• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

从压缩感知到深度学习磁共振:患者队列中心脏双心室功能的比较分析。

From Compressed-Sensing to Deep Learning MR: Comparative Biventricular Cardiac Function Analysis in a Patient Cohort.

机构信息

Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.

United Imaging Intelligence, Cambridge, Massachusetts, USA.

出版信息

J Magn Reson Imaging. 2024 Apr;59(4):1231-1241. doi: 10.1002/jmri.28899. Epub 2023 Jul 12.

DOI:10.1002/jmri.28899
PMID:37435633
Abstract

BACKGROUND

Conventional segmented, retrospectively gated cine (Conv-cine) is challenged in patients with breath-hold difficulties. Compressed sensing (CS) has shown values in cine imaging but generally requires long reconstruction time. Recent artificial intelligence (AI) has demonstrated potential in fast cine imaging.

PURPOSE

To compare CS-cine and AI-cine with Conv-cine in quantitative biventricular functions, image quality, and reconstruction time.

STUDY TYPE

Prospective human studies.

SUBJECTS

70 patients (age, 39 ± 15 years, 54.3% male).

FIELD STRENGTH/SEQUENCE: 3T; balanced steady state free precession gradient echo sequences.

ASSESSMENT

Biventricular functional parameters of CS-, AI-, and Conv-cine were measured by two radiologists independently and compared. The scan and reconstruction time were recorded. Subjective scores of image quality were compared by three radiologists.

STATISTICAL TESTS

Paired t-test and two related-samples Wilcoxon sign test were used to compare biventricular functional parameters between CS-, AI-, and Conv-cine. Intraclass correlation coefficient (ICC), Bland-Altman analysis, and Kendall's W method were applied to evaluate agreement of biventricular functional parameters and image quality of these three sequences. A P-value <0.05 was considered statistically significant, and standardized mean difference (SMD) < 0. 100 was considered no significant difference.

RESULTS

Compared to Conv-cine, no statistically significant differences were identified in CS- and AI-cine function results (all P > 0.05), except for very small differences in left ventricle end-diastole volumes of 2.5 mL (SMD = 0.082) and 4.1 mL (SMD = 0.096), respectively. Bland-Altman scatter plots revealed that biventricular function results were mostly distributed within the 95% confidence interval. All parameters had acceptable to excellent interobserver agreements (ICC: 0.748-0.989). Compared with Conv-cine (84 ± 13 sec), both CS (14 ± 2 sec) and AI (15 ± 2 sec) techniques reduced scan time. Compared with CS-cine (304 ± 17 sec), AI-cine (24 ± 4 sec) reduced reconstruction time. CS-cine demonstrated significantly lower quality scores than Conv-cine, while AI-cine demonstrated similar scores (P = 0.634).

CONCLUSION

CS- and AI-cine can achieve whole-heart cardiac cine imaging in a single breath-hold. Both CS- and AI-cine have the potential to supplement the gold standard Conv-cine in studying biventricular functions and benefit patients having difficulties with breath-holds.

LEVEL OF EVIDENCE

1 TECHNICAL EFFICACY STAGE: 1.

摘要

背景

常规的分段回顾性门控电影(Conv-cine)在有屏气困难的患者中受到挑战。压缩感知(CS)在电影成像中显示出了价值,但通常需要较长的重建时间。最近的人工智能(AI)在快速电影成像方面显示出了潜力。

目的

比较 CS 电影和 AI 电影与 Conv-cine 在定量双心室功能、图像质量和重建时间方面的差异。

研究类型

前瞻性人体研究。

受试者

70 名患者(年龄 39±15 岁,54.3%为男性)。

磁场强度/序列:3T;平衡稳态自由进动梯度回波序列。

评估

由两位放射科医生独立测量 CS、AI 和 Conv-cine 的双心室功能参数,并进行比较。记录扫描和重建时间。三位放射科医生比较图像质量的主观评分。

统计学检验

采用配对 t 检验和两相关样本 Wilcoxon 符号秩检验比较 CS、AI 和 Conv-cine 之间的双心室功能参数。采用组内相关系数(ICC)、Bland-Altman 分析和 Kendall's W 方法评估这三种序列的双心室功能参数和图像质量的一致性。P 值<0.05 被认为具有统计学意义,标准化均数差(SMD)<0.100 被认为无显著差异。

