Actively Recruiting
Predicting Tumor Origin Based on Deep Learning of Lymph Node Puncture Cytology
Led by West China Hospital · Updated on 2025-02-05
10000
Participants Needed
1
Research Sites
55 weeks
Total Duration
On this page
AI-Summary
What this Trial Is About
In this study, the investigators aimed to construct a deep learning diagnostic model that uses cytological images to predict primary unknown tumor origins in patients with tumors combined with lymph node metastases. After the model is constructed, the model will be validated by a large-scale test set to test the model performance. The investigators also propose to compare the performance of the constructed model in diagnosing cytology smears compared to human pathologists.
CONDITIONS
Official Title
Predicting Tumor Origin Based on Deep Learning of Lymph Node Puncture Cytology
Who Can Participate
Eligibility Criteria
You may qualify if you...
- Clinical data available from West China Hospital of Sichuan University between October 1, 2008, and August 31, 2024, including age, sex, specimen puncture site, pathologic diagnosis and type, immunocytochemistry status, clinical diagnosis, lesion site, co-morbidities, malignancy history, treatment, postoperative complications, hospitalization days, and survival time
- Clinical data available from the Department of Pathology of the First Affiliated Hospital of Zhengzhou University, Sichuan Provincial Cancer Hospital, and Cancer Hospital of Chinese Academy of Medical Sciences between January 1, 2020, and August 31, 2024, including the same details as above
You will not qualify if you...
- Images lacking supporting clinical or pathological evidence of primary tumor origin and corresponding clinical information
- Blank, poorly focused, or low-quality images with severe artifacts and missing corresponding clinical information
AI-Screening
AI-Powered Screening
Complete this quick 3-step screening to check your eligibility
Trial Site Locations
Total: 1 location
1
West China Hospital of Sichuan University
Chengdu, Sichuan, China, 610041
Actively Recruiting
Research Team
J
Jianyong Lei
CONTACT
How is the study designed?
Study Type
OBSERVATIONAL
Masking
N/A
Allocation
N/A
Model
N/A
Primary Purpose
N/A
Number of Arms
1
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