Development and validation of a hospital frailty risk measure using Canadian clinical administrative data.


Journal

CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne
ISSN: 1488-2329
Titre abrégé: CMAJ
Pays: Canada
ID NLM: 9711805

Informations de publication

Date de publication:
27 03 2023
Historique:
accepted: 14 02 2023
medline: 29 3 2023
entrez: 27 3 2023
pubmed: 28 3 2023
Statut: ppublish

Résumé

Accessible measures specific to the Canadian context are needed to support health system planning for older adults living with frailty. We sought to develop and validate the Canadian Institute for Health Information (CIHI) Hospital Frailty Risk Measure (HFRM). Using CIHI administrative data, we conducted a retrospective cohort study involving patients aged 65 years and older who were discharged from Canadian hospitals from Apr. 1, 2018, to Mar. 31, 2019. We used a 2-phase approach to develop and validate the CIHI HFRM. The first phase, construction of the measure, was based on the deficit accumulation approach (identification of age-related conditions using a 2-year look-back). The second phase involved refinement into 3 formats (continuous risk score, 8 risk groups and binary risk measure), with assessment of their predictive validity for several frailty-related adverse outcomes using data to 2019/20. We assessed convergent validity with the United Kingdom Hospital Frailty Risk Score. The cohort consisted of 788 701 patients. The CIHI HFRM included 36 deficit categories and 595 diagnosis codes that cover morbidity, function, sensory loss, cognition and mood. The median continuous risk score was 0.111 (interquartile range 0.056-0.194, equivalent to 2-7 deficits); 35.1% ( The CIHI HFRM is a valid tool showing good discriminatory power for several adverse outcomes. The tool can be used by decision-makers and researchers by providing information on hospital-level prevalence of frailty to support system-level capacity planning for Canada's aging population.

Sections du résumé

BACKGROUND
Accessible measures specific to the Canadian context are needed to support health system planning for older adults living with frailty. We sought to develop and validate the Canadian Institute for Health Information (CIHI) Hospital Frailty Risk Measure (HFRM).
METHODS
Using CIHI administrative data, we conducted a retrospective cohort study involving patients aged 65 years and older who were discharged from Canadian hospitals from Apr. 1, 2018, to Mar. 31, 2019. We used a 2-phase approach to develop and validate the CIHI HFRM. The first phase, construction of the measure, was based on the deficit accumulation approach (identification of age-related conditions using a 2-year look-back). The second phase involved refinement into 3 formats (continuous risk score, 8 risk groups and binary risk measure), with assessment of their predictive validity for several frailty-related adverse outcomes using data to 2019/20. We assessed convergent validity with the United Kingdom Hospital Frailty Risk Score.
RESULTS
The cohort consisted of 788 701 patients. The CIHI HFRM included 36 deficit categories and 595 diagnosis codes that cover morbidity, function, sensory loss, cognition and mood. The median continuous risk score was 0.111 (interquartile range 0.056-0.194, equivalent to 2-7 deficits); 35.1% (
INTERPRETATION
The CIHI HFRM is a valid tool showing good discriminatory power for several adverse outcomes. The tool can be used by decision-makers and researchers by providing information on hospital-level prevalence of frailty to support system-level capacity planning for Canada's aging population.

Identifiants

pubmed: 36972914
pii: 195/12/E437
doi: 10.1503/cmaj.220926
pmc: PMC10042454
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

E437-E448

Informations de copyright

© 2023 CMA Impact Inc. or its licensors.

Déclaration de conflit d'intérêts

Competing interests: John Muscedere is the Scientific Director of the Canadian Frailty Network (CFN), which is funded by the government of Canada through the Networks of Centres of Excellence program. He has received grant support through CFN for frailty research. Kenneth Rockwood has asserted copyright of the Clinical Frailty Scale (CFS) through Dalhousie University’s Industry, Liaison, and Innovation Office, which has been licensed to Enanta Pharmaceuticals, Synairgen Research, Faraday Pharmaceuticals, KCR S.A., Icosavax, BioAge Labs, Biotest AG, AstraZeneca UK Limited and Qu Biologics. He has also asserted copyright (with Dr. Olga Theou) for the Pictorial Fit-Frail Scale (PFFS), which has been licensed to Congenica; use of both the CFS and PFFS is free for education, research and nonprofit health care with completion of a permission agreement stipulating users will not change, charge for or commercialize the scales. He reports personal fees from the Burnaby Division Family Practice, United Arab Emirates University, Singapore National Research Foundation, McMaster University, Chinese Medical Association, Wake Forest University Medical School, University of Omaha and Atria Institute, as well as funding from the Canadian Institutes of Health Research. He chaired the data safety monitoring board for the ADMET-II clinical trial. He is co-founder of Ardea Outcomes, which (DGI Clinical until 2021) in the last 3 years has contracts with pharmaceutical and device manufacturers (Danone, Hollister, INmune, Novartis, Takeda) on individualized outcome measurement. In 2020, on behalf of Ardea Outcomes, he attended an advisory board meeting with Nutricia on dementia. He is associate director of the Canadian Consortium on Neurodegeneration in Aging, and special advisor to the president of Cape Breton University on frailty and aging. No other competing interests were declared.

