Utility of accelerated T2-weighted turbo spin-echo imaging with deep learning reconstruction in female pelvic MRI: a multi-reader study

  • Lee, Eun Ji
  • Hwang, Jiyoung
  • Park, Suyeon
  • Bae, Sung Hwan
  • Lim, Jiyun
  • ... Nam, Bo Da
  • 외 6명
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초록

ObjectivesTo determine the clinical feasibility of T2-weighted turbo spin-echo (T2-TSE) imaging with deep learning reconstruction (DLR) in female pelvic MRI compared with conventional T2 TSE in terms of image quality and scan time.MethodsBetween May 2021 and September 2021, 52 women (mean age, 44 years & PLUSMN; 12) who underwent 3-T pelvic MRI with additional T2-TSE using a DLR algorithm were included in this single-center prospective study with patient's informed consents. Conventional, DLR, and DLR T2-TSE images with reduced scan times were independently assessed and compared by four radiologists. The overall image quality, differentiation of anatomic details, lesion conspicuity, and artifacts were evaluated using a 5-point scale. Inter-observer agreement of the qualitative scores was compared and reader protocol preferences were then evaluated.ResultsIn the qualitative analysis of all readers, fast DLR T2-TSE showed significantly better overall image quality, differentiation of anatomic regions, lesion conspicuity, and lesser artifacts than conventional T2-TSE and DLR T2-TSE, despite approximately 50% reduction in scan time (all p < 0.05). The inter-reader agreement for the qualitative analysis was moderate to good. All readers preferred DLR over conventional T2-TSE regardless of scan time and preferred fast DLR T2-TSE (57.7-78.8%), except for one who preferred DLR over fast DLR T2-TSE (53.8% vs. 46.1%).ConclusionIn female pelvic MRI, image quality and accelerated image acquisition for T2-TSE can be significantly improved by using DLR compared to conventional T2-TSE. Fast DLR T2-TSE was non-inferior to DLR T2-TSE in terms of reader preference and image quality.

키워드

FemalePelvisDeep learningMagnetic resonance imagingSpin echo imaging
제목
Utility of accelerated T2-weighted turbo spin-echo imaging with deep learning reconstruction in female pelvic MRI: a multi-reader study
저자
Lee, Eun JiHwang, JiyoungPark, SuyeonBae, Sung HwanLim, JiyunChang, Yun-WooHong, Seong SookOh, EunsunNam, Bo DaJeong, JewonSung, Jae KonNickel, Dominik
DOI
10.1007/s00330-023-09781-z
발행일
2023-11
유형
Article
저널명
European Radiology
33
11
페이지
7697 ~ 7706