Contrast-enhanced Ultrasound (CEUS)-based Characterization Solid Renal Masses: A role for quantitative imaging approaches

被引:0
|
作者
Varghese, Bino A. [1 ]
Rivas, Marielena [2 ]
Cen, Steven [1 ]
Lei, Xiaomeng [1 ]
Chang, Michael [3 ]
Lee, KwangJu [4 ]
Gunter, Jamie [1 ]
Amoedo, Renata L. [5 ]
Franco, Mario [1 ]
Hwang, Darryl H. [1 ]
Desai, Bhushan [1 ]
King, Kevin G. [6 ]
Cheng, Phillip M. [1 ]
Duddalwar, Vinay [1 ]
机构
[1] Univ Southern Calif, Keck Sch Med, Los Angeles, CA 90007 USA
[2] Univ Richmond, Med Ctr, New York, NY USA
[3] Icahn Sch Med Mt Sinai, New York, NY USA
[4] Samsung Medison Co Ltd, Seoul, South Korea
[5] Hosp Sao Rafael Rede Dor, Salvador, BA, Brazil
[6] Univ Calif Los Angeles, David Geffen Sch Med, Los Angeles, CA USA
关键词
CEUS; Radiomics; TIC; renal masses; visual assessment;
D O I
10.1117/12.2670366
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this prospective study, forty patients with solid renal masses who underwent contrast-enhanced ultrasound (CEUS) examinations were selected. Using the ImageJ software, renal masses and adjacent normal tissue were manually segmented from CEUS cine exams obtained using the built-in RS85 Samsung scanner software. For the radiomics analysis, one frame representing precontrast, early, peak, and delay enhancement phase were selected post segmentation from each CEUS clip. From each region of interest (ROI) within a tumor tissue normalized renal mass, 112 radiomic metrics were extracted using custom Matlab (R) code. For the time-intensity curve (TIC) analysis, the segmented ROIs were plotted as a function of time, and the data were fit to a washout curve. From these time-signal intensity curves, perfusion quantitative parameters, were generated. Wilcoxon rank sum test or univariate independent t-test depending on data normality were used for descriptive analyses. Agreement was analyzed using Kappa statistic. Of the 40 solid masses, 31 (77.5%) were malignant, 9 (22.5%) were benign based on histopathology. Excellent agreement was found between histopathological confirmation and visual assessment based on CEUS in discriminating solid renal masses into benign vs. malignant categories (kappa=0.89 95% confidence interval ( CI): (0.77,1)). The total agreement between the two was 92.5%. The sensitivity and specificity of CEUS-based visual assessment was found to be 100% and 66.7%, respectively. Quantitative analysis revealed TIC metrics revealed statistically significant differences between the malignant and benign groups and between clear cell renal cell carcinoma (ccRCC) and papillary renal cell carcinoma (pRCC) subtypes. The study shows excellent agreement between visual assessment and histopathology, but with the room to improve in specificity.
引用
收藏
页数:9
相关论文
共 50 条
  • [31] Contrast-enhanced ultrasound for differentiating benign from malignant solid small renal masses: comparison with contrast-enhanced CT
    Wei, Shu-Ping
    Xu, Chao-Li
    Zhang, Qing
    Zhang, Qi-Rui
    Zhao, Yan-E
    Huang, Peng-Fei
    Xie, Ying-Dong
    Zhou, Chang-Sheng
    Tian, Fu-Li
    Yang, Bin
    ABDOMINAL RADIOLOGY, 2017, 42 (08) : 2135 - 2145
  • [32] Contrast-enhanced ultrasound for differentiating benign from malignant solid small renal masses: comparison with contrast-enhanced CT
    Shu-Ping Wei
    Chao-Li Xu
    Qing Zhang
    Qi-Rui Zhang
    Yan-E Zhao
    Peng-Fei Huang
    Ying-Dong Xie
    Chang-Sheng Zhou
    Fu-Li Tian
    Bin Yang
    Abdominal Radiology, 2017, 42 : 2135 - 2145
  • [33] Quantitative assessment of solid renal masses by contrast-enhanced ultrasound with time–intensity curves: how we do it
    Kevin G. King
    Mittul Gulati
    Harshawn Malhi
    Darryl Hwang
    Inderbir S. Gill
    Phillip M. Cheng
    Edward G. Grant
    Vinay A. Duddalwar
    Abdominal Imaging, 2015, 40 : 2461 - 2471
  • [34] Improved carotid atherosclerotic plaques imaging with contrast-enhanced ultrasound (CEUS)
    Clevert, D. A.
