Department of Radiology, Amiens University Hospital, 1 Rond-Point du Professeur Christian Cabrol, Amiens 80054 Cedex 01, France.
Biophysics and Image Processing Unit, Amiens University Hospital, Amiens, France.
AJR Am J Roentgenol. 2024 May;222(5):e2330272. doi: 10.2214/AJR.23.30272. Epub 2024 Feb 7.
Cine cardiac MRI sequences require repeated breath-holds, which can be difficult for patients with ischemic heart disease (IHD). The purpose of the study was to compare a free-breathing accelerated cine sequence using deep learning (DL) reconstruction and a standard breath-hold cine sequence in terms of image quality and left ventricular (LV) measurements in patients with IHD undergoing cardiac MRI. This prospective study included patients undergoing 1.5- or 3-T cardiac MRI for evaluation of IHD between March 15, 2023, and June 21, 2023. Examinations included an investigational free-breathing cine short-axis sequence with DL reconstruction (hereafter, cine-DL sequence). Two radiologists (reader 1 [R1] and reader 2 [R2]), in blinded fashion, independently assessed left ventricular ejection fraction (LVEF), left ventricular end-diastolic volume (LVEDV), left ventricular end-systolic volume (LVESV), and subjective image quality for the cine-DL sequence and a standard breath-hold balanced SSFP sequence; R1 assessed artifacts. The analysis included 26 patients (mean age, 64.3 ± 11.7 [SD] years; 14 men, 12 women). Acquisition was shorter for the cine-DL sequence than the standard sequence (mean ± SD, 0.6 ± 0.1 vs 2.4 ± 0.6 minutes; < .001). The cine-DL sequence, in comparison with the standard sequence, showed no significant difference for LVEF for R1 (mean ± SD, 51.7% ± 14.3% vs 51.3% ± 14.7%; = .56) or R2 (53.4% ± 14.9% vs 52.8% ± 14.6%; = .53); significantly greater LVEDV for R2 (mean ± SD, 171.9 ± 51.9 vs 160.6 ± 49.4 mL; = .01) but not R1 (171.8 ± 53.7 vs 165.5 ± 52.4 mL; = .16); and no significant difference in LVESV for R1 (mean ± SD, 88.1 ± 49.3 vs 86.0 ± 50.5 mL; = .45) or R2 (85.2 ± 48.1 vs 81.3 ± 48.2 mL; = .10). The mean bias between the cine-DL and standard sequences by LV measurement was as follows: LVEF, 0.4% for R1 and 0.7% for R2; LVEDV, 6.3 mL for R1 and 11.3 mL for R2; and LVESV, 2.1 mL for R1 and 3.9 mL for R2. Subjective image quality was better for cine-DL sequence than the standard sequence for R1 (mean ± SD, 2.3 ± 0.5 vs 1.9 ± 0.8; = .02) and R2 (2.2 ± 0.4 vs 1.9 ± 0.7; = .02). R1 reported no significant difference between the cine-DL and standard sequences for off-resonance artifacts (3.8% vs 23.1% examinations; = .10) and parallel imaging artifacts (3.8% vs 19.2%; = .19); blurring artifacts were more frequent for the cine-DL sequence than the standard sequence (42.3% vs 7.7% examinations; = .008). A free-breathing cine-DL sequence, in comparison with a standard breath-hold cine sequence, showed very small bias for LVEF measurements and better subjective quality. The cine-DL sequence yielded greater LV volumes than the standard sequence. A free-breathing cine-DL sequence may yield reliable LVEF measurements in patients with IHD unable to repeatedly breath-hold. ClinicalTrials.gov NCT05105984.
电影心脏 MRI 序列需要反复的屏气,这对于缺血性心脏病(IHD)患者来说可能很困难。本研究的目的是比较使用深度学习(DL)重建的自由呼吸加速电影序列和标准屏气电影序列在 IHD 患者心脏 MRI 中的图像质量和左心室(LV)测量方面的差异。这项前瞻性研究包括 2023 年 3 月 15 日至 2023 年 6 月 21 日期间因 IHD 接受 1.5 或 3T 心脏 MRI 评估的患者。检查包括使用 DL 重建的实验性自由呼吸电影短轴序列(以下简称电影-DL 序列)。两名放射科医生(读者 1 [R1]和读者 2 [R2])以盲法的方式独立评估电影-DL 序列和标准屏气平衡 SSFP 序列的左心室射血分数(LVEF)、左心室舒张末期容积(LVEDV)、左心室收缩末期容积(LVESV)和主观图像质量;R1 评估伪影。分析包括 26 名患者(平均年龄 64.3±11.7[SD]岁;14 名男性,12 名女性)。电影-DL 序列的采集时间明显短于标准序列(平均±SD,0.6±0.1 分钟与 2.4±0.6 分钟;<0.001)。与标准序列相比,电影-DL 序列在 R1(平均±SD,51.7%±14.3%与 51.3%±14.7%;=0.56)和 R2(53.4%±14.9%与 52.8%±14.6%;=0.53)中 LVEF 无显著差异;但在 R2 中 LVEDV 显著增加(平均±SD,171.9±51.9 毫升与 160.6±49.4 毫升;=0.01),而在 R1 中无显著差异(171.8±53.7 毫升与 165.5±52.4 毫升;=0.16);在 R1(平均±SD,88.1±49.3 毫升与 86.0±50.5 毫升;=0.45)和 R2(85.2±48.1 毫升与 81.3±48.2 毫升;=0.10)中 LVESV 无显著差异。LV 测量中电影-DL 和标准序列之间的平均偏差如下:LVEF,R1 为 0.4%,R2 为 0.7%;LVEDV,R1 为 6.3 毫升,R2 为 11.3 毫升;LVESV,R1 为 2.1 毫升,R2 为 3.9 毫升。与标准序列相比,R1(平均±SD,2.3±0.5 与 1.9±0.8;=0.02)和 R2(2.2±0.4 与 1.9±0.7;=0.02)中 R1 报告的电影-DL 序列的主观图像质量更好。R1 报告电影-DL 序列和标准序列之间的非共振伪影(3.8%与 23.1%的检查;=0.10)和并行成像伪影(3.8%与 19.2%;=0.19)无显著差异;与标准序列相比,电影-DL 序列的模糊伪影更为频繁(42.3%与 7.7%的检查;=0.008)。与标准屏气电影序列相比,自由呼吸电影-DL 序列在 LVEF 测量中表现出非常小的偏差,并且主观质量更好。电影-DL 序列产生的 LV 容积大于标准序列。自由呼吸电影-DL 序列可能在无法反复屏气的 IHD 患者中提供可靠的 LVEF 测量。ClinicalTrials.gov NCT05105984。