cardiac magnetic resonance imaging

心脏磁共振成像
  • 文章类型: Journal Article
    背景:在系统性轻链(AL)淀粉样变性中,心脏受累预示着不良结局.
    目的:作者的目的是检测早期心肌改变,为了分析治疗的纵向变化,并使用心脏磁共振成像(MRI)预测AL淀粉样变性参与者的主要不良心脏事件(MACE)。
    方法:最近诊断的参与者被前瞻性纳入。有和没有心肌病的AL淀粉样变性(AL-CMP,AL-non-CMP)是根据异常的心脏生物标志物和壁厚定义的。MRI在基线时进行,在所有参与者中6个月,和12个月参加AL-CMP。MACE被定义为全因死亡,心力衰竭住院,和心脏移植。Mayo阶段是基于肌钙蛋白T,N末端B型利钠肽原,和自由轻链的差异。
    结果:这项研究包括80名参与者(中位年龄62岁,58%男性)。所有AL-CMP参与者的细胞外体积(ECV)异常(>32%),而AL-非CMP参与者中有47%。ECV在6个月时趋于增加(中位数+2%;AL-CMPP=0.120;AL-non-CMPP=0.018),并在12个月时恢复到基线值。AL-CMP参与者的全球纵向应变(GLS)在6个月(中位数-0.6%;P=0.048)和12个月(中位数-1.2%;P<0.001)时有所改善。ECV和GLS与MACE密切相关(P<0.001),当加入Mayo分期(P≤0.002)时,可改善预后价值。ECV≤32%的参与者没有MACE,而74%的ECV>48%的人患有MACE。
    结论:在系统性AL淀粉样变性患者中,ECV检测亚临床心肌改变。通过治疗,ECV倾向于在6个月时增加,并在12个月时恢复到基线值不变,而AL-CMP参与者的GLS在6个月和12个月时有所改善。ECV和GLS在Mayo阶段提供额外的预后表现。(原发性淀粉样心肌病的分子成像[MICA];NCT02641145)。
    BACKGROUND: In systemic light-chain (AL) amyloidosis, cardiac involvement portends poor outcomes.
    OBJECTIVE: The authors\' objectives were to detect early myocardial alterations, to analyze longitudinal changes with therapy, and to predict major adverse cardiac events (MACE) in participants with AL amyloidosis using cardiac magnetic resonance imaging (MRI).
    METHODS: Recently diagnosed participants were prospectively enrolled. AL amyloidosis with and without cardiomyopathy (AL-CMP, AL-non-CMP) were defined based on abnormal cardiac biomarkers and wall thickness. MRI was performed at baseline, 6 months in all participants, and 12 months in participants with AL-CMP. MACE were defined as all-cause death, heart failure hospitalization, and cardiac transplantation. Mayo stage was based on troponin T, N-terminal pro-B-type natriuretic peptide, and difference in free light chains.
    RESULTS: This study included 80 participants (median age 62 years, 58% men). Extracellular volume (ECV) was abnormal (>32%) in all participants with AL-CMP and in 47% of those with AL-non-CMP. ECV tended to increase at 6 months (median +2%; AL-CMP P = 0.120; AL-non-CMP P = 0.018) and returned to baseline values at 12 months in participants with AL-CMP. Global longitudinal strain (GLS) improved at 6 months (median -0.6%; P = 0.048) and 12 months (median -1.2%; P < 0.001) in participants with AL-CMP. ECV and GLS were strongly associated with MACE (P < 0.001) and improved the prognostic value when added to Mayo stage (P ≤ 0.002). No participant with ECV ≤32% had MACE, while 74% of those with ECV >48% had MACE.
    CONCLUSIONS: In patients with systemic AL amyloidosis, ECV detects subclinical myocardial alterations. With therapy, ECV tends to increase at 6 months and returns to values unchanged from baseline at 12 months, whereas GLS improves at 6 and 12 months in participants with AL-CMP. ECV and GLS offer additional prognostic performance over Mayo stage. (Molecular Imaging of Primary Amyloid Cardiomyopathy [MICA]; NCT02641145).
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  • 文章类型: Journal Article
    背景:心脏磁共振(cMRI)通常用于诊断急性心肌炎(AM)。它也在6个月后进行,以监测心肌受累。然而,6个月cMRI的临床和预测相关性尚不确定.
