TY - JOUR
T1 - Prediction of disability-free survival in healthy older people
AU - the ASPREE investigators
AU - Neumann, Johannes Tobias
AU - Thao, Le T.P.
AU - Murray, Anne M.
AU - Callander, Emily
AU - Carr, Prudence R.
AU - Nelson, Mark R.
AU - Wolfe, Rory
AU - Woods, Robyn L.
AU - Reid, Christopher M.
AU - Shah, Raj C.
AU - Newman, Anne B.
AU - Williamson, Jeff D.
AU - Tonkin, Andrew M.
AU - McNeil, John J.
AU - McNeil, John
AU - Murray, Anne
AU - Beilin, Lawrie
AU - Chan, Andrew
AU - Demons, Jamehl
AU - Ernst, Michael
AU - Espinoza, Sara
AU - Goetz, Matthew
AU - Johnston, Colin
AU - Kirpach, Brenda
AU - Liew, Danny
AU - Margolis, Karen
AU - Meyskens, Frank
AU - Nelson, Mark
AU - Reid, Chris
AU - Shah, Raj
AU - Storey, Elsdon
AU - Tonkin, Andrew
AU - Woods, Robyn
AU - Zalcberg, John
AU - Nelson, Mark
AU - Ives, Diane
AU - Berk, Michael
AU - Bernstein, Wendy
AU - Brauer, Donna
AU - Burns, Christine
AU - Chong, Trevor
AU - Cloud, Geoff
AU - Demons, Jamehl
AU - Donnan, Geoffrey
AU - Eaton, Charles
AU - Fitzgerald, Paul
AU - Gibbs, Peter
AU - Haydon, Andrew
AU - Jelinek, Michael
AU - Macrae, Finlay
AU - Mahady, Suzanne
AU - Malik, Mobin
AU - Margolis, Karen
AU - McLean, Catriona
AU - Murray, Anne
AU - Newman, Anne
AU - Rodriguez, Luz
AU - Satterfield, Suzanne
AU - Shah, Raj
AU - Tonkin, Andrew
AU - van Londen, Gijsberta
AU - Tie, Jeanne
AU - Williamson, Jeff
AU - Wood, Erica
AU - Zalcberg, John
AU - Mohr, Jay
AU - Anderson, Garnet
AU - Connolly, Stuart
AU - Friedman, Larry
AU - Manson, Jo Ann
AU - Sano, Mary
AU - Morrison, Sean
AU - Ohman, Erik Magnus
AU - McNeil, John
AU - Woods, Robyn
AU - Abhayaratna, Walter
AU - Beilin, Lawrie
AU - Donnan, Geoffrey
AU - Gibbs, Peter
AU - Johnston, Colin
AU - Liew, Danny
AU - Lockett, Trevor
AU - Nelson, Mark
AU - Reid, Chris
AU - Stocks, Nigel
AU - Tonkin, Andrew
AU - Murray, Anne
AU - Reid, Chris
AU - Ernst, Michael
AU - Johnston, Colin
AU - Zalcberg, John
AU - Liew, Danny
AU - Margolis, Karen
AU - McNeil, John
AU - Nelson, Mark
AU - Newman, Anne
AU - Obisesan, Thomas
AU - Shah, Raj
AU - Woods, Robyn
AU - Reid, Chris
AU - Ernst, Michael
AU - Gilbertson, Dave
AU - Kirpach, Brenda
AU - Shah, Raj
AU - Woods, Robyn
AU - Lockery, Jessica
AU - Collyer, Taya
AU - Rigby, Jason
AU - Pruksawongsin, Kunnapoj
AU - Hay, Nino
AU - Ryan, Joanne
AU - Jachno, Kim
AU - Smith, Catherine
AU - Ekram, A. R.M.Saifuddin
AU - Gardam, Madeleine
AU - Luong, Henry
AU - Montgomery, Tim
AU - Plate, Megan
AU - Rojas, Laura
AU - Tominaga, Anna
AU - Wadeson, Katrina
AU - Orchard, Suzanne
AU - Fitzgerald, Sharyn
AU - Hopkins, Sarah
