Time-dependent diffusion MRI of soft tissue tumors: correlations with Ki-67 proliferation status

软组织肿瘤的时间依赖性扩散磁共振成像:与 Ki-67 增殖状态的相关性

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Abstract

BACKGROUND: Time-dependent diffusion magnetic resonance imaging (MRI) has the potential to help characterize tumor cell properties; however, its application in imaging soft tissue tumors is still unclear. The objective of this study was to assess whether quantitative parameters obtained from time-dependent diffusion MRI (td-dMRI) correlate with the Ki-67 proliferation status in soft tissue tumors. METHODS: Participants with soft tissue tumors who underwent pretreatment td-dMRI between December 2023 and August 2024 were prospectively enrolled. The Imaging Microstructural Parameters Using Limited Spectrally Edited Diffusion (IMPULSED) model was utilized to fit td-dMRI signals. The microstructural parameters extracted included the intracellular volume fraction (v (in)), cell diameter (d), cellularity, and extracellular diffusivity (D (ex)). Apparent diffusion coefficient (ADC) values were calculated from diffusion-weighted imaging (DWI). Ki-67 was categorized into high (>20%) or low (≤20%) groups, and the area under the receiver operating characteristic (ROC) curve (AUC) was used to assess its effectiveness in differentiating between the high and low proliferation groups. These parameters were analyzed for their correlations with the Ki-67 index. RESULTS: The analysis included 31 participants with soft tissue tumors (mean age 52.1±19.9 years). Among all the parameters, the relative change in ADC (rcADC) of td-dMRI exhibited the highest AUC of 0.91, with 81.3% sensitivity and 86.7% specificity for differentiating low and high Ki-67 states. Except for parameter d, the AUC values of other parameters were greater than 0.7 (P<0.05). The rcADC and v (in) values from td-dMRI exhibited strong positive correlations with the Ki-67 index (r(rcADC)=0.68, r (v) (in)=0.61; all P<0.001). Cellularity and change in ADC (cADC) showed moderate positive correlations with the Ki-67 index (r(celluarity)=0.54, r(cADC)=0.54; all P=0.002), whereas ADC(0 Hz) and ADC(25 Hz) exhibited moderate negative correlations (r(ADC0 Hz)=-0.52, r(ADC25 Hz)=-0.42; P=0.003, P=0.020). Weak negative correlations with the Ki-67 index were observed for D(ex) and ADC(40 Hz) (r (D) (ex)=-0.37, r(ADC40 Hz) =-0.37; P=0.038, P=0.040). CONCLUSIONS: Several quantitative parameters derived from td-dMRI were correlated with Ki-67 proliferation status in soft tissue tumors. The rcADC was identified as the most robust predictor of Ki-67 status.

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