Prediction of Kidney Injury After Hyperthermic Intraperitoneal Chemotherapy (HIPEC)* With Machine Learning
HIPEC
Application of Machine Learning to Predict Postoperative Acute Kidney Injury in Patients Undergoing Cytoreduction and Hyperthermic Intraperitoneal Chemotherapy Using High-resolution, Time-synchronized Physiological Data From Vital Recorder
1 other identifier
observational
57
1 country
1
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.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for all trials
Started Mar 2019
Shorter than P25 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
March 27, 2019
CompletedFirst Posted
Study publicly available on registry
March 29, 2019
CompletedStudy Start
First participant enrolled
March 29, 2019
CompletedPrimary Completion
Last participant's last visit for primary outcome
March 18, 2020
CompletedStudy Completion
Last participant's last visit for all outcomes
March 18, 2020
CompletedAugust 3, 2020
July 1, 2020
12 months
March 27, 2019
July 31, 2020
Conditions
Outcome Measures
Primary Outcomes (1)
number of patients with postoperative acute kidney injury staged by Kidney Disease: Improving Global Outcomes (KDIGO)
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
during postoperative day 7
Study Arms (1)
HIPEC
patients undergoing cytoreductive surgery and hyperthermic intraoperative chemotherapy due to carcinomatosis.
Interventions
This study is an observational study collecting perioperative data. There is no intervention regarding this study.
Eligibility Criteria
Patients undergoing cytoreductive surgery with hyperthermic intraoperative chemotherapy
You may qualify if:
- Patients undergoing cytoreductive surgery with hyperthermic intraoperative chemotherapy
You may not qualify if:
- patients under 19
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Gangnam Severeance Hospital
Seoul, 06273, South Korea
MeSH Terms
Conditions
Interventions
Condition Hierarchy (Ancestors)
Intervention Hierarchy (Ancestors)
Study Design
- Study Type
- observational
- Observational Model
- CASE ONLY
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Associate professor
Study Record Dates
First Submitted
March 27, 2019
First Posted
March 29, 2019
Study Start
March 29, 2019
Primary Completion
March 18, 2020
Study Completion
March 18, 2020
Last Updated
August 3, 2020
Record last verified: 2020-07