- ICH GCP
- US Clinical Trials Registry
- Clinical Trial NCT05032651
Use of a Novel Artificial Intelligence Assisted Platform to Assess Optimal Dosing and Treatment Strategy of Erythropoiesis-stimulating Agents (ESA) in Hemodialysis Patients (AI)
Kaohsiung Medical University Chung-Ho Memorial Hospital (KMUH)
Study Overview
Status
Conditions
Intervention / Treatment
Detailed Description
For better anemia management, NKF-K/DOQI developed and published guidelines using protocol or algorithm for EPO prescription.6 Recently, artificial intelligence (AI) has been widely applied to medicine in the field of reducing human error, robotic surgical system and decision- making aid. Since then, there were several studies working on decision making programs to set up model of predicting the ESA dose needed for target Hb level. Artificial neural network (ANN) model is most commonly used for ESA dose-response prediction. However, the effectiveness of these kinds of AI is not confirmed clinically and the result not satisfactory. In other words, it is still inconclusive whether contemporary AI has any role in decision making aid when prescribing ESA dose for dialysis patient, a typical trial and error which AI supposed should be very helpful with.
Based on the mentioned above, we are going to conduct this clinical try to test the hypothesis that AI is not inferior to physician in prescribing ESA dose for hemodialysis patients to maintain hemoglobin(Hb) level to meet the target
Study Type
Enrollment (Anticipated)
Phase
- Not Applicable
Contacts and Locations
Study Contact
- Name: Ping-Hsun Wu, PhD
- Phone Number: 7351 07-3121101
- Email: 970392KMUH@gmail.com
Study Contact Backup
- Name: YI-PEI CHEN
- Phone Number: 7901 07-3121101
- Email: joanna9504@gmail.com
Study Locations
-
-
-
Kaohsiung,, Taiwan, 807
- Recruiting
- Kaohsiung Medical University Chung-Ho Memorial Hospital (KMUH)
-
Contact:
- CHEN YI PEI
- Phone Number: 7901 07-3121101
- Email: joanna9504@gmail.com
-
-
Participation Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Description
Inclusion Criteria:
- signed informed consent
- Age older than 20 year old.
- End stage renal disease under regular hemodialysis with three times per week and duration of each session at least 4 hours
- Having at least consecutive 6 months data of both Hb and biochemical study during dialysis before enrollment and at least one Hb level within the range of 11-12 g/dl
- Having at least one prescription of ESA supplement to keep Hb within the range of 10-12 g/dl in the past 6 months before the enrollment
- Having received ESA of the same brand at least 6 months before the enrollment
Exclusion Criteria:
- Ever receiving blood transfusion in the past 12 months
- Active bleeding with blood loss more than 250cc in 3 months before the enrollment
- Active infection or malignancy
- Study subject can not follow with the study protocol
End of Study
The eligible subject will not be allowed to continue the study once informed consent is withdrawn or event happening meets the following criteria:
Study Plan
How is the study designed?
Design Details
- Primary Purpose: HEALTH_SERVICES_RESEARCH
- Allocation: RANDOMIZED
- Interventional Model: CROSSOVER
- Masking: DOUBLE
Arms and Interventions
Participant Group / Arm |
Intervention / Treatment |
---|---|
EXPERIMENTAL: GROUP A-AI (model) Arm Description:
Artificial intelligence assisted platform supported system for the clinical physicians to prescribe ESA dose to maintain hemoglobin at the treatment target of 10 g/dl to 12 g/dl.
|
Use of a novel artificial intelligence assisted platform
|
EXPERIMENTAL: GROUP B-AI (model) Arm Description:
ESA dose prescribed by clinical physicians as regular care to maintain hemoglobin at the treatment target of 10 g/dl to 12 g/dl.
|
Use of a novel artificial intelligence assisted platform
|
What is the study measuring?
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
---|---|---|
hemoglobin (Hb) levels
Time Frame: 6 monthes
|
Maintain hemoglobin at the treatment target of 10 g/dl to 12 g/dl.
|
6 monthes
|
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
---|---|---|
the target range (10-12gm/dl)
Time Frame: 6 monthes
|
The Proportion of Participants with haemoglobin within the target range (10-12gm/dl)
|
6 monthes
|
The Proportion of Participants Who Received a Whole Blood or Red Blood Cell Transfusion
Time Frame: 6 monthes
|
The Proportion of Participants Who Received a Whole Blood or Red Blood Cell Transfusion
|
6 monthes
|
Collaborators and Investigators
Collaborators
Investigators
- Principal Investigator: Ping-Hsun Wu, Kaohsiung Medical University
Study record dates
Study Major Dates
Study Start (ACTUAL)
Primary Completion (ANTICIPATED)
Study Completion (ANTICIPATED)
Study Registration Dates
First Submitted
First Submitted That Met QC Criteria
First Posted (ACTUAL)
Study Record Updates
Last Update Posted (ACTUAL)
Last Update Submitted That Met QC Criteria
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
- KMUHIRB-F(I)-20210040
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.
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