Abstract
Purpose
Polypharmacy is often defined as use of ‘five-or-more-medications’. However, the optimal polypharmacy cut-point for predicting clinically important adverse events in older people with cancer is unclear. The aim was to determine the sensitivities and specificities of a range of polypharmacy cut-points in relation to a variety of adverse events in older people with cancer.
Methods
Data on medication use, falls and frailty criteria were collected from 385 patients aged ≥70 years presenting to a medical oncology outpatient clinic. Receiver operating characteristic (ROC) curves were produced to examine sensitivities and specificities for varying definitions of polypharmacy in relation to exhaustion, falls, physical function, Karnofsky Performance Scale (KPS) and frailty. Sub-analyses were performed when stratifying by age, sex, comorbidity status and analgesic use.
Results
Patients had a mean age of 76.7 years. Using Youden’s index, the optimal polypharmacy cut-point was 6.5 medications for predicting frailty (specificity 67.0 %, sensitivity 70.0 %), physical function (80.2 %, 49.3 %) and KPS (69.8 %, 52.1 %), 5.5 for falls (59.2 %, 73.0 %) and 3.5 for exhaustion (43.4 %, 74.5 %). For polypharmacy defined as five-or-more-medications, the specificities and sensitivities were frailty (44.9 %, 77.5 %), physical function (58.0 %, 69.7 %), KPS (47.7 %, 69.4 %), falls (44.5 %, 75.7 %) and exhaustion (52.6 %, 64.1 %). The optimal polypharmacy cut-points were similar when the sample was stratified by age, sex, comorbidity status and analgesic use.
Conclusions
Our results suggest that no single polypharmacy cut-point is optimal for predicting multiple adverse events in older people with cancer. In this population, the common definition of five-or-more-medications is reasonable for identifying ‘at-risk’ patients for medication review.
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References
Tromp AM, Pluijm SM, Smit JH, Deeg DJ, Bouter LM, Lips P (2001) Fall-risk screening test: a prospective study on predictors for falls in community-dwelling elderly. J Clin Epidemiol 54:837–844
Marcum ZA, Amuan ME, Hanlon JT, Aspinall SL, Handler SM, Ruby CM, Pugh MJ (2012) Prevalence of unplanned hospitalizations caused by adverse drug reactions in older veterans. J Am Geriatr Soc 60:34–41. doi:10.1111/j.1532-5415.2011.03772.x
Jyrkka J, Enlund H, Korhonen MJ, Sulkava R, Hartikainen S (2009) Polypharmacy status as an indicator of mortality in an elderly population. Drugs Aging 26:1039–1048. doi:10.2165/11319530
Williams GR, Deal AM, Nyrop KA, Pergolotti M, Guerard EJ, Jolly TA, Muss HB (2015) Geriatric assessment as an aide to understanding falls in older adults with cancer. Support Care Cancer 23:2273–2280. doi:10.1007/s00520-014-2598-0
Turner JP, Shakib S, Singhal N, Hogan-Doran J, Prowse R, Johns S, Bell JS (2014) Prevalence and factors associated with polypharmacy in older people with cancer. Support Care Cancer 22:1727–1734. doi:10.1007/s00520-014-2171-x
Balducci L, Goetz-Parten D, Steinman MA (2013) Polypharmacy and the management of the older cancer patient. Ann Oncol 24(Suppl 7):vii36–vii40. doi:10.1093/annonc/mdt266
Tam-McDevitt J (2008) Polypharmacy, aging, and cancer. Oncology 22:1052–1055
Gnjidic D, Hilmer SN, Blyth FM, Naganathan V, Waite L, Seibel MJ, McLachlan AJ, Cumming RG, Handelsman DJ, Le Couteur DG (2012) Polypharmacy cutoff and outcomes: five or more medicines were used to identify community-dwelling older men at risk of different adverse outcomes. J Clin Epidemiol 65:989–995. doi:10.1016/j.jclinepi.2012.02.018
