Avoiding Unnecessary Systematic Biopsy in Clinically Significant Prostate Cancer: Comparison Between MRI‐Based Radiomics Model and PI‐RADS Category

医学 无线电技术 活检 前列腺癌 前列腺活检 放射科 前列腺 曲线下面积 磁共振成像 癌症 核医学 内科学
作者
Xue-Qing Cheng,Yahong Chen,Hui Xu,Lei Ye,Shun Tong,Haixia Li,Tianjing Zhang,Song Tian,Jin Qi,Hao Zeng,Jin Yao,Bin Song
出处
期刊:Journal of Magnetic Resonance Imaging [Wiley]
卷期号:57 (2): 578-586 被引量:7
标识
DOI:10.1002/jmri.28333
摘要

Background MRI‐targeted biopsy (MRTB) improves the clinically significant prostate cancer (csPCa) detection rate with fewer biopsy cores in men with suspected PCa. However, whether concurrent systematic biopsy (SB) can be avoided in patients undergoing MRTB remains unclear. Purpose To evaluate the potential value of MRI‐based radiomics models in avoiding unnecessary SB in biopsy‐naïve patients. Study type Retrospective. Population A total of 226 patients (mean age 66.6 ± 9.02 years) with suspicion of PCa (PI‐RADS score ≥ 3) and received combined cognitive MRTB with SB were retrospectively recruited and randomly divided into training ( N = 180) and test ( N = 46) cohorts at an 8:2 ratio. Field Strength/Sequence A 3.0 T, biparametric MRI ( bpMRI ) including T2 ‐weighted imaging ( T2WI ) and apparent diffusion coefficient ( ADC ) map. Assessment The whole prostate gland (PG) and the index lesion (IL) were delineated. Three radiomics models of bpMRI PG , bpMRI IL , and bpMRI PG+IL were constructed, respectively, and the performance of each radiomics model was compared with that of PI‐RADS assessment. Statistical Tests The least absolute shrinkage and selection operator (LASSO) regression method was used to select texture features. The area under the curve (AUC) and decision curve analysis were used to estimate the models. Results The bpMRI PG+IL radiomics model exhibited good discrimination, calibration, and net benefits, which would reduce the SB biopsy in 71.2% and 71.4% of men with PI‐RADS ≥ 5 lesions in the training and test cohorts, respectively. Data Conclusion A bpMRI PG+IL radiomics model may outperform PI‐RADS category in help reducing unnecessary SB in biopsy‐naïve patients. Evidence Level 3 Technical Efficacy Stage 6
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