A mortality risk prediction model for older adults with lymph node-positive colon cancer
Corresponding Author
M.L. Jorgensen BAppSc (Sp Path) Hons, PhD
Research Fellow
Cancer Epidemiology and Services Research (CESR), Sydney School of Public Health, Sydney Medical School, University of Sydney, Sydney, NSW, Australia
Correspondence address: Mikaela L. Jorgensen, Cancer Epidemiology and Services Research (CESR), Sydney School of Public Health, Sydney Medical School, University of Sydney, Level 6, Lifehouse (C39Z), 119-143 Missenden Road, Camperdown, Sydney, NSW 2050, Australia (e-mail: [email protected]).Search for more papers by this authorJ.M. Young MBBS, MPH, PhD, FAFPHM
Professor in Cancer Epidemiology
Cancer Epidemiology and Services Research (CESR), Sydney School of Public Health, Sydney Medical School, University of Sydney, Sydney, NSW, Australia
Surgical Outcomes Research Centre (SOuRCe), Sydney Local Health District and University of Sydney, Sydney, NSW, Australia
Search for more papers by this authorT.A. Dobbins BMath, PhD
Senior Lecturer
Cancer Epidemiology and Services Research (CESR), Sydney School of Public Health, Sydney Medical School, University of Sydney, Sydney, NSW, Australia
Search for more papers by this authorM.J. Solomon MBBCh, BAO, MSc (Clin Epi), FRACS, FRCSI
Clinical Professor of Surgery
Surgical Outcomes Research Centre (SOuRCe), Sydney Local Health District and University of Sydney, Sydney, NSW, Australia
Discipline of Surgery, University of Sydney, Sydney, NSW, Australia
Search for more papers by this authorCorresponding Author
M.L. Jorgensen BAppSc (Sp Path) Hons, PhD
Research Fellow
Cancer Epidemiology and Services Research (CESR), Sydney School of Public Health, Sydney Medical School, University of Sydney, Sydney, NSW, Australia
Correspondence address: Mikaela L. Jorgensen, Cancer Epidemiology and Services Research (CESR), Sydney School of Public Health, Sydney Medical School, University of Sydney, Level 6, Lifehouse (C39Z), 119-143 Missenden Road, Camperdown, Sydney, NSW 2050, Australia (e-mail: [email protected]).Search for more papers by this authorJ.M. Young MBBS, MPH, PhD, FAFPHM
Professor in Cancer Epidemiology
Cancer Epidemiology and Services Research (CESR), Sydney School of Public Health, Sydney Medical School, University of Sydney, Sydney, NSW, Australia
Surgical Outcomes Research Centre (SOuRCe), Sydney Local Health District and University of Sydney, Sydney, NSW, Australia
Search for more papers by this authorT.A. Dobbins BMath, PhD
Senior Lecturer
Cancer Epidemiology and Services Research (CESR), Sydney School of Public Health, Sydney Medical School, University of Sydney, Sydney, NSW, Australia
Search for more papers by this authorM.J. Solomon MBBCh, BAO, MSc (Clin Epi), FRACS, FRCSI
Clinical Professor of Surgery
Surgical Outcomes Research Centre (SOuRCe), Sydney Local Health District and University of Sydney, Sydney, NSW, Australia
Discipline of Surgery, University of Sydney, Sydney, NSW, Australia
Search for more papers by this authorAbstract
Clinicians are less likely to recommend adjuvant chemotherapy for older adults based on their age alone. This study aimed to develop a mortality risk model to assist treatment decision making by identifying patients who are unlikely to live to benefit from chemotherapy. All lymph node-positive colon cancer patients ≥65 years who received surgery in New South Wales, Australia in 2007/2008 were identified using a linked population-based dataset (n = 1550). A model predicting 1-year all-cause mortality was built using multilevel logistic regression. Risk scores derived from model factors were summed for each patient. One-year mortality was 11.5%. The risk model consisted of 14 factors, including comorbidities, hospital admission factors and other markers of frailty or health status. People with a total score of 0, 1 or 2 were considered at low risk (predicted 1-year mortality of 2.9%), those scoring 3 to 8 at medium risk (7.4% mortality) and those scoring 9 or above at high risk (24.7% mortality). The model had good discrimination (area under the receiver operating characteristic curve = 0.788, 95% confidence interval: 0.752–0.825) and calibration (P = 0.46). The risk model accurately predicts mortality for this cohort and could be useful in shifting the emphasis in chemotherapy decision making from chronological age to the identification of those of any age who will benefit.
