BMC Geriatrics | |
Early recognition of risk factors for adverse outcomes during hospitalization among Medicare patients: a prospective cohort study | |
Glenn D Braunstein1  Catherine Bresee1  Jua Choi1  Linda Burnes Bolton1  Harriet Udin Aronow2  Jeff Borenstein3  | |
[1] Cedars-Sinai Health System, 8700 Beverly Blvd, Los Angeles, CA 90048, USA;Nursing Research, Cedars-Sinai Health System, 8700 Beverly Blvd, Los Angeles, CA 90048, USA;Applied Health Services Research, Cedars-Sinai Health System, 8700 Beverly Blvd, Los Angeles, CA 90048, USA | |
关键词: Hospitalized elderly; Medicare; Patient safety; Readmissions; Frailty; | |
Others : 857546 DOI : 10.1186/1471-2318-13-72 |
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received in 2012-08-21, accepted in 2013-06-25, 发布年份 2013 | |
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【 摘 要 】
Background
There is a persistently high incidence of adverse events during hospitalization among Medicare beneficiaries. Attributes of vulnerability are prevalent, readily apparent, and therefore potentially useful for recognizing those at greatest risk for hospital adverse events who may benefit most from preventive measures. We sought to identify patient characteristics associated with adverse events that are present early in a hospital stay.
Methods
An interprofessional panel selected characteristics thought to confer risk of hospital adverse events and measurable within the setting of acute illness. A convenience sample of 214 Medicare beneficiaries admitted to a large, academic medical center were included in a quality improvement project to develop risk assessment protocols. The data were subsequently analyzed as a prospective cohort study to test the association of risk factors, assessed within 24 hours of hospital admission, with falls, hospital-acquired pressure ulcers (HAPU) and infections (HAI), adverse drug reactions (ADE) and 30-day readmissions.
Results
Mean age = 75(±13.4) years. Risk factors with highest prevalence included >4 active comorbidities (73.8%), polypharmacy (51.7%), and anemia (48.1%). One or more adverse hospital outcomes occurred in 46 patients (21.5%); 56 patients (26.2%) were readmitted within 30 days. Cluster analysis described three adverse outcomes: 30-day readmission, and two groups of in-hospital outcomes. Distinct regression models were identified: Weight loss (OR = 3.83; 95% CI = 1.46, 10.08) and potentially inappropriate medications (OR = 3.05; 95% CI = 1.19, 7.83) were associated with falls, HAPU, procedural complications, or transfer to intensive care; cognitive impairment (OR = 2.32; 95% CI = 1.24, 4.37), anemia (OR = 1.87; 95% CI = 1.00, 3.51) and weight loss (OR = 2.89; 95% CI = 1.38, 6.07) were associated with HAI, ADE, or length of stay >7 days; hyponatremia (OR = 3.49; 95% CI = 1.30, 9.35), prior hospitalization within 30 days (OR = 2.66; 95% CI = 1.31, 5.43) and functional impairment (OR = 2.05; 95% CI = 1.02, 4.13) were associated with 30-day readmission.
Conclusions
Patient characteristics recognizable within 24 hours of admission can be used to identify increased risk for adverse events and 30-day readmission.
【 授权许可】
2013 Borenstein et al.; licensee BioMed Central Ltd.
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【 参考文献 】
- [1]Institute of Medicine: To Err Is Human: Building a Safer Health System. Washington, DC: The National Academies Press; 1999.
- [2]Department of Health and Human Services: Office of Inspector General. Adverse events in hospitals: national incidence among Medicare beneficiaries. Washington (DC) HHS. 2010. http://oig.hhs.gov/oei/reports/oei-06-09-00090.pdf webcite [Accessed 1/23/2013]
- [3]Song X, Mitnitski A, Rockwood K: Prevalence and 10-year outcomes of frailty in older adults in relation to deficit accumulation. J Am Geriatr Soc 2010, 58(4):681-687.
- [4]Covinsky KE, Palmer RM, Fortinsky RH, Counsell SR, Stewart AL, Kresevic D, Burant CJ, Landefeld CS: Loss of independence in activities of daily living in older adults hospitalized with medical illnesses: Increased vulnerability with age. J Am Geriatr Soc 2003, 51(4):451-458.
- [5]Silverstein MD, Qin H, Mercer SQ, Fong J, Haydar Z: Risk factors for 30-day hospital readmission in patients >/=65 years of age. Proc (Bayl Univ Med Cent). 2008, 21(4):363-372.
- [6]Robinson TN, Eiseman B, Wallace JI, Church SD, McFann KK, Pfister SM, Sharp TJ, Moss M: Redefining geriatric preoperative assessment using frailty, disability and co-morbidity. Ann Surg 2009, 250(3):449-455.
- [7]Abellan Van Kan G, Rolland Y, Houles M, Gillette-Guyonnet S, Soto M, Vellas B: The assessment of frailty in older adults. Clin Geriatr Med 2010, 26(2):275-286.
- [8]Sternberg SA, Wershof Schwartz A, Karunananthan S, Bergman H, Mark CA: The identification of frailty: a systematic literature review. J Am Geriatr Soc 2011, 59(11):2129-2138.
- [9]Hubbard RE, O’Mahony MS, Woodhouse KW: Characterising frailty in the clinical setting-025EFa comparison of different approaches. Age Ageing 2009, 38(1):115-119.
- [10]Fried LP, Tangen CM, Walston J, Newman AB, Hirsch C, Gottdiener J, Seeman T, Tracy R, Kop WJ, Burke G, et al.: Frailty in older adults: Evidence for a phenotype. J Gerontol a-Biol 2001, 56(3):M146-M156.
- [11]Saliba D, Elliott M, Rubenstein LZ, Solomon DH, Young RT, Kamberg CJ, Roth C, MacLean CH, Shekelle PG, Sloss EM, et al.: The Vulnerable Elders Survey: a tool for identifying vulnerable older people in the community. J Am Geriatr Soc 2001, 49(12):1691-1699.
- [12]Rockwood K, Song X, MacKnight C, Bergman H, Hogan DB, McDowell I, Mitnitski A: A global clinical measure of fitness and frailty in elderly people. CMAJ 2005, 173(5):489-495.
- [13]Ensrud KE, Ewing SK, Cawthon PM, Fink HA, Taylor BC, Cauley JA, Dam TT, Marshall LM, Orwoll ES, Cummings SR: A comparison of frailty indexes for the prediction of falls, disability, fractures, and mortality in older men. J Am Geriatr Soc 2009, 57(3):492-498.
- [14]Lacas A, Rockwood K: Frailty in primary care: a review of its conceptualization and implications for practice. BMC Med 2012, 10:4. BioMed Central Full Text
- [15]Herrmann FR, Osiek A, Cos M, Michel JP, Robine JM: Frailty judgment by hospital team members: degree of agreement and survival prediction. J Am Geriatr Soc 2005, 53(5):916-917.
- [16]Levers MJ, Estabrooks CA, Ross Kerr JC: Factors contributing to frailty: literature review. J Adv Nurs 2006, 56(3):282-291.
- [17]Marcantonio ER, McKean S, Goldfinger M, Kleefield S, Yurkofsky M, Brennan TA: Factors associated with unplanned hospital readmission among patients 65 years of age and older in a Medicare managed care plan. Am J Med 1999, 107(1):13-17.
- [18]Mehta KM, Pierluissi E, Boscardin WJ, Kirby KA, Walter LC, Chren MM, et al.: A clinical index to stratify hospitalized older adults according to risk for new-onset disability. J Am Geriatr Soc 2011, 59(7):1206-1216.
- [19]Jones SR: Infections in Frail and Vulnerable Elderly Patients. Am J Med 1990, 88(3C):S30-S33.
- [20]Laniece I, Couturier P, Drame M, Gavazzi G, Lehman S, Jolly D, Voisin T, Lang PO, Jovenin N, Gauvain JB, Novellu J, Saint-Jean O, Blanchard F: Incidence and main factors associated with early unplanned hospital readmission among French medical inpatients aged 75 and over admitted through emergency units. Age Ageing 2008, 37(4):416-422.
- [21]Katz S: Assessing Self-Maintenance - Activities of Daily Living, Mobility, and Instrumental Activities of Daily Living. J Am Geriatr Soc 1983, 31(12):721-727.
- [22]Saliba DBJ: Development and validation of a revised nursing home assessment tool: MDS 3.0. Rand Health Corporation. 2008. http://www.cms.gov/Medicare/Quality-Initiatives-Patient-Assessment-Instruments/NursingHomeQualityInits/downloads/MDS30FinalReport.pdf webcite (Accessed 1/24/2013)
- [23]Kroenke K, Spitzer RL, Williams JBW: The Patient Health Questionnaire-2 - Validity of a two-item depression screener. Medical Care 2003, 41(11):1284-1292.
- [24]Fick DM, Cooper JW, Wade WE, Waller JL, Maclean JR, Beers MH: Updating the Beers criteria for potentially inappropriate medication use in older adults: results of a US consensus panel of experts. Arch Intern Med 2003, 163(22):2716-2724.
- [25]Woolcott JC, Richardson KJ, Wiens MO, Patel B, Marin J, Khan KM, Marra CA: Meta-analysis of the Impact of 9 Medication Classes on Falls in Elderly Persons. Arch Intern Med 2009, 169(21):1952-1960.
- [26]Rozich JD, Haraden CR, Resar RK: Adverse drug event trigger tool: a practical methodology for measuring medication related harm. Qual Saf Health Care 2003, 12(3):194-200.
- [27]Rencher AC: Methods of multivariate analysis. 2nd edition. New York: J. Wiley; 2002.
- [28]Collett D: Modelling survival data in medical research. 2nd edition. Boca Raton, Fla: Chapman & Hall/CRC; 2003.
- [29]Institute of Medicine: Allied Health Workforce and Services. Washington, DC: Workshop Summary; 2011.
- [30]Chattopadhyay A, Bindman AB: Linking a comprehensive payment model to comprehensive care of frail elderly patients: a dual approach. JAMA 2010, 304(17):1948-1949.
- [31]Kleinpell RMF, Kathy J, Bonnie M, Chapter 11: Reducing Functional Decline in Hospitalized Elderly. In An evidence-based handbook for Nurses. Edited by Quality AfHRa. Rockville, MD: Patient Safety and Quality; 2008.
- [32]Broyles RW, Chou AF, Mattachione S, Wild RC, Al-Assaf AF: The effect of adverse medical events on spending on inpatient care. Qual Manag Health Care 2009, 18(4):315-325.
- [33]Covinsky KE, Pierluissi E, Johnston CB: Hospitalization-associated disability: “She was probably able to ambulate, but I‘m not sure”. JAMA 2011, 306(16):1782-1793.
- [34]Podulka JB, Marguerite J, Steiner C: 30-Day Readmissions following Hospitalizations for Chronic vs. Acute Conditions. Rockville: 2008. H-CUP Healthcare Cost And Utilization Project; 2012.
- [35]Arora VM, Johnson M, Olson J, Podrazik PM, Levine S, Dubeau CE, Sachs GA, Meltzer DO: Using assessing care of vulnerable elders quality indicators to measure quality of hospital care for vulnerable elders. J Am Geriatr Soc 2007, 55(11):1705-1711.
- [36]Jencks SF, Williams MV, Coleman EA: Rehospitalizations among Patients in the Medicare Fee-for-Service Program REPLY. New Engl J Med 2009, 361(3):312-312.
- [37]Searle SD, Mitnitski A, Gahbauer EA, Gill TM, Rockwood K: A standard procedure for creating a frailty index. BMC Geriatr 2008, 8:24. BioMed Central Full Text
- [38]Mion L, Odegard PS, Resnick B, Segal-Galan F: Interdisciplinary care for older adults with complex needs: American Geriatrics Society position statement. J Am Geriatr Soc 2006, 54(5):849-852.
- [39]Kansagara D, Englander H, Salanitro A, Kagen D, Theobald C, Freeman M, Kripalani S: Risk prediction models for hospital readmission: a systematic review. JAMA 2011, 306(15):1688-1698.
- [40]Allaudeen N, Schnipper JL, Orav EJ, Wachter RM, Vidyarthi AR: Inability of providers to predict unplanned readmissions. J Gen Intern Med 2011, 26(7):771-776.
- [41]Hasan O, Meltzer DO, Shaykevich SA, Bell CM, Kabai PJ, Auerbach AD, Wetterneck TB, Arora VM, Zhang J, Schnipper JL: Hospital readmission in general medicine patients: a prediction model. J Gen Intern Med 2010, 25(3):211-219.
- [42]Sullivan DH: Risk factors for early hospital readmission in a select population of geriatric rehabilitation patients: the significance of nutritional status. J Am Geriatr Soc 1992, 40(8):792-798.
- [43]Bauer JD, Isenring E, Torma J, Horsley P, Martineau J: Nutritional status of patients who have fallen in an acute care setting. J Hum Nutr Diet 2007, 20(6):558-564.
- [44]Ferguson M, Capra S, Bauer J, Banks M: Development of a valid and reliable malnutrition screening tool for adult acute hospital patients. Nutrition 1999, 15(6):458-464.
- [45]Lang PO, Heitz D, Hedelin G, Drame M, Jovenin N, Ankri J, Somme D, Novella JL, Gauvain JB, Couturier P, et al.: Early markers of prolonged hospital stays in older people: a prospective, multicenter study of 908 inpatients in French acute hospitals. J Am Geriatr Soc 2006, 54(7):1031-1039.
- [46]Wald R, Jaber BL, Price LL, Upadhyay A, Madias NE: Impact of hospital-associated hyponatremia on selected outcomes. Arch Intern Med 2010, 170(3):294-302.
- [47]Cameron ID, Murray GR, Gillespie LD, Robertson MC, Hill KD, Cumming RG, Kerse N: Interventions for preventing falls in older people in nursing care facilities and hospitals. Cochrane Database Syst Rev 2010., 1CD005465
- [48]Agency for Healthcare Research and Quality: National Healthcare Quality Report: 2009. Publication No. 10–0003. Rockville, MD: US Dept. of Health and Human Services; 2010.
- [49]Bergkvist A, Midlov P, Hoglund P, Larsson L, Eriksson T: A multi-intervention approach on drug therapy can lead to a more appropriate drug use in the elderly. J Eval Clin Prac 2009, 15(4):660-667.
- [50]Lang IA, Hubbard RE, Andrew MK, Llewellyn DJ, Melzer D, Rockwood K: Neighborhood deprivation, individual socioeconomic status, and frailty in older adults. J Am Geriatr Soc 2009, 57(10):1776-1780.