Références

Can J Aging. 2016 Sep;35(3):281-97
pubmed: 27211065
Lancet Healthy Longev. 2021 Mar;2(3):e154-e162
pubmed: 33733245
J Am Geriatr Soc. 2010 Apr;58(4):783-7
pubmed: 20345862
Can Geriatr J. 2017 Mar 31;20(1):22-37
pubmed: 28396706
J Gerontol A Biol Sci Med Sci. 2004 Jun;59(6):M627-32
pubmed: 15215283
BMC Geriatr. 2017 Jan 21;17(1):28
pubmed: 28107813
Adv Exp Med Biol. 2020;1216:1-7
pubmed: 31894541
BMJ Open. 2021 Jul 19;11(7):e047945
pubmed: 34281924
BMJ Open. 2019 Jan 15;9(1):e026923
pubmed: 30647051
J Am Geriatr Soc. 2004 Nov;52(11):1929-33
pubmed: 15507074
Age Ageing. 2016 May;45(3):353-60
pubmed: 26944937
J Am Med Dir Assoc. 2022 Aug;23(8):1348-1353.e8
pubmed: 34740563
J Gerontol A Biol Sci Med Sci. 2019 Oct 4;74(11):1771-1777
pubmed: 30668637
Ann Surg. 2019 Jul;270(1):102-108
pubmed: 29672410
BMC Geriatr. 2008 Sep 30;8:24
pubmed: 18826625
J Frailty Aging. 2020;9(1):2-3
pubmed: 32150206
Lancet. 2018 May 5;391(10132):1775-1782
pubmed: 29706364
CMAJ. 2005 Aug 30;173(5):489-95
pubmed: 16129869
Health Rep. 2013 Sep;24(9):10-7
pubmed: 24258362
BMC Health Serv Res. 2019 Jan 25;19(1):70
pubmed: 30683094
Stat Med. 2017 Nov 30;36(27):4391-4400
pubmed: 28913837
Eur J Intern Med. 2016 Nov;35:24-34
pubmed: 27596721
Age Ageing. 2021 Feb 26;50(2):447-456
pubmed: 32805022
Am J Epidemiol. 2017 Aug 15;186(4):420-434
pubmed: 28633404
Can Geriatr J. 2022 Dec 01;25(4):375-379
pubmed: 36505914
JAMA Netw Open. 2019 May 3;2(5):e193545
pubmed: 31074814
J Gerontol A Biol Sci Med Sci. 2004 Mar;59(3):255-63
pubmed: 15031310
Med Decis Making. 1993 Apr-Jun;13(2):141-51
pubmed: 8483399
Am J Epidemiol. 2011 Mar 15;173(6):676-82
pubmed: 21330339
Age Ageing. 2020 Oct 23;49(6):1071-1079
pubmed: 32392289
PLoS Med. 2015 Oct 06;12(10):e1001885
pubmed: 26440803
BMJ Open. 2015 Oct 21;5(10):e008456
pubmed: 26490097
PLoS One. 2015 Mar 12;10(3):e0120144
pubmed: 25764521
ScientificWorldJournal. 2001 Aug 08;1:323-36
pubmed: 12806071
BMJ Qual Saf. 2019 Apr;28(4):284-288
pubmed: 30381331
CMAJ Open. 2022 Oct 11;10(4):E882-E888
pubmed: 36220181
Can Fam Physician. 2015 Mar;61(3):227-31
pubmed: 25767167

Auteurs

Joseph Emmanuel Amuah (JE)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Katy Molodianovitsh (K)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Sarah Carbone (S)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Naomi Diestelkamp (N)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Yanling Guo (Y)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

David B Hogan (DB)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Mingyang Li (M)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Colleen J Maxwell (CJ)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

John Muscedere (J)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Kenneth Rockwood (K)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Samir Sinha (S)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Olga Theou (O)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS.

Sunita Karmakar-Hore (S)

Canadian Institute for Health Information (Amuah, Molodianovitsh, Carbone, Diestelkamp, Guo, Li, Karmakar-Hore); School of Epidemiology and Public Health (Amuah), University of Ottawa, Ottawa, Ont.; Institute of Health Policy, Management and Evaluation (Carbone), University of Toronto, Toronto, Ont.; School of Public Health Sciences (Guo, Maxwell), University of Waterloo, Waterloo, Ont.; Division of Geriatric Medicine (Hogan), Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alta.; School of Pharmacy (Maxwell), University of Waterloo, Waterloo, Ont.; Department of Critical Care Medicine (Muscedere), Queen's University; Canadian Frailty Network (Muscedere), Kingston, Ont.; Division of Geriatric Medicine, Department of Medicine (Rockwood), Dalhousie University, Halifax, NS; Division of Geriatric Medicine (Sinha), Department of Medicine, University of Toronto; National Institute on Ageing (Sinha), Ryerson University, Toronto, Ont.; School of Physiotherapy and Division of Geriatric Medicine (Theou), Dalhousie University, Halifax, NS SKarmakar-Hore@cihi.ca.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH