Oncol 38(2):187–194
Piccirillo JF, Lacy PD, Basu A, Spitznagel EL (2002) Development of a new head and neck cancer-specific comorbidity index. Arch Otolaryngology Head Neck Surgery 128(10):1172–1179
Piccirillo JF, Costas I, Claybour P, Borah A, Gorove L, Jeffe D (2003) The measurement of comorbidity by cancer registries. J Reg Mgmt 30(1):8–14
Tammemagi C, Nerenz D, Neslund-Dudas C, Feldkamp C, Nathanson D (2005) Comorbidity and survival disparities among black and white patients with breast cancer. JAMA 294(14):1765–1772
Tammemagi CM, Neslund-Dudas C, Simoff M, Kvale P (2003) Impact of comorbidity on lung cancer survival. Int J Cancer 103(6):792–802
Colinet B, Jacot W, Bertrand D et al (2005) A new simplified comorbidity score as a prognostic factor in non-small-cell lung cancer patients: description and comparison with the Charlson’s index. Br J Cancer 93(10):1098–1105
van Walraven C, Austin PC, Jennings A, Quan H, Forster AJ (2009) A modification of the Elixhauser comorbidity measures into a point system for hospital death using administrative data. Med Care 47(6):626–633
Sarfati D, Gurney J, Stanley J et al (2014) Cancer-specific administrative data-based comorbidity indices provided valid alternative to Charlson and NHI indices. J Clin Oncol 67(5):586–595
Sarfati Lim B, Gurney J, McSherry C (2014) Development of a pharmacy-based comorbidity illness index for patients with cancer. Med Care 52(7):586–593
Mandelblatt JS, Bierman AS, Gold K et al (2001) Constructs of burden of illness in older patients with breast cancer: a comparison of measurement methods. [Erratum appears in Health Serv Res 2007 Oct; 42(5):2088 Note: Maserejan, N [corrected to Maserejian, N]]. Health Serv Res 36(6 Pt 1):1085–1107
Melfi C, Holleman E, Arthur D, Katz B (1995) Selecting a patient characteristics index for the prediction of medical outcomes using administrative claims data. J Clin Epidemiol 48(7):917–926
Newschaffer CJ, Penberthy LT, Desch CE, Retchin SM, Whittemore M (1996) The effect of age and comorbidity in the treatment of elderly women with nonmetastatic breast cancer. Arch Intern Med 156(1):85–90
Sarfati D, Hill S, Blakely T et al (2009) The effect of comorbidity on the use of adjuvant chemotherapy and survival from colon cancer: a retrospective cohort study. BMC Cancer 9:116
Valery PC, Coory M, Stirling J, Green AC (2006) Cancer diagnosis, treatment, and survival in Indigenous and non-Indigenous Australians: a matched cohort study. Lancet 367(9525):1842–1848
Zeber JE, Copeland LA, Hosek BJ, Karnad AB, Lawrence VA, Sanchez-Reilly SE (2008) Cancer rates, medical comorbidities, and treatment modalities in the oldest patients. Crit Rev Oncol Hematol 67(3):237–242
Sarfati D, Tan L, Blakely T, Pearce N (2011) Comorbidity among patients with colon cancer. NZ Med J 124(1338):76–88
Newschaffer CJ, Bush TL, Penberthy LT (1997) Comorbidity measurement in elderly female breast cancer patients with administrative and medical records data. J Clin Epidemiol 50(6):725–733
Repetto L, Fratino L, Audisio RA et al (2002) Comprehensive geriatric assessment adds information to eastern cooperative oncology group performance status in elderly cancer patients: an Italian group for geriatric oncology study. J Clin Oncol 20(2):494–502
Yancik R, Wesley MN, Ries LA, Havlik RJ, Edwards BK, Yates JW (2001) Effect of age and comorbidity in postmenopausal breast cancer patients aged 55 years and older. JAMA 285(7):885–892