    目的:我们使用cMRI评估AM患者的形态和心功能,左心室重构与心功能不全和心肌纤维化的生物标志物之间的相关性,以及急性发作初期和6个月后心肌纤维化的参与。
    方法:我们对90名临床怀疑为AM的患者进行了前瞻性研究,其中cMRI在症状发作后的第一周内进行,并在6个月后重复。
    结果:88例(97.7%)患者存在非缺血性晚期钆增强(LGE),主要累及隔膜和下壁。6个月时的cMRI与节段动力学异常显着减少相关(p<0.001),心肌水肿(p<0.001),存在LGE(p<0.05)和LGE质量(p<0.01),原生T1映射(p<0.001),和心包集合的存在(p≤0.001)。6个月时,34.4%的患者出现心肌水肿征象,在8.8%的患者中发现完全治愈(无水肿和LGE)。15.2%的患者LGE消失,涉及的心肌节段的平均数量从46%下降到30%,13%的患者保持不变。无水肿的LGE患者的预后状况比持续性水肿的患者更严重。对照cMRI上LGE延伸增加的患者的预后比LGE改良或低的患者差。主要心血管事件(MACEs)的最重要的独立预测参数是LGE质量(校正OR=1.27[1.11-1.99],p<0.001),心肌水肿(OR=1.70[1.14-209.3],p<0.001),和延长的自然T1(OR=0.97[0.88-3.06],p<0.001)。LGE的中壁模型和无水肿LGE的存在是MACE独立的预测因子。
    结论:LGE,心肌水肿,和延长的天然T1是MACEs的预测因子。LGE不一定意味着在存在水肿的情况下构成的纤维化,并且可以随时间消失。没有水肿的LGE可能代表纤维化,而水肿的持续表现为活动性炎症,可能与完全恢复的残余机会有关。应在6个月时对所有AM患者进行cMRI,以评估进展和预后。
    BACKGROUND: Cardiac magnetic resonance (cMRI) is often used to diagnose acute myocarditis (AM). It is also performed after 6 months to monitor myocardial involvement. However, the clinical and predictive relevance of the 6-month cMRI is uncertain.
    OBJECTIVE: We used cMRI to assess the morphology and heart function of patients with AM, the correlation between left ventricular remodeling and biomarkers of heart dysfunction and myocardial fibrosis, and the involvement of myocardial fibrosis initially and 6 months after the acute episode.
    METHODS: We conducted a prospective study of 90 patients with the clinical suspicion of AM, where cMRI was performed within the first week after symptom onset and repeated after 6 months.
    RESULTS: Non-ischemic late gadolinium enhancement (LGE) was present in 88 (97.7%) patients and mainly involved the septum and inferior wall. cMRI at 6 months was associated with significantly reduced abnormalities of segmental kinetics (p < 0.001), myocardial edema (p < 0.001), presence of LGE (p < 0.05) and LGE mass (p < 0.01), native T1 mapping (p < 0.001), and presence of pericardial collection (p ≤ 0.001). At 6 months, signs of myocardial edema appeared in 34.4% of patients, and a complete cure (absence of edema and LGE) was found in 8.8% of patients. LGE disappeared in 15.2% of patients, and the mean number of myocardial segments involved decreased from 46% to 30%, remaining unchanged in 13% of patients. Patients with LGE without edema had a more severe prognostic condition than those with persistent edema. Patients with increased LGE extension on the control cMRI had a worse prognosis than those with modified or low LGE. The most significant independent predictive parameters for major cardiovascular events (MACEs) were LGE mass (adjusted OR = 1.27 [1.11-1.99], p < 0.001), myocardial edema (OR = 1.70 [1.14-209.3], p < 0.001), and prolonged native T1 (OR = 0.97 [0.88-3.06], p < 0.001). The mid-wall model of LGE and the presence of edema-free LGE were MACE-independent predictors.
    CONCLUSIONS: LGE, myocardial edema, and prolonged native T1 were predictors of MACEs. LGE does not necessarily mean constituted fibrosis in the presence of edema and may disappear over time. LGE without edema could represent fibrosis, whereas the persistence of edema represents active inflammation and could be associated with the residual chance of complete recovery. cMRI should be performed in all patients with AM at 6 months to evaluate progress and prognosis.