结果

与 Conv-cine 相比,CS 和 AI 电影的功能结果没有统计学差异(均 P>0.05),除左心室舒张末期容积分别有非常小的差异(SMD=0.082 和 0.096)外。Bland-Altman 散点图显示,双心室功能结果主要分布在 95%置信区间内。所有参数的观察者间一致性均为可接受至极好(ICC:0.748-0.989)。与 Conv-cine(84±13 秒)相比,CS(14±2 秒)和 AI(15±2 秒)技术均缩短了扫描时间。与 CS 电影(304±17 秒)相比,AI 电影(24±4 秒)缩短了重建时间。CS 电影的质量评分明显低于 Conv-cine,而 AI 电影的评分相似(P=0.634)。

结论

CS 和 AI 电影可以在单次屏气中实现全心电影成像。CS 和 AI 电影都有可能补充常规的 Conv-cine 作为研究双心室功能的金标准,并使有屏气困难的患者受益。

证据水平

1 技术功效等级:1。

相似文献

1
From Compressed-Sensing to Deep Learning MR: Comparative Biventricular Cardiac Function Analysis in a Patient Cohort.从压缩感知到深度学习磁共振:患者队列中心脏双心室功能的比较分析。
J Magn Reson Imaging. 2024 Apr;59(4):1231-1241. doi: 10.1002/jmri.28899. Epub 2023 Jul 12.
2
Compressed sensing real-time cine cardiovascular magnetic resonance: accurate assessment of left ventricular function in a single-breath-hold.压缩感知实时电影心血管磁共振成像:单次屏气下对左心室功能的准确评估
J Cardiovasc Magn Reson. 2016 Aug 24;18(1):50. doi: 10.1186/s12968-016-0271-0.
3
Compressed sensing acceleration of cardiac cine imaging allows reliable and reproducible assessment of volumetric and functional parameters of the left and right atrium.压缩感知加速心脏电影成像可实现左、右心房容积和功能参数的可靠和可重复评估。
Eur Radiol. 2021 Oct;31(10):7219-7230. doi: 10.1007/s00330-021-07830-z. Epub 2021 Mar 29.
4
Free-Breathing Compressed Sensing Cine Cardiac MRI for Assessment of Left Ventricular Strain by Feature Tracking in Children.自由呼吸压缩感知电影心脏 MRI 利用特征追踪技术评估儿童左心室应变。
J Magn Reson Imaging. 2024 May;59(5):1832-1840. doi: 10.1002/jmri.29003. Epub 2023 Sep 8.
5
Compressed sensing real-time cine imaging for assessment of ventricular function, volumes and mass in clinical practice.压缩感知实时电影成像在临床实践中心室功能、容积和质量评估中的应用。
Eur Radiol. 2020 Jan;30(1):609-619. doi: 10.1007/s00330-019-06341-2. Epub 2019 Aug 1.
6
Breath-hold and free-breathing quantitative assessment of biventricular volume and function using compressed SENSE: a clinical validation in children and young adults.应用压缩 SENSE 行屏气和自由呼吸状态下心室容量和功能的定量评估:在儿童和年轻成人中的临床验证。
J Cardiovasc Magn Reson. 2020 Jul 27;22(1):54. doi: 10.1186/s12968-020-00642-y.
7
[Feasibility of Single-Breath-Hold Compressed Sensing Real-Time Cine Imaging for Assessment of Ventricular Function and Left Ventricular Strain in Cardiac Magnetic Resonance].[单次屏气压缩感知实时电影成像在心脏磁共振中评估心室功能和左心室应变的可行性]
Sichuan Da Xue Xue Bao Yi Xue Ban. 2022 May;53(3):497-503. doi: 10.12182/20220560506.
8
Accelerated Cine Cardiac MRI Using Deep Learning-Based Reconstruction: A Systematic Evaluation.基于深度学习重建的加速电影心脏磁共振成像:系统评价
J Magn Reson Imaging. 2024 Aug;60(2):640-650. doi: 10.1002/jmri.29081. Epub 2023 Oct 19.
9
Accelerated cardiac magnetic resonance imaging using deep learning for volumetric assessment in children.利用深度学习技术进行加速心脏磁共振成像,用于儿童容积评估。
Pediatr Radiol. 2024 Sep;54(10):1674-1685. doi: 10.1007/s00247-024-05978-6. Epub 2024 Jul 17.
10
Comparison of two single-breath-held 3-D acquisitions with multi-breath-held 2-D cine steady-state free precession MRI acquisition in children with single ventricles.单心室患儿中单次屏气三维采集与多次屏气二维电影稳态自由进动磁共振成像采集的比较。
Pediatr Radiol. 2016 May;46(5):637-45. doi: 10.1007/s00247-015-3531-5. Epub 2016 Feb 22.

