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)
1 other identifier
interventional
130
1 country
1
Brief Summary
It has been known well for a long time that End stage renal disease (ESRD) patients usually need ESA to maintain their hemoglobin (Hb) to improve both mortality as well as quality of life. Later, several large-scale RCTs showing normalization of Hb in this population increased the risk of thromboembolic event, which leaded current guidelines to recommend the therapeutic goal for anemia in ESRD should be within a range (usually between 10-12 gm/dl) rather than above or below a certain level (or value). In addition to ESA dose, many factors contribute to the severity of anemia in this population, such as iron status, chronic blood loss, adequacy of dialysis, chronic inflammation, renal wasting, et al. To put all these factors together, maintaining the Hb levels within the target level is a challenge to physician. It was reported that only one third of Hb within the target at any given time. Our data showed, for those under maintenance hemodialysis and without any blood transfusion in observation period, near two third of patients' Hb level were within the target range.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P50-P75 for not_applicable
Started Mar 2021
Typical duration for not_applicable
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
Study Start
First participant enrolled
March 19, 2021
CompletedFirst Submitted
Initial submission to the registry
August 31, 2021
CompletedFirst Posted
Study publicly available on registry
September 2, 2021
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 23, 2023
CompletedStudy Completion
Last participant's last visit for all outcomes
December 23, 2023
CompletedOctober 13, 2021
June 1, 2021
2.8 years
August 31, 2021
October 5, 2021
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
hemoglobin (Hb) levels
Maintain hemoglobin at the treatment target of 10 g/dl to 12 g/dl.
6 monthes
Secondary Outcomes (2)
the target range (10-12gm/dl)
6 monthes
The Proportion of Participants Who Received a Whole Blood or Red Blood Cell Transfusion
6 monthes
Study Arms (2)
GROUP A-AI (model) Arm Description:
EXPERIMENTALArtificial 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.
GROUP B-AI (model) Arm Description:
EXPERIMENTALESA dose prescribed by clinical physicians as regular care to maintain hemoglobin at the treatment target of 10 g/dl to 12 g/dl.
Interventions
Use of a novel artificial intelligence assisted platform
Eligibility Criteria
You may qualify if:
- 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
You may not qualify if:
- 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:
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Kaohsiung Medical University Chung-Ho Memorial Hospital (KMUH)
Kaohsiung City, 807, Taiwan
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Ping-Hsun Wu
Kaohsiung Medical University
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- DOUBLE
- Who Masked
- PARTICIPANT, INVESTIGATOR
- Purpose
- HEALTH SERVICES RESEARCH
- Intervention Model
- CROSSOVER
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
August 31, 2021
First Posted
September 2, 2021
Study Start
March 19, 2021
Primary Completion
December 23, 2023
Study Completion
December 23, 2023
Last Updated
October 13, 2021
Record last verified: 2021-06