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