Martin JH, Coory MD, Valery PC, Green AC (2009) Association of diabetes with survival among cohorts of Indigenous and non-Indigenous Australians with cancer. Cancer Causes Control 20(3):355–360
Meyerhardt JA, Catalano PJ, Haller DG et al (2003) Impact of diabetes mellitus on outcomes in patients with colon cancer. J Clin Oncol 21(3):433–440
Polednak AP (2006) Comorbid diabetes mellitus and risk of death after diagnosis of colorectal cancer: a population-based study. Cancer Detect Prev 30(5):466–472
Silliman RA, Lash TL (1999) Comparison of interview-based and medical-record based indices of comorbidity among breast cancer patients. Med Care 37(4):339–349
Gross CP, McAvay GJ, Guo Z, Tinetti ME (2007) The impact of chronic illnesses on the use and effectiveness of adjuvant chemotherapy for colon cancer. Cancer 109(12):2410–2419
Hines RB, Chatla C, Bumpers HL et al (2009) Predictive capacity of three comorbidity indices in estimating mortality after surgery for colon cancer. J Clin Oncol 27(26):4339–4345
Baldwin L-M, Klabunde CN, Green P, Barlow W, Wright G (2006) In search of the perfect comorbidity measure for use with administrative claims data: does it exist? Med Care 44(8):745–753
Putt M, Long JA, Montagnet C et al (2009) Racial differences in the impact of comorbidities on survival among elderly men with prostate cancer. Med Care Res Rev 66(4):409–435
Brewer N, Borman B, Sarfati D et al (2011) Does comorbidity explain the ethnic inequalities in cervical cancer survival in New Zealand? A retrospective cohort study. BMC Cancer 11:132
Miller MD, Paradis CF, Houck PR et al (1992) Rating chronic medical illness burden in geropsychiatric practice and research: application of the cumulative illness rating scale. Psychiatry Res 41(3):237–248
Parmelee PA, Thuras PD, Katz IR, Lawton MP (1995) Validation of the cumulative illness rating scale in a geriatric residential population. J Am Geriatr Soc 43(2):130–137
Mistry R, Gokhman I, Bastani R et al (2004) Measuring medical burden using CIRS in older veterans enrolled in UPBEAT, a psychogeriatric treatment program: a pilot study. J Gerontol A Biol Sci Med Sci 59(10):1068–1075
Wedding U, Roehrig B, Klippstein A et al (2007) Comorbidity in patients with cancer: prevalence and severity measured by cumulative illness rating scale. Criti Rev Oncol Hematol 61(3):269–276
Wedding U, Rohrig B, Klippstein A, Pientka L, Hoffken K (2007) Age, severe comorbidity and functional impairment independently contribute to poor survival in cancer patients. J Cancer Res Clin Oncol 133(12):945–950
Castro MAF, Dedivitis RA, Ribeiro KCB (2007) Comorbidity measurement in patients with laryngeal squamous cell carcinoma. ORL J Otorhinolaryngol Relat Spec 69(3):146–152
Hall SF, Rochon PA, Streiner DL, Paszat LF, Groome PA, Rohland SL (2002) Measuring comorbidity in patients with head and neck cancer. Laryngoscope 112(11):1988–1996
Boulos DL, Groome PA, Brundage MD et al (2006) Predictive validity of five comorbidity indices in prostate carcinoma patients treated with curative intent. Cancer 106(8):1804–1814
Munro AJ, Bentley AH (2004) Deprivation, comorbidity and survival in a cohort of patients with colorectal cancer. Eur J Cancer Care 13(3):254–262
Piccirillo JF, Tierney RM, Costas I, Grove L, Spitznagel EL Jr (2004) Prognostic importance of comorbidity in a hospital-based cancer registry. JAMA 291(20):2441–2447
Piccirillo JF (2000) Importance of comorbidity in head and neck cancer. Laryngoscope 110(4):593–602
Johnston A, Piccirillo JF, Creech CM, Littenberg B, Jeffe D, Spitznagel EL (2001) Validation of a comorbidity education program. J Reg Mgmt 28:125–131
Fleming ST, Sabatino SA, Kimmick G et al (2011) Developing a claim-based version of the ACE-27 comorbidity index: a comparison with medical record review. Med Care 49(8):752–760
Berger DA, Megwalu II, Vlahiotis A et al (2008) Impact of comorbidity on overall survival in patients surgically treated for renal cell carcinoma. Urology 72(2):359–363
Megwalu II, Vlahiotis A, Radwan M, Piccirillo JF, Kibel AS (2008) Prognostic impact of comorbidity in patients with bladder cancer. Eur Urol 53(3):581–589
Read WL, Tierney RM, Page NC et al (2004) Differential prognostic impact of comorbidity. J Clin Oncol 22(15):3099–3103
Yung KC, Piccirillo JF (2008) The incidence and impact of comorbidity diagnosed after the onset of head and neck cancer. Arch Otolaryngol Head Neck Surg 134(10):1045–1049
Sanabria A, Carvalho AL, Vartanian JG, Magrin J, Ikeda MK, Kowalski LP (2008) Validation of the Washington University Head and Neck Comorbidity Index in a cohort of older patients. Arch Otolaryngol Head Neck Surg 134(6):603–607
Soares M, Salluh JIF, Ferreira CG, Luiz RR, Spector N, Rocco JR (2005) Impact of two different comorbidity measures on the 6-month mortality of critically ill cancer patients. Intensive Care Med 31(3):408–415
Bennett CL, Greenfield S, Aronow H, Ganz P, Vogelzang NJ, Elashoff RM (1991) Patterns of care related to age of men with prostate cancer. Cancer 67(10):2633–2641
Greenfield S, Blanco DM, Elashoff RM, Ganz PA (1987) Patterns of care related to age of breast cancer patients. JAMA 257(20):2766–2770
Imamura K, McKinnon M, Middleton R, Black N (1997) Reliability of a comorbidity measure: the index of co-existent disease (ICED). J Clin Epidemiol 50(9):1011–1016
Krousel-Wood MA, Abdoh A, Re R (1996) Comparing comorbid-illness indices assessing outcome variation: the case of prostatectomy. J Gen Intern Med 11(1):32–38
Albertsen PC, Fryback DG, Storer BE, Kolon TF, Fine J (1996) The impact of co-morbidity on life expectancy among men with localized prostate cancer. J Urol 156(1):127–132
Stier DM, Greenfield S, Lubeck DP et al (1999) Quantifying comorbidity in a disease-specific cohort: adaptation of the total illness burden index to prostate cancer. Urology 54(3):424–429
Nagaratnam N, Gayagay G Jr (2007) Validation of the cumulative illness rating scale (CIRS) in hospitalized nonagenarians. Arch Gerontol Geriatr 44(1):29–36
Extermann M (2000) Measurement and impact of comorbidity in older cancer patients. Crit Rev Oncol Hematol 35(3):181–200
Lash TL, Mor V, Wieland D, Ferrucci L, Satariano W, Silliman RA (2007) Methodology, design, and analytic techniques to address measurement of comorbid disease. J Gerontol A Biol Sci Med Sci 62(3):281–285
Conwell Y, Forbes N, Cox C, Caine E (1993) Validation of a measure of physical illness burden at autopsy: the cumulative illness rating scale. J Am Geriatr Soc 41:38–41
Paleri V, Wight RG (2002) Applicability of the adult comorbidity evaluation—27 and the Charlson indexes to assess comorbidity by notes extraction in a cohort of United Kingdom patients with head and neck cancer: a retrospective study. J Laryngol Otol 116(3):200–205
Salvi F, Miller MD, Grilli A et al (2008) A manual of guidelines to score the modified cumulative illness rating scale and its validation in acute hospitalized elderly patients. J Am Geriatr Soc 56(10):1926–1931
Daskivich T, Sadetsky N, Kaplan SH, Greenfield S, Litwin MS (2010) Severity of comorbidity and non-prostate cancer mortality in men with early-stage prostate cancer. Arch Intern Med 170(15):1396–1397
