Frailty in older maintenance hemodialysis patients: A latent class analysis revealing personalized management

F Fangping Chen X Xingyue Guo D Dingyuan Wei M Mengxing Wang J Jiayan Wang D Didi Xu L Luyang Jin S Surui Liang S Siyi Li X Xuemei Xian

Abstract

Background Elderly patients undergoing maintenance hemodialysis (MHD) exhibit an elevated risk of frailty, which is strongly associated with adverse clinical outcomes, including increased mortality. However, current frailty assessment tools often overlook intrinsic patient heterogeneity, limiting their clinical utility. This study employs latent class analysis to identify distinct frailty profiles in elderly MHD patients, aiming to explore heterogeneity in frailty phenotypes and identify associated factors, thereby informing the development of targeted interventions. Methods Data were collected from 227 elderly patients receiving MHD in Guangdong Province, China, from January to April 2023. Participants were assessed using a general information questionnaire and the Fried scale. Latent class analysis was applied to identify subgroups based on frailty characteristics, and Firth logistic regression was used to examine factors associated with frailty class membership. Results Two distinct frailty subgroups were identified: Class 1 (low physical activity–high frailty group, 55.1%) and Class 2 (high physical activity–low frailty group, 44.9%). Firth logistic regression demonstrated that combined hypertension (odds ratio [OR] = 0.023; 95% confidence interval [CI]: 0.002–0.119; P < 0.001), older age (OR = 0.746; 95% CI: 0.618–0.840; P < 0.001), longer dialysis duration (OR = 0.935; 95% CI: 0.874–0.976; P = 0.001), lower serum albumin concentration (OR = 0.884; 95% CI: 0.775–0.973; P = 0.010), and lower serum creatinine concentration (OR = 0.996; 95% CI: 0.992–0.999; P = 0.017) were significantly associated with belonging to the high-frailty group. Overweight showed a trend toward a protective association but did not reach statistical significance (OR = 5.874; 95% CI: 0.900–55.438; P = 0.065). Conclusions This study highlights the heterogeneity of frailty among elderly maintenance hemodialysis patients. Combined hypertension was strongly and inversely associated with the low-frailty group, indicating its predominance in the high-frailty phenotype. Older age, longer dialysis duration, lower serum albumin levels, and lower serum creatinine levels were significantly associated with the high-frailty phenotype. These findings underscore the importance of personalized frailty assessment and interventions, such as blood pressure management, nutritional support, and tailored exercise programs, to improve health outcomes in this vulnerable population. Future multicenter longitudinal studies are warranted to validate these frailty phenotypes and evaluate their predictive value for clinical outcomes.

Article Details

Journal PLoS ONE
Volume / Issue Vol. 21, Issue 6
Published June 16, 2026
Pages e0351155
ISSN 1932-6203
Publisher Public Library of Science

Journal Info

PLoS ONE

Public Library of Science

ISSN: 1932-6203 Open Access Health Sciences

Authors (10)

F

Fangping Chen

X

Xingyue Guo

D

Dingyuan Wei

M

Mengxing Wang

J

Jiayan Wang

D

Didi Xu

L

Luyang Jin

S

Surui Liang

S

Siyi Li

X

Xuemei Xian