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Free-Breathing Non-Contrast T1ρ Dispersion MRI of Myocardial Interstitial Fibrosis in Comparison with Extracellular Volume Fraction. 心肌间质纤维化的自由呼吸非对比 T1ρ 弥散磁共振成像与细胞外体积分数的比较
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-09-06 DOI: 10.1016/j.jocmr.2024.101093
Qinfang Miao, Sha Hua, Yiwen Gong, Zhenfeng Lyu, Pengfang Qian, Chun Liu, Wei Jin, Peng Hu, Haikun Qi

Background: Myocardial fibrosis is a common feature in various cardiac diseases. It causes adverse cardiac remodeling and is associated with poor clinical outcomes. Late gadolinium enhancement (LGE) and extracellular volume fraction (ECV) are the standard MRI techniques for detecting focal and diffuse myocardial fibrosis. However, these contrast-enhanced techniques require the administration of gadolinium contrast agents, which is not applicable to patients with gadolinium contraindications. To eliminate the need of contrast agents, we develop and apply an endogenous free-breathing T1ρ dispersion imaging technique (FB-MultiMap) for diagnosing diffuse myocardial fibrosis in a cohort with suspected cardiomyopathies.

Methods: The proposed FB-MultiMap technique, enabling T2, T1ρ and their difference (myocardial fibrosis index, mFI) quantification in a single scan was developed in phantoms and 15 healthy subjects. In the clinical study, 55 patients with suspected cardiomyopathies were imaged using FB-MultiMap, conventional native T1 mapping, LGE, and ECV imaging. The accuracy of the endogenous parameters for predicting increased ECV was evaluated using receiver operating characteristic (ROC) curve analysis. In addition, the correlation of native T1, T1ρ, and mFI with ECV was respectively assessed using Pearson correlation coefficients.

Results: FB-MultiMap showed a good agreement with conventional separate breath-hold mapping techniques in phantoms and healthy subjects. Considering all the patients, T1ρ was more accurate than mFI and native T1 for predicting increased ECV, with area under the curve (AUC) values of 0.91, 0.79 and 0.75, respectively, and showed stronger correlation with ECV (correlation coefficient r: 0.72 vs. 0.52 vs. 0.40). In the subset of 47 patients with normal T2 values, the diagnostic performance of mFI was significantly strengthened (AUC=0.90, r=0.83), outperforming T1ρ and native T1.

Conclusion: The proposed free-breathing T1ρ dispersion imaging technique enabling simultaneous quantification of T2, T1ρ and mFI in a single scan has shown great potential for diagnosing diffuse myocardial fibrosis in patients with complex cardiomyopathies without contrast agents.

背景:心肌纤维化是各种心脏疾病的共同特征。它导致不良的心脏重塑,并与不良的临床预后有关。晚期钆增强(LGE)和细胞外体积分数(ECV)是检测局灶性和弥漫性心肌纤维化的标准磁共振成像技术。然而,这些造影剂增强技术需要使用钆造影剂,不适用于有钆禁忌症的患者。为了避免使用造影剂,我们开发并应用了一种内源性自由呼吸 T1ρ 弥散成像技术(FB-MultiMap),用于诊断疑似心肌病群中的弥漫性心肌纤维化:在模型和 15 名健康受试者中开发了拟议的 FB-MultiMap 技术,可在一次扫描中量化 T2、T1ρ 及其差异(心肌纤维化指数,mFI)。在临床研究中,对 55 名疑似心肌病患者使用 FB-MultiMap、传统本地 T1 映像、LGE 和 ECV 成像进行了成像。使用接收器操作特征曲线(ROC)分析评估了内源性参数对预测心室电压增加的准确性。此外,还分别使用皮尔逊相关系数评估了原生 T1、T1ρ 和 mFI 与 ECV 的相关性:结果:FB-MultiMap 与传统的单独屏气绘图技术在模型和健康受试者身上显示出良好的一致性。就所有患者而言,T1ρ比 mFI 和本机 T1 更能准确预测心血管容量的增加,其曲线下面积(AUC)值分别为 0.91、0.79 和 0.75,并且与心血管容量的相关性更强(相关系数 r:0.72 vs. 0.52 vs. 0.40)。在 47 例 T2 值正常的患者子集中,mFI 的诊断性能明显增强(AUC=0.90,r=0.83),优于 T1ρ 和本地 T1:结论:所提出的自由呼吸 T1ρ 弥散成像技术可在一次扫描中同时量化 T2、T1ρ 和 mFI,在诊断复杂心肌病患者的弥漫性心肌纤维化方面显示出巨大潜力,且无需造影剂。
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引用次数: 0
Accelerated Chemical Shift Encoded Cardiac MRI with Use of Resolution Enhancement Network. 利用分辨率增强网络加速化学位移编码心脏磁共振成像
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-09-05 DOI: 10.1016/j.jocmr.2024.101090
Manuel A Morales, Scott Johnson, Patrick Pierce, Reza Nezafat

Background: Cardiovascular magnetic resonance (CMR) chemical shift encoding (CSE) enables myocardial fat imaging. We sought to develop a deep learning network (FastCSE) to accelerate CSE.

Methods: FastCSE was built on a super-resolution generative adversarial network extended to enhance complex-valued image sharpness. FastCSE enhances each echo image independently before water-fat separation. FastCSE was trained with retrospectively identified cines from 1519 patients (56 ± 16 years; 866 men) referred for clinical 3T CMR. In a prospective study of 16 participants (58 ± 19 years; 7 females) and 5 healthy individuals (32 ± 17 years; 5 females), dual-echo CSE images were collected with 1.5 × 1.5mm2, 2.5 × 1.5 mm2, and 3.8 × 1.9mm2 resolution using generalized autocalibrating partially parallel acquisition (GRAPPA). FastCSE was applied to images collected with resolution of 2.5 × 1.5mm2 and 3.8 × 1.9 mm2 to restore sharpness. Fat images obtained from two-point Dixon reconstruction were evaluated using a quantitative blur metric and analyzed with 5-way analysis of variance.

Results: FastCSE successfully reconstructed CSE images inline. FastCSE acquisition, with a resolution of 2.5 × 1.5mm² and 3.8 × 1.9 mm², reduced the number of breath-holds without impacting visualization of fat by approximately 1.5-fold and 3-fold compared to GRAPPA acquisition with a resolution of 1.5 × 1.5 mm², from 3.0 ± 0.8 breath-holds to 2.0 ± 0.2 and 1.1 ± 0.4 breath-holds, respectively. FastCSE improved image sharpness and removed ringing artifacts in GRAPPA fat images acquired with a resolution of 2.5 × 1.5 mm2 (0.31 ± 0.03 vs. 0.35 ± 0.04, P < 0.001) and 3.8 × 1.9 mm2 (0.31 ± 0.03 vs. 0.42 ± 0.06, P < 0.001). Blurring in FastCSE images was similar to blurring in images with 1.5 × 1.5 mm² resolution (0.32 ±0.03 vs. 0.31 ± 0.03, P = 0.78; 0.32 ± 0.03 vs. 0.31 ± 0.03, P = 0.90).

