Testicular Radiomics To Predict Pathology At Time of Postchemotherapy Retroperitoneal Lymph Node Dissection for Nonseminomatous Germ Cell Tumor

被引:4
|
作者
Venishetty, Nikit [1 ]
Taylor, Jacob [2 ]
Xi, Yin [3 ]
Howard, Jeffrey M. [4 ]
Ng, Yee Seng [4 ]
Wong, Daniel [5 ]
Woldu, Solomon L. [2 ]
De Leon, Alberto Diaz [6 ]
Pedrosa, Ivan [2 ]
Margulis, Vitaly [2 ]
Bagrodia, Aditya [2 ,7 ,8 ]
机构
[1] Texas Tech Univ, Hlth Sci Ctr, Paul L Foster Sch Med, El Paso, TX USA
[2] Univ Texas Southwestern Med Ctr Dallas, Dept Urol, Dallas, TX USA
[3] Univ Texas Southwestern Med Ctr Dallas, Dept Radiol, Dallas, TX USA
[4] Maine Med Ctr, Dept Urol, Portland, ME USA
[5] Washington Univ, Sch Med, Dept Urol, St Louis, MO USA
[6] Univ Texas MD Anderson Canc Ctr, Dept Urol, Houston, TX USA
[7] Univ Calif San Diego Hlth, Dept Urol, San Diego, CA USA
[8] Univ Calif San Diego, Dept Urol, Suite 1-200,9400 Campus Point Dr, San Diego, CA 92037 USA
关键词
Testicular Germ Cell Tumor; Lymphadenectomy; First Order Statistics; Nonseminomatous germ cell tumor; Teratoma;
D O I
10.1016/j.clgc.2023.07.004
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Novel preoperative tools are needed to predict likelihood of positive pathology at time of retroperitoneal lymph node dissection (RPLND) in order to reduce unnecessary treatment and morbidity in men with clinical stage II and III nonseminomatous germ cell tumor. Radiomics analysis extracts high -dimensional quantitative data from traditional imaging and may help aid in clinical decision making. Our study found relatively few correlations between radiomic first order statistics and positive pathology at time of RPLND. Introduction: Testicular germ cell tumors are the most common malignancy in young adult males. Patients with metastatic disease receive standard of care chemotherapy followed by retroperitoneal lymph node dissection for residual masses > 1cm. However, there is a need for better preoperative tools to discern which patients will have persistent disease after chemotherapy given low rates of metastatic germ cell tumor after chemotherapy. The purpose of this study was to use radiomics to predict which patients would have viable germ cell tumor or teratoma after chemotherapy at time of retroperitoneal lymph node dissection. Patients and Methods: Patients with nonseminomatous germ cell tumor undergoing postchemotherapy retroperitoneal lymph node dissection (PC-RPLND) between 2008 and 2019 were queried from our institutional database. Patients were included if prechemotherapy computed tomography (CT) scan and postchemotherapy imaging were available. Semiqualitative and quantitative features of residual masses and nodal regions of interest and radiomic feature extractions were performed by 2 board certified radiologists. Radiomic feature analysis was used to extract first order, shape, and second order statistics from each region of interest. Post-RPLND pathology was compared to the radiomic analysis using multiple t -tests. Results: 45 patients underwent PC-RPLND at our institution, with the majority (28 patients) having stage III disease. 24 (53%) patients had teratoma on RPLND pathology, while 2 (4%) had viable germ cell tumor. After chemotherapy, 78%, 53%, and 33% of patients had cystic regions, fat stranding, and local infiltration present on imaging. After radiomic analysis, first order statistics mean, median, 90th percentile, and root mean squares were significant. Strong correlations were observed between these 4 features;a lower signal was associated with positive pathology at RPND. Conclusions: Testicular radiomics is an emerging tool that may help predict persistent disease after chemotherapy.
引用
收藏
页码:33 / 37
页数:5
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