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Characterization of Microvascular Invasion in Hepatocellular Carcinoma Using Computational Modeling of Interstitial Fluid Pressure and Velocity | |
2023-02-01 | |
发表期刊 | JOURNAL OF MAGNETIC RESONANCE IMAGING (IF:3.3[JCR-2023],4.4[5-Year]) |
ISSN | 1053-1807 |
EISSN | 1522-2586 |
发表状态 | 已发表 |
DOI | 10.1002/jmri.28644 |
摘要 | Background: Most solid tumors show increased interstitial fluid pressure (IFP), and this increased IFP is an obstacle to treatment. A noninvasive model for measuring IFP in hepatocellular carcinoma (HCC) is an unresolved issue.Purpose: To develop a noninvasive model to measure IFP and interstitial fluid velocity (IFV) in HCC and to characterize the microvascular invasion (MVI) status by using this model.Study Type: Retrospective.Population: A total of 97 HCC patients (mean age 57.6 + 10.9 years, 77.3% males), 53 of them with MVI and 44 of them without MVI.Field Strength/Sequence: A 3-T, three-dimensional spoiled gradient-recalled echo.Assessment: MVI was defined as microscopic vascular invasion of small vessels within the peritumoral liver tissue. The volumes of interest (VOIs) were manually delineated and enclosed the tumor lesion and healthy liver parenchyma, respectively. The extended Tofts model (ETM) was used to estimate permeability parameters from all the VOIs. Subsequently, the continuity partial differential equation (PDE) was implemented and IFP and IFV were acquired.Statistical Tests: Wilcoxon signed-ranks tests, histogram analysis, Mann-Whitney U test, Fisher's exact test, least absolute shrinkage and selection operator (LASSO) logistic regression, receiver operating characteristic (ROC) curve analysis with the area under the curve (AUC), Youden index, DeLong test, and Benjamini-Hochberg correction. A P value < 0.05 was considered statistically significant.Results: The HCC lesions exhibited elevated IFP and reduced IFV. There were no significant differences in any measured demographic and clinical features between the MVI-positive and MVI-negative groups, except for tumor size. Nine IFP his-togram analysis-derived parameters and seven IFV histogram analysis-derived parameters could be used to characterize the MVI status. LASSO regression selected five features: IFP maximum, IFP 10th percentile, IFP 90th percentile, IFV SD, and IFV 10th percentile. The combination of these features showed the highest AUC (0.781) and specificity (77.3%).Data Conclusion: A noninvasive IFP and IFV measurement model for HCC was developed. Specific IFP-and IFV-derived parameters exhibited significant association with the MVI status. |
关键词 | hepatocellular carcinoma microvascular invasion interstitial fluid pressure and velocity |
URL | 查看原文 |
收录类别 | SCI ; SCOPUS |
语种 | 英语 |
WOS研究方向 | Radiology, Nuclear Medicine & Medical Imaging |
WOS类目 | Radiology, Nuclear Medicine & Medical Imaging |
WOS记录号 | WOS:000932434200001 |
出版者 | WILEY |
引用统计 | 正在获取...
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文献类型 | 期刊论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/284216 |
专题 | 生物医学工程学院 生物医学工程学院_PI研究组_胡鹏组 |
通讯作者 | Zeng, Mengsu; Dai, Yongming |
作者单位 | 1.ShanghaiTech Univ, Sch Biomed Engn, 393 Middle Huaxia Rd, Shanghai 201210, Peoples R China 2.Fudan Univ, Zhongshan Hosp, Dept Radiol, 180 Fenglin Rd, Shanghai 200032, Peoples R China 3.Shanghai Inst Med Imaging, Shanghai, Peoples R China 4.Fudan Univ, Zhongshan Hosp, Dept Radiol, Shanghai, Peoples R China 5.ShanghaiTech Univ, Sch Biomed Engn, Shanghai, Peoples R China 6.United Imaging Healthcare, Cent Res Inst, MR Collaborat, Shanghai, Peoples R China |
通讯作者单位 | 生物医学工程学院 |
推荐引用方式 GB/T 7714 | Zheng, Liyun,Yang, Chun,Sheng, Ruofan,et al. Characterization of Microvascular Invasion in Hepatocellular Carcinoma Using Computational Modeling of Interstitial Fluid Pressure and Velocity[J]. JOURNAL OF MAGNETIC RESONANCE IMAGING,2023. |
APA | Zheng, Liyun.,Yang, Chun.,Sheng, Ruofan.,Rao, Shengxiang.,Wu, Lifang.,...&Dai, Yongming.(2023).Characterization of Microvascular Invasion in Hepatocellular Carcinoma Using Computational Modeling of Interstitial Fluid Pressure and Velocity.JOURNAL OF MAGNETIC RESONANCE IMAGING. |
MLA | Zheng, Liyun,et al."Characterization of Microvascular Invasion in Hepatocellular Carcinoma Using Computational Modeling of Interstitial Fluid Pressure and Velocity".JOURNAL OF MAGNETIC RESONANCE IMAGING (2023). |
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