AU - Lockery, Jessica
AU - Nichols, Trisha
AU - Trevaks, Ruth
AU - Woods, Robyn
AU - Kirpach, Brenda
AU - Johnson, Ashley
AU - Murray, Anne
AU - Prozinski, Molly
AU - Robinson-O’Brien, Ramona
AU - Tessum, Nate
AU - Aloia, John
AU - Anton, Steve
AU - Burns, Jeffery
AU - Burton, Gary
AU - Demons, Jamehl
AU - Eaton, Charles
AU - Ernst, Michael
AU - Espinoza, Sara
AU - Ferris, Darron
AU - Honasoge, Mahalakshmi
AU - Hsia, Daniel
AU - Katzman, Steven
AU - Kottam, Anupama
AU - Lewis, Beth
AU - Margolis, Karen
AU - Murray, Anne
AU - Nesbitt, Shawna
AU - Newman, Anne
AU - Obisesan, Thomas
AU - Ochoa, Augusto
AU - Pemu, Pricilla
AU - Peterson, Kevin
AU - Powell, James
AU - Pressman, Gregg
AU - Robinson, William
AU - Satterfield, Susanne
AU - Shah, Raj
AU - Thorburn, Christine
AU - Volpi, Elena
AU - Wiggins, Jocelyn
AU - Williamson, Jeff
AU - Wilson, Peter
AU - Womack, Catherine
AU - Abdullah, M.
AU - Abdul-Ridha, S.
AU - Aboud, E.
AU - Abraham, A.
AU - Abraham, J.
AU - Abraham, K.
AU - Abrahams, M.
AU - Adad, S.
AU - Adams, C.
AU - Africa, N.
AU - Afroze, S.
AU - Agarwal, D.
AU - Agbarakwe, C.
AU - Ah Sang, W.
AU - Ahern, T.
AU - Ahmad, Y.
AU - Ahmad, Z.
AU - Ahmed, L.
AU - Ajam, A.
AU - Akhter, R.
AU - Akram, Z.
AU - Alagarswami, K.
AU - Alam, M.
AU - Alavi, E.
AU - Aldridge, L.
AU - Alethan, A.
AU - Alexander, K.
AU - Alexander, L.
AU - Alexopoulos, M.
AU - Ali, B.
AU - Ali, M.
AU - Allan, J.
AU - Oliver, P.
N1 - Funding Information:
We thank the ASPREE trial staff, participants and general practitioners. ASPREE investigators and committees International Steering Committee: John McNeil (Chair and Principal Investigator), Anne Murray (Co-Chair and Co-Principal Investigator), Lawrie Beilin, Andrew Chan, Jamehl Demons, Michael Ernst, Sara Espinoza, Matthew Goetz, Colin Johnston, Brenda Kirpach, Danny Liew, Karen Margolis, Frank Meyskens, Mark Nelson, Chris Reid, Raj Shah, Elsdon Storey, Andrew Tonkin, Rory Wolfe, Robyn Woods, John Zalcberg International End Point Adjudication Committees: Mark Nelson (Chair), Diane Ives (Co-Chair), Michael Berk, Wendy Bernstein, Donna Brauer, Christine Burns, Trevor Chong, Geoff Cloud, Jamehl Demons, Geoffrey Donnan, Charles Eaton, Paul Fitzgerald, Peter Gibbs, Andrew Haydon, Michael Jelinek, Finlay Macrae, Suzanne Mahady, Mobin Malik, Karen Margolis, Catriona McLean, Anne Murray, Anne Newman, Luz Rodriguez, Suzanne Satterfield (deceased), Raj Shah, Elsdon Storey, Jeanne Tie, Andrew Tonkin, Gijsberta van Londen, Stephanie Ward, Jeff Williamson, Erica Wood, John Zalcberg Data and Safety Monitoring Board: Jay Mohr (Chair).
