Machine Learning Predict Renal Replacement Therapy After Cardiac Surgery
NCT04977687 · Status: COMPLETED · Type: OBSERVATIONAL · Enrollment: 2108
Last updated 2021-08-02
Summary
Cardiac surgery-associated acute kidney injury (CSA-AKI) is a major complication which may result in adverse impact on short- and long-term mortality. The researcher here developed several prediction models based on machine learning technique to allow early identification of patients who at the high risk of unfavorable kidney outcomes. The retrospective study comprised 2108 consecutive patients who underwent cardiac surgery from January 2017 to December 2020.
Conditions
- Machine Learning
- Acute Kidney Injury
- Renal Replacement Therapy
- Prediction Models
Sponsors & Collaborators
-
Chinese PLA General Hospital
lead OTHER
Eligibility
- Min Age
- 18 Years
- Sex
- ALL
- Healthy Volunteers
- No
Timeline & Regulatory
- Start
- 2020-09-01
- Primary Completion
- 2021-01-01
- Completion
- 2021-01-01
Countries
- China
Study Locations
More Related Trials
-
Assessment of AI Prediction Models in Prediction of Acute Kidney Injury in Critical Patients
NCT06857188 ·Status: NOT_YET_RECRUITING
-
Predictive Nomogram for Postoperative Acute Kidney Injury in Older Patients Undergoing Noncardiac Surgery
NCT05507268 ·Status: UNKNOWN
-
A Study to Understand How Cardiac Surgery-associated Acute Kidney Injury Develops in Participants Who Undergo Heart Surgery With the Use of Heart-lung Machine
NCT06772025 ·Status: RECRUITING ·Phase: NA
-
Predicting Acute Kidney Injury After Coronary Artery Bypass Graft
NCT02081261 ·Status: COMPLETED
-
Perioperative Mechanism of Acute Kidney Injury in Cardiovascular Surgery
NCT03557047 ·Status: UNKNOWN
-
Acute Kidney Injury After Cardiac Surgery
NCT03457987 ·Status: COMPLETED
-
Contrast-enhanced Ultrasound and Super-resolution Imaging Predict Renal Function Outcome After Nephrectomy
NCT07294859 ·Status: RECRUITING
-
Early RRT in AKI After Cardiac Surgery
NCT05175053 ·Status: TERMINATED ·Phase: NA
-
A Clinical Score to Predict Acute Kidney Injury After Heart Valve Replacement Surgery
NCT04237636 ·Status: COMPLETED
-
Predictive Nomogram for Postoperative Acute Kidney Injury (AKI) in Elderly Patients Following Liver Resection
NCT04922866 ·Status: COMPLETED
-
Risk Factors and Deep Learning Model for CI-AKI
NCT06596785 ·Status: ACTIVE_NOT_RECRUITING
-
Predicting Adverse Kidney Events of Cardiac Surgery-Associated Acute Kidney Injury Using Novel Biomarkers
NCT06351813 ·Status: NOT_YET_RECRUITING
-
Early Prediction of Acute Kidney Injury in High Risk Patients After Non-cardiac Surgery
NCT03880110 ·Status: UNKNOWN
-
Preoperative Inflammatory Status and Postoperative Acute Kidney Injury
NCT06027476 ·Status: COMPLETED
-
Application of CLCVP Technique in Early Intervention of CSA-AKI
NCT05855954 ·Status: RECRUITING ·Phase: NA
-
The Value of a Convolutional Neural Network-Based Renal Artery Perfusion Model in Predicting Renal Function After Partial Nephrectomy: A Prospective Study
NCT06751498 ·Status: RECRUITING
-
The Association Between the Duration of Acute Kidney Injury and New-onset Chronic Kidney Disease After Cardiac or Thoracic Aortic Surgery
NCT04172103 ·Status: COMPLETED
-
Development and Validation of a Real-time Prediction Model for Acute Kidney Injury in Hospitalized Patients
NCT06597838 ·Status: RECRUITING
-
Nephrologic Intervention in Patients Waiting for Cardiac Surgery
NCT02643745 ·Status: COMPLETED ·Phase: NA
-
Biomarkers of Acute Kidney Injury Following Cardiac Surgery
NCT04387149 ·Status: UNKNOWN
-
Biomarkers of Acute Kidney Injury in Cardiac Surgery
NCT03830450 ·Status: UNKNOWN
-
A Predictive Score System for AKI Following Pediatric Cardiac Surgery
NCT05489263 ·Status: UNKNOWN
-
Perioperative Database of Chinese Elderly Patients for Postoperative Acute Kidney Injury
NCT06462755 ·Status: COMPLETED
-
RRI Compared With NephroCheckTM to Predict Acute Renal Failure After Cardiac Surgery.
NCT02325726 ·Status: COMPLETED
-
Acute Kidney Injury After Cardiac Surgery
NCT05079724 ·Status: UNKNOWN