ArticleSurgical endoscopy2022
A novel nomogram predicting the risk of postoperative pneumonia for esophageal cancer patients after minimally invasive esophagectomy.
Article in Surgical endoscopy, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 2 of them syntheses that pooled it.
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Who cites it
16 citing papers in PubMed, 2 syntheses or guidelines pooled it, 16 citations in OpenAlex.
- Preoperative risk factors for postoperative pneumonia in patients with esophageal cancer: A systematic review and meta-analysis.Surgery today · 2026Pooled it
- Risk prediction model for postoperative pneumonia in esophageal cancer patients: A systematic review.Frontiers in oncology · 2024Pooled it
- Identification and validation of an explainable machine learning model for early postoperative pulmonary complications after esophagectomy in patients with esophageal cancer.Journal of gastrointestinal oncology · 2026Article
- Preoperative Aggregate Index of Systemic Inflammation is Associated with 30-Day Postoperative Pneumonia After Minimally Invasive Esophagectomy for Esophageal Squamous Cell Carcinoma: A Retrospective Cohort Study.Infection and drug resistance · 2026Article
- Risk factors for postoperative pulmonary complications in esophageal cancer: focus on inflammatory markers.Frontiers in oncology · 2026Article
- Nomographic predictive models for complications after minimally invasive esophagectomy: Current status and future perspectives.World journal of gastrointestinal surgery · 2025Review
- Nomogram for predicting the development of pneumonia after colorectal cancer surgery.Scientific reports · 2025Article
- Development of a prognostic nomogram model for predicting outcomes in benign esophagogastric anastomotic stenosis treated with fluoroscopic balloon dilation.Surgical endoscopy · 2025Article
- A nomogram for postoperative pulmonary infections in esophageal cancer patients: a two-center retrospective clinical study.BMC surgery · 2025Article
- A nomogram predicting the risk of postoperative pneumonia after esophagectomy in esophageal carcinoma.Frontiers in medicine · 2025Article
- Complication Prediction after Esophagectomy with Machine Learning.Diagnostics (Basel, Switzerland) · 2024Article
- Association Between Early Mobilization and Postoperative Pneumonia Following Robot-assisted Minimally Invasive Esophagectomy in Patients with Thoracic Esophageal Squamous Cell Carcinoma.Physical therapy research · 2024Article
- The impact of minimally-invasive esophagectomy operative duration on post-operative outcomes.Frontiers in surgery · 2024Article
- Development and external validation of a clinical-radiomics nomogram for preoperative prediction of LVSI status in patients with endometrial carcinoma.Journal of cancer research and clinical oncology · 2023Article
- C-Reactive Protein as Predictor for Infectious Complications after Robotic and Open Esophagectomies.Journal of clinical medicine · 2022Article
- A novel nomogram for predicting postoperative pneumonia risk in patients with localized bronchiectasis.Therapeutic advances in respiratory diseaseArticle
Corrections and comments
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPneumonia is a common complication after minimally invasive esophagectomy (MIE), which prolongs hospital stay, adding to the cost and increasing the risk to patients' lives. This study aimed to identify risk factors and establish a predictive nomogram for postoperative pneumonia (PP).
methodsThis case control study included 609 patients with esophageal cancer who underwent MIE between March 2015 and August 2019 in Cancer Hospital, Chinese Academy of Medical Sciences. We randomly divided the data into training and validation sets in the ratio of 7:3 and performed univariate and multivariate logistic regression analyses to acquire independent risk factors of the training set. We constructed a nomogram based on the independent risk factors. The concordance index (C-index), receiver operating characteristic (ROC) curve, calibration plot, and decision curve analysis (DCA) plots were used to evaluate the discrimination of the nomogram. Validation set was applied to confirm the predictive value of the nomogram.
resultsIn the univariate analysis, age, gender, abdominal procedure method, thoracic operative time, duration of chest tube placement, anastomotic leakage, and recurrent laryngeal nerve palsy were found to be correlated with the incidence of PP. In multivariate analysis, all variables except thoracic operative time were found to be independent risk factors for PP. A nomogram was constructed based on these independent risk factors. The C-index of the training and validation sets was 0.769 and 0.734, respectively, and the areas under the curve (AUC) of ROC curves of the training and validation sets were 0.769 and 0.686, respectively. The calibration plots and DCA plots of the training and validation sets showed the accuracy and predictive value of the nomogram.
conclusionThe nomogram could accurately identify the risk factors for PP. We could predict the occurrence of PP based on this nomogram and take corresponding measures to reduce the incidence of PP.
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