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Targeted Antimicrobial Comparison for Treatment Individualization in Critically Ill Patients With CRAB Infection
Sponsor: Central South University
Summary
The goal of this prospective, multicenter observational study is to learn which antibiotic treatment strategies are associated with better outcomes in critically ill adults with severe infections caused by carbapenem-resistant Acinetobacter baumannii (CRAB). The study will also evaluate the safety and costs of different treatments and develop prediction models to support personalized treatment decisions. The main questions it aims to answer are: Are there differences in 28-day survival between patients receiving polymyxin-based and non-polymyxin-based antibiotic treatments? Which treatment strategies are associated with better clinical recovery, bacterial clearance, and fewer adverse events, particularly acute kidney injury? Can clinical data and machine learning help predict treatment outcomes and support safer, more effective treatment decisions? Researchers will compare patients receiving polymyxin-based combination therapy with those receiving non-polymyxin-based treatments, including high-dose sulbactam-based, tigecycline-based, and newer antibiotic regimens. Treatment decisions will be made by the patients' treating physicians as part of routine clinical care, rather than assigned by the researchers. Participants will: Receive antibiotic treatments determined by their treating physicians. Have clinical information collected during hospitalization, including laboratory tests, bacterial cultures, organ function, antibiotic use, adverse events, and medical costs. Be followed for 28 days after starting targeted antibiotic treatment to assess survival and clinical outcomes. Be contacted by telephone if necessary to confirm their health status after hospital discharge.
Official title: Early Warning and Precision Treatment of CRAB Infection in Critically Ill Patients Using Multimodal Time-Series Data and Machine Learning
Key Details
Gender
All
Age Range
18 Years - Any
Study Type
OBSERVATIONAL
Enrollment
1000
Start Date
2026-10-30
Completion Date
2029-03-31
Last Updated
2026-10-29
Healthy Volunteers
No
Interventions
Antibiotic Therapy for CRAB Infection
Participants will receive antibiotic treatment for carbapenem-resistant Acinetobacter baumannii (CRAB) infection as part of routine clinical care. Treatment strategies may include polymyxin-based, sulbactam-based, tetracycline-based, or newer antibiotic regimens. The selection of antibiotics, dosage, administration schedule, and treatment duration will be determined by the treating physicians according to each patient's clinical condition. This observational study will not assign or modify treatments. Treatment exposure, subsequent treatment changes, clinical outcomes, adverse events, and medical costs will be recorded and evaluated.