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Prediction of Kidney Injury After Hyperthermic Intraperitoneal Chemotherapy (HIPEC)* With Machine Learning

Completed
Conditions
Acute Kidney Injury
Chemotherapy
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
Inclusion Criteria
  • Patients undergoing cytoreductive surgery with hyperthermic intraoperative chemotherapy
Exclusion Criteria
  • patients under 19

Study & Design

Study Type
OBSERVATIONAL
Study Design
Not specified
Arm && Interventions
GroupInterventionDescription
HIPECData collectionpatients undergoing cytoreductive surgery and hyperthermic intraoperative chemotherapy due to carcinomatosis.
Primary Outcome Measures
NameTimeMethod
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
NameTimeMethod

Trial Locations

Locations (1)

Gangnam Severeance Hospital

🇰🇷

Seoul, Korea, Republic of

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