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  • 文章类型: Journal Article
    背景:这项研究调查了心血管磁共振(CMR)衍生的全球冠状动脉血流储备(G-CFR)以及心肺运动试验(CPET)变量在急性心肌梗死(AMI)患者中的预后价值。方法和结果:我们调查了127例接受初次或紧急经皮冠状动脉介入治疗(PCI)以及介入后CMR和CPET的AMI患者。主要心脑血管事件(MACCE)的发生率,定义为全因死亡,复发性非致死性心肌梗死,由于充血性心力衰竭再次住院,和中风,进行了评估(中位随访,2.8年)。MACCE患者(n=14)的射血分数(EF)较低(50[43-59]vs.58[51-63]%;P=0.014),较低的G-CFR(1.74[1.19-2.20]与2.40[1.61-3.66];P=0.008),和较低的峰值耗氧量(V²O2)(15.16±2.64vs.17.19±3.70mL/kg/min;P=0.049)比没有MACCE的患者。G-CFR<2.33和峰值V²O2<15.65mL/kg/min(从受试者工作特征曲线分析得出的临界值)与MACCE的发生率显着相关(对数秩检验,P=0.01)。低G-CFR和低峰值V-O2的组合在增加到参考临床模型(包括年龄)时改善了MACCE的风险辨别。男性,PCI术后肌酸激酶峰值,EF,和左前降支罪犯病变。结论:与使用历史重要临床危险因素的参考模型相比,G-CFR和峰值V炭黑显示出增量的预后信息。表明这种方法可能有助于识别随后发生不良事件的高危患者.
    Background: This study investigated the prognostic value of cardiovascular magnetic resonance (CMR)-derived global coronary flow reserve (G-CFR) in addition to cardiopulmonary exercise testing (CPET) variables in patients with acute myocardial infarction (AMI). Methods and Results: We investigated 127 patients with AMI who underwent primary or urgent percutaneous coronary intervention (PCI) and post-intervention CMR and CPET. The incidence of major cardiac and cerebrovascular events (MACCE), defined as all-cause death, recurrent non-fatal myocardial infarction, re-hospitalization due to congestive heart failure, and stroke, was evaluated (median follow-up, 2.8 years). Patients with MACCE (n=14) had lower ejection fraction (EF) (50 [43-59] vs. 58 [51-63]%; P=0.014), lower G-CFR (1.74 [1.19-2.20] vs. 2.40 [1.61-3.66]; P=0.008), and lower peak oxygen consumption (V̇O2) (15.16±2.64 vs. 17.19±3.70 mL/kg/min; P=0.049) than patients without MACCE. G-CFR<2.33 and peak V̇O2 <15.65 mL/kg/min (cut-off values derived from receiver operating characteristic curve analyses) were significantly associated with the incidence of MACCE (log-rank test, P=0.01). The combination of low G-CFR and low peak V̇O2 improved risk discrimination for MACCE when added to the reference clinical model including age, male sex, post-PCI peak creatine kinase, EF, and left anterior descending artery culprit lesion. Conclusions: G-CFR and peak V̇O2 showed incremental prognostic information compared with the reference model using historically important clinical risk factors, indicating that this approach may help identify high-risk patients who suffer subsequent adverse events.
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  • 文章类型: Journal Article
    心室重构导致全身右心室(RV)的纤维化变化。固有T1映射提供了心肌组织表征的定量测量。我们研究的目的是将系统性RV的天然T1值与功能和体积数据相关联。在心室中短轴中采集单屏气修正Look-Locker反转恢复脉冲(MOLLI)序列,生成原生T1图。在两个心室游离壁中绘制感兴趣区域(ROI),室间隔(IVS),上插入点(SIP)和下插入点(IIP)以获得本机T1值。使用Spearman相关性将T1值与CMR心室容积和功能进行比较。中位年龄为36岁(IQR27-48岁)。在1122±171ms和1117±96ms时,左心室(LV)T1和IIPT1的平均值升高,分别。RV功能障碍与IIPT1升高相关(p=0.007)。RVT1和LV射血分数(LVEF)之间存在显着的中度负相关(r=-0.63,p=0.01),在RV:IVST1比率和LVEF之间(r=-0.68,p=0.006),在LVEF和SIP之间:IVST1比率(r=-0.54,p=0.04),以及RVEF和IIPT1(r=-0.59,p=0.02)。通过在系统性RV中的天然T1定位测量的纤维化在LV壁和间隔插入点中最为突出,并且与功能降低相关。T1值可用于RV的非侵入性成像评估,但需要对更大的队列进行进一步研究,以评估风险分层和指导治疗的能力.
    Ventricular remodeling leads to fibrotic changes in systemic right ventricles (RV). Native T1 mapping provides a quantitative measure in myocardial tissue characterization. The aim of our study was to correlate native T1 values of the systemic RV to function and volumetric data. Native T1 maps were generated with a single breath hold Modified Look-Locker Inversion-recovery pulse (MOLLI) sequence was acquired in the mid-ventricular short axis. Regions of interest (ROI) were drawn in both ventricular free walls, the interventricular septum (IVS), superior insertion point (SIP) and inferior insertion point (IIP) to obtain native T1 values. T1 values were compared to CMR ventricular volumes and function using Spearman correlation. The median age was 36 years (IQR 27-48 years). There were elevated mean native left ventricular (LV) T1 and IIP T1 values at 1122 ± 171 ms and 1117 ± 96 ms, respectively. RV dysfunction was associated with elevated IIP T1 (p = 0.007). Significant moderate negative correlations were seen between RV T1 and LV ejection fraction (LVEF) (r= -0.63, p = 0.01), between RV: IVS T1 ratio and LVEF (r= -0.68, p = 0.006), between LVEF and SIP: IVS T1 ratios (r= -0.54, p = 0.04), and RVEF and IIP T1 (r= -0.59, p = 0.02). Fibrosis measured by native T1 mapping in the systemic RV is most prominent in the LV wall and septal insertion point and correlates with decreased function. T1 values can be used in non-invasive imaging assessment of the RV, but further studies with larger cohorts are needed to assess ability to risk stratify and guide therapy.
