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Impact of visceral obesity on infectious complications after resection for colorectal cancer: a retrospective cohort study
OBJECTIVES: To explore the impact of visceral obesity (VO) measured by preoperative abdominal computed tomography (CT) on postoperative infectious complications for colorectal cancer (CRC) patients and establish a predictive model. METHODS: Patients who underwent resection for colorectal cancer betw...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10469994/ https://www.ncbi.nlm.nih.gov/pubmed/37653410 http://dx.doi.org/10.1186/s12944-023-01890-4 |
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author | Zhai, Wenshan Yang, Yi Zhang, Keyao Sun, Lei Luo, Meng Han, Xue Wang, Min Wang, Zhiping Gao, Fang |
author_facet | Zhai, Wenshan Yang, Yi Zhang, Keyao Sun, Lei Luo, Meng Han, Xue Wang, Min Wang, Zhiping Gao, Fang |
author_sort | Zhai, Wenshan |
collection | PubMed |
description | OBJECTIVES: To explore the impact of visceral obesity (VO) measured by preoperative abdominal computed tomography (CT) on postoperative infectious complications for colorectal cancer (CRC) patients and establish a predictive model. METHODS: Patients who underwent resection for colorectal cancer between January 2015 and January 2021 were enrolled in this study. All patients were measured for body mass index (BMI) and visceral fat area (VFA) preoperatively. Infectious complications were compared between the different groups according to BMI and VO categories. Univariate and multivariate logistic regression were used to analyze whether VO was an independent risk factor for postoperative infectious complications. According to the results of logistic regression, six machine learning approaches were used to establish predictive models and perform internal validation. The best-performing model was interpreted by the SHAPley Additive exPlanations value. RESULTS: Approximately 64.81% of 520 patients had VO. VO was significantly connected with postoperative infectious complications (P < 0.001), coronary heart disease (P = 0.004), cerebral infarction (P = 0.001), hypertension (P < 0.001), diabetes (P < 0.001), and fatty liver (P < 0.001). The rates of wound infection (P = 0.048), abdominal or pelvic infection (P = 0.006), and pneumonia (P = 0.008) increased obviously in patients with VO. Compared to the low BMI group, a high BMI was found to be significantly associated with hypertension (P=0.007), fatty liver (P<0.001), and a higher rate of postoperative infection (P=0.003). The results of logistic regression revealed that VO (OR = 2.01, 95% CI 1.17 ~ 3.48, P = 0.012), operation time ≥ 4 h (OR = 2.52, 95% CI 1.60 ~ 3.97, P < 0.001), smoking (OR = 2.04, 95% CI 1.16 ~ 3.59, P = 0.014), ostomy (OR = 1.65, 95% CI 1.04 ~ 2.61, P = 0.033), and chronic obstructive pulmonary disease (COPD) (OR = 2.23, 95% CI 1.09 ~ 4.57, P = 0.029) were independent risk factors. The light gradient boosting machine (LGBM) model displayed the largest area under the receiver operating characteristic curve (AUC) (0.74, 95% CI 0.68 ~ 0.81). CONCLUSIONS: In this study, VO was superior to BMI in evaluating the influence of obesity on metabolic comorbidities and postoperative infectious complications in colorectal cancer patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12944-023-01890-4. |
format | Online Article Text |
id | pubmed-10469994 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-104699942023-09-01 Impact of visceral obesity on infectious complications after resection for colorectal cancer: a retrospective cohort study Zhai, Wenshan Yang, Yi Zhang, Keyao Sun, Lei Luo, Meng Han, Xue Wang, Min Wang, Zhiping Gao, Fang Lipids Health Dis Research OBJECTIVES: To explore the impact of visceral obesity (VO) measured by preoperative abdominal computed tomography (CT) on postoperative infectious complications for colorectal cancer (CRC) patients and establish a predictive model. METHODS: Patients who underwent resection for colorectal cancer between January 2015 and January 2021 were enrolled in this study. All patients were measured for body mass index (BMI) and visceral fat area (VFA) preoperatively. Infectious complications were compared between the different groups according to BMI and VO categories. Univariate and multivariate logistic regression were used to analyze whether VO was an independent risk factor for postoperative infectious complications. According to the results of logistic regression, six machine learning approaches were used to establish predictive models and perform internal validation. The best-performing model was interpreted by the SHAPley Additive exPlanations value. RESULTS: Approximately 64.81% of 520 patients had VO. VO was significantly connected with postoperative infectious complications (P < 0.001), coronary heart disease (P = 0.004), cerebral infarction (P = 0.001), hypertension (P < 0.001), diabetes (P < 0.001), and fatty liver (P < 0.001). The rates of wound infection (P = 0.048), abdominal or pelvic infection (P = 0.006), and pneumonia (P = 0.008) increased obviously in patients with VO. Compared to the low BMI group, a high BMI was found to be significantly associated with hypertension (P=0.007), fatty liver (P<0.001), and a higher rate of postoperative infection (P=0.003). The results of logistic regression revealed that VO (OR = 2.01, 95% CI 1.17 ~ 3.48, P = 0.012), operation time ≥ 4 h (OR = 2.52, 95% CI 1.60 ~ 3.97, P < 0.001), smoking (OR = 2.04, 95% CI 1.16 ~ 3.59, P = 0.014), ostomy (OR = 1.65, 95% CI 1.04 ~ 2.61, P = 0.033), and chronic obstructive pulmonary disease (COPD) (OR = 2.23, 95% CI 1.09 ~ 4.57, P = 0.029) were independent risk factors. The light gradient boosting machine (LGBM) model displayed the largest area under the receiver operating characteristic curve (AUC) (0.74, 95% CI 0.68 ~ 0.81). CONCLUSIONS: In this study, VO was superior to BMI in evaluating the influence of obesity on metabolic comorbidities and postoperative infectious complications in colorectal cancer patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12944-023-01890-4. BioMed Central 2023-08-31 /pmc/articles/PMC10469994/ /pubmed/37653410 http://dx.doi.org/10.1186/s12944-023-01890-4 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Zhai, Wenshan Yang, Yi Zhang, Keyao Sun, Lei Luo, Meng Han, Xue Wang, Min Wang, Zhiping Gao, Fang Impact of visceral obesity on infectious complications after resection for colorectal cancer: a retrospective cohort study |
title | Impact of visceral obesity on infectious complications after resection for colorectal cancer: a retrospective cohort study |
title_full | Impact of visceral obesity on infectious complications after resection for colorectal cancer: a retrospective cohort study |
title_fullStr | Impact of visceral obesity on infectious complications after resection for colorectal cancer: a retrospective cohort study |
title_full_unstemmed | Impact of visceral obesity on infectious complications after resection for colorectal cancer: a retrospective cohort study |
title_short | Impact of visceral obesity on infectious complications after resection for colorectal cancer: a retrospective cohort study |
title_sort | impact of visceral obesity on infectious complications after resection for colorectal cancer: a retrospective cohort study |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10469994/ https://www.ncbi.nlm.nih.gov/pubmed/37653410 http://dx.doi.org/10.1186/s12944-023-01890-4 |
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