Conclusion: We showed that a deep learning-accelerated CSE technique based on complex-valued resolution enhancement can reduce the number of breath-holds in CSE imaging without impacting the visualization of fat. FastCSE showed similar image sharpness compared to a standardized parallel imaging method.

背景:心血管磁共振(CMR)化学位移编码(CSE)可实现心肌脂肪成像。我们试图开发一种深度学习网络(FastCSE)来加速 CSE:方法:FastCSE 建立在超分辨率生成对抗网络的基础上,并进行了扩展,以增强复值图像的清晰度。在水脂分离之前,FastCSE 会独立增强每个回波图像。FastCSE 是用 1519 名临床 3T CMR 转诊患者(56 ± 16 岁;866 名男性)的回顾性识别 cines 进行训练的。在一项针对 16 名参与者(58 ± 19 岁;7 名女性)和 5 名健康人(32 ± 17 岁;5 名女性)的前瞻性研究中,使用广义自动校准部分并行采集(GRAPPA)采集了分辨率分别为 1.5 × 1.5mm2、2.5 × 1.5 mm2 和 3.8 × 1.9 mm2 的双回波 CSE 图像。在采集分辨率为 2.5 × 1.5 mm2 和 3.8 × 1.9 mm2 的图像时,使用 FastCSE 恢复清晰度。使用定量模糊度量评估了两点 Dixon 重建获得的脂肪图像,并进行了 5 方差分析:结果:FastCSE 成功地在线重建了 CSE 图像。与分辨率为 1.5 × 1.5 mm² 的 GRAPPA 采集相比,分辨率为 2.5 × 1.5 mm² 和 3.8 × 1.9 mm² 的 FastCSE 采集减少了约 1.5 倍和 3 倍的屏气次数,而不影响脂肪的可视化,屏气次数分别从 3.0 ± 0.8 次减少到 2.0 ± 0.2 次和 1.1 ± 0.4 次。在分辨率为 2.5 × 1.5 mm2(0.31 ± 0.03 vs. 0.35 ± 0.04,P < 0.001)和 3.8 × 1.9 mm2(0.31 ± 0.03 vs. 0.42 ± 0.06,P < 0.001)的 GRAPPA 脂肪图像中,FastCSE 改善了图像清晰度并消除了振铃伪影。FastCSE图像中的模糊与1.5 × 1.5 mm²分辨率图像中的模糊相似(0.32 ±0.03 vs. 0.31 ± 0.03,P = 0.78;0.32 ± 0.03 vs. 0.31 ± 0.03,P = 0.90):我们的研究表明,基于复值分辨率增强的深度学习加速 CSE 技术可以减少 CSE 成像中的屏气次数,而不会影响脂肪的可视化。与标准化平行成像方法相比,FastCSE 显示出相似的图像清晰度。
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引用次数: 0
Assessing Aortic Motion with Automated 3D Cine Balanced SSFP MRI Segmentation. 利用自动三维动态平衡 SSFP MRI 分段评估主动脉运动。
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-30 DOI: 10.1016/j.jocmr.2024.101089
Renske Merton, Daan Bosshardt, Gustav J Strijkers, Aart J Nederveen, Eric M Schrauben, Pim van Ooij

Purpose: To apply free-running three-dimensional (3D) cine balanced steady state free precession (bSSFP) CMR framework in combination with AI segmentations to quantify time-resolved aortic displacement, diameter and diameter change.

Methods: In this prospective study, we implemented a free-running 3D cine bSSFP sequence with scan time of about 4minutes facilitated by pseudo-spiral Cartesian undersampling and compressed-sensing reconstruction. Automated segmentation of all cardiac timeframes was applied through the use of nnU-Net. Dynamic 3D motion maps were created for three repeated scans per volunteer, leading to the detailed quantification of motion, as well as the measurement and change in diameter of the ascending aorta.

Results: A total of 14 adult healthy volunteers (median age, 28 years (IQR: 26.0-31.3), 6 female) were included. Automated segmentation compared to manual segmentation of the aorta test set showed a Dice score of 0.93 ± 0.02. The median (interquartile range) over all volunteers for the largest maximum and mean ascending aorta (AAo) displacement in the first scan was 13.0 (4.4) mm and 5.6 (2.4) mm, respectively. Peak mean diameter in the AAo was 25.9 (2.2) mm and peak mean diameter change was 1.4 (0.5) mm. The maximum individual variability over the three repeated scans of maximum and mean AAo displacement was 3.9 (1.6) mm and 2.2 (0.8) mm, respectively. The maximum individual variability of mean diameter and diameter change were 1.2 (0.5) mm and 0.9 (0.4) mm.

Conclusion: A free-running 3D cine bSSFP CMR scan with a scan time of four minutes combined with an automated nnU-net segmentation consistently captured the aorta's cardiac motion-related 4D displacement, diameter, and diameter change.

