Habitat Analysis of Tumor Thrombus for Vena Cava Wall Invasion in Renal Cell Carcinoma
Condition(s) studied
Study summary
Tumor thrombus in the inferior vena cava can invade the vessel wall. Doctors must know the invasion status before surgery. The status changes the surgical plan. Preoperative imaging has limited accuracy for wall invasion. Habitat imaging divides a tumor into subregions. Each subregion is a habitat. The method uses voxel-level image features.
This study will test whether habitat imaging can diagnose inferior vena cava wall invasion. The participants have renal cell carcinoma with renal vein or inferior vena cava tumor thrombus. The study will use existing preoperative contrast-enhanced computed tomography (CT) and magnetic resonance imaging (MRI) images. The reference standard is the pathology report from surgery.
The primary measurement is the area under the receiver operating characteristic curve (AUROC) of the habitat model for wall invasion. The study will also measure sensitivity, specificity, calibration, and clinical utility. In an exploratory analysis, the study will compare imaging habitats with spatial transcriptomic regions. The study will use available Visium data from two participants.
This is a retrospective observational study. The study has no intervention. The study will not change clinical care. The results will show whether habitat imaging can support preoperative planning.
Eligibility
Primary outcome measure(s)
- Diagnostic Performance (AUROC) of Preoperative CT/MRI Habitat Imaging for Inferior Vena Cava Wall Invasion — within 8 weeks after the surgery
The study team will measure the diagnostic performance of a habitat imaging model. The model uses preoperative contrast-enhanced CT and MRI. The target condition is inferior vena cava wall invasion. The reference standard is the structured pathology report from surgery. The primary metric is the area under the receiver operating characteristic curve (AUROC) with the 95% confidence interval. The team will also report sensitivity and specificity at a pre-specified threshold. The team will use nested cross-validation and bootstrap for internal validation. Calibration and clinical utility are secondary endpoints.
Trial sites (1)
| Facility | City | Region | Status |
|---|---|---|---|
| Peking University Third Hospital | Beijing | Beijing Municipality |
Other trials for the same condition
This page summarises publicly available registry data for informational purposes — not medical advice. Eligibility is determined by each study team; patients should discuss participation with their clinician.
View NCT07901569 on ClinicalTrials.gov ↗ ← All trials in China