Waite K, Oddone E, Weinberger M, Samsa G, Foy M, Henderson W (1994) Lack of association between patients’ measured burden of disease and risk for hospital readmission. J Clin Epidemiol 47(11):1229–1236
Extermann M (2000) Measuring comorbidity in older cancer patients. Eur J Cancer 36(4):453–471
Hudon C, Fortin M, Vanasse A (2005) Cumulative illness rating scale was a reliable and valid index in a family practice context. J Clin Epidemiol 58(6):603–608
Deyo RA, Cherkin DC, Ciol MA (1992) Adapting a clinical comorbidity index for use with ICD-9-CM administrative databases. J Clin Epidemiol 45(6):613–619
Quan H, Sundararajan V, Halfon P et al (2005) Coding algorithms for defining comorbidities in ICD-9-CM and ICD-10 administrative data. Med Care 43(11):1130–1139
Romano PS, Roos LL, Jollis JG (1993) Adapting a clinical comorbidity index for use with ICD-9-CM administrative data: differing perspectives. J Clin Epidemiol 46(10):1075–1079 Discussion 81–90
D’Hoore W, Bouckaert A, Tilquin C (1996) Practical considerations on the use of the Charlson comorbidity index with administrative data bases. J Clin Epidemiol 49(12):1429–1433
Kieszak SM, Flanders WD, Kosinski AS, Shipp CC, Karp H (1999) A comparison of the Charlson comorbidity index derived from medical record data and administrative billing data. J Clin Epidemiol 52(2):137–142
Malenka DJ, McLerran D, Roos N, Fisher ES, Wennberg JE (1994) Using administrative data to describe casemix: a comparison with the medical record. J Clin Epidemiol 47(9):1027–1032
Sarfati D, Hill S, Purdie G, Dennett E, Blakely T (2010) How well does routine hospitalisation data capture information on comorbidity in New Zealand? NZ Med J 123(1310):50–61
Quan H, Li B, Couris C et al (2011) Updating and validating Charlson comorbidity index and score for risk adjustment in hospital discharge abstracts using data from 6 countries. Am J Epidemiol. doi:10.1093/aje/kwq433
Susser SR, McCusker J, Belzile E (2008) Comorbidity information in older patients at an emergency visit: self-report vs. administrative data had poor agreement but similar predictive validity. J Clin Epidemiol 61(5):511–515
Martins M, Blais R (2006) Evaluation of comorbidity indices for inpatient mortality prediction models. J Clin Epidemiol 59(7):665–669
van Doorn C, Bogardus ST, Williams CS, Concato J, Towle VR, Inouye SK (2001) Risk adjustment for older hospitalized persons: a comparison of two methods of data collection for the Charlson index. J Clin Epidemiol 54(7):694–701
Cleves MA, Sanchez N, Draheim M (1997) Evaluation of two competing methods for calculating Charlson’s comorbidity index when analyzing short-term mortality using administrative data. J Clin Epidemiol 50(8):903–908
Ahern TP, Lash TL, Thwin SS, Silliman RA (2009) Impact of acquired comorbidities on all-cause mortality rates among older breast cancer survivors. Med Care 47(1):73–79
Newschaffer CJ, Bush TL, Penberthy LE, Bellantoni M, Helzlsour K, Diener-West M (1998) Does comorbid disease interact with cancer? An epidemiologic analysis of mortality in a cohort of elderly breast cancer patients. J Gerontol A Biol Sci Med Sci 53(5):M372–M378
Blanco JAG, Toste IS, Alvarez RF, Cuadrado GR, Gonzalvez AM, Martin IJG (2008) Age, comorbidity, treatment decision and prognosis in lung cancer. Age Ageing 37(6):715–718
Stevens W, Stevens G, Kolbe J, Cox B (2008) Ethnic differences in the management of lung cancer in New Zealand. J Thorac Oncol 3(3):237–244