    Sommer, W. H.
    Helck, A.
    Saam, T.
    Reiser, M.
    CLINICAL HEMORHEOLOGY AND MICROCIRCULATION, 2011, 48 (1-3) : 141 - 148
  • [35] Renal Complex Cystic Masses: Usefulness of Contrast-Enhanced Ultrasound (CEUS) in Their Assessment and Its Agreement with Computed Tomography
    Sanz, Enrique
    Hevia, Vital
    Gomez, Victoria
    Alvarez, Sara
    Fabuel, Jose-Javier
    Martinez, Laura
    Rodriguez-Patron, Rafael
    Gonzalez-Gordaliza, Cristina
    Burgos, Francisco-Javier
    CURRENT UROLOGY REPORTS, 2016, 17 (12)
  • [36] DERIVATION AND VALIDATION OF QUANTITATIVE PARAMETERS FOR CONTRAST-ENHANCED ENDOSCOPIC ULTRASOUND OF SOLID PANCREAS MASSES
    Ko, Christopher
    Lee, Alice A.
    Varghese, Bino
    Duddalwar, Vinay
    Sahakian, Ara
    Van Dam, Jacques
    Yeh, Jeffrey
    Nguyen, Stefan
    Serna, Jessica D.
    Helen, Lee
    Buxbaum, James L.
    GASTROENTEROLOGY, 2019, 156 (06) : S115 - S116
  • [37] Contrast-Enhanced Ultrasound (CEUS): an Excellent Tool in the Follow-up of Small Renal Masses Treated with Cryoablation
    Sanz, Enrique
    Hevia, Vital
    Arias, Fernando
    Javier Fabuel, Jose
    Alvarez, Sara
    Rodriguez-Patron, Rafael
    Gomez, Victoria
    Diez-Nicolas, Victor
    Gonzalez-Gordaliza, Cristina
    Javier Burgos, Francisco
    CURRENT UROLOGY REPORTS, 2014, 16 (01) : 1 - 5
  • [38] Contrast-enhanced ultrasound (CEUS) of the abdominal vasculature
    Vasileios Rafailidis
    Cheng Fang
    Gibran T. Yusuf
    Dean Y. Huang
    Paul S. Sidhu
    Abdominal Radiology, 2018, 43 : 934 - 947
  • [39] Renal Complex Cystic Masses: Usefulness of Contrast-Enhanced Ultrasound (CEUS) in Their Assessment and Its Agreement with Computed Tomography
    Enrique Sanz
    Vital Hevia
    Victoria Gómez
    Sara Álvarez
    Jose-Javier Fabuel
    Laura Martínez
    Rafael Rodriguez-Patrón
    Cristina González-Gordaliza
    Francisco-Javier Burgos
    Current Urology Reports, 2016, 17
  • [40] Contrast-Enhanced Ultrasound (CEUS): an Excellent Tool in the Follow-up of Small Renal Masses Treated with Cryoablation
    Enrique Sanz
    Vital Hevia
    Fernando Arias
    José Javier Fabuel
    Sara Álvarez
    Rafael Rodríguez-Patrón
    Victoria Gómez
    Víctor Díez-Nicolás
    Cristina González-Gordaliza
    Francisco Javier Burgos
    Current Urology Reports, 2015, 16