Applying Artificial Intelligence to Identify Subphenotypes of Acute Kidney Injury in Mexican Patients With Severe COVID-19
- Conditions
- Acute Kidney InjuryCOVID-19
- Registration Number
- NCT06471101
- Lead Sponsor
- Instituto Nacional de Enfermedades Respiratorias
- Brief Summary
The goal of this observational study was to identify subphenotypes of acute kidney injury patients with COVID-19, and the investigators analyzed their impact on mortality. The study included demographic and clinical variables of the participants. The implementation of Machine Learning algorithms and Artificial Intelligence methods are used, and some specific implementations were designed for the analysis, where each group was characterized by traditional statistical methods.
- Detailed Description
Not available
Recruitment & Eligibility
- Status
- COMPLETED
- Sex
- All
- Target Recruitment
- 2934
- Patients older than 15 years old, hospitalized, and with severe acute respiratory syndrome (SARS-CoV-2) positive confirmation.
- Patients who did not have at least 1 creatinine measurement.
Study & Design
- Study Type
- OBSERVATIONAL
- Study Design
- Not specified
- Primary Outcome Measures
Name Time Method Subphenotypes of acute kidney injury in patients Through study completion, an average of one month Number of acute kidney injury subphenotypes in patients with COVID-19
- Secondary Outcome Measures
Name Time Method Length of stay of acute kidney injury patients Through study completion, an average of one month Differences in-hospital length of stay in acute kidney injury subphenotypes of patients with COVID-19.
Mortality of acute kidney injury patients Through study completion, an average of one month Differences between mortality rates in acute kidney injury subphenotypes of patients with COVID-19
Severity of acute kidney injury patients Through study completion, an average of one month Differences between severity stages in acute kidney injury subphenotypes of patients with COVID-19
Renal replacement therapy requirement in acute kidney injury patients Through study completion, an average of one month Differences between renal replacement therapy requirement rates in acute kidney injury subphenotypes of patients with COVID-19
Non-recovery in acute kidney injury patients Through study completion, an average of one month Differences between non recovery rates in acute kidney injury subphenotypes of patients with COVID-19
Trial Locations
- Locations (1)
Instituto Nacional de Enfermedades Respiratorias
🇲🇽Mexico City, Mexico