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Construction and Validation of a Risk Prediction Model for Postoperative Lung Infection in Elderly Patients with Lung Cancer

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Specialty General Medicine
Date 2024 Nov 4
PMID 39495987
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Abstract

This study aimed to analyze the risk factors for postoperative lung infection in elderly patients with lung cancer (LC) and construct a predictive model. A retrospective analysis was conducted on 192 elderly patients with LC who underwent surgical treatment in our hospital between February 2020 and May 2023. According to whether there is lung infection after surgery, they were divided into an infected group (n = 55) and a noninfected group (n = 137). Binary logistic regression was used to analyze factors influencing postoperative lung infection in elderly patients with LC. Based on the logistic regression results, a predictive model for postoperative lung infection in LC patients was constructed. The receiver operating characteristic curve was used to analyze C-reactive protein (CRP), interleukin-6 (IL-6), insulin-like growth factor-1 (IGF-1), and their combination in predicting postoperative lung infection in patients with LC. There were significant differences between the infected group and the noninfected group in age, smoking history, diabetes, and perioperative antibiotic use were significantly different between the infected and noninfected groups (P < .05). The postoperative CRP, IL-6, and IGF-1 levels in the infected group were higher than those in the noninfected group on the 1st day (P < .05). Logistic regression analysis showed that age > 70 years, history of smoking, history of diabetes, prolonged use of perioperative antibiotics, and elevated CRP, IL-6, and IGF-1 levels on the 1st day after surgery were risk factors for postoperative lung infection in elderly patients with LC (P < .05). Receiver operating characteristic curve analysis showed that the area under curve values of CRP, IL-6, IGF-1, and their combination in predicting postoperative lung infection in elderly patients with LC were 0.701, 0.806, 0.737, and 0.871, P < .05), with sensitivity values of 0.443, 0.987, 0.456, and 0.835, respectively; the specificity was 0.978, 0.525, 0.991, and 0.821, respectively. Age > 70 years, smoking history, diabetes history, prolonged use of perioperative antibiotics, and elevated CRP, IL-6, and IGF-1 levels on the 1st day after surgery have an impact on postoperative lung infection in elderly patients with LC. Early postoperative monitoring of changes in CRP, IL-6, and IGF-1 levels can provide an important reference for predicting the occurrence of postoperative lung infections.

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References
1.
Cheng H, Zou Y, Shah C, Fan N, Bhagat T, Gucalp R . First-in-human study of inhaled Azacitidine in patients with advanced non-small cell lung cancer. Lung Cancer. 2021; 154:99-104. PMC: 8026712. DOI: 10.1016/j.lungcan.2021.02.015. View

2.
Doherty M, Sanni O, Coleman H, Cardwell C, McCluggage W, Quinn D . Concurrent and future risk of endometrial cancer in women with endometrial hyperplasia: A systematic review and meta-analysis. PLoS One. 2020; 15(4):e0232231. PMC: 7188276. DOI: 10.1371/journal.pone.0232231. View

3.
Xu L, Dai S, Zuo Y . Impacts of Preoperative Smoking and Smoking Cessation Time on Preoperative Peripheral Blood Inflammatory Indexes and Postoperative Hospitalization Outcome in Male Patients with Lung Cancer and Surgery Treatment. Chin Med Sci J. 2020; 35(2):170-178. DOI: 10.24920/003540. View

4.
Pittet J, Hu P, Honavar J, Brandon A, Evans C, Muthalaly R . Estrogen Alleviates Sex-Dependent Differences in Lung Bacterial Clearance and Mortality Secondary to Bacterial Pneumonia after Traumatic Brain Injury. J Neurotrauma. 2020; 38(8):989-999. PMC: 8054512. DOI: 10.1089/neu.2020.7327. View

5.
Catto J, Khetrapal P, Ricciardi F, Ambler G, Williams N, Al-Hammouri T . Effect of Robot-Assisted Radical Cystectomy With Intracorporeal Urinary Diversion vs Open Radical Cystectomy on 90-Day Morbidity and Mortality Among Patients With Bladder Cancer: A Randomized Clinical Trial. JAMA. 2022; 327(21):2092-2103. PMC: 9109000. DOI: 10.1001/jama.2022.7393. View