目的:应用自由运行的三维(3D)椎管平衡稳态自由前冲(bSSFP)CMR框架,结合人工智能分割,量化时间分辨的主动脉位移、直径和直径变化:在这项前瞻性研究中,我们利用伪螺旋笛卡尔欠采样和压缩传感重建技术,实施了一个扫描时间约为 4 分钟的自由运行 3D cine bSSFP 序列。通过使用 nnU-Net,对所有心脏时间帧进行了自动分割。为每名志愿者重复扫描三次绘制动态三维运动图,从而对运动以及升主动脉直径的测量和变化进行详细量化:共纳入了 14 名成年健康志愿者(中位年龄 28 岁(IQR:26.0-31.3),6 名女性)。主动脉测试集的自动分割与手动分割相比,Dice 得分为 0.93 ± 0.02。在所有志愿者中,第一次扫描时升主动脉(AAo)最大位移和平均位移的中位数(四分位数间距)分别为 13.0 (4.4) 毫米和 5.6 (2.4) 毫米。升主动脉的峰值平均直径为 25.9 (2.2) 毫米,峰值平均直径变化为 1.4 (0.5) 毫米。在三次重复扫描中,AAo 最大位移和平均位移的最大个体差异分别为 3.9 (1.6) 毫米和 2.2 (0.8) 毫米。平均直径和直径变化的最大个体差异分别为 1.2 (0.5) 毫米和 0.9 (0.4) 毫米:结论:扫描时间为四分钟的自由运行三维 cine bSSFP CMR 扫描与自动 nnU 网分割相结合,可持续捕捉主动脉与心脏运动相关的四维位移、直径和直径变化。
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引用次数: 0
Impact of valve-sparing aortic root replacement on aortic fluid dynamics and biomechanics in patients with syndromic heritable thoracic aortic disease. 保留瓣膜的主动脉根部置换术对合并遗传性胸主动脉疾病患者主动脉流体动力学和生物力学的影响。
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-28 DOI: 10.1016/j.jocmr.2024.101088
Lydia Dux-Santoy, Aroa Ruiz-Muñoz, Andrea Guala, Laura Galian-Gay, Rubén Fernandez-Galera, Filipa Valente, Guillem Casas, Ruperto Oliveró, Marta Ferrer-Cornet, Mireia Bragulat-Arévalo, Alejandro Carrasco-Poves, Juan Garrido-Oliver, Alberto Morales-Galán, Kevin M Johnson, Oliver Wieben, Ignacio Ferreira-González, Arturo Evangelista, Jose Rodriguez-Palomares, Gisela Teixidó-Turà

Objectives: Patients with syndromic heritable thoracic aortic diseases (sHTAD) who underwent prophylactic aortic root replacement are at high risk of distal aortic events, but the underlying mechanisms are poorly understood. This prospective, longitudinal study aims to assess the impact of valve-sparing aortic root replacement (VSARR) on aortic fluid dynamics and biomechanics in these patients, and to examine whether they present altered haemodynamics or biomechanics prior to surgery compared to sHTAD patients with no indication for surgery (sHTAD-NSx) and healthy volunteers (HV).

Methods: Sixteen patients with Marfan or Loeys-Dietz syndrome underwent two 4D flow CMR studies before (sHTAD-preSx) and after VSARR (sHTAD-postSx). Two age, sex and BSA matched cohorts of 40 HV and 16 sHTAD-NSx patients with available 4D flow CMR, were selected for comparison. In-plane rotational flow (IRF), systolic flow reversal ratio (SFRR), wall shear stress (WSS), pulse wave velocity (PWV) and aortic strain were analysed in the ascending (AscAo) and descending aorta (DescAo).

Results: All patients with sHTAD presented altered haemodynamics and increased aortic stiffness (p<0.05) compared to HV, both in the AscAo (median PWV 7.4 in sHTAD-NSx; 6.8 in sHTAD-preSx; 4.9m/s in HV) and DescAo (median PWV 9.1 in sHTAD-NSx; 8.1 in sHTAD-preSx; 6.3m/s in HV). Patients awaiting VSARR had markedly reduced in-plane (median IRF -2.2 vs 10.4 cm2/s in HV, p=0.001), but increased through-plane flow rotation (median SFRR 7.8 vs 3.8% in HV, p=0.002), and decreased WSS (0.36 vs 0.47N/m2 in HV, p=0.004) in the proximal DescAo. After VSARR, proximal DescAo in-plane rotational flow (p=0.010) and circumferential WSS increased (p=0.011), no longer differing from HV, but through-plane rotational flow, axial WSS and stiffness remained altered. Patients in which aortic tortuosity was reduced after surgery showed greater post-surgical increase in IRF compared to those in which tortuosity increased (median IRF increase 18.1 vs 3.3cm²/s, p=0.047). Most AscAo flow alterations were restored to physiological values after VSARR.

Conclusions: In patients with sHTAD, VSARR partially restores downstream fluid dynamics to physiological levels. However, some flow disturbances and increased stiffness persist in the proximal DescAo. Further longitudinal studies are needed to evaluate whether persistent alterations contribute to post-surgical risk.