Cronin DP, Harlan LC, Potosky AL, Clegg LX, Stevens JL, Mooney MM (2006) Patterns of care for adjuvant therapy in a random population-based sample of patients diagnosed with colorectal cancer. Am J Gastroenterol 101(10):2308–2318
Iversen LH, Norgaard M, Jacobsen J, Laurberg S, Sorensen HT (2009) The impact of comorbidity on survival of Danish colorectal cancer patients from 1995 to 2006—a population-based cohort study. Dis Colon Rectum 52(1):71–78
Lemmens VE, Janssen-Heijnen ML, Verheij CD, Houterman S, Repelaer van Driel OJ, Coebergh JW (2005) Co-morbidity leads to altered treatment and worse survival of elderly patients with colorectal cancer. Br J Surg 92(5):615–623
Rieker RJ, Hammer E, Eisele R, Schmid E, Hogel J (2002) The impact of comorbidity on the overall survival and the cause of death in patients after colorectal cancer resection. Langenbecks Arch Surg 387(2):72–76
Miller DC, Taub DA, Dunn RL, Montie JE, Wei JT (2003) The impact of co-morbid disease on cancer control and survival following radical cystectomy. J Urol 169(1):105–109
Nuttall M, van der Meulen J, Emberton M (2006) Charlson scores based on ICD-10 administrative data were valid in assessing comorbidity in patients undergoing urological cancer surgery. J Clin Epidemiol 59(3):265–273
Singh R, O’Brien TS (2004) Comorbidity assessment in localized prostate cancer: a review of currently available techniques. Eur Urol 46(1):28–41 Discussion
Brewer N, Borman B, Sarfati D et al (2011) Do comorbidities explain the ethnic inequalities in cervical cancer survival in New Zealand? BMC Cancer 11(1):1
Sorror ML, Maris MB, Sandmaier BM et al (2005) Hematopoietic cell transplantation after nonmyeloablative conditioning for advanced chronic lymphocytic leukemia. J Clin Oncol 23(16):3819–3829
Fleming ST, Rastogi A, Dmitrienko A, Johnson KD (1999) A comprehensive prognostic index to predict survival based on multiple comorbidities: a focus on breast cancer. Med Care 37(6):601–614
Fleming ST, Pearce KA, McDavid K, Pavlov D (2003) The development and validation of a comorbidity index for prostate cancer among Black men. J Clin Epidemiol 56(11):1064–1075
Piccirillo JF, Lacy PD, Basu A, Spitznagel EL (2002) Development of a new head and neck cancer-specific comorbidity index. Arch Otolaryngol Head Neck Surg 128(10):1172–1179
Sarfati D, Gurney J, Lim B et al (2013) Identifying important comorbidity among cancer populations using administrative data: prevalence and impact on survival. Asia Pac J Clin Oncol. doi:10.1111/ajco.12130
Gurney J, Sarfati D, Stanley J (2015) The impact of patient comorbidity on cancer stage at diagnosis. Br J Cancer 113:1375–1380
Sarfati D, Gurney J, Stanley J, Koea J (2014) A retrospective cohort study of patients with stomach and liver cancers: the impact of comorbidity and ethnicity on cancer care and outcomes. BMC Cancer 14:821
Fishman PA, Goodman MJ, Hornbrook MC, Meenan RT, Bachman DJ, O’Keeffe Rosetti MC (2003) Risk adjustment using automated ambulatory pharmacy data: the RxRisk model. Med Care 41(1):84–99
Sloan KL, Sales AE, Liu C-F et al (2003) Construction and characteristics of the RxRisk-V: a VA-adapted pharmacy-based case-mix instrument. Med Care 41(6):761–774
Johnson ML, El-Serag HB, Tran TT, Hartman C, Richardson P, Abraham NS (2006) Adapting the Rx-Risk-V for mortality prediction in outpatient populations. Med Care 44(8):793–797
Lu CY, Barratt J, Vitry A, Roughead E (2011) Charlson and Rx-Risk comorbidity indices were predictive of mortality in the Australian health care setting. J Clin Epidemiol 64(2):223–228
