Prediction of Kidney Injury After Hyperthermic Intraperitoneal Chemotherapy (HIPEC)* With Machine Learning
- Conditions
- Acute Kidney InjuryChemotherapy
- Interventions
- Other: Data collection
- Registration Number
- NCT03895606
- Lead Sponsor
- Gangnam Severance Hospital
- Brief Summary
Patients undergoing cytoreductive surgery with hyperthermic intraoperative chemotherapy (CRS with HIPEC) are prone to postoperative kidney dysfunction. Previous models predicting kidney injury after CRS with HIPEC did not include intraoperative physiologic data. This study is designed to include not only mean arterial pressure but other parameters such as systolic, diastolic arterial pressure, heart rate, oxygen saturation, body temperature, cardiac index, stroke volume variation and many other physical parameters using a data collection system that can record them every 1-7 seconds. The data will be analyzed using machine learning algorithms.
- Detailed Description
Not available
Recruitment & Eligibility
- Status
- COMPLETED
- Sex
- All
- Target Recruitment
- 57
- Patients undergoing cytoreductive surgery with hyperthermic intraoperative chemotherapy
- patients under 19
Study & Design
- Study Type
- OBSERVATIONAL
- Study Design
- Not specified
- Arm && Interventions
Group Intervention Description HIPEC Data collection patients undergoing cytoreductive surgery and hyperthermic intraoperative chemotherapy due to carcinomatosis.
- Primary Outcome Measures
Name Time Method number of patients with postoperative acute kidney injury staged by Kidney Disease: Improving Global Outcomes (KDIGO) during postoperative day 7 Stage 1: Increased sCr × 1.5 to 1.9 baseline or ≥ 0.3 mg/dl from baseline or urine output \< 0.5 ml/kg/h for 6 to 12 h, Stage 2: Increased sCr × 2.0 to 2.9 baseline or urine output \< 0.5 ml/kg/h for 12 h, Stage 3: Increased sCr × 3 baseline or ≥ 4 mg/dl or initiation of RRT, or GFR decrease \< 35 ml/min/1.73 m2 for patients \< 18 years of age or urine output \< 0.3 ml/kg/h for 24 h or anuria for 12 h
- Secondary Outcome Measures
Name Time Method
Trial Locations
- Locations (1)
Gangnam Severeance Hospital
🇰🇷Seoul, Korea, Republic of