目的:接受预防性主动脉根部置换术的综合征遗传性胸主动脉疾病(sHTAD)患者发生远端主动脉事件的风险很高,但对其潜在机制却知之甚少。这项前瞻性纵向研究旨在评估保瓣主动脉根部置换术(VSARR)对这些患者主动脉流体动力学和生物力学的影响,并研究与无手术指征的 sHTAD 患者(sHTAD-NSx)和健康志愿者(HV)相比,这些患者在手术前是否出现血流动力学或生物力学改变:16 名马凡综合征或 Loeys-Dietz 综合征患者分别在 VSARR 之前(sHTAD-preSx)和之后(sHTAD-postSx)接受了两次 4D 血流 CMR 研究。我们选择了两个年龄、性别和 BSA 匹配的队列(40 名 HV 患者和 16 名 sHTAD-NSx 患者)进行比较,这两个队列都有可用的四维血流 CMR。分析了升主动脉(AscAo)和降主动脉(DescAo)的平面内旋转血流(IRF)、收缩期血流反向比(SFRR)、壁剪应力(WSS)、脉搏波速度(PWV)和主动脉应变:结果:所有 sHTAD 患者的血流动力学均发生改变,主动脉僵硬度增加(HV 为 p2/s,p=0.001),但通面血流旋转增加(SFRR 中位数为 7.8 vs HV 为 3.8%,p=0.002),降主动脉近端 WSS 下降(HV 为 0.36 vs 0.47N/m2,p=0.004)。VSARR 后,近端 DescAo 平面旋转流(p=0.010)和周向 WSS 增加(p=0.011),与 HV 不再有差异,但通面旋转流、轴向 WSS 和僵硬度仍有变化。手术后主动脉迂曲减少的患者与迂曲增加的患者相比,手术后IRF的增加幅度更大(中位IRF增加18.1 vs 3.3cm²/s,p=0.047)。大多数AscAo血流改变在VSARR术后都恢复到了生理值:结论:对于 sHTAD 患者,VSARR 可使下游流体动力学部分恢复到生理水平。结论:VSARR 可使 HTAD 患者的下游流体动力学部分恢复到生理水平,但在 DescAo 近端仍存在一些血流紊乱和僵硬度增加的现象。需要进一步开展纵向研究,以评估持续性改变是否会导致手术后风险。
{"title":"Impact of valve-sparing aortic root replacement on aortic fluid dynamics and biomechanics in patients with syndromic heritable thoracic aortic disease.","authors":"Lydia Dux-Santoy, Aroa Ruiz-Muñoz, Andrea Guala, Laura Galian-Gay, Rubén Fernandez-Galera, Filipa Valente, Guillem Casas, Ruperto Oliveró, Marta Ferrer-Cornet, Mireia Bragulat-Arévalo, Alejandro Carrasco-Poves, Juan Garrido-Oliver, Alberto Morales-Galán, Kevin M Johnson, Oliver Wieben, Ignacio Ferreira-González, Arturo Evangelista, Jose Rodriguez-Palomares, Gisela Teixidó-Turà","doi":"10.1016/j.jocmr.2024.101088","DOIUrl":"https://doi.org/10.1016/j.jocmr.2024.101088","url":null,"abstract":"<p><strong>Objectives: </strong>Patients with syndromic heritable thoracic aortic diseases (sHTAD) who underwent prophylactic aortic root replacement are at high risk of distal aortic events, but the underlying mechanisms are poorly understood. This prospective, longitudinal study aims to assess the impact of valve-sparing aortic root replacement (VSARR) on aortic fluid dynamics and biomechanics in these patients, and to examine whether they present altered haemodynamics or biomechanics prior to surgery compared to sHTAD patients with no indication for surgery (sHTAD-NSx) and healthy volunteers (HV).</p><p><strong>Methods: </strong>Sixteen patients with Marfan or Loeys-Dietz syndrome underwent two 4D flow CMR studies before (sHTAD-preSx) and after VSARR (sHTAD-postSx). Two age, sex and BSA matched cohorts of 40 HV and 16 sHTAD-NSx patients with available 4D flow CMR, were selected for comparison. In-plane rotational flow (IRF), systolic flow reversal ratio (SFRR), wall shear stress (WSS), pulse wave velocity (PWV) and aortic strain were analysed in the ascending (AscAo) and descending aorta (DescAo).</p><p><strong>Results: </strong>All patients with sHTAD presented altered haemodynamics and increased aortic stiffness (p<0.05) compared to HV, both in the AscAo (median PWV 7.4 in sHTAD-NSx; 6.8 in sHTAD-preSx; 4.9m/s in HV) and DescAo (median PWV 9.1 in sHTAD-NSx; 8.1 in sHTAD-preSx; 6.3m/s in HV). Patients awaiting VSARR had markedly reduced in-plane (median IRF -2.2 vs 10.4 cm<sup>2</sup>/s in HV, p=0.001), but increased through-plane flow rotation (median SFRR 7.8 vs 3.8% in HV, p=0.002), and decreased WSS (0.36 vs 0.47N/m<sup>2</sup> in HV, p=0.004) in the proximal DescAo. After VSARR, proximal DescAo in-plane rotational flow (p=0.010) and circumferential WSS increased (p=0.011), no longer differing from HV, but through-plane rotational flow, axial WSS and stiffness remained altered. Patients in which aortic tortuosity was reduced after surgery showed greater post-surgical increase in IRF compared to those in which tortuosity increased (median IRF increase 18.1 vs 3.3cm²/s, p=0.047). Most AscAo flow alterations were restored to physiological values after VSARR.</p><p><strong>Conclusions: </strong>In patients with sHTAD, VSARR partially restores downstream fluid dynamics to physiological levels. However, some flow disturbances and increased stiffness persist in the proximal DescAo. Further longitudinal studies are needed to evaluate whether persistent alterations contribute to post-surgical risk.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142107825","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of diagnostic algorithms in clinically suspected viral myocarditis: agreement between cardiac magnetic resonance, endomyocardial biopsy and troponin T. 临床疑似病毒性心肌炎诊断算法的比较:心脏磁共振、心内膜心肌活检和肌钙蛋白 T 之间的一致性。
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-25 DOI: 10.1016/j.jocmr.2024.101087
Hafisyatul Zainal, Andreas Rolf, Hui Zhou, Moises Vasquez, Felicitas Escher, Till Keller, Mariuca Vasa-Nicotera, Andreas M Zeiher, Heinz-Peter Schultheiss, Eike Nagel, Valentina O Puntmann

Aims: Myocardial inflammation is increasingly detected non-invasively by tissue mapping with cardiovascular magnetic resonance (CMR). Intraindividual agreement with endomyocardial biopsy (EMB) or marker of myocardial injury, high-sensitive troponin (hs-cTnT) in patients with clinically suspected viral myocarditis not understood.

Methods and results: Prospective multicentre study of consecutive patients with clinically suspected myocarditis who underwent blood testing for hs-cTnT, CMR and EMB as a part of diagnostic work-up. EMB was considered positive based on immunohistological criteria in line with the ESC definitions. CMR diagnoses employed tissue mapping using sequence-specific cut-off for native T1 and T2 mapping; active inflammation was defined as T1≥2SD and T2≥2SD above the mean of normal range. Hs-cTnT of greater than 13.9ng/1 was considered significant. A total of 114 patients (age (mean±SD) 54±16, 65% males) were included, of which 79(69%) had positive EMB-criteria, 64(56%) CMR criteria, and a total of 58 (51%) positive troponin. Agreement between EMB and CMR diagnostic criteria was poor (CMR vs. ESC: AUCs: 0.51 (0.39-0.62)). The agreement between the significant hs-cTnT rise and CMR-based diagnosis of myocarditis was good (AUC: 0.84 (0.68-0.92); p<0.001), but poor for EMB (0.50 (0.40-0.61). Hs-cTnT was significantly associated with native T1 and T2, hs-CRP and NT-pro BNP (r=0.37, r=0.35, r=0.30, r=0.25 p<0.001), but not immunohistochemical criteria or viral presence.

Conclusions: In clinically suspected viral myocarditis, all diagnostic approaches reflect the pathophysiological elements of myocardial inflammation, however the differing underlying drivers only partially overlap. The EMB and CMR diagnostic algorithms are neither interchangeable in terms of interpretation of myocardial inflammation nor in their relationship with myocardial injury.

