Predicting short-term major postoperative complications in intestinal resection for Crohn’s disease:A machine learning-based study

BACKGROUND Due to the complexity and numerous comorbidities associated with Crohn’s disease(CD),the incidence of postoperative complications is high,significantly impacting the recovery and prognosis of patients.Consequently,additional stu-dies are required to precisely predict short-term major complications following intestinal resection(IR),aiding surgical decision-making and optimizing patient care.AIM To construct novel models based on machine learning(ML)to predict short-term major postoperative complications in patients with CD following IR.METHODS A retrospective analysis was performed on clinical data derived from a patient cohort that underwent IR for CD from January 2017 to December 2022.The study participants were randomly allocated to either a training cohort or a validation cohort.The logistic regression and random forest(RF)were applied to construct models in the training cohort,with model discrimination evaluated using the area under the curves(AUC).The validation cohort assessed the performance of the constructed models.RESULTS Out of the 259 patients encompassed in the study,5.0%encountered major postoperative complications(Clavien-Dindo≥III)within 30 d following IR for CD.The AUC for the logistic model was 0.916,significantly lower than the AUC of 0.965 for the RF model.The logistic model incorporated a preoperative CD activity index(CDAI)of≥220,a diminished preoperative serum albumin level,conversion to laparotomy surgery,and an extended operation time.A nomogram for the logistic model was plotted.Except for the surgical approach,the other three variables ranked among the top four important variables in the novel ML model.CONCLUSION Both the nomogram and RF exhibited good performance in predicting short-term major postoperative complic-ations in patients with CD,with the RF model showing more superiority.A preoperative CDAI of≥220,a di-minished preoperative serum albumin level,and an extended operation time might be the most crucial variables.The findings of this study can assist clinicians in identifying patients at a higher risk for complications and offering personalized perioperative management to enhance patient outcomes.

Postoperative Outcomes in Exploratory Laparotomy and Intestinal Resection in Children: A Secondary Descriptive Observational Analysis

Background: We previously reported independent predictors of intraoperative and postoperative morbidity. These were age, American Society of Anesthesiologists Score (ASA), emergency situations, surgery and transfusion. ASA was the independent predictor of mortality. We conducted a secondary analysis of this previous retrospective study in patients who underwent exploratory laparotomy and intestinal resection. Objectives: The objective was to describe intraoperative and postoperative outcomes in patients who underwent exploratory laparotomy and intestinal resection in the initial study and to present a research protocol for intraoperative and postoperative optimization. Methods: Secondary analysis of the initial study was used. The Ethics Committee approved the study. Results: There were 54 patients with a median age of 15.5 [0 - 172] months. Thirty-seven (68.5%) patients underwent intestinal resection, nine (16.7%) underwent exploratory laparotomy, and eight (16.8%) underwent laparotomy for volvulus. Fourteen (25.9%) patients had intraoperative and/or postoperative complications. Two (3.7%) patients had an intraoperative hemorrhagic shock. Two (3.7%) patients had a postoperative cardio-circulatory failure. Three (5.6%) had postoperative respiratory failure. One (1.8%) patient had postoperative multiple organ failure and neurologic failure. Three (5.6%) patients had postoperative abdominal sepsis. One (1.8%) patient had postoperative multiple organ sepsis and neuromeningeal sepsis. Four (7.4%) patients had postoperative pulmonary sepsis. Two (3.7%) had postoperative septicemia. Six (11.1%) patients had reoperations. Seventeen (31.5%) patients had an intraoperative transfusion. The in-hospital mortality rate was 3.7% in two patients. Conclusion: The number of patients with postoperative complications in this cohort was not negligible. We, therefore, elaborated a research protocol where intraoperative patient management will be guided with transthoracic echocardiography for fluid and hemodynamic therapy optimization. The objective of this study protocol is to clarify the impact of intraoperative goal-directed fluid and hemodynamic therapy with transthoracic echocardiography on postoperative outcomes in terms of complications in pediatric surgical patients.

Effect of Wuda granule on gastrointestinal function recovery after laparoscopic intestinal resection:a randomized–controlled trial

Background Previous studies have suggested that the Wuda granule(WDG)could promote the recovery of gastrointestinal(GI)function after gynecologic abdominal surgery.This trial aimed to investigate the efficacy and safety of WDG in the rapid recovery of GI function in patients after laparoscopic intestinal resection in the setting of enhanced recovery after surgery(ERAS)-based perioperative care.Methods We performed a randomized,double-blind,placebo-controlled pilot trial.Thirty patients who met the inclusion criteria were randomly assigned to either the WDG group or the placebo group in a 1:1 ratio.The patients received WDG or placebo twice a day in addition to ERAS-based perioperative care,starting on post-operative Day 1 until Day 3.The primary outcomes were time to first bowel movement and time to first tolerance of solid food.The secondary outcomes were time to first flatus,length of hospital stay(LOS),and post-operative ileus-related morbidity.Adverse events were also recorded.Results There were no statistically significant differences in baseline characteristics between the two groups.The median time to first bowel movement was significantly decreased in the WDG group compared with the control group(27.6 vs 50.1 h;P<0.001),but the median times to first flatus(22.9 vs 25.1 h;P>0.05)and LOS(5.0 vs 5.0 days;P>0.05)were not statistically different.The occurrence rates of post-operative nausea,vomiting,abdominal distension,and abdominal pain were similar in the two groups.No adverse events occurred in any patients.Conclusions The addition of WDG to ERAS post-operative care after laparoscopic intestinal resection can safely promote the rapid recovery of GI function.

LOOSENING AND LENGTHENING OF INTESTINAL TRACT AFTER RECTAL ISOLATION IN ANUS－SAVING RESECTION FOR RECTAL CARCINOMA

In low rectal cancer surgery,the section of rectum destal to the lower tumor maigin is relaxed and lengthened after fully isolation of the organ. This would facilitate the adoption of anus saving operation.Before and after fully isolation of the rectum in low ratal cancer surgery, the distance between the lower tumor margin and the anorectal line was measured by the same rectuscope introduced through the anus.The two results were compared .The average lengthening was less than 1 cm if the lower tumor marginanorectal line distance was 5 cm.It was 1─2 cm if the lower tumor margin-anorectal distance was 6 cm.It was more than 2 cm if the distance was 7─9 cm.The loosening and lengthening of the rectal canal was related to the presence of lymphnode metastasis and the skill of the operator.The lengthening was also influenced by the body build of the patient,involvement of the rectal circumference and the Dukes stage. Modified Park's operation,trans abdominosacral resection with anastormosis of rectum,and anterior resection on transpubic approach are indicated for those in whom the lower tumor margin-anorectal line distance was 5 cm The rectectomy-anastomosis in the abdominal cavity(Dixon's operation)is indicated for those in whom the lower tumor margin-anorectal line was 6 cm.If manual anastomosis is difficult,stapling device may be used. The anus saving resection is easy if the distance was 7─9 cm.

Postoperative diarrhea in Crohn's disease:Pathogenesis,diagnosis,and therapy

Diarrhea is a frequent symptom in postoperative patients with Crohn’s diseases(CD),and several different mechanisms likely account for postoperative diarrhea in CD.A targeted strategy based on a comprehensive understanding of postoperative diarrhea is helpful for better postoperative recovery.