How likely is septic shock to develop in a patient with Fournier's gangrene? A risk prediction model based on a 7-year retrospective study. (11th August 2022)
- Record Type:
- Journal Article
- Title:
- How likely is septic shock to develop in a patient with Fournier's gangrene? A risk prediction model based on a 7-year retrospective study. (11th August 2022)
- Main Title:
- How likely is septic shock to develop in a patient with Fournier's gangrene? A risk prediction model based on a 7-year retrospective study
- Authors:
- Yang, Yang
Wang, Li-Chun
Yu, Xin-Yang
Zhang, Xiao-Fei
Yang, Zhong-Qing
Zheng, Yang-Zi
Jiang, Bin-Yan
Chen, Lei - Abstract:
- Abstract: Background: Fournier's gangrene (FG) is a rare life-threatening form of necrotizing fasciitis. The risk factors for septic shock in patients with FG are unclear. This study aimed to identify potential risk factors and develop a prediction model for septic shock in patients with FG. Methods: This retrospective cohort study included patients who were treated for FG between May 2013 and May 2020 at the Sixth Affiliated Hospital, Sun Yat-sen University (Guangzhou, China). The patients were divided into a septic shock group and a non-septic shock group. An L1-penalized logistic regression model was used to detect the main effect of important factors and a penalized Quadratic Discriminant Analysis method was used to identify possible interaction effects between different factors. The selected main factors and interactions were used to obtain a logistic regression model based on the Bayesian information criterion. Results: A total of 113 patients with FG were enrolled and allocated to the septic shock group ( n = 24) or non-septic shock group ( n = 89). The best model selected identified by backward logistic regression based on Bayesian information criterion selected temperature, platelets, total bilirubin (TBIL) level, and pneumatosis on pelvic computed tomography/magnetic resonance images as the main linear effect and Na + × TBIL as the interaction effect. The area under the ROC curve of the probability of FG with septic shock by our model was 0.84 (95% confidenceAbstract: Background: Fournier's gangrene (FG) is a rare life-threatening form of necrotizing fasciitis. The risk factors for septic shock in patients with FG are unclear. This study aimed to identify potential risk factors and develop a prediction model for septic shock in patients with FG. Methods: This retrospective cohort study included patients who were treated for FG between May 2013 and May 2020 at the Sixth Affiliated Hospital, Sun Yat-sen University (Guangzhou, China). The patients were divided into a septic shock group and a non-septic shock group. An L1-penalized logistic regression model was used to detect the main effect of important factors and a penalized Quadratic Discriminant Analysis method was used to identify possible interaction effects between different factors. The selected main factors and interactions were used to obtain a logistic regression model based on the Bayesian information criterion. Results: A total of 113 patients with FG were enrolled and allocated to the septic shock group ( n = 24) or non-septic shock group ( n = 89). The best model selected identified by backward logistic regression based on Bayesian information criterion selected temperature, platelets, total bilirubin (TBIL) level, and pneumatosis on pelvic computed tomography/magnetic resonance images as the main linear effect and Na + × TBIL as the interaction effect. The area under the ROC curve of the probability of FG with septic shock by our model was 0.84 (95% confidence interval, 0.78–0.95). The Harrell's concordance index for the nomogram was 0.864 (95% confidence interval, 0.78–0.95). Conclusion: We have developed a prediction model for evaluation of the risk of septic shock in patients with FG that could assist clinicians in identifying critically ill patients with FG and prevent them from reaching a crisis state. … (more)
- Is Part Of:
- Gastroenterology report. Volume 10(2022)
- Journal:
- Gastroenterology report
- Issue:
- Volume 10(2022)
- Issue Display:
- Volume 10, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 10
- Issue:
- 2022
- Issue Sort Value:
- 2022-0010-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-08-11
- Subjects:
- Fournier's gangrene -- sepsis -- septic shock -- nomogram -- risk prediction
Gastroenterology -- Periodicals
616.33 - Journal URLs:
- http://gastro.oxfordjournals.org ↗
http://ukcatalogue.oup.com/ ↗ - DOI:
- 10.1093/gastro/goac038 ↗
- Languages:
- English
- ISSNs:
- 2052-0034
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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