Veehof L, Stewart R, Haaijer-Ruskamp F, Jong BM (2000) The development of polypharmacy. A longitudinal study. Fam Pract 17:261–267
Iliffe S, Haines A, Gallivan S, Booroff A, Goldenberg E, Morgan P (1991) Assessment of elderly people in general practice. 2. Functional abilities and medical problems. Br J Gen Pract 41:13–15
Beloosesky Y, Nenaydenko O, Gross Nevo RF, Adunsky A, Weiss A (2013) Rates, variability, and associated factors of polypharmacy in nursing home patients. Clin Interv Aging 8:1585–1590. doi:10.2147/CIA.S52698
Morris J, Hawes C, Murphy K, Nonemaker S, Philips C, Fries B, Mor V (1991) Minimum data set resident assessment instrument training manual and resource guide. Elliot Press, Natick
Gnjidic D, Hilmer SN, Blyth FM, Naganathan V, Cumming RG, Handelsman DJ, McLachlan AJ, Abernethy DR, Banks E, Le Couteur DG (2012) High-risk prescribing and incidence of frailty among older community-dwelling men. Clin Pharmacol Ther 91:521–528. doi:10.1038/clpt.2011.258
Gilbert AL, Roughead EE, Beilby J, Mott K, Barratt JD (2002) Collaborative medication management services: improving patient care. Med J Aust 177:189–192
Lakhanpal R, Yoong J, Joshi S, Yip D, Mileshkin L, Marx GM, Dunlop T, Hovey EJ, Della Fiorentina SA, Venkateswaran L, Tattersall MHN, Liew S, Field K, Singhal N, Steer CB (2015) Geriatric assessment of older patients with cancer in Australia—A multicentre audit. J Geriatr Oncol. doi:10.1016/j.jgo.2015.03.001
Hovstadius B, Astrand B, Petersson G (2009) Dispensed drugs and multiple medications in the Swedish population: an individual-based register study. BMC Clin Pharmacol 9:11. doi:10.1186/1472-6904-9-11
Corcoran ME (1997) Polypharmacy in the older patient with cancer. Cancer Control 4:419–428
Hurria A, Browner IS, Cohen HJ, Denlinger CS, deShazo M, Extermann M, Ganti AK, Holland JC, Holmes HM, Karlekar MB, Keating NL, McKoy J, Medeiros BC, Mrozek E, O'Connor T, Petersdorf SH, Rugo HS, Silliman RA, Tew WP, Walter LC, Weir AB 3rd, Wildes T (2012) Senior adult oncology. J Natl Compr Cancer Netw 10:162–209
Kojima T, Akishita M, Nakamura T, Nomura K, Ogawa S, Iijima K, Eto M, Ouchi Y (2012) Polypharmacy as a risk for fall occurrence in geriatric outpatients. Geriatr Gerontol Int 12:425–430. doi:10.1111/j.1447-0594.2011.00783.x
Charlson ME, Pompei P, Ales KL, MacKenzie CR (1987) A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis 40:373–383
Orme JG, Reis J, Herz EJ (1986) Factorial and discriminant validity of the Center for Epidemiological Studies Depression (CES-D) scale. J Clin Psychol 42:28–33
Fried LP, Tangen CM, Walston J, Newman AB, Hirsch C, Gottdiener J, Seeman T, Tracy R, Kop WJ, Burke G, McBurnie MA, Cardiovascular Health Study Collaborative Research Group (2001) Frailty in older adults: evidence for a phenotype. J Gerontol A Biol Sci Med Sci 56:M146–M156. doi:10.1093/gerona/56.3.M146
Ware JE Jr, Sherbourne CD (1992) The MOS 36-item short-form health survey (SF-36): I. Conceptual framework and item selection. Med Care 30(6):473–483
Fillenbaum GG, Smyer MA (1981) The development, validity, and reliability of the OARS multidimensional functional assessment questionnaire. J Gerontol 36:428–434
Karnofsky DA, Burchenal JH (1949) The clinical evaluation of chemotherapeutic agents in cancer. In: C.M. M (ed) Evaluation of chemotherapeutic agents. Columbia University Press, pp. 196.