引用本文的文献

1
Comparing respiratory-triggered T2WI MRI with an artificial intelligence-assisted technique and motion-suppressed respiratory-triggered T2WI in abdominal imaging.在腹部成像中,比较呼吸触发的T2WI MRI与人工智能辅助技术以及运动抑制的呼吸触发T2WI。
Quant Imaging Med Surg. 2025 Sep 1;15(9):7761-7773. doi: 10.21037/qims-2025-71. Epub 2025 Aug 19.
2
Artificial intelligence-assisted compressed sensing CINE enhances the workflow of cardiac magnetic resonance in challenging patients.人工智能辅助的压缩感知电影成像增强了对具有挑战性患者的心脏磁共振成像工作流程。
World J Cardiol. 2025 Jul 26;17(7):108745. doi: 10.4330/wjc.v17.i7.108745.
3
Accelerated MRI in temporomandibular joints using AI-assisted compressed sensing technique: a feasibility study.
使用人工智能辅助压缩感知技术的颞下颌关节快速磁共振成像:一项可行性研究。
Eur Radiol. 2025 Jun 12. doi: 10.1007/s00330-025-11734-7.
4
Accelerated deep learning-based function assessment in cardiovascular magnetic resonance.基于深度学习的心血管磁共振加速功能评估
Radiol Med. 2025 May 17. doi: 10.1007/s11547-025-02019-6.
5
The scientific evidence of commercial AI products for MRI acceleration: a systematic review.用于磁共振成像加速的商用人工智能产品的科学证据:一项系统综述
Eur Radiol. 2025 Feb 19. doi: 10.1007/s00330-025-11423-5.
6
Recent Progress of Cardiac MRI for Nuclear Medicine Professionals.核医学专业人员的心脏磁共振成像最新进展
Nucl Med Mol Imaging. 2024 Dec;58(7):431-448. doi: 10.1007/s13139-024-00850-9. Epub 2024 Feb 14.
7
Accelerated cardiac cine magnetic resonance imaging using deep low-rank plus sparse network: validation in patients.使用深度低秩加稀疏网络的加速心脏电影磁共振成像:在患者中的验证
Quant Imaging Med Surg. 2024 Jul 1;14(7):5131-5143. doi: 10.21037/qims-24-17. Epub 2024 Jun 27.
8
The effects of flip angle and gadolinium contrast agent on single breath-hold compressed sensing cardiac magnetic resonance cine for biventricular global strain assessment.翻转角和钆对比剂对用于双心室整体应变评估的单次屏气压缩感知心脏磁共振电影成像的影响。
Front Cardiovasc Med. 2024 Jan 29;11:1286271. doi: 10.3389/fcvm.2024.1286271. eCollection 2024.