目的:心肌炎症越来越多地通过心血管磁共振(CMR)组织映射进行无创检测。临床上怀疑患有病毒性心肌炎的患者与心内膜活检(EMB)或心肌损伤标志物高敏肌钙蛋白(hs-cTnT)的个体间一致性尚不清楚:对临床疑似心肌炎患者进行前瞻性多中心研究,作为诊断工作的一部分,这些患者接受了 hs-cTnT、CMR 和 EMB 血液检测。根据符合 ESC 定义的免疫组织学标准,EMB 被视为阳性。CMR 诊断采用组织图谱,使用序列特异性截断原生 T1 和 T2 图谱;活动性炎症的定义是 T1≥2SD 和 T2≥2SD 高于正常范围的平均值。Hs-cTnT大于13.9ng/1被认为是有意义的。共纳入 114 名患者(年龄(平均值±SD)54±16,65% 为男性),其中 79 人(69%)符合 EMB 阳性标准,64 人(56%)符合 CMR 标准,58 人(51%)肌钙蛋白阳性。EMB 和 CMR 诊断标准之间的一致性较差(CMR 与 ESC 的 AUCs:0.51(0.51)):AUC:0.51(0.39-0.62))。hs-cTnT 明显升高与基于 CMR 的心肌炎诊断之间的一致性较好(AUC:0.84(0.68-0.92);p结论:在临床疑似病毒性心肌炎中,所有诊断方法都反映了心肌炎症的病理生理因素,但不同的潜在驱动因素只有部分重叠。就心肌炎症的解释及其与心肌损伤的关系而言,EMB 和 CMR 诊断算法既不能互换。
{"title":"Comparison of diagnostic algorithms in clinically suspected viral myocarditis: agreement between cardiac magnetic resonance, endomyocardial biopsy and troponin T.","authors":"Hafisyatul Zainal, Andreas Rolf, Hui Zhou, Moises Vasquez, Felicitas Escher, Till Keller, Mariuca Vasa-Nicotera, Andreas M Zeiher, Heinz-Peter Schultheiss, Eike Nagel, Valentina O Puntmann","doi":"10.1016/j.jocmr.2024.101087","DOIUrl":"https://doi.org/10.1016/j.jocmr.2024.101087","url":null,"abstract":"<p><strong>Aims: </strong>Myocardial inflammation is increasingly detected non-invasively by tissue mapping with cardiovascular magnetic resonance (CMR). Intraindividual agreement with endomyocardial biopsy (EMB) or marker of myocardial injury, high-sensitive troponin (hs-cTnT) in patients with clinically suspected viral myocarditis not understood.</p><p><strong>Methods and results: </strong>Prospective multicentre study of consecutive patients with clinically suspected myocarditis who underwent blood testing for hs-cTnT, CMR and EMB as a part of diagnostic work-up. EMB was considered positive based on immunohistological criteria in line with the ESC definitions. CMR diagnoses employed tissue mapping using sequence-specific cut-off for native T1 and T2 mapping; active inflammation was defined as T1≥2SD and T2≥2SD above the mean of normal range. Hs-cTnT of greater than 13.9ng/1 was considered significant. A total of 114 patients (age (mean±SD) 54±16, 65% males) were included, of which 79(69%) had positive EMB-criteria, 64(56%) CMR criteria, and a total of 58 (51%) positive troponin. Agreement between EMB and CMR diagnostic criteria was poor (CMR vs. ESC: AUCs: 0.51 (0.39-0.62)). The agreement between the significant hs-cTnT rise and CMR-based diagnosis of myocarditis was good (AUC: 0.84 (0.68-0.92); p<0.001), but poor for EMB (0.50 (0.40-0.61). Hs-cTnT was significantly associated with native T1 and T2, hs-CRP and NT-pro BNP (r=0.37, r=0.35, r=0.30, r=0.25 p<0.001), but not immunohistochemical criteria or viral presence.</p><p><strong>Conclusions: </strong>In clinically suspected viral myocarditis, all diagnostic approaches reflect the pathophysiological elements of myocardial inflammation, however the differing underlying drivers only partially overlap. The EMB and CMR diagnostic algorithms are neither interchangeable in terms of interpretation of myocardial inflammation nor in their relationship with myocardial injury.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142080369","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Removed: "Kiosk 8Q-FA-03-Gedatolisib Associated Acute Myocarditis in a Patient with Breast Adenocarcinoma" [Journal of Cardiovascular Magnetic Resonance 26 (2024) 100856]. 已删除:"Kiosk 8Q-FA-03-Gedatolisib 乳腺癌患者急性心肌炎》[《心血管磁共振杂志》26 (2024) 100856]。
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-23 DOI: 10.1016/j.jocmr.2024.101084
Mohamad Khattab, Jennifer Kwan, Deya Alkhatib, Miles Shen, Sagar Desai, Emmanuel Akintoye, Steffen Huber, Lauren Baldassarre
{"title":"Removed: \"Kiosk 8Q-FA-03-Gedatolisib Associated Acute Myocarditis in a Patient with Breast Adenocarcinoma\" [Journal of Cardiovascular Magnetic Resonance 26 (2024) 100856].","authors":"Mohamad Khattab, Jennifer Kwan, Deya Alkhatib, Miles Shen, Sagar Desai, Emmanuel Akintoye, Steffen Huber, Lauren Baldassarre","doi":"10.1016/j.jocmr.2024.101084","DOIUrl":"https://doi.org/10.1016/j.jocmr.2024.101084","url":null,"abstract":"","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142055700","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Society for Cardiovascular Magnetic Resonance 2023 Cases of SCMR Case Series. 心血管磁共振学会 2023 例 SCMR 病例系列。
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-22 DOI: 10.1016/j.jocmr.2024.101086
Jason N Johnson, Cara Hoke, Anna Lisa Chamis, Michael Jay Campbell, Addison Gearhart, Sarah D de Ferranti, Rebecca Beroukhim, Namrita Mozumdar, Mark Cartoski, Shannon Nees, Jonathan Hudson, Sorayya Kakhi, Yousef Daryani, W Savindu Pasan Botheju, Keyur B Shah, Mohammed Makkiya, Michelle Dimza, Diego Moguillansky, Mohammad Al-Ani, Andrew Andreae, Han Kim, Hisham Ahamed, Rajesh Kannan, Chris Ann Joji, Anna Baritussio, Jeffrey M Dendy, Pranav Bhagirath, Madhusudan Ganigara, Edward Hulten, Robert Tunks, Rebecca Kozor, Sylvia S M Chen

"Cases of SCMR" is a case series on the SCMR website (https://www.scmr.org) for the purpose of education. The cases reflect the clinical presentation, and the use of cardiovascular magnetic resonance (CMR) in the diagnosis and management of cardiovascular disease. The 2023 digital collection of cases are presented in this manuscript.