Funding Information:
Open Access funding enabled and organized by CAUL and its Member Institutions This study was financially supported by the National Institute on Aging and the National Cancer Institute at the National Institutes of Health (grant numbers U01AG029824, U19AG062682); the National Health and Medical Research Council of Australia (grant numbers 334047, 1127060); Monash University; and the Victorian Cancer Agency. J.N. is recipient of a fellowship by the Deutsche Forschungsgemeinschaft (NE 2165/1-1). C.M.R. is supported through a NHMRC Principal Research Fellowship (APP 1136372). JMCN is supported through an NHMRC Leadership Fellowship (IG 1173690).
Publisher Copyright:
© 2022, The Author(s).
PY - 2022/6/1
Y1 - 2022/6/1
N2 - Prolonging survival in good health is a fundamental societal goal. However, the leading determinants of disability-free survival in healthy older people have not been well established. Data from ASPREE, a bi-national placebo-controlled trial of aspirin with 4.7 years median follow-up, was analysed. At enrolment, participants were healthy and without prior cardiovascular events, dementia or persistent physical disability. Disability-free survival outcome was defined as absence of dementia, persistent disability or death. Selection of potential predictors from amongst 25 biomedical, psychosocial and lifestyle variables including recognized geriatric risk factors, utilizing a machine-learning approach. Separate models were developed for men and women. The selected predictors were evaluated in a multivariable Cox proportional hazards model and validated internally by bootstrapping. We included 19,114 Australian and US participants aged ≥65 years (median 74 years, IQR 71.6–77.7). Common predictors of a worse prognosis in both sexes included higher age, lower Modified Mini-Mental State Examination score, lower gait speed, lower grip strength and abnormal (low or elevated) body mass index. Additional risk factors for men included current smoking, and abnormal eGFR. In women, diabetes and depression were additional predictors. The biased-corrected areas under the receiver operating characteristic curves for the final prognostic models at 5 years were 0.72 for men and 0.75 for women. Final models showed good calibration between the observed and predicted risks. We developed a prediction model in which age, cognitive function and gait speed were the strongest predictors of disability-free survival in healthy older people. Trial registration Clinicaltrials.gov (NCT01038583).
AB - Prolonging survival in good health is a fundamental societal goal. However, the leading determinants of disability-free survival in healthy older people have not been well established. Data from ASPREE, a bi-national placebo-controlled trial of aspirin with 4.7 years median follow-up, was analysed. At enrolment, participants were healthy and without prior cardiovascular events, dementia or persistent physical disability. Disability-free survival outcome was defined as absence of dementia, persistent disability or death. Selection of potential predictors from amongst 25 biomedical, psychosocial and lifestyle variables including recognized geriatric risk factors, utilizing a machine-learning approach. Separate models were developed for men and women. The selected predictors were evaluated in a multivariable Cox proportional hazards model and validated internally by bootstrapping. We included 19,114 Australian and US participants aged ≥65 years (median 74 years, IQR 71.6–77.7). Common predictors of a worse prognosis in both sexes included higher age, lower Modified Mini-Mental State Examination score, lower gait speed, lower grip strength and abnormal (low or elevated) body mass index. Additional risk factors for men included current smoking, and abnormal eGFR. In women, diabetes and depression were additional predictors. The biased-corrected areas under the receiver operating characteristic curves for the final prognostic models at 5 years were 0.72 for men and 0.75 for women. Final models showed good calibration between the observed and predicted risks. We developed a prediction model in which age, cognitive function and gait speed were the strongest predictors of disability-free survival in healthy older people. Trial registration Clinicaltrials.gov (NCT01038583).
KW - Disability
KW - Elderly
KW - Healthy
KW - Public Health
KW - Risk prediction
KW - Survival
UR - http://www.scopus.com/inward/record.url?scp=85132455784&partnerID=8YFLogxK
U2 - 10.1007/s11357-022-00547-x
DO - 10.1007/s11357-022-00547-x
M3 - Article
C2 - 35420334
AN - SCOPUS:85132455784
SN - 2509-2715
VL - 44
SP - 1641
EP - 1655
JO - GeroScience
JF - GeroScience
IS - 3
ER -