References
- Australian Institute of Health and Welfare (AIHW) (2012) ACIM (Australian Cancer Incidence and Mortality) Books. AIHW, Canberra, Australia. Available at: http://www.aihw.gov.au/acim-books/
- Biagi J.J., Raphael M.J., Mackillop W.J., Kong W., King W.D. & Booth C.M. (2011) Association between time to initiation of adjuvant chemotherapy and survival in colorectal cancer: a systematic review and meta-analysis. Journal of the American Medical Association 305, 2335–2342.
- Dekker J.W.T., Van Den Broek C.B.M., Bastiaannet E., Van De Geest L.G.M., Tollenaar R.A.E.M. & Liefers G.J. (2011) Importance of the first postoperative year in the prognosis of elderly colorectal cancer patients. Annals of Surgical Oncology 18, 1533–1539.
- Extermann M., Boler I., Reich R.R., Lyman G.H., Brown R.H., Defelice J., Levine R.M., Lubiner E.T., Reyes P., Schreiber F.J. & Balducci L. (2012) Predicting the risk of chemotherapy toxicity in older patients: the Chemotherapy Risk Assessment Scale for High-Age Patients (CRASH) score. Cancer 118, 3377–3386.
- Gill S., Loprinzi C.L., Sargent D.J., Thome S.D., Alberts S.R., Haller D.G., Benedetti J., Francini G., Shepherd L.E., Seitz J.F., Labianca R., Chen W., Cha S.S., Heldebrant M.P. & Goldberg R.M. (2004) Pooled analysis of fluorouracil-based adjuvant therapy for stage II and III colon cancer: who benefits and by how much? Journal of Clinical Oncology 22, 1797–1806.
- Goldsbury D.E., Armstrong K., Simonella L., Armstrong B.K. & O'Connell D.L. (2012) Using administrative health data to describe colorectal and lung cancer care in New South Wales, Australia: a validation study. BMC Health Services Research 12, 387.
- Gooiker G.A., Dekker J.W.T., Bastiaannet E., Van Der Geest L.G.M., Merkus J.W.S., Van De Velde C.J.H., Tollenaar R.A.E.M. & Liefers G.J. (2012) Risk factors for excess mortality in the first year after curative surgery for colorectal cancer. Annals of Surgical Oncology 19, 2428–2434.
- Greenblatt D.Y., Weber S.M., O'Connor E.S., Loconte N.K., Liou J.I. & Smith M.A. (2010) Readmission after colectomy for cancer predicts one-year mortality. Annals of Surgery 251, 659–669.
- Hamada C., Sakamoto J., Satoh T., Sadahiro S., Mishima H., Sugihara K., Saji S. & Tomita N. (2011) Does 1 year adjuvant chemotherapy with oral 5-FUs in colon cancer reduce the peak of recurrence in 1 year and provide long-term OS benefit? Japanese Journal of Clinical Oncology 41, 299–302.
- Hamaker M.E., Jonker J.M., De Rooij S.E., Vos A.G., Smorenburg C.H. & Van Munster B.C. (2012) Frailty screening methods for predicting outcome of a comprehensive geriatric assessment in elderly patients with cancer: a systematic review. The Lancet Oncology 13, e437–e444.
- Heriot A.G., Tekkis P.P., Smith J.J., Cohen C.R.G., Montgomery A., Audisio R.A., Thompson M.R. & Stamatakis J.D. (2006) Prediction of postoperative mortality in elderly patients with colorectal cancer. Diseases of the Colon and Rectum 49, 816–824.
- Hurria A., Togawa K., Mohile S.G., Owusu C., Klepin H.D., Gross C.P., Lichtman S.M., Gajra A., Bhatia S., Katheria V., Klapper S., Hansen K., Ramani R., Lachs M., Wong F.L. & Tew W.P. (2011) Predicting chemotherapy toxicity in older adults with cancer: a prospective multicenter study. Journal of Clinical Oncology 29, 3457–3465.
