A novel machine learning model has been developed to predict gangrenous cholecystitis, utilizing clinical data from 1006 patients. Employing the XGBoost algorithm and SHAP for interpretability, key clinical features were identified, including white blood cell count and d-dimer levels. This explainable model aims to assist clinicians in making timely surgical decisions, thereby potentially improving patient […]
Author: STITCHES Newsletter
ERAS Protocol Enhances Recovery in Pancreatic Surgery
A systematic review and meta-analysis of seven randomized controlled trials, involving 731 patients, confirms that the Enhanced Recovery After Surgery (ERAS) protocol significantly shortens hospital stays by an average of 2.49 days compared to conventional care. Furthermore, it shows potential reductions in hospital costs, readmission rates, and infection incidence. This study marks a pivotal demonstration […]
Standardized definition of surgical success enhances outcomes in ICC
A multi-institutional study identified key predictors for a “textbook outcome” in liver surgery for intrahepatic cholangiocarcinoma (ICC). The absence of post-hepatectomy liver failure, low intraoperative blood loss, no major infectious complications, and achieving R0 resection were linked to improved overall survival of at least 12 months. Approximately 60.2% of patients achieved these outcomes, significantly enhancing […]
Predictive Models Enhance Surgical Decision-Making in Hepatic Echinococcosis
A study developed predictive models to aid surgical decision-making for hepatic cystic echinococcosis (CE). Analyzing data from 406 patients, the Cox regression model achieved a concordance index of 0.94 and AUC of 0.96. The decision tree model highlighted imaging findings, cyst stage, and symptoms as key predictors, with a mean AUC of 0.950. These validated […]
Nomograms predict outcomes for patients with large hepatocellular carcinoma.
Researchers developed three nomograms to predict short-term and long-term outcomes in patients with large hepatocellular carcinoma (HCC) post-liver resection. These models demonstrated good predictive performances with c-indices of 0.764 for surgical risk, 0.709 for overall survival (OS), and 0.695 for recurrence-free survival (RFS) in validation cohorts. Compared to six staging systems, the nomograms showed superior […]
Combining enteral and parenteral nutrition enhances recovery in cancer patients
A systematic review and meta-analysis of 11 randomized controlled trials revealed that combining enteral and parenteral nutrition significantly improves postoperative recovery, nutritional function, and immune responses in patients with gastrointestinal cancer. The findings suggest that this combined approach offers superior energy intake and prognosis compared to enteral nutrition or parenteral nutrition alone. However, researchers note […]
Robotic surgery access disparities hinder care for vulnerable populations
Research reveals that while minimally invasive surgery (MIS), especially robotic surgery, offers significant benefits, safety-net hospitals often lack the necessary resources. This results in reduced access for underserved and marginalized populations to essential surgical interventions. Consequently, patients in these communities miss out on improved outcomes, shorter recovery, and decreased complications associated with MIS. This gap […]
Machine learning effectively predicts bile leaks post-hepatectomy.
A machine learning model using extreme gradient boosting (XGBoost) was developed to predict bile leaks after hepatectomy for liver cancer. The model analyzed data from over 22,000 patients, achieving areas under receiver operating characteristic curves (AUROC) of 0.748, 0.719, and 0.711 in various patient cohorts. Factors such as serum alkaline phosphatase, surgical approach, and cancer […]
Perioperative pathway significantly reduces complications in emergency laparotomy patients
The implementation of the Emergency Laparotomy Audit (EMLA) perioperative care bundle resulted in notable improvements in patient outcomes for emergency laparotomy procedures. Surgical complications decreased from 34.8% to 20.6%. The study encompassed a cohort of 429 patients, divided into pre- and post-intervention groups, assessing length of stay, hospitalization costs, and adherence to protocols. The findings […]
Quality of life improvements for rectal cancer patients identified
Advances in rectal cancer therapies, including neoadjuvant treatments and organ-preserving strategies, have led to enhanced quality of life (QOL) for patients. Key assessments, such as the FACT-C scale and EORTC’s QLQ-30, reveal that factors like tumor location and treatment types significantly influence QOL. Intriguingly, strategies like “watch-and-wait” have shown promise in improving functional outcomes. Surgical […]