Bowker SL, Majumdar SR, Veugelers P, Johnson JA (2006) Increased cancer-related mortality for patients with type 2 diabetes who use sulfonylureas or insulin. Diabetes Care 29(2):254–258
Bowker SL, Yasui Y, Veugelers P, Johnson JA (2010) Glucose-lowering agents and cancer mortality rates in type 2 diabetes: assessing effects of time-varying exposure. Diabetologia 53(8):1631–1637
Helms LJ, Melnikow J (1999) Determining costs of health care services for cost-effectiveness analyses: the case of cervical cancer prevention and treatment. Med Care 37(7):652–661
Romano PS, Roos LL, Jollis JG (1993) Further evidence concerning the use of a clinical comorbidity index with ICD-9-CM administrative data. J Clin Epidemiol 46(10):1085–1090
Charlson M (1993) Adapting a clinical comorbidity index for use with ICD-9-CM administrative data: a response. J Clin Epidemiol 46(10):1083–1084
Deyo R (1993) Adapting a clinical comorbidity index for use with ICD-9-CM administrative data: a response. J Clin Epidemiol 46(10):1081–1082
Pompei P, Charlson ME, Ales K, MacKenzie CR, Norton M (1991) Relating patient characteristics at the time of admission to outcomes of hospitalization. J Clin Epidemiol 44(10):1063–1069
Jacot W, Colinet B, Bertrand D et al (2008) Quality of life and comorbidity score as prognostic determinants in non-small-cell lung cancer patients. Ann Oncol 19(8):1458–1464
Kiefe CI, Funkhouser E, Fouad MN, May DS (1998) Chronic disease as a barrier to breast and cervical cancer screening. J Gen Intern Med 13(6):357–365
Caldon LJM, Walters SJ, Reed JA, Murphy A, Worley A, Reed MWR (2005) Case-mix fails to explain variation in mastectomy rates: management of screen-detected breast cancer in a UK region 1997–2003. Br J Cancer 92(1):55–59
McArdle CS, Hole DJ (2002) Outcome following surgery for colorectal cancer: analysis by hospital after adjustment for case-mix and deprivation. Br J Cancer 86(3):331–335
Talsma AK, Reedijk AMJ, Damhuis RAM, Westenend PJ, Vles WJ (2011) Re-resection rates after breast-conserving surgery as a performance indicator: introduction of a case-mix model to allow comparison between Dutch hospitals. Eur J Surg Oncol 37(4):357–363
Starfield B, Weiner J, Mumford L, Steinwachs D (1991) Ambulatory care groups: a categorization of diagnoses for research and management. Health Serv Res 26(1):53–74
Froehner M, Koch R, Litz R, Heller A, Oehlschlaeger S, Wirth MP (2003) Comparison of the American society of anesthesiologists physical status classification with the Charlson score as predictors of survival after radical prostatectomy. Urology 62(4):698–701
Kanatas A, Gorton H, Smith AB, Mannion C, Ong TK, Mitchell D (2010) ASA grade and disease-free mortality in head and neck cancer patients: a prospective study. Br J Oral Maxillofac Surg 48(8):591–593
Froehner M, Koch R, Litz RJ et al (2005) Comparison of tumor- and comorbidity-related predictors of mortality after radical prostatectomy. Scand J Urol Nephrol 39(6):449–454
Lash TL, Thwin SS, Horton NJ, Guadagnoli E, Silliman RA (2003) Multiple informants: a new method to assess breast cancer patients’ comorbidity. Am J Epidemiol 157(3):249–257
Prout GR Jr, Wesley MN, Yancik R, Ries LAG, Havlik RJ, Edwards BK (2005) Age and comorbidity impact surgical therapy in older bladder carcinoma patients: a population-based study. Cancer 104(8):1638–1647
Reid RJ, MacWilliam L, Verhulst L, Roos N, Atkinson M (2001) Performance of the ACG case-mix system in two Canadian provinces. Med Care 39(1):86–99