- Jorgensen M.L., Young J.M. & Solomon M.J. (2011) Older patients and adjuvant therapy for colorectal cancer: surgeon knowledge, opinions, and practice. Diseases of the Colon and Rectum 54, 335–341.
- Krzyzanowska M.K., Regan M.M., Powell M., Earle C.C. & Weeks J.C. (2009) Impact of patient age and comorbidity on surgeon versus oncologist preferences for adjuvant chemotherapy for stage III colon cancer. Journal of the American College of Surgeons 208, 202–209.
- Labianca R., Nordlinger B., Beretta G., Brouquet A., Cervantes A. & Esmo-Guidelines-Working-Group (2010) Primary colon cancer: ESMO Clinical Practice Guidelines for diagnosis, adjuvant treatment and follow-up. Annals of Oncology 21, v70–v77.
- Lee S.J., Lindquist K., Segal M.R. & Covinsky K.E. (2006) Development and validation of a prognostic index for 4-year mortality in older adults. Journal of the American Medical Association 295, 801–808.
- Levine S.K., Sachs G.A., Jin L. & Meltzer D. (2007) A prognostic model for 1-year mortality in older adults after hospital discharge. American Journal of Medicine 120, 455–460.
- Mallett S., Royston P., Waters R., Dutton S. & Altman D.G. (2010) Reporting performance of prognostic models in cancer: a review. BMC Medicine 8, 21.
- Maringe C., Walters S., Rachet B., Butler J., Fields T., Finan P., Maxwell R., Nedrebø B., Påhlman L., Sjövall A., Spigelman A., Engholm G., Gavin A., Gjerstorff M.L., Hatcher J., Johannesen T.B., Morris E., McGahan C.E., Tracey E., Turner D., Richards M.A. & Coleman M.P. (2013) Stage at diagnosis and colorectal cancer survival in six high-income countries: a population-based study of patients diagnosed during 2000–2007. Acta Oncologica 52, 919–932.
- Merlin F., Prochilo T., Tondulli L., Kildani B. & Beretta G.D. (2008) Colorectal cancer treatment in elderly patients: an update on recent clinical studies. Clinical Colorectal Cancer 7, 357–363.
- National Cancer Equality Initiative & Pharmaceutical Oncology Initiative (2005) The Impact of Patient Age on Clinical Decision-Making in Oncology. Department of Health, London, UK.
- New P.W. & Jackson T. (2010) The costs and adverse events associated with hospitalization of patients with spinal cord injury in Victoria, Australia. Spine 35, 796–802.
- Panis Y., Maggiori L., Caranhac G., Bretagnol F. & Vicaut E. (2011) Mortality after colorectal cancer surgery: a French survey of more than 84 000 patients. Annals of Surgery 254, 738–743.
- Partridge J.S.L., Harari D. & Dhesi J.K. (2012) Frailty in the older surgical patient: a review. Age and Ageing 41, 142–147.
- Patel S.S., Nelson R., Sanchez J., Lee W., Uyeno L., Garcia-Aguilar J., Hurria A. & Kim J. (2013) Elderly patients with colon cancer have unique tumor characteristics and poor survival. Cancer 119, 739–747.
- Pink B. (2008) Socio-Economic Indexes for Areas (SEIFA) – Technical Paper, 2006. Australian Bureau of Statistics, Canberra, Australia. Available at: http://www.abs.gov.au/ausstats/[email protected]/mf/2039.0.55.001/
- Pope D., Ramesh H., Gennari R., Corsini G., Maffezzini M., Hoekstra H.J., Mobarak D., Sunouchi K., Stotter A., West C. & Audisio R.A. (2006) Pre-operative assessment of cancer in the elderly (PACE): a comprehensive assessment of underlying characteristics of elderly cancer patients prior to elective surgery. Surgical Oncology 15, 189–197.
- Puts M.T.E., Hardt J., Monette J., Girre V., Springall E. & Alibhai S.M.H. (2012) Use of geriatric assessment for older adults in the oncology setting: a systematic review. Journal of the National Cancer Institute 104, 1133–1163.
