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Research on the Construction and Clinical Validation of an Objective Diagnostic Model for Chronic Fatigue Syndrome Based on Artificial Intelligence and Serum Multi-Omics

Research on the Construction and Clinical Validation of an Objective Diagnostic Model for Chronic Fatigue Syndrome Based on Artificial Intelligence and Serum Multi-Omics

Status
Recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2600116336
Enrollment
Unknown
Registered
2026-01-08
Start date
2025-02-10
Completion date
Unknown
Last updated
2026-01-12

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Chronic fatigue syndrome (Benign myalgic encephalomyelitis)

Interventions

Model Construction Phase Case Group(cfs):None
Model Construction Phase control group (non CFS):None
Clinical Validation Phase Case Group(cfs):None
Clinical Validation Phase control group (non CFS):None

Sponsors

The Fifth Affiliated Hospital of Sun Yat-sen University
Lead Sponsor

Eligibility

Sex/Gender
All

Inclusion criteria

Inclusion criteria: 1.Model Construction Phase: (I) Case Group: 1. Patients with clinically confirmed chronic fatigue syndrome (CFS) were selected from the UK Biobank database (March 2006-July 2010); 2. Aged 40-69 years; 3. No gender restrictions. (II) Control Group: 1. Participants without CFS diagnosis were selected from the same UK Biobank database during the identical period (March 2006-July 2010); 2. Aged 40-69 years; 3. No gender restrictions. 2.Clinical Validation Phase (Retrospective): (I) Case Group: 1. Diagnostic criteria followed the 1994 CDC Revised Case Definition for Chronic Fatigue Syndrome: A. Major Criterion: Unexplained persistent or relapsing severe fatigue lasting =6 months that is not alleviated by rest and results in substantial reduction in occupational, educational, social, or personal activities; B. Minor Criteria (=4 of 8 symptoms persisting >=6 months, not predating fatigue): a) Self-reported memory/concentration impairment affecting daily activities; b) Sore throat; c) Tender cervical/axillary lymph nodes; d) Myalgia; e) Multi-joint pain without swelling/redness; f) New-onset severe headache; g) Unrefreshing sleep; h) Post-exertional malaise >24 hours; C. Exclusion Criteria: Organic diseases or medication-induced fatigue. 2. Age: 40-69 years; 3. No gender restrictions. (II) Control Group: 1. Participants not meeting CFS diagnostic criteria; 2. Age: 40-69 years; 3. No gender restrictions. 3.Clinical Validation Phase (Prospective): (I) Case Group: 1. Diagnostic criteria followed the 1994 CDC Revised Case Definition for Chronic Fatigue Syndrome: A. Major Criterion: Unexplained persistent or relapsing severe fatigue lasting =6 months that is not alleviated by rest and results in substantial reduction in occupational, educational, social, or personal activities; B. Minor Criteria (>=4 of 8 symptoms persisting =6 months, not predating fatigue): a) Self-reported memory/concentration impairment; b) Sore throat; c) Tender cervical/axillary lymph nodes; d) Myalgia; e) Multi-joint pain without inflammation; f) New pattern/severity headache; g) Unrefreshing sleep; h) Post-exertional malaise >24h; C. Exclusion Criteria: Organic disorders or pharmacologically-induced fatigue. 2. Age: 40-69 years; 3. No gender restrictions. (II) Control Group: 1. Participants not meeting CFS diagnostic criteria; 2. Age: 40-69 years; 3. No gender restrictions.

Exclusion criteria

Exclusion criteria: 1.Model Construction Phase: None; 2.Clinical Validation Phase (Retrospective): (I) Case Group: 1. Intellectual disability; 2. Pre-existing severe mental disorders (e.g., schizophrenia, delusional disorder, anorexia nervosa) or dementia diagnosis; 3. Alcohol or substance abuse; 4. Extreme obesity [body mass index (BMI) = 45]; 5. Pregnant or lactating women; 6. Postoperative patients without full recovery; 7. >5% body weight loss within recent 3 months; 8. Current participation in other interventional trials. (II) Control Group: 1. Intellectual disability; 2. Pre-existing severe mental disorders (e.g., schizophrenia, delusional disorder, anorexia nervosa) or dementia diagnosis; 3. Current participation in other interventional trials. 3.Clinical Validation Phase (Prospective): (I) Case Group: 1. Intellectual disability; 2. Pre-existing diagnosis of severe mental disorders (including but not limited to schizophrenia, delusional disorder, anorexia nervosa) or dementia; 3. Current alcohol or substance abuse; 4. Extreme obesity [body mass index (BMI) = 45 kg/m²]; 5. Pregnant or lactating women; 6. Post-surgical patients without complete recovery; 7. >5% body weight reduction within the preceding 3 months; 8. Concurrent participation in other interventional studies; 9. Declined to sign informed consent or specimen consent forms. (II) Control Group: 1. Intellectual disability; 2. Pre-existing diagnosis of severe mental disorders (including but not limited to schizophrenia, delusional disorder, anorexia nervosa) or dementia; 3. Concurrent participation in other interventional studies; 4. Declined to sign informed consent or specimen consent forms.

Design outcomes

Primary

MeasureTime frame
Accuracy;Specificity;

Secondary

MeasureTime frame
MCC (Matthews Correlation Coefficient);AUC (Area Under the Receiver Operating Characteristic Curve);Recall rate;F1 score;

Countries

China

Contacts

Public ContactLi Peng

The Fifth Affiliated Hospital of Sun Yat-sen University

lipeng23@mail.sysu.edu.cn+86 756 252 8756

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026