Nicolai P, Redaelli de Zinis LO, Tomenzoli D et al (1997) Prognostic determinants in supraglottic carcinoma: univariate and Cox regression analysis. Head Neck 19(4):323–334
Hall SF, Groome PA, Streiner DL, Rochon PA (2006) Interrater reliability of measurements of comorbid illness should be reported. J Clin Epidemiol 59(9):926–933
Hudon C, Fortin M, Vanasse A (2005) Cumulative illness rating scale was a reliable and valid index in a family practice context. J Clin Epidemiol 58(6):603–608
Melfi C, Holleman E, Arthur D, Katz B (1995) Selecting a patient characteristics index for the prediction of medical outcomes using administrative claims data. J Clin Epidemiol 48(7):917–926
Miller MD, Paradis CF, Houck PR et al (1992) Rating chronic medical illness burden in geropsychiatric practice and research: application of the cumulative illness rating scale. Psychiatry Res 41(3):237–248
Salvi F, Miller MD, Grilli A et al (2008) A manual of guidelines to score the modified cumulative illness rating scale and its validation in acute hospitalized elderly patients. J Am Geriatr Soc 56(10):1926–1931
Newschaffer CJ, Bush TL, Penberthy LT (1997) Comorbidity measurement in elderly female breast cancer patients with administrative and medical records data. J Clin Epidemiol 50(6):725–733
Waite K, Oddone E, Weinberger M, Samsa G, Foy M, Henderson W (1994) Lack of association between patients’ measured burden of disease and risk for hospital readmission. J Clin Epidemiol 47(11):1229–1236
Kiefe CI, Funkhouser E, Fouad MN, May DS (1998) Chronic disease as a barrier to breast and cervical cancer screening. J Gen Intern Med 13(6):357–365
Imamura K, McKinnon M, Middleton R, Black N (1997) Reliability of a comorbidity measure: the index of co-existent disease (ICED). J Clin Epidemiol 50(9):1011–1016
Krousel-Wood MA, Abdoh A, Re R (1996) Comparing comorbid-illness indices assessing outcome variation: The case of prostatectomy. J Gen Intern Med 11(1):32–38
Mnatzaganian G, Ryan P, Norman PE, Hiller JE (2012) Accuracy of hospital morbidity data and the performance of comorbidity scores as predictors of mortality. J Clin Epidemiol 65(1):107–115
Further reading
Streiner D, Norman G (2008) Health measurement scales. A practical guide to their development and use, 4th edn. Oxford University Press, Oxford
Devellis R (2012) Scale development: theory and applications. Sage Publications Inc., Los Angeles
Lash TL, Mor V, Wieland D, Ferrucci L, Satariano W, Silliman RA (2007) Methodology, design, and analytic techniques to address measurement of comorbid disease. J Gerontol A Biol Sci Med Sci 62(3):281–285
Hall SF (2006) A user’s guide to selecting a comorbidity index for clinical research. J Clin Epidemiol 59(8):849–855
Sarfati D (2012) Review of methods to measure comorbidity in cancer populations: no gold standard exists. J Clin Epidemiol 65:924–933
de Groot V, Beckerman H, Lankhorst GJ, Bouter LM (2003) How to measure comorbidity. A critical review of available methods. J Clin Epidemiol 56(3):221–229
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer Science+Business Media Singapore
About this chapter
Cite this chapter
Sarfati, D. (2016). How Do We Measure Comorbidity?. In: Koczwara, B. (eds) Cancer and Chronic Conditions. Springer, Singapore. https://doi.org/10.1007/978-981-10-1844-2_2
Download citation
DOI: https://doi.org/10.1007/978-981-10-1844-2_2
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-10-1843-5
Online ISBN: 978-981-10-1844-2
eBook Packages: MedicineMedicine (R0)