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Assessment of Vascular Network Connectivity of Hepatocellular Carcinoma Using Graph-Based Approach
Qiaoyu Liu1,2, Boyu Zhang3, Luna Wang4
1Department of Radiology, Tenth People's Hospital of Tongji University, Shanghai, China.
Frontiers in Oncology
|July 23, 2021
Summary
Hepatocellular carcinoma (HCC) exhibits disrupted vascular network connectivity in both the tumor and surrounding liver tissue. A graph-based approach quantifies these changes, revealing altered topological parameters in HCC.
Area of Science:
- Oncology
- Medical Imaging
- Network Science
Background:
- Liver cancer angiogenesis is crucial for tumor progression, invasion, and metastasis.
- Understanding vascular network connectivity in hepatocellular carcinoma (HCC) is vital for therapeutic strategies.
Purpose of the Study:
- To investigate the vascular network connectivity of hepatocellular carcinoma (HCC) using a graph-based approach.
- To quantify topological parameters of the vascular network in HCC models.
Main Methods:
- Orthotopic HCC xenograft and healthy control models were established (n=10 each).
- Hepatic vascular casting and Micro-CT scanning were performed for angiography.
- Blood vessels were automatically segmented, and vascular network modeling was conducted to quantify topological parameters like clustering coefficient (CC), network structure entropy (NSE), and average path length (APL).
Main Results:
- The tumor region in HCC models showed significantly decreased CC and NSE, and increased APL compared to controls.
- The background liver in HCC models also exhibited significantly decreased CC and increased NSE compared to controls.
- No significant difference in APL was found between the background liver of HCC and control groups.
Conclusions:
- A graph-based approach effectively quantifies vascular connectivity in HCC.
- Disrupted vascular topological connectivity is a characteristic feature of both the tumor region and the background liver in HCC.
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