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  • 文章类型: Editorial
    暂无摘要。
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  • 文章类型: Journal Article
    双心室心脏的左心室(LV)旋转力学异常与不良后果有关;然而,对于具有功能单心室的心脏,这些特征较差。
    本研究的目的是表征Fontan循环中的心室旋转力学及其与结果的关系。
    单中心,对329例Fontan患者(15[IQR:10-21]年)和42例对照者进行磁共振检查的回顾性分析.分析了心室电影短轴叠加以得出扭转指标。扭转计算为根尖和基底旋转之间的差异,标准化为心室长度。
    Fontan患者的心室舒张末期容积指数较高(97mL/体表面积1.3vs72mL/体表面积1.3),降低射血分数(53%vs60%),基础顺时针旋转的比例较低(62%对93%),顶端逆时针旋转(77%对95%),和正扭转(82%vs100%);所有P<0.001。在中位3.9年的随访时间内,31例(9%)患者出现死亡或心脏移植的复合结局。扭转指标与结果相关;尽管,在多变量分析中,仅右心室(RV)形态和心室舒张末期容积指数是独立相关的.负扭转的LV,和RV,无论扭转模式如何,与具有正扭转的LV相比,结果更差(P=0.020)。
    Fontan循环中的单个心室表现出异常的扭转力学,对于RV形态更明显。异常扭转与死亡或需要心脏移植有关。具有LV形态和保留的扭转的Fontan患者表现出最高的无移植存活率,并且扭转可能在该组患者中提供增量的预后数据。
    UNASSIGNED: Abnormal left ventricular (LV) rotational mechanics in biventricular hearts are associated with adverse outcomes; however, these are less well characterized for hearts with functionally single ventricles.
    UNASSIGNED: The purpose of this study was to characterize ventricular rotational mechanics in the Fontan circulation and their relationship to outcomes.
    UNASSIGNED: Single-center, retrospective analysis of magnetic resonance examinations for 329 Fontan patients (15 [IQR: 10-21] years) and 42 controls. The ventricular cine short-axis stack was analyzed to derive torsion metrics. Torsion calculated as the difference between apical and basal rotation normalized to ventricular length.
    UNASSIGNED: Fontan patients had higher indexed ventricular end-diastolic volume (97 mL/body surface area1.3 vs 72 mL/body surface area1.3), lower ejection fraction (53% vs 60%), and lower proportion of basal clockwise rotation (62% vs 93%), apical counterclockwise rotation (77% vs 95%), and positive torsion (82% vs 100%); P < 0.001 for all. A composite outcome of death or heart transplant-listing occurred in 31 (9%) patients at a median follow-up of 3.9 years. Torsion metrics were associated with the outcome; although, on multivariate analysis only right ventricular (RV) morphology and indexed ventricular end-diastolic volume were independently associated. LVs with negative torsion, and RVs regardless of torsional pattern, had worse outcomes compared to LVs with positive torsion (P = 0.020).
    UNASSIGNED: Single ventricles in a Fontan circulation exhibit abnormal torsional mechanics, which are more pronounced for RV morphology. Abnormal torsion is associated with death or need for heart transplantation. Fontan patients with LV morphology and preserved torsion exhibit the highest transplant-free survival and torsion may offer incremental prognostic data in this group of patients.
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  • 文章类型: Journal Article
    据观察,射血分数保留的心力衰竭(HFpEF)在女性中的患病率是男性的两倍,男性在两性中具有相似的易感危险因素。
    这项研究旨在通过休息和运动压力右心导管插入术(RHC)来确定HFpEF的性别特异性病理生理特征,超声心动图和心血管磁共振成像(CMR)。
    75名劳力性呼吸困难患者,保留射血分数(EF)(≥50%),在HFpEF应激试验中前瞻性地收集了超声心动图显示的舒张功能障碍的体征。患者接受了RHC,静息和运动应激时的超声心动图和CMR。根据RHC测量,患者被诊断为HