Nomogram for predicting the development of pneumonia after colorectal cancer surgery

被引:0
作者
Xiang, Ying-Chun [1 ]
Liu, Xiao-Yu [1 ]
Hai, Zhan-Xiang [1 ]
Lv, Quan [1 ]
Zhang, Wei [1 ]
Liu, Xu-Rui [1 ]
Peng, Dong [1 ]
Wen, Guang-Xu [1 ]
机构
[1] Chongqing Med Univ, Affiliated Hosp 1, Dept Gastrointestinal Surg, Chongqing 400016, Peoples R China
来源
SCIENTIFIC REPORTS | 2025年 / 15卷 / 01期
关键词
Nomogram; Pneumonia; Colorectal cancer; Surgery; Risk factor; POSTOPERATIVE PNEUMONIA; RISK-FACTORS; UPDATED METHODOLOGY; HYPOALBUMINEMIA; STATISTICS; COUNTS;
D O I
10.1038/s41598-025-92106-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The aim of this study was to analyze the factors contributing to the development of pneumonia after colorectal cancer (CRC) surgery and to develop a validated nomogram to predict the risk. We retrospectively collected information on patients who underwent radical CRC resection at a single clinical center from January 2011 to December 2021. The information was then randomly assigned to a training cohort and a validation cohort in a 7:3 ratio. Univariate and multivariate logistic regression analysis were performed on the training cohort to identify independent risk factors for the development of pneumonias, which were then included in the nomogram. Validation was performed in a validation cohort, area under the curve (AUC) and calibration curves were used to determine the predictive accuracy and discriminative power of the graphs, and decision curve analysis (DCA) was used to further substantiate the clinical efficacy of the nomogram. A total of 7130 patients were included in the study. Based on multivariate logistic regression analysis of the training cohort, age, sex, preoperative albumin, surgical methods, and surgical time were identified as independent risk factors for the development of pneumonia after CRC surgery, and a nomogram prediction model was established using the above five variables. The AUC was 0.745 in training cohort and 0.773 in validation cohort. This study established a nomogram that is a good predictor of the risk of developing pneumonia after CRC surgery and provided surgeons with a reference for personalized management of patients in the perioperative period.
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页数:8
相关论文
共 51 条
[1]   Risk Factors for Postoperative Pneumonia After Cardiac Surgery and Development of a Preoperative Risk Score* [J].
Allou, Nicolas ;
Bronchard, Regis ;
Guglielminotti, Jean ;
Dilly, Marie Pierre ;
Provenchere, Sophie ;
Lucet, Jean Christophe ;
Laouenan, Cedric ;
Montravers, Philippe .
CRITICAL CARE MEDICINE, 2014, 42 (05) :1150-1156
[2]   Influence of Laparoscopic Surgery on Cellular Immunity in Colorectal Cancer: A Systematic Review and Meta-Analysis [J].
Bohne, Annika ;
Grundler, Elena ;
Knuettel, Helge ;
Fuerst, Alois ;
Voelkel, Vinzenz .
CANCERS, 2023, 15 (13)
[3]   Colorectal cancer [J].
Brenner, Hermann ;
Kloor, Matthias ;
Pox, Christian Peter .
LANCET, 2014, 383 (9927) :1490-1502
[4]   Aging and airway inflammation [J].
Carpagnano, Giovanna Elisiana ;
Turchiarelli, Viviana ;
Spanevello, Antonio ;
Palladino, Grazia Pia ;
Barbaro, Maria Pia Foschino .
AGING CLINICAL AND EXPERIMENTAL RESEARCH, 2013, 25 (03) :239-245
[5]   Dysfunction of alveolar macrophages after cardiac surgery and postoperative pneumonia? - an observational study [J].
Chalk, Katharina ;
Meisel, Christian ;
Spies, Claudia ;
Volk, Thomas ;
Thuenemann, Karin ;
Linneweber, Joerg ;
Wernecke, Klaus-Dieter ;
Sander, Michael .
CRITICAL CARE, 2013, 17 (06)
[6]   Clinical outcomes and cost comparison of laparoscopic versus open surgery in elderly colorectal cancer patients over 80 years [J].
Chok, Aik Yong ;
Tan, Ivan En-Howe ;
Zhao, Yun ;
Chee, Madeline Yen Min ;
Chen, Hui Lionel Raphael ;
Ang, Kwok Ann ;
Au, Marianne Kit Har ;
Tan, Emile John Kwong Wei .
INTERNATIONAL JOURNAL OF COLORECTAL DISEASE, 2023, 38 (01)
[7]  
Chughtai Morad, 2017, J Clin Med Res, V9, P466, DOI 10.14740/jocmr3002w
[8]   Meta-analysis of the effect of laparoscopic surgery and open surgery on long-term quality of life in patients with colorectal cancer [J].
Cui, Mengfan ;
Liu, Shimin .
MEDICINE, 2023, 102 (36) :E34922
[9]   Clinical Characteristics and Postoperative Complications in Patients Undergoing Colorectal Cancer Surgery with Perioperative COVID-19 Infection [J].
Dai, Xuan ;
Ding, Wenjun ;
He, Yongshan ;
Huang, Shiyong ;
Liu, Yun ;
Wu, Tingyu .
CANCERS, 2023, 15 (19)
[10]   Colorectal cancer [J].
Dekker, Evelien ;
Tanis, Pieter J. ;
Vleugels, Jasper L. A. ;
Kasi, Pashtoon M. ;
Wallace, Michael B. .
LANCET, 2019, 394 (10207) :1467-1480