The Potential Value and Impact of Diagnostic Biomarkers for MAFLD Using Machine Learning Methods
1 other identifier
observational
500
1 country
1
Brief Summary
This is a case-control study that aims to build a predictive model for MAFLD based on machine learning.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Jun 2023
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
June 1, 2023
CompletedFirst Submitted
Initial submission to the registry
September 25, 2023
CompletedFirst Posted
Study publicly available on registry
September 29, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
June 30, 2024
CompletedStudy Completion
Last participant's last visit for all outcomes
December 31, 2024
CompletedSeptember 29, 2023
September 1, 2023
1.1 years
September 25, 2023
September 25, 2023
Conditions
Outcome Measures
Primary Outcomes (1)
Area under cure
Area under cure(AUC) was defined as the area enclosed by the coordinate axis under the receiver operating characteristic curve, with values ranging from 0.5 to 1.0. The closer the AUC is to 1.0, the higher the authenticity of the detection method; the closer to 0.5, the lower the authenticity of the detection method; when equal to 0.5, the authenticity is the lowest and has no application value.
2022-2024
Secondary Outcomes (2)
Accuracy
2022-2024
Precision
2022-2024
Study Arms (2)
case group
MAFLD patients
control group
health people
Eligibility Criteria
Chinese participants age 18 years or older diagnosed with MAFLD on imaging and healthy volunteers without MAFLD.
You may qualify if:
- aged 18 to 75 years;
- meeting the diagnostic criteria of MAFLD;
- no other organic lesions were found in imaging examination;
- willing and able to sign informed consent.
You may not qualify if:
- significant drinking history (weekly alcohol consumption ≥ 140g for male, or weekly alcohol consumption ≥ 70g for female);
- presence of evidence for having hepatic steatosis, viral hepatitis, history of hepatic cancer, drug-induced liver injury, liver cirrhosis and other liver and biliary tract diseases;
- major organ malfunction, severe systemic illnesses, mental health issues, or inability to complete examination;
- pregnant or pregnancy planning female;
- missing of important clinical data.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
The First Clinical Medical College of Zhejiang Chinese Medical University
Hangzhou, Zhejiang, 310003, China
Study Design
- Study Type
- observational
- Observational Model
- CASE CONTROL
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
September 25, 2023
First Posted
September 29, 2023
Study Start
June 1, 2023
Primary Completion
June 30, 2024
Study Completion
December 31, 2024
Last Updated
September 29, 2023
Record last verified: 2023-09