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灌注加权成像伴动态对比增强(PWI/DCE)形态学、定性、半定量和放射组学特征预测未分化多形性肉瘤(UPS)治疗反应。

Perfusion-weighted imaging with dynamic contrast enhancement (PWI/DCE) morphologic, qualitative, semiquantitative, and radiomics features predicting undifferentiated pleomorphic sarcoma (UPS) treatment response.

机构信息

Department of Musculoskeletal Imaging, The University of Texas, MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 1475, Houston, TX, 77030-4009, USA.

Department of Surgical Oncology, The University of Texas, MD Anderson Cancer Center, 1515 Holcombe Blvd., Unit 1475, Houston, TX, 77030-4009, USA.

出版信息

Sci Rep. 2024 Sep 17;14(1):21681. doi: 10.1038/s41598-024-72780-7.

Abstract

Undifferentiated pleomorphic sarcoma (UPS) is the largest subgroup of soft tissue sarcomas. This study determined the value of perfusion-weighted imaging with dynamic-contrast-enhancement (PWI/DCE) morphologic, qualitative, and semiquantitative features for predicting UPS pathology-assessed treatment effect (PATE). This retrospective study included 33 surgically excised extremity UPS patients with pre-surgical MRI. Volumetric tumor segmentation from PWI/DCE was obtained at Baseline (BL), Post-Chemotherapy (PC), and Post-Radiation Therapy (PRT). The surgical specimens' PATE separated cases into Responders (R) (≥ 90%, 16 patients), Partial-Responders (PR) (89 - 31%, 10 patients), and Non-Responders (NR) (≤ 30%, seven patients). Seven semiquantitative kinetic parameters and maps were extracted from time-intensity curves (TICs), and 107 radiomic features were derived. Statistical analyses compared R vs. PR/NR. At PRT, 79% of R displayed a "Capsular" morphology (P = 1.49 × 10), and 100% demonstrated a TIC-type II (P = 8.32 × 10). 80% of PR showed "Unipolar" morphology (P = 1.03 × 10), and 60% expressed a TIC-type V (P = 0.06). Semiquantitative wash-in rate (WiR) was able to separate R vs. PR/NR (P = 0.0078). The WiR radiomics displayed significant differences in the first_order_10 percentile (P = 0.0178) comparing R vs. PR/NR at PRT. The PWI/DCE TIC-type II curve, low WiR, and "Capsular" enhancement represent PRT patterns typically observed in successfully treated UPS and demonstrate potential for UPS treatment response assessment.

摘要

未分化多形性肉瘤 (UPS) 是软组织肉瘤中最大的亚组。本研究旨在确定灌注加权成像 (PWI/DCE) 形态、定性和半定量特征在预测 UPS 病理评估的治疗效果 (PATE) 中的价值。这项回顾性研究纳入了 33 例接受过手术切除的四肢 UPS 患者,术前均接受 MRI 检查。从 PWI/DCE 获得基线 (BL)、化疗后 (PC) 和放疗后 (PRT) 的肿瘤容积分段。手术标本的 PATE 将病例分为反应者 (R) (≥90%,16 例)、部分反应者 (PR) (89% - 31%,10 例) 和无反应者 (NR) (≤30%,7 例)。从时间-强度曲线 (TIC) 中提取了 7 个半定量动力学参数和图谱,并提取了 107 个放射组学特征。统计学分析比较了 R 与 PR/NR。在 PRT 时,79%的 R 表现为“包膜”形态 (P=1.49×10),100%表现为 TIC Ⅱ型 (P=8.32×10)。80%的 PR 表现为“单极”形态 (P=1.03×10),60%表现为 TIC Ⅴ型 (P=0.06)。半定量的动脉期增强斜率 (WiR) 能够区分 R 与 PR/NR (P=0.0078)。在 PRT 时,与 PR/NR 相比,WiR 放射组学在第一阶 10 分位数上存在显著差异 (P=0.0178)。TIC Ⅱ型曲线、低 WiR 和“包膜”增强代表了 UPS 治疗成功后通常观察到的 PRT 模式,显示了用于 UPS 治疗反应评估的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bee4/11408515/c16f68f97c0a/41598_2024_72780_Fig1_HTML.jpg

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