WHO Collaborating Centre for Drug Statistics Methodology (2011) Guidelines for ATC classification and DDD assignment, 2012., Oslo
Hurria A, Gupta S, Zauderer M, Zuckerman EL, Cohen HJ, Muss H, Rodin M, Panageas KS, Holland JC, Saltz L, Kris MG, Noy A, Gomez J, Jakubowski A, Hudis C, Kornblith AB (2005) Developing a cancer-specific geriatric assessment: a feasibility study. Cancer 104:1998–2005. doi:10.1002/cncr.21422
Ruopp MD, Perkins NJ, Whitcomb BW, Schisterman EF (2008) Youden Index and optimal cut-point estimated from observations affected by a lower limit of detection. Biom J 50:419–430. doi:10.1002/bimj.200710415
Cook NR (2007) Use and misuse of the receiver operating characteristic curve in risk prediction. Circulation 115:928–935. doi:10.1161/CIRCULATIONAHA.106.672402
Santoni G, Angleman S, Welmer AK, Mangialasche F, Marengoni A, Fratiglioni L (2015) Age-related variation in health status after age 60. PLoS One 10:e0120077. doi:10.1371/journal.pone.0120077
Frasci G, Lorusso V, Panza N, Comella P, Nicolella G, Bianco A, De Cataldis G, Iannelli A, Bilancia D, Belli M, Massidda B, Piantedosi F, Comella G, De Lena M (2000) Gemcitabine plus vinorelbine versus vinorelbine alone in elderly patients with advanced non-small-cell lung cancer. J Clin Oncol 18:2529–2536
R Core Team (2013) R: a language and environment for statistical computing. R Development Core Team, Vienna, Austria, URL http://www.R-project.org/
Robin X, Turck N, Hainard A, Tiberti N, Lisacek F, Sanchez JC, Muller M (2011) pROC: an open-source package for R and S+ to analyze and compare ROC curves. BMC Bioinf 12:77. doi:10.1186/1471-2105-12-77
Jorgensen T, Herrstedt J, Friis S, Hallas J (2012) Polypharmacy and drug use in elderly Danish cancer patients during 1996 to 2006. J Geriatr Oncol 3:33–40
Saarelainen LK, Turner JP, Shakib S, Singhal N, Hogan-Doran J, Prowse R, Johns S, Lees J, Bell JS (2014) Potentially inappropriate medication use in older people with cancer: prevalence and correlates. J Geriatr Oncol 5:439–446. doi:10.1016/j.jgo.2014.07.001
Koponen MP, Bell JS, Karttunen NM, Nykänen IA, Desplenter FA, Hartikainen SA (2013) Analgesic use and frailty among community-dwelling older people: a population-based study. Drugs Aging 30:129–136. doi:10.1007/s40266-012-0046-8
Boyd CM, Darer J, Boult C, Fried LP, Boult L, Wu AW (2005) Clinical practice guidelines and quality of care for older patients with multiple comorbid diseases: implications for pay for performance. JAMA 294:716–724. doi:10.1001/jama.294.6.716
Payne RA, Abel GA, Avery AJ, Mercer SW, Roland MO (2014) Is polypharmacy always hazardous?A retrospective cohort analysis using linked electronic health records from primary and secondary care. Br J Clin Pharmacol. doi:10.1111/bcp.12292
Yeoh TT, Si P, Chew L (2013) The impact of medication therapy management in older oncology patients. Support Care Cancer 21:1287–1293. doi:10.1007/s00520-012-1661-y
Cashman J, Wright J, Ring A (2010) The treatment of co-morbidities in older patients with metastatic cancer. Support Care Cancer 18:651–655
American Geriatrics Society Beers Criteria Update Expert P (2012) American geriatrics society updated beers criteria for potentially inappropriate medication use in older adults. J Am Geriatr Soc 60:616–631. doi:10.1111/j.1532-5415.2012.03923.x
Taipale HT, Bell JS, Gnjidic D, Sulkava R, Hartikainen S (2012) Sedative load among community-dwelling people aged 75 years or older: association with balance and mobility. J Clin Psychopharmacol 32:218
O'Mahony D, O'Sullivan D, Byrne S, O'Connor MN, Ryan C, Gallagher P (2015) STOPP/START criteria for potentially inappropriate prescribing in older people: version 2. Age Ageing 44:213–218. doi:10.1093/ageing/afu145
Hanlon JT, Schmader KE, Samsa GP, Weinberger M, Uttech KM, Lewis IK, Cohen HJ, Feussner JR (1992) A method for assessing drug therapy appropriateness. J Clin Epidemiol 45:1045–1051
Reeve E, Wiese MD, Hendrix I, Roberts MS, Shakib S (2013) People's attitudes, beliefs, and experiences regarding polypharmacy and willingness to deprescribe. J Am Geriatr Soc 61:1508–1514
Maddison AR, Fisher J, Johnston G (2011) Preventive medication use among persons with limited life expectancy. Prog Palliat Care 19:15
Lees J, Toh B (2009) Does a pharmacist derived medication history (MH) provide more information than a geriatric cancer patient-completed medication list, and does it matter? Asia Pac J Clin Oncol 5(Suppl 2):A176
Lau HS, Florax C, Porsius AJ, De Boer A (2001) The completeness of medication histories in hospital medical records of patients admitted to general internal medicine wards. Br J Clin Pharmacol 49:597–603. doi:10.1046/j.1365-2125.2000.00204.x
Lees J (2013) Management of polypharmacy in older cancer patients. Cancer Forum 37:230–233
Belfrage B, Koldestam A, Sjoberg C, Wallerstedt SM (2015) Number of drugs in the medication list as an indicator of prescribing quality: a validation study of polypharmacy indicators in older hip fracture patients. Eur J Clin Pharmacol 71:363–368. doi:10.1007/s00228-014-1792-9
Kuijpers MAJ, Van Marum RJ, Egberts ACG, Jansen PAF (2007) Relationship between polypharmacy and underprescribing. Br J Clin Pharmacol 65:130–133
Acknowledgments
The authors would like to thank the staff of the medical oncology outpatient clinic and the geriatric oncology multidisciplinary team at the Royal Adelaide Hospital for their enthusiastic support, participation and dedication to data collection.
Preliminary results of this study were presented in poster form at the Australasian Society of Clinical and Experimental Pharmacologists and Toxicologists Annual Scientific Meeting, Melbourne, December 2014.
Contributions of authors
JT, KJ and SB contributed to the conception and design of the study.
NS and RP contributed to the acquisition of the data.
JT, KJ, SS and SB contributed to the analysis and interpretation of the data.
JT drafted the manuscript.
All authors critically revised the manuscript for important intellectual content.
All authors gave final approval for the manuscript to be published.
All authors agree to be accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved.
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Justin Turner was funded through an Australian Postgraduate Award at the University of South Australia and Faculty Scholarship from the Centre for Medicine Use and Safety at the Faculty of Pharmacy and Pharmaceutical Sciences, Monash University.
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The authors have declared no conflicts of interest.
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Turner, J.P., Jamsen, K.M., Shakib, S. et al. Polypharmacy cut-points in older people with cancer: how many medications are too many?. Support Care Cancer 24, 1831–1840 (2016). https://doi.org/10.1007/s00520-015-2970-8
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DOI: https://doi.org/10.1007/s00520-015-2970-8