Inflammatory markers and clinical factors as key independent risk factors for frailty: a retrospective study

被引:1
作者
Zeng, Mengying [1 ]
Li, Yuanyuan [1 ]
Zhu, Yuchen [2 ]
Sun, Ying [1 ]
机构
[1] Capital Med Univ, Beijing Friendship Hosp, Dept Geriatr, 95 Yongan Rd, Beijing 100050, Peoples R China
[2] China Univ Geosci, Sch Informat Engn, Beijing, Peoples R China
关键词
Frailty; Inflammatory makers; Fried frailty phenotype; Risk factors; CORONARY-ARTERY-DISEASE; OLDER-ADULTS; MUSCLE MASS; SARCOPENIA; AGE;
D O I
10.1186/s12877-025-06033-1
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Background and objectiveFrailty in older adults leads to falls, disability, hospitalization, and death. Identifying frail individuals is a crucial means to delay the onset of adverse results. Chronic inflammation plays a key role in the onset and progression of frailty. Our study aims to explore the relationship between inflammatory markers and frailty in older adults, thereby contributing to more accurate assessments of frailty.MethodsWe included 4,097 cases aged >= 60 years admitted to the Geriatrics Department of Beijing Friendship Hospital between July 17, 2018 and February 27, 2024, 800 cases were ultimately included. Patients were divided into non-frail, pre-frail, and frail groups based on the Fried frailty phenotype. Logistic regression analyses were performed using "Python's statsmodels library" to identify risk factors. "The Sklearn library" was used to assess the predictive power of these factors.ResultsTwo hundred five individuals were identified as frail. Independent risk factors for frailty included age, coronary artery disease (CAD), old cerebral infarction (OCI), neutrophil, neutrophil to lymphocyte rate (NLR), high-sensitivity C-reactive protein (hs-CRP), albumin, fibrinogen to albumin ratio (FAR) and erythrocyte sedimentation rate (ESR). Receiver operating characteristic curve analysis of age, CAD, OCI, neutrophils, NLR, hs-CRP, albumin, FAR, and ESR showed AUCs of 0.851 and 0.841 for logistic regression and random forest models.ConclusionInflammatory markers such as NLR, hs-CRP, FAR, and ESR, along with age, OCI, and CAD, were key independent risk factors for frailty. Incorporating these factors into predictive models could enhance frailty prediction.
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页数:11
相关论文
共 45 条
[1]   The influence of inflammation and frailty in the aging continuum [J].
Arosio, Beatrice ;
Ferri, Evelyn ;
Mari, Daniela ;
Tobaldini, Eleonora ;
Vitale, Giovanni ;
Montano, Nicola .
MECHANISMS OF AGEING AND DEVELOPMENT, 2023, 215
[2]   Measuring Systemic Inflammatory Regulation in Older Adults: Evidence and Utility [J].
Bandeen-Roche, Karen ;
Walston, Jeremy D. ;
Huang, Yi ;
Semba, Richard D. ;
Ferrucci, Luigi .
REJUVENATION RESEARCH, 2009, 12 (06) :403-410
[3]   Inflammation and sarcopenia: A systematic review and meta-analysis [J].
Bano, Giulia ;
Trevisan, Caterina ;
Carraro, Sara ;
Solmi, Marco ;
Luchini, Claudio ;
Stubbs, Brendon ;
Manzato, Enzo ;
Sergi, Giuseppe ;
Veronese, Nicola .
MATURITAS, 2017, 96 :10-15
[4]   Relationship among Age, Education and Frailty in Older Persons [J].
Bellelli, Federico ;
Consorti, E. ;
Hettiarachchige, T. M. K. ;
Rossi, P. ;
Lucchi, T. ;
Froldi, M. ;
Cesari, M. .
JOURNAL OF FRAILTY & AGING, 2023, 12 (04) :326-328
[5]   Resistance Training in Patients With Coronary Artery Disease, Heart Failure, and Valvular Heart Disease A REVIEW WITH SPECIAL EMPHASIS ON OLD AGE, FRAILTY, AND PHYSICAL LIMITATIONS [J].
Bjarnason-Wehrens, Birna ;
Schwaab, Bernhard ;
Reiss, Nils ;
Schmidt, Thomas .
JOURNAL OF CARDIOPULMONARY REHABILITATION AND PREVENTION, 2022, 42 (05) :304-315
[6]   Cardiovascular disease risk scores in identifying future frailty: the Whitehall II prospective cohort study [J].
Bouillon, Kim ;
Batty, G. David ;
Hamer, Mark ;
Sabia, Severine ;
Shipley, Martin J. ;
Britton, Annie ;
Singh-Manoux, Archana ;
Kivimaki, Mika .
HEART, 2013, 99 (10) :737-742
[7]   Frailty in elderly people [J].
Clegg, Andrew ;
Young, John ;
Iliffe, Steve ;
Rikkert, Marcel Olde ;
Rockwood, Kenneth .
LANCET, 2013, 381 (9868) :752-762
[8]   Recent developments in frailty identification, management, risk factors and prevention: A narrative review of leading journals in geriatrics and gerontology [J].
Dent, Elsa ;
Hanlon, Peter ;
Sim, Marc ;
Jylhava, Juulia ;
Liu, Zuyun ;
Vetrano, Davide L. ;
Stolz, Erwin ;
Perez-Zepeda, Mario Ulises ;
Crabtree, Daniel R. ;
Nicholson, Caroline ;
Job, Jenny ;
Ambagtsheer, Rachel C. ;
Ward, Paul R. ;
Shi, Sandra M. ;
Huynh, Quan ;
Hoogendijk, Emiel O. .
AGEING RESEARCH REVIEWS, 2023, 91
[9]   Relationship of Nutritional Status, Inflammation, and Serum Albumin Levels During Acute Illness: A Prospective Study [J].
Eckart, Andreas ;
Struja, Tristan ;
Kutz, Alexander ;
Baumgartner, Annic ;
Baumgartner, Thomas ;
Zurfluh, Seline ;
Neeser, Olivia ;
Huber, Andreas ;
Stanga, Zeno ;
Mueller, Beat ;
Schuetz, Philipp .
AMERICAN JOURNAL OF MEDICINE, 2020, 133 (06) :713-+
[10]  
Fan JN, 2020, LANCET PUBLIC HEALTH, V5, pE650, DOI 10.1016/S2468-2667(20)30113-4