- Quan H., Li B., Couris C.M., Fushimi K., Graham P., Hider P., Januel J.M. & Sundararajan V. (2011) Updating and validating the Charlson comorbidity index and score for risk adjustment in hospital discharge abstracts using data from 6 countries. American Journal of Epidemiology 173, 676–682.
- Rabe-Hesketh S. & Skrondal A. (2008) Multilevel and Longitudinal Modelling Using Stata, 2nd edn. Stata Press, Texas, USA.
- Ravdin P.M., Siminoff L.A., Davis G.J., Mercer M.B., Hewlett J., Gerson N. & Parker H.L. (2001) Computer program to assist in making decisions about adjuvant therapy for women with early breast cancer. Journal of Clinical Oncology 19, 980–991.
- Rowell D.S. & Jackson T.J. (2011) Additional costs of inpatient malnutrition, Victoria, Australia, 2003–2004. European Journal of Health Economics 12, 353–361.
- Royston P., Moons K.G.M., Altman D.G. & Vergouwe Y. (2009) Prognosis and prognostic research: developing a prognostic model. BMJ (Clinical Research Ed.) 338, 1373–1377.
- Schiffmann L., Ozcan S., Schwarz F., Lange J., Prall F. & Klar E. (2008) Colorectal cancer in the elderly: surgical treatment and long-term survival. International Journal of Colorectal Disease 23, 601–610.
- Scholefield J.H., Robinson M.H.E., Mangham C.M. & Hardcastle J.D. (1998) Screening for colorectal cancer reduces emergency admissions. European Journal of Surgical Oncology 24, 47–50.
- Silver J.K. & Baima J. (2013) Cancer prehabilitation: an opportunity to decrease treatment-related morbidity, increase cancer treatment options, and improve physical and psychological health outcomes. American Journal of Physical Medicine and Rehabilitation 92, 715–727.
- Sternberg S.A., Schwartz A.W., Karunananthan S., Bergman H. & Mark Clarfield A. (2011) The identification of frailty: a systematic literature review. Journal of the American Geriatrics Society 59, 2129–2138.
- Steyerberg E.W., Harrell F.E., Jr, Borsboom G.J.J.M., Eijkemans M.J.C., Vergouwe Y. & Habbema J.D.F. (2001) Internal validation of predictive models: efficiency of some procedures for logistic regression analysis. Journal of Clinical Epidemiology 54, 774–781.
- Tran Ba Loe P., Tezenas Du Montcel S., Duron J.J., Levard H., Suc B., Descottes B., Desrousseaux B. & Hay J.M. (2010) Elderly POSSUM, a dedicated score for prediction of mortality and morbidity after major colorectal surgery in older patients. British Journal of Surgery 97, 396–403.
- Vercelli M., Lillini R., Capocaccia R., Micheli A., Coebergh J.W., Quinn M., Martinez-Garcia C., Quaglia A., Oberaigner W., Ajmova J., Aareleid T., Palo E., Hakulinen T., Grosclaude P., Ziegler H., Tryggvadottir L., Langmark F., Andersen A., Bielska-Lasota M., Pinheiro P.S., Plesko I., Pompe-Kirn V., Ecimovic P., Moller T. & Lutz J.M. (2006) Cancer survival in the elderly: effects of socio-economic factors and health care system features (ELDCARE project). European Journal of Cancer 42, 234–242.
- Wang L., Wilson S.E., Stewart D.B. & Hollenbeak C.S. (2011) Marital status and colon cancer outcomes in US Surveillance, Epidemiology and End Results registries: does marriage affect cancer survival by gender and stage? Cancer Epidemiology 35, 417–422.
- Wildiers H. & Kenis C. (2011) Comprehensive geriatric assessment (CGA) in older oncological patients: why and how? Journal of Geriatric Oncology 3, 174–176.
- Yourman L.C., Lee S.J., Schonberg M.A., Widera E.W. & Smith A.K. (2012) Prognostic indices for older adults: a systematic review. Journal of the American Medical Association 307, 182–192.
- Zhuang C.L., Ye X.Z., Zhang X.D., Chen B.C. & Yu Z. (2013) Enhanced recovery after surgery programs versus traditional care for colorectal surgery: a meta-analysis of randomized controlled trials. Diseases of the Colon and Rectum 56, 667–678.