"SCMR 病例 "是 SCMR 网站 (https://www.scmr.org) 上以教育为目的的病例系列。这些病例反映了心血管磁共振 (CMR) 在心血管疾病诊断和治疗中的临床表现和应用。本手稿介绍了 2023 年的数字病例集。
{"title":"Society for Cardiovascular Magnetic Resonance 2023 Cases of SCMR Case Series.","authors":"Jason N Johnson, Cara Hoke, Anna Lisa Chamis, Michael Jay Campbell, Addison Gearhart, Sarah D de Ferranti, Rebecca Beroukhim, Namrita Mozumdar, Mark Cartoski, Shannon Nees, Jonathan Hudson, Sorayya Kakhi, Yousef Daryani, W Savindu Pasan Botheju, Keyur B Shah, Mohammed Makkiya, Michelle Dimza, Diego Moguillansky, Mohammad Al-Ani, Andrew Andreae, Han Kim, Hisham Ahamed, Rajesh Kannan, Chris Ann Joji, Anna Baritussio, Jeffrey M Dendy, Pranav Bhagirath, Madhusudan Ganigara, Edward Hulten, Robert Tunks, Rebecca Kozor, Sylvia S M Chen","doi":"10.1016/j.jocmr.2024.101086","DOIUrl":"https://doi.org/10.1016/j.jocmr.2024.101086","url":null,"abstract":"<p><p>\"Cases of SCMR\" is a case series on the SCMR website (https://www.scmr.org) for the purpose of education. The cases reflect the clinical presentation, and the use of cardiovascular magnetic resonance (CMR) in the diagnosis and management of cardiovascular disease. The 2023 digital collection of cases are presented in this manuscript.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142055701","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of Dual Bolus versus Dual Sequence Techniques for Determining Myocardial Blood Flow and Myocardial Perfusion Reserve by Cardiac Magnetic Resonance Stress Perfusion: From the AQUA Consortium. 通过心脏磁共振负荷灌注确定心肌血流和心肌灌注储备的双注射剂与双序列技术比较:来自 AQUA 联合会。
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-16 DOI: 10.1016/j.jocmr.2024.101085
Emily Yin Sing Chong, Haonan Wang, Kwan Ho Gordon Leung, Paul Kim, Yuko Tada, Tsun Hei Sin, Chun Ka Wong, Eric Kwong Yue Chan, Chor Cheung Frankie Tam, Mitchel Benovoy, Andrew Arai, Victor Goh, Martin Janich, Amit Patel, Ming-Yen Ng

Background: Quantitative stress cardiac magnetic resonance (CMR) can be performed using the dual sequence (DS) technique or dual bolus (DB) method. It is unknown if DS and DB produce similar results for myocardial blood flow (MBF) and myocardial perfusion reserve (MPR). The study objective is to investigate if there are any differences between DB and DS derived MBF and MPR.

Methods: Retrospective observational study with 168 patients underwent stress CMR. Dual bolus and dual sequence methods were simultaneously performed on each patient on the same day. Global and segmental stress MBF and rest MBF values were collected.

Results: Using Bland-Altman analysis, segmental and global stress MBF values were higher in DB than DS (0.22 + 0.60ml/g/min, p<0.001 and 0.20 + 0.48ml/g/min, p=0.005 respectively) with strong correlation (r = 0.81, p < 0.001 for segmental and r = 0.82, p < 0.001 for global). In rest MBF, segmental and global DB values were higher than by DS (0.15 + 0.51ml/g/min, p<0.001 and 0.14 + 0.36ml/g/min, p=0.011 respectively) with strong correlation (r = 0.81, p < 0.001 and r = 0.77, p < 0.001). Mean difference between MPR by DB and DS was -0.02 + 0.68ml/g/min (p=0.758) for segmental values and -0.01 + 0.49ml/g/min (p=0.773) for global values. MPR values correlated strongly as well in both segmental and global, both (r = 0.74, p < 0.001) and (r = 0.75, p < 0.001) respectively.

Conclusions: There is very good correlation between DB and DS derived MBF and MPR values. However, there are significant differences between DB and DS derived global stress and rest MBF. Whilst MPR values did not show statistically significant differences between DB and DS methods.

背景:定量负荷心脏磁共振(CMR)可使用双序列(DS)技术或双栓剂(DB)方法进行。目前还不清楚 DS 和 DB 对心肌血流(MBF)和心肌灌注储备(MPR)是否产生相似的结果。本研究旨在探讨 DB 和 DS 得出的 MBF 和 MPR 是否存在差异:回顾性观察研究:168 名患者接受了负荷 CMR。在同一天对每位患者同时进行双栓塞和双序列方法。结果:采用 Bland-Altman 分析方法,对 168 名患者进行了应力 CMR 检查:结果:通过 Bland-Altman 分析,DB 的节段和整体应力 MBF 值高于 DS(0.22 + 0.60ml/g/min,p):DB 和 DS 得出的 MBF 和 MPR 值之间有很好的相关性。然而,DB 和 DS 得出的整体压力和静息 MBF 之间存在明显差异。而 DB 和 DS 方法得出的 MPR 值在统计学上没有显著差异。
{"title":"Comparison of Dual Bolus versus Dual Sequence Techniques for Determining Myocardial Blood Flow and Myocardial Perfusion Reserve by Cardiac Magnetic Resonance Stress Perfusion: From the AQUA Consortium.","authors":"Emily Yin Sing Chong, Haonan Wang, Kwan Ho Gordon Leung, Paul Kim, Yuko Tada, Tsun Hei Sin, Chun Ka Wong, Eric Kwong Yue Chan, Chor Cheung Frankie Tam, Mitchel Benovoy, Andrew Arai, Victor Goh, Martin Janich, Amit Patel, Ming-Yen Ng","doi":"10.1016/j.jocmr.2024.101085","DOIUrl":"https://doi.org/10.1016/j.jocmr.2024.101085","url":null,"abstract":"<p><strong>Background: </strong>Quantitative stress cardiac magnetic resonance (CMR) can be performed using the dual sequence (DS) technique or dual bolus (DB) method. It is unknown if DS and DB produce similar results for myocardial blood flow (MBF) and myocardial perfusion reserve (MPR). The study objective is to investigate if there are any differences between DB and DS derived MBF and MPR.</p><p><strong>Methods: </strong>Retrospective observational study with 168 patients underwent stress CMR. Dual bolus and dual sequence methods were simultaneously performed on each patient on the same day. Global and segmental stress MBF and rest MBF values were collected.</p><p><strong>Results: </strong>Using Bland-Altman analysis, segmental and global stress MBF values were higher in DB than DS (0.22 + 0.60ml/g/min, p<0.001 and 0.20 + 0.48ml/g/min, p=0.005 respectively) with strong correlation (r = 0.81, p < 0.001 for segmental and r = 0.82, p < 0.001 for global). In rest MBF, segmental and global DB values were higher than by DS (0.15 + 0.51ml/g/min, p<0.001 and 0.14 + 0.36ml/g/min, p=0.011 respectively) with strong correlation (r = 0.81, p < 0.001 and r = 0.77, p < 0.001). Mean difference between MPR by DB and DS was -0.02 + 0.68ml/g/min (p=0.758) for segmental values and -0.01 + 0.49ml/g/min (p=0.773) for global values. MPR values correlated strongly as well in both segmental and global, both (r = 0.74, p < 0.001) and (r = 0.75, p < 0.001) respectively.</p><p><strong>Conclusions: </strong>There is very good correlation between DB and DS derived MBF and MPR values. However, there are significant differences between DB and DS derived global stress and rest MBF. Whilst MPR values did not show statistically significant differences between DB and DS methods.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142000050","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improved Robustness for Deep Learning-based Segmentation of Multi-Center Myocardial Perfusion MRI Datasets Using Data Adaptive Uncertainty-guided Space-time Analysis. 利用数据自适应不确定性引导的时空分析提高基于深度学习的多中心心肌灌注 MRI 数据集分割的鲁棒性
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-12 DOI: 10.1016/j.jocmr.2024.101082
Dilek M Yalcinkaya, Khalid Youssef, Bobak Heydari, Janet Wei, Noel Bairey Merz, Robert Judd, Rohan Dharmakumar, Orlando P Simonetti, Jonathan W Weinsaft, Subha V Raman, Behzad Sharif

Background: Fully automatic analysis of myocardial perfusion MRI datasets enables rapid and objective reporting of stress/rest studies in patients with suspected ischemic heart disease. Developing deep learning techniques that can analyze multi-center datasets despite limited training data and variations in software (pulse sequence) and hardware (scanner vendor) is an ongoing challenge.

Methods: Datasets from 3 medical centers acquired at 3T (n = 150 subjects; 21,150 first-pass images) were included: an internal dataset (inD; n = 95) and two external datasets (exDs; n = 55) used for evaluating the robustness of the trained deep neural network (DNN) models against differences in pulse sequence (exD-1) and scanner vendor (exD-2). A subset of inD (n = 85) was used for training/validation of a pool of DNNs for segmentation, all using the same spatiotemporal U-Net architecture and hyperparameters but with different parameter initializations. We employed a space-time sliding-patch analysis approach that automatically yields a pixel-wise "uncertainty map" as a byproduct of the segmentation process. In our approach, dubbed Data Adaptive Uncertainty-Guided Space-time (DAUGS) analysis, a given test case is segmented by all members of the DNN pool and the resulting uncertainty maps are leveraged to automatically select the "best" one among the pool of solutions. For comparison, we also trained a DNN using the established approach with the same settings (hyperparameters, data augmentation, etc.).

Results: The proposed DAUGS analysis approach performed similarly to the established approach on the internal dataset (Dice score for the testing subset of inD: 0.896 ± 0.050 vs. 0.890 ± 0.049; p = n.s.) whereas it significantly outperformed on the external datasets (Dice for exD-1: 0.885 ± 0.040 vs. 0.849 ± 0.065, p < 0.005; Dice for exD-2: 0.811 ± 0.070 vs. 0.728 ± 0.149, p < 0.005). Moreover, the number of image series with "failed" segmentation (defined as having myocardial contours that include bloodpool or are noncontiguous in ≥1 segment) was significantly lower for the proposed vs. the established approach (4.3% vs. 17.1%, p < 0.0005).

Conclusions: The proposed DAUGS analysis approach has the potential to improve the robustness of deep learning methods for segmentation of multi-center stress perfusion datasets with variations in the choice of pulse sequence, site location or scanner vendor.

背景:对心肌灌注 MRI 数据集进行全自动分析可快速、客观地报告疑似缺血性心脏病患者的应激/静息研究结果。尽管训练数据有限,且软件(脉冲序列)和硬件(扫描仪供应商)存在差异,但开发能够分析多中心数据集的深度学习技术仍是一项持续的挑战:方法: 包括3个医疗中心在3T采集的数据集(n = 150名受试者;21,150幅第一次通过图像):一个内部数据集(inD;n = 95)和两个外部数据集(exDs;n = 55),用于评估训练好的深度神经网络(DNN)模型对脉冲序列(exD-1)和扫描仪供应商(exD-2)差异的鲁棒性。inD子集(n = 85)用于训练/验证用于分割的DNN池,所有DNN均使用相同的时空U-Net架构和超参数,但参数初始化不同。我们采用了一种时空滑动补丁分析方法,作为分割过程的副产品,它能自动生成像素级的 "不确定性图"。我们的方法被称为 "数据自适应不确定性引导的时空(DAUGS)分析",一个给定的测试案例由 DNN 池中的所有成员进行分割,并利用由此产生的不确定性图在解决方案池中自动选择 "最佳 "解决方案。为了进行比较,我们还使用相同设置(超参数、数据增强等)的既定方法训练了 DNN:结果:提议的 DAUGS 分析方法在内部数据集上的表现与既定方法相似(inD 测试子集的 Dice 分数:0.896 ± 0.050 vs. 0.890 ± 0.049;p = n. s.s.),而在外部数据集上则明显优于内部数据集(exD-1 的 Dice 分数:0.885 ± 0.040 vs. 0.849 ± 0.065,p < 0.005;exD-2 的 Dice 分数:0.811 ± 0.070 vs. 0.728 ± 0.149,p < 0.005)。此外,建议方法与既有方法相比,"分割失败"(定义为心肌轮廓包含血池或≥1个节段不连续)的图像系列数量显著减少(4.3% vs. 17.1%,p < 0.0005):所提出的 DAUGS 分析方法有可能提高深度学习方法的稳健性,以便在脉冲序列、站点位置或扫描仪供应商选择不同的情况下分割多中心压力灌注数据集。
{"title":"Improved Robustness for Deep Learning-based Segmentation of Multi-Center Myocardial Perfusion MRI Datasets Using Data Adaptive Uncertainty-guided Space-time Analysis.","authors":"Dilek M Yalcinkaya, Khalid Youssef, Bobak Heydari, Janet Wei, Noel Bairey Merz, Robert Judd, Rohan Dharmakumar, Orlando P Simonetti, Jonathan W Weinsaft, Subha V Raman, Behzad Sharif","doi":"10.1016/j.jocmr.2024.101082","DOIUrl":"10.1016/j.jocmr.2024.101082","url":null,"abstract":"<p><strong>Background: </strong>Fully automatic analysis of myocardial perfusion MRI datasets enables rapid and objective reporting of stress/rest studies in patients with suspected ischemic heart disease. Developing deep learning techniques that can analyze multi-center datasets despite limited training data and variations in software (pulse sequence) and hardware (scanner vendor) is an ongoing challenge.</p><p><strong>Methods: </strong>Datasets from 3 medical centers acquired at 3T (n = 150 subjects; 21,150 first-pass images) were included: an internal dataset (inD; n = 95) and two external datasets (exDs; n = 55) used for evaluating the robustness of the trained deep neural network (DNN) models against differences in pulse sequence (exD-1) and scanner vendor (exD-2). A subset of inD (n = 85) was used for training/validation of a pool of DNNs for segmentation, all using the same spatiotemporal U-Net architecture and hyperparameters but with different parameter initializations. We employed a space-time sliding-patch analysis approach that automatically yields a pixel-wise \"uncertainty map\" as a byproduct of the segmentation process. In our approach, dubbed Data Adaptive Uncertainty-Guided Space-time (DAUGS) analysis, a given test case is segmented by all members of the DNN pool and the resulting uncertainty maps are leveraged to automatically select the \"best\" one among the pool of solutions. For comparison, we also trained a DNN using the established approach with the same settings (hyperparameters, data augmentation, etc.).</p><p><strong>Results: </strong>The proposed DAUGS analysis approach performed similarly to the established approach on the internal dataset (Dice score for the testing subset of inD: 0.896 ± 0.050 vs. 0.890 ± 0.049; p = n.s.) whereas it significantly outperformed on the external datasets (Dice for exD-1: 0.885 ± 0.040 vs. 0.849 ± 0.065, p < 0.005; Dice for exD-2: 0.811 ± 0.070 vs. 0.728 ± 0.149, p < 0.005). Moreover, the number of image series with \"failed\" segmentation (defined as having myocardial contours that include bloodpool or are noncontiguous in ≥1 segment) was significantly lower for the proposed vs. the established approach (4.3% vs. 17.1%, p < 0.0005).</p><p><strong>Conclusions: </strong>The proposed DAUGS analysis approach has the potential to improve the robustness of deep learning methods for segmentation of multi-center stress perfusion datasets with variations in the choice of pulse sequence, site location or scanner vendor.</p>","PeriodicalId":15221,"journal":{"name":"Journal of Cardiovascular Magnetic Resonance","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141982310","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comprehensive sex-specific and age-dependent analysis of 4D-flow MRI assessed aortic blood flow-related parameters in normal subjects using single-vendor MR systems and single-vendor software. 使用单一供应商的磁共振系统和单一供应商的软件,对 4D 流磁共振成像进行了全面的性别特异性和年龄依赖性分析,评估了正常受试者的主动脉血流相关参数。
IF 4.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-08-12 DOI: 10.1016/j.jocmr.2024.101083
Mitch J F G Ramaekers, Bastiaan J C Te Kiefte, Bouke P Adriaans, Joe F Juffermans, Hans C van Assen, Bjorn Winkens, Joachim E Wildberger, Hildo J Lamb, Simon Schalla, Jos J M Westenberg

Background: Aortic blood flow characterization by 4D flow MRI is increasingly performed in aneurysm research. A limited number of studies have established normal values that can aid the recognition of abnormal flow at an early stage. This study aims to establish additional sex-specific and age-dependent reference values for flow-related parameters in a large cohort of healthy adults.

Methods: 212 volunteers were included, and 191 volunteers completed the full study protocol. All underwent 4D flow MRI of the entire aorta. Quantitative values for velocity, vorticity, helicity, as well as total, circumferential, and axial wall shear stress [WSS] were determined for the aortic root [AoR], ascending aorta [AAo], aortic arch [AoA], descending [DAo], suprarenal [SRA], and infrarenal aorta [IRA]. Vorticity and helicity were indexed for segment volume (mL).

Results: The normal values were estimated per sex- and age-group, where significant differences between males (M) and females (F) were found only for specific age groups. More specifically, the following variables were significantly different after applying the false discovery rate correction for multiple testing: 1) velocity in the AAo and DAo in the 60-70 years age group (mean±SD: (M) 47.0 ± 8.2cm/s vs. (F) 38.4 ± 6.9cm/s, p=0.001 and, (M) 55.9 ± 9.9cm/s vs. (F) 46.5 ± 5.5cm/s, p=0.002), 2) normalized vorticity in AoR in the 50-59 years age group ((M) 27539 ± 5042s-1mL-1 vs. (F) 30849 ± 7285s-1mL-1, p=0.002), 3) axial WSS in the Aao in the 18-29 age group ((M) 1098 ± 203 mPa vs. (F) 921 ± 121 mPa, p=0.002). Good to strong negative correlations with age were seen for almost all variables, in different segments, and for both sexes.

Conclusion: This study describes reference values for aortic flow-related parameters as acquired by 4D flow MRI. We observed limited differences between males and females. A negative relationship with age was seen for almost all flow-related parameters and segments.

背景:在动脉瘤研究中,越来越多地采用四维血流 MRI 对主动脉血流进行表征。有限的几项研究已经确定了有助于早期识别异常血流的正常值。本研究旨在为一大批健康成年人的血流相关参数建立额外的性别特异性和年龄相关参考值。所有志愿者都接受了整个主动脉的四维血流 MRI 检查。确定了主动脉根部[AoR]、升主动脉[AAo]、主动脉弓[AoA]、降主动脉[DAo]、肾上主动脉[SRA]和肾下主动脉[IRA]的速度、涡度、螺旋度以及总壁剪应力[WSS]、周壁剪应力[WSS]和轴壁剪应力[WSS]的定量值。结果:按性别和年龄组估算了正常值,发现男性(M)和女性(F)之间仅在特定年龄组存在显著差异。更具体地说,在应用多重检验的误发现率校正后,以下变量存在显著差异:1)60-70 岁年龄组 AAo 和 DAo 的速度(平均值±SD:(男)47.0 ± 8.2 厘米/秒 vs. (女)38.4 ± 6.9 厘米/秒,p=0.001;(男)55.9 ± 9.9 厘米/秒 vs. (女)46.5 ± 5.5 厘米/秒,p=0.002),2)50-59 岁年龄组 AoR 中的归一化涡度((男)27539 ± 5042s-1mL-1 vs. (女)30849 ± 7285s-1mL-1,p=0.002),3)18-29 岁年龄组 Aao 中的轴向 WSS((男)1098 ± 203 mPa vs. (女)921 ± 121 mPa,p=0.002)。几乎所有变量、不同节段和男女均与年龄呈良好或强烈的负相关:本研究描述了通过四维血流磁共振成像获得的主动脉血流相关参数的参考值。我们观察到男性和女性之间的差异有限。几乎所有血流相关参数和节段都与年龄呈负相关。
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引用次数: 0
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Journal of Cardiovascular Magnetic Resonance
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