Title
"artificial intelligence for contrast-free MRI: scar assessment in myocardial infarction using deep learning-based virtual native enhancement"
“virtual native enhancement”译作“虚拟原生增强”,即GAN(Generative adversarial network,生成对抗网络)。
proof-of-principle histopathologic comparison xxx also was performed >> 组织病理学的验证同样开展了。
sum. 使用基于深度学习的虚拟原生增强方法评估心肌梗死后瘢痕。一项非增强磁共振图像的人工智能研究。
Abstract
O_心脏瘢痕评估的非侵袭性“金标准”:采用轧延迟显影方法的心血管系统磁共振成像。
“a contrast-free approach would provide many advantages, including a faster and cheaper scan without contrast-associated problems.” 简炼描述了非增强方法的优势:快、便宜、无对比剂相关的各种问题(过敏、肾功要求和影响等等)。
O_the full width at half maximum method: 半高宽法,描述凸曲线特征——半峰值时的宽度。
O_the centerline chord method: 中心线和弦法,
O_bulls-eye plots: 同心圆图。
O_scar transmularity:疤痕透壁性 。
a potentially transformative technology with promise in >> 在某方面有望xx的潜在可转化技术。
Introduction
are contraindicated in certain populations >> 在特定人群中是禁忌使用的。
has shown promise in this regard >> 在这方面有望实现突破。
O_非增强MR的T1相组织病理学图像特征有很好的相关性。
Methods
two CMR experts independently scored the test VNE and LGE images on visuospatial agreement and myocardial scar extent, with any differences in assessment achieved by consensus. >> 两名心脏磁共振专家独立对测试数据的VNE生成拟增强图像和LGE实际增强图像的视觉空间一致性和心肌瘢痕程度进行评分,评估中的任何差异均协商达成共识。
were performed 8 to 9 weeks after inducing an MI with ligation of the left anterior descending artery for 90 minutes followed by reperfusion at xxx Center >> 用左前降支结扎90分钟后在xx中心恢复再灌注方法诱导的心肌梗死后8到9周。
to produce VNE images that match LGE images in perceptual similarity >> 产生和LGE图像在感知相似性上一致的VNE图像。
a scale from 0 to 100 was used and guided by 5 categories: xx (score x to x), >> 采用从0到100的量表,分为5个类别。
Results
, rejecting any suboptimal quality LGE images, so that >> 拒绝任何非最佳的造影增强图像,以便。
a left circumflex territory scar >> 左旋支领域的瘢痕。
dashed lines delineate presumed boundaries between myocardial territories. >> 虚线勾勒假定的心肌供血领域边界。
discrepancies that were attributable to technical factors >> 差异归因于技术因素。
Discussion
the study makes several major contributions >> 这项研究有几个主要贡献。
had excellent visual agreement with the degree of infarction on macroscopic pathologic specimens >> 大体病理标本上梗死程度在视觉上有极好的一致性。
in an easy-to-use format ready for routine clinical use >> 以一种易于使用的形式准备好了投入临床常规使用。
it obviates the need for >> 消除了对什么的需要。
Supplemental Material
details for reproducibility of >> 用于复现的细节。
configuration of the convolutional stream >> 卷积流的构造。
to account for this, >> 为了做到这一点。
a deep learning scientist with cross-domain knowledge of xx and xx >> 一名具有xx与xx跨领域知识的深度学习科学家。
disruptive AI-based imaging technology >> 颠覆性的AI图像技术。
slash the time >> 大幅减少时间。
is an exciting and potentially game-changing advance for >> 一项令人兴奋且改变游戏规则的xx进展。