Evidence map›Paper›PMID 41667982›Full record

Observational studyBMC geriatrics2026

A network analysis of postoperative frailty in older adults: a prospective multicenter study in China.

Hao Liang, Jiehan Chen, Huilian Liao, Mingming Xu, Yumei Chen, Huijin Sun, Lijuan Dong, Yingui Guo, Xiuzhen Fu, Muxin Chen and 3 more

Abstract readMulticenter StudyObservational Study
In one paragraph

Observational study in BMC geriatrics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Hao LiangDepartment of Neurology, the Second Affiliated Hospital of Guangzhou University of Chinese Medicine/ Guangdong Provincial Hospital of Chinese medicine, Guangzhou, China.
Jiehan ChenDepartment of Neurology, the Second Affiliated Hospital of Guangzhou University of Chinese Medicine/ Guangdong Provincial Hospital of Chinese medicine, Guangzhou, China.
Huilian LiaoShunde Hospital of Guangzhou University of Traditional Chinese Medicine, Foshan, China.
Mingming XuShenZhen Traditional Chinese Medicine Hospital, Shenzhen, China.
Yumei ChenFoshan Hospital of Traditional Chinese Medicine, Foshan, China.
Huijin SunHuizhou Hospital of Traditional Chinese Medicine, Huizhou, China.
Lijuan DongZhongshan Hospital of Traditional Chinese Medicine, Zhongshan, China.
Yingui GuoDongguan Traditional Chinese Medicine Hospital, Dongguan, China.
Xiuzhen Futhe Second Affiliated Hospital of Guangzhou University of Chinese Medicine/Guangdong Provincial Hospital of Chinese medicine, Guangzhou, China.
Muxin ChenDepartment of Respiratory and Critical Care Medicine, the Affiliated Qingyuan Hospital (Qingyuan People's Hospital), Guangzhou Medical University, Qingyuan, 511518, China.
Yidi ZhaoDepartments of Cardiology, the First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China.
Jiamin FangDepartment of Neurology, the Second Affiliated Hospital of Guangzhou University of Chinese Medicine/ Guangdong Provincial Hospital of Chinese medicine, Guangzhou, China.
Lin WeiState Key Laboratory of Traditional Chinese Medicine Syndrome/Department of nursing, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine/ Guangdong Provincial Hospital of Chinese medicine, Dade Road 111, Yuexiu District, Guangzhou, Guangdong, 510120, China. weilin22@gzucm.edu.cn.

Funding

the Institute of Science and Technology of the National Health Commission of the People's Republic of China No.2021KYSHX016010201
6 · The paper itself

Abstract

backgroundFrailty is a multidimensional state related to multidomain risk factors, including demographic, physical, and psychological variables. The risk factors affecting frailty in postoperative older patients and the interactions between these factors remain unclear. Network analysis provides a novel method for conceptualizing interconnections among complex multidimensional data.

objectiveThis study aimed to explore the relationships between demographic, physical, psychological, surgery-related factors and frailty in postoperative older adults.

methodsThe Early-Warning model of Perioperative Adverse Events for older adults (EPAE) is an prospective, multicenter, observational study. Participants were assessed for demographic variables, clinical and physical variables, psychological and cognitive variables, surgery-related variables, and frailty assessment during the period of hospitalization. A perioperative network was constructed to identify key risk factors associated with postoperative frailty and specific paths within the network.

results2678 older adults were enrolled in the study. Postoperative frailty in older adults was strongly associated with postoperative activities of daily living (ADL) (average edge Weight=-0.26), Morse Fall Scale (MFS)(average edge Weight = 0.19), Hemoglobin(Hb) (average edge Weight=-0.16), Patient Health Questionnaire-9(PHQ-9)(average edge Weight = 0.14), and Mini-Cog(average edge Weight=-0.1). PHQ-9 played mediating roles between Feeling nauseated, Emesis, physical Exam, and Duration of symptoms score (I-FEED) and frailty, Athens Insomnia Scale(AIS) and frailty. Postoperative frailty, Social supporting rating scale(SSRS), PHQ-9, and Mini-Cog were the strongest bridge symptoms in the network.

conclusionsPostoperative frailty was the most prominent bridge symptom in the perioperative network, which was strongly associated with postoperative physical(ADL, Hb, MFS) and psychological factors(PHQ-9 and Mini-Cog). Depression may mediate the associations between postoperative clinical symptoms(gastrointestinal dysfunction and insomnia) and postoperative frailty. Our findings support a clarion call for dynamic assessments for postoperative frailty, and intervention programs targeting specific frailty-related factors, especially depression, to prevent or reverse frailty for older adults after surgery.

trial registrationThis study was registered in the Chinese Clinical Registry Center (registration no. ChiCTR2300071535). Date: 17-5-2023.

Indexed as

Frail ElderlyFrailtyPostoperative ComplicationsActivities of Daily LivingAgedAged, 80 and overChinaFemaleGeriatric AssessmentHumansMaleProspective StudiesRisk FactorsAgedFrailtyMulticenter studyNetwork analysisPostoperative period

Identifiers

PMID41667982
PMCPMC12990543

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.