A nomogram model for predicting frailty in middle-aged and elderly patients with colorectal cancer:A cross-sectional study

被引:0
|
作者
Zhong, Mengjiao [1 ]
Wu, Xiaodan [1 ]
Li, Xinxin [2 ]
Xie, Jingyue [2 ]
Wang, Xiaoxuan [2 ]
Du, Qianqian [2 ]
Zhang, Meifen [2 ]
机构
[1] Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Canc Ctr, State Key Lab Oncol South China, Guangzhou 510060, Peoples R China
[2] Sun Yat Sen Univ, Sch Nursing, Guangzhou 510080, Peoples R China
基金
中国国家自然科学基金;
关键词
Colorectal cancer; Middle-aged and elderly; Nomogram; Frailty; Prediction model; Risk factors;
D O I
10.1016/j.ejon.2024.102718
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Frailty is a syndrome caused by multiple factors and can lead to serious consequences for middle-aged and elderly patients with colorectal cancer. However, few studies have comprehensively explored predictors of frailty and built predictive models. Therefore, our aim is to develop and evaluate a predictive model for frailty in middle-aged and elderly patients with colorectal cancer. Methods: From July 2023 to February 2024, a total of 502 middle-aged and elderly patients with colorectal cancer participated in this survey. Patients were randomly divided into training and validation groups in a 7:3 ratio. Univariate and multiple logistic regression analysis were employed to identify potential predictors of frailty in these patients. A nomogram was constructed based on the predictive factors, and the model underwent internal validation. Results: In the training cohort, logistic regression revealed that self-perceived health, chronic pain, loneliness, depression, and health-promoting lifestyle were independent predictors of frailty. The Areas Under the Curve (AUC) of the training and validation groups were 0.845 and 0.851, respectively. The calibration curve of the nomogram demonstrated good consistency between predicted and actual probabilities. Decision curve analysis revealed good clinical benefit. Conclusions: This study established a predictive model with satisfactory predictive ability, providing empirical evidence for the early detection and intervention of frailty in middle-aged and elderly patients with colorectal cancer. The nomogram model has significant potential for clinical application, as it can be integrated into routine oncology practice to identify high-risk patients early, allowing for timely and individualized interventions to improve patient outcomes.
引用
收藏
页数:9
相关论文
共 50 条
  • [31] Factors Affecting Depression in Middle-Aged and Elderly Men Living Alone: A Cross-Sectional Path Analysis Model
    Choi, Hye-Seung
    Lee, Jong-Eun
    AMERICAN JOURNAL OF MENS HEALTH, 2022, 16 (01)
  • [32] OSTEOPHYTES IN YOUNG AND MIDDLE-AGED PATIENTS WITH PSORIATIC ARTHRITIS DETECTED BY ULTRASOUND: CROSS-SECTIONAL STUDY
    Fairushina, I.
    Abdulganieva, D.
    Kirillova, E.
    Sukhorukova, E.
    AGING CLINICAL AND EXPERIMENTAL RESEARCH, 2022, 34 (SUPPL 1) : S204 - S205
  • [33] Nomogram model for screening the risk of frailty in older adult atrial fibrillation patients: a cross-sectional study
    Lin, Hairong
    Lin, Mei
    Xu, Zhiying
    Li, Hong
    Sun, Dingce
    FRONTIERS IN PUBLIC HEALTH, 2024, 12
  • [34] The relationship between dietary intake of ω-3 and ω-6 fatty acids and frailty risk in middle-aged and elderly individuals: a cross-sectional study from NHANES
    Yan, Zhaoqi
    Xu, Yifeng
    Li, Keke
    Zhang, Wenqiang
    Liu, Liangji
    FRONTIERS IN NUTRITION, 2024, 11
  • [35] Prognostic nomogram in middle-aged and elderly patients with chordoma: A SEER-based study
    Ouyang, Chenxi
    Sun, Yu
    Li, Yong
    Jiang, Ming
    Nong, Luming
    Gao, Gongming
    JOURNAL OF ORTHOPAEDIC SURGERY, 2024, 32 (02)
  • [36] Association between locomotive syndrome and blood parameters in Japanese middle-aged and elderly individuals: a cross-sectional study
    Toshinori Yoshihara
    Hayao Ozaki
    Takashi Nakagata
    Toshiharu Natsume
    Tomoharu Kitada
    Yoshihiko Ishihara
    Shuji Sawada
    Masayoshi Ishibashi
    Hiroyuki Kobayashi
    Shuichi Machida
    Hisashi Naito
    BMC Musculoskeletal Disorders, 20
  • [37] The prevalence of periarticular lesions detected on magnetic resonance imaging in middle-aged and elderly persons: a cross-sectional study
    In Je Kim
    Dong Hyun Kim
    Yeoung Wook Song
    Ali Guermazi
    Michel D. Crema
    David J. Hunter
    Young-Il Seo
    Hyun Ah Kim
    BMC Musculoskeletal Disorders, 17
  • [38] The prevalence of periarticular lesions detected on magnetic resonance imaging in middle-aged and elderly persons: a cross-sectional study
    Kim, In Je
    Kim, Dong Hyun
    Song, Yeoung Wook
    Guermazi, Ali
    Crema, Michel D.
    Hunter, David J.
    Seo, Young-Il
    Kim, Hyun Ah
    BMC MUSCULOSKELETAL DISORDERS, 2016, 17
  • [39] A New Nomogram for Predicting the Postoperative Overall Survival in Patients with Middle-Aged and Elderly Rectal Cancer: A Single Center Retrospective Study in Chinese Population
    Zheng, Honghong
    Li, Zhehong
    Zheng, Shuai
    Li, Jianjun
    Yang, Ji
    Zhao, Enhong
    INTERNATIONAL JOURNAL OF GENERAL MEDICINE, 2022, 15 : 5197 - 5209
  • [40] Migraine and Markers of Carotid Atherosclerosis in Middle-Aged Women: A Cross-Sectional Study
    Magalhaes, Joao Eudes
    Lucena de Barros, Isly Maria
    Pedrosa, Rodrigo Pinto
    Sampaio Rocha-Filho, Pedro Augusto
    HEADACHE, 2019, 59 (01): : 77 - 85