TY - JOUR
T1 - Estimating cutpoints of gait speed and sit-to-stand test values for self-reported mobility limitations in a cohort of community-dwelling older adults from Singapore
T2 - comparing receiver operating characteristic (ROC) analysis with adjusted predictive modelling
AU - Pua, Yong-Hao
AU - Tay, Laura
AU - Terluin, Berend
AU - Clark, Ross Allan
AU - Thumboo, Julian
AU - Tay, Ee-Ling
AU - Mah, Shi-Min
AU - Ng, Yee-Sien
N1 - Funding Information: This study is funded by National Medical Research Council Centre Grants (CGAug16C027 and CGAug16M011) and the National Innovation Challenge on Active and Confident Ageing Grant (MOH/NIC/HAIG04/2017). Funding Information: We thank the study participants, staff of the Senior Activity Centres, and Resident Committees in the northeast region of Singapore for their logistical and manpower support. We extend our gratitude to Vanessa Voong Zi Lin from the Sengkang General Hospital Department of Physiotherapy for their contributions towards this project. Publisher Copyright: © 2023 Elsevier B.V.
PY - 2023/9/1
Y1 - 2023/9/1
N2 - Objectives: Clinical interpretability of the gait speed and 5-times sit-to-stand (5-STS) tests is commonly established by comparing older adults with and without self-reported mobility limitations (SRML) on gait speed and 5-STS performance, and estimating clinical cutpoints for SRML using the receiver operating characteristics (ROC) method. Accumulating evidence, however, suggests that the adjusted predictive modeling (APM) method may be more appropriate to estimate these interpretational cutpoints. Thus, we aimed to compare, in community-dwelling older adults, gait speed and 5-STS cutpoints estimated using the ROC and APM methods. Design: Cross-sectional study. Setting and Participants: This study analyzed data from 955 community-dwelling independently walking older adults (73%women) aged ≥60 years (mean, 68; range, 60–88). Methods: Participants completed the 10-metre gait speed and 5-STS tests. Participants were classified as having SRML if they responded "Yes" to either of the 2 questions regarding walking and stair climbing difficulty. Cutpoints for SRML and its component questions were estimated using ROC analysis with Youden criterion and the APM method. Results: The proportions of participants with self-reported walking difficulty, self-reported stair climbing difficulty, and SRML were 10%, 19%, and 22%, respectively. Gait speed and 5-STS time were moderately correlated with each other (r=-0.56) and with the self-reported measures (absolute r-values, 0.39–0.44). ROC-based gait speed cutpoints were 0.14 to 0.16 m/s greater than APM-based cutpoints (P < 0.05) whilst ROC-based 5-STS time cutpoints were 0.8 to 3.3 s lower than APM-based cutpoints (P < 0.05 for walking difficulty). Compared with ROC-based cutpoints, APM-based cutptoints were more precise and they varied monotonically with self-reported walking difficulty, self-reported stair climbing difficulty, and SRML. Conclusions and implications: In a sample of 955 older adults, our findings of precise and biologically plausible gait speed and 5-STS cutpoints for SRML estimated using the APM method indicate that this promising method could potentially complement or even replace traditional ROC methods.
AB - Objectives: Clinical interpretability of the gait speed and 5-times sit-to-stand (5-STS) tests is commonly established by comparing older adults with and without self-reported mobility limitations (SRML) on gait speed and 5-STS performance, and estimating clinical cutpoints for SRML using the receiver operating characteristics (ROC) method. Accumulating evidence, however, suggests that the adjusted predictive modeling (APM) method may be more appropriate to estimate these interpretational cutpoints. Thus, we aimed to compare, in community-dwelling older adults, gait speed and 5-STS cutpoints estimated using the ROC and APM methods. Design: Cross-sectional study. Setting and Participants: This study analyzed data from 955 community-dwelling independently walking older adults (73%women) aged ≥60 years (mean, 68; range, 60–88). Methods: Participants completed the 10-metre gait speed and 5-STS tests. Participants were classified as having SRML if they responded "Yes" to either of the 2 questions regarding walking and stair climbing difficulty. Cutpoints for SRML and its component questions were estimated using ROC analysis with Youden criterion and the APM method. Results: The proportions of participants with self-reported walking difficulty, self-reported stair climbing difficulty, and SRML were 10%, 19%, and 22%, respectively. Gait speed and 5-STS time were moderately correlated with each other (r=-0.56) and with the self-reported measures (absolute r-values, 0.39–0.44). ROC-based gait speed cutpoints were 0.14 to 0.16 m/s greater than APM-based cutpoints (P < 0.05) whilst ROC-based 5-STS time cutpoints were 0.8 to 3.3 s lower than APM-based cutpoints (P < 0.05 for walking difficulty). Compared with ROC-based cutpoints, APM-based cutptoints were more precise and they varied monotonically with self-reported walking difficulty, self-reported stair climbing difficulty, and SRML. Conclusions and implications: In a sample of 955 older adults, our findings of precise and biologically plausible gait speed and 5-STS cutpoints for SRML estimated using the APM method indicate that this promising method could potentially complement or even replace traditional ROC methods.
KW - Cutoff score
KW - Elderly
KW - Gait speed
KW - Mobility
KW - Receiver operating characteristic analysis
KW - Sit-to-stand test
UR - http://www.scopus.com/inward/record.url?scp=85152460350&partnerID=8YFLogxK
U2 - https://doi.org/10.1016/j.archger.2023.105036
DO - https://doi.org/10.1016/j.archger.2023.105036
M3 - Article
C2 - 37075584
SN - 0167-4943
VL - 112
JO - Archives of gerontology and geriatrics
JF - Archives of gerontology and geriatrics
M1 - 105036
ER -