Diagnostic Performance of an AI-based Model for TCM Constitution Classification Using Ophthalmic Imaging

Launched by SECOND AFFILIATED HOSPITAL OF NANCHANG UNIVERSITY · Aug 11, 2025

Keywords

ClinConnect Summary

This clinical trial is studying a new computer program that uses eye images to help identify different types of body constitutions based on Traditional Chinese Medicine (TCM). The goal is to see how well this artificial intelligence (AI) tool can diagnose these body types by looking at detailed pictures of the eyes. This could offer a faster, non-invasive way to support health assessments that combine both TCM and Western medicine approaches.

People between 18 and 60 years old who either have certain long-term health conditions—like heart disease, diabetes, chronic lung problems, or cancer—or who are generally healthy may be eligible to join. To participate, individuals need to have clear medical diagnoses from both TCM and Western medicine, and their eyes must be healthy enough to get good quality images. During the study, participants will have their eyes scanned using special imaging technology. The researchers will then use the AI model to analyze these images and compare the results with traditional diagnoses. If you are interested, it’s important to know that pregnant or breastfeeding individuals, or those with serious eye problems or acute illnesses, cannot take part.

Gender

ALL

Eligibility criteria

• Inclusion Criteria:
• • 1. Age: Participants aged between 18 and 60 years;
• • 2. Chronic Systemic Diseases: Defined according to the standards of the United States National Center for Chronic Disease Prevention and Health Promotion and the "Healthy China 2030" planning outline issued by the State Council. These are characterized as conditions lasting one year or longer that require continuous medical care, limit daily activities, or both. The four major chronic diseases in China include:Cardiovascular and cerebrovascular diseases,Malignant neoplasms,Diabetes mellitus and Chronic respiratory diseases;
• • 3. Cardiovascular and Cerebrovascular Diseases: This category includes:Hypertension: Stable hypertension without acute episodes, defined as systolic blood pressure ≥140 mmHg, diastolic blood pressure ≥90 mmHg, or currently undergoing antihypertensive treatment.Coronary Heart Disease: Diagnosed based on a history of coronary heart disease or confirmed through imaging evidence such as coronary angiography or CT angiography.
• • Heart Failure: Classified as New York Heart Association (NYHA) functional class II-IV with a left ventricular ejection fraction \<40%.Stroke: Diagnosed based on a history of ischemic or hemorrhagic stroke or confirmed through imaging evidence such as MRI or CT scans;
• • 4. Malignant Neoplasms: Participants with newly diagnosed, recurrent, metastatic malignant tumors, or those currently receiving specific treatments (e.g., chemotherapy, radiotherapy, immunotherapy), confirmed by histological or cytological examinations;
• 5. Diabetes Mellitus: Participants meeting at least one of the following criteria:
• • Fasting blood glucose ≥7.0 mmol/L (126 mg/dL),2-hour post-oral glucose tolerance test blood glucose ≥11.1 mmol/L (200 mg/dL),Hemoglobin A1c ≥6.5%,Random blood glucose ≥11.1 mmol/L (200 mg/dL) accompanied by typical symptoms (e.g., polydipsia, polyuria, weight loss);
• • 6. Chronic Respiratory Diseases: This category includes:Chronic Obstructive Pulmonary Disease (COPD): Post-bronchodilator FEV₁/FVC \<0.70 and FEV₁ \<80% of the predicted value, accompanied by at least one clinical symptom such as chronic cough, sputum production, or dyspnea.Asthma: Reversible airflow limitation, defined as a post-bronchodilator FEV₁ increase of ≥12% and ≥200 ml, accompanied by at least one clinical symptom such as recurrent wheezing, dyspnea, chest tightness, or cough;
• • 7. Healthy Subjects: Individuals who have not experienced any systemic diseases within the past year that require continuous medical care, limit daily activities, or both;
• • 8. Clear Diagnosis Based on Traditional Chinese Medicine and Western Medicine: Participants must have a definitive diagnosis established through both Traditional Chinese Medicine and Western Medicine methodologies;
• • 9. Absence of Other Ocular or Systemic Organic Diseases: Participants should have no other ocular diseases and/or systemic organic lesions that significantly affect the acquisition of ocular imaging.
• Exclusion Criteria:
• • 1. Incomplete Clinical Data Supporting Diagnosis: Participants for whom the clinical data necessary to substantiate the diagnosis are incomplete;
• • 2. Significant Opacification of Other Ocular Optical Systems: Individuals presenting with pronounced obscurations in other ocular optical systems (e.g., severe corneal opacification, nuclear cataract grade IV or higher, severe vitreous hemorrhage or opacification) that impede the completion of comprehensive ocular examinations;
• • 3. Acute Systemic Organic Diseases: Patients concurrently suffering from acute systemic organic conditions (such as acute infections or decompensated organ failure) that prevent participation in the constitution identification procedures;
• • 4. Pregnancy or Lactation: Individuals who are pregnant or currently breastfeeding.