A Hierarchical Multi-modal AI Framework for Pathological and Genetic Subtyping of Lung Cancer Based on PET/CT Imaging
1 other identifier
observational
5,500
1 country
9
Brief Summary
PET/CT imaging and clinical information (age, gender, smoking history, family history of cancer, history of present illness, and several tumor biomarkers, etc.) were used to establish a hierarchical multi-modal AI framework for pathological and genetic subtyping of lung cancer
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Aug 2024
Typical duration for all trials
9 active sites
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
August 1, 2024
CompletedFirst Submitted
Initial submission to the registry
March 6, 2026
CompletedFirst Posted
Study publicly available on registry
March 11, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
August 1, 2027
ExpectedStudy Completion
Last participant's last visit for all outcomes
August 1, 2027
March 11, 2026
March 1, 2026
3 years
March 6, 2026
March 6, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Accurate differentiation between small cell lung cancer and non-small cell lung cancer
1 year
Secondary Outcomes (1)
Histological subtyping of NSCLC, including adenocarcinoma, squamous cell carcinoma, and other NSCLC subtypes
1 year
Other Outcomes (1)
Accurate identification of EGFR gene mutation status
1 year
Study Arms (4)
Training Cohort
All patients underwent pre-treatment 18F-FDG PET/CT scan.
Validation Cohort
All patients underwent pre-treatment 18F-FDG PET/CT scan.
Test cohort
All patients underwent pre-treatment 18F-FDG PET/CT scan.
Prospective cohort
All patients underwent pre-treatment 18F-FDG PET/CT scan.
Interventions
PET imaging analysis, data mining, and AI model developing
Eligibility Criteria
The target population of this study is patients with lung cancer who have undergone pre-treatment 18F-FDG PET/CT. The study will assess the relationships between PET/CT-based imaging features and clinical variables with the pathological subtypes.
You may qualify if:
- Newly diagnosed NSCLC confirmed pathologically
- Age ≥18 y
- Underwent pre-treatment 18F-FDG PET/CT scan
- No prior anti-tumor treatments
- No history of other malignancies
You may not qualify if:
- ▪ Pure ground-glass nodules with no FDG uptake
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Second Affiliated Hospital, School of Medicine, Zhejiang Universitylead
- First Hospital of China Medical Universitycollaborator
- West China Hospitalcollaborator
- Zhongnan Hospitalcollaborator
- Zhejiang Cancer Hospitalcollaborator
- Guangdong Second Provincial General Hospitalcollaborator
- The First Affiliated Hospital of Zhejiang Chinese Medical Universitycollaborator
- Wuhan TongJi Hospitalcollaborator
- Northern Jiangsu People's Hospitalcollaborator
Study Sites (9)
Guangdong Second Provincial General Hospital
Guangzhou, Guangdong, 510403, China
Wuhan Tongji Hospital
Wuhan, Hubei, 430030, China
Zhongnan Hospital
Wuhan, Hubei, 430071, China
Northern Jiangsu People's Hospital
Yangzhou, Jiangsu, 225001, China
First Hospital of China Medical University
Shenyang, Liaoning, 110801, China
West China Hospital
Chengdu, Sichuan, 610041, China
The First Affiliated Hospital of Zhejiang Chinese Medical University
Hangzhou, Zhejiang, 310006, China
Department of Nuclear Medicine and PET/CT Center, The Second Affiliated Hospital, School of Medicine, Zhejiang University
Hangzhou, Zhejiang, 310009, China
Zhejiang Cancer Hospital
Hangzhou, Zhejiang, 310022, China
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Hong Zhang
Department of Nuclear Medicine and PET/CT Center, The Second Affiliated Hospital, School of Medicine, Zhejiang University
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- OTHER
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
March 6, 2026
First Posted
March 11, 2026
Study Start
August 1, 2024
Primary Completion (Estimated)
August 1, 2027
Study Completion (Estimated)
August 1, 2027
Last Updated
March 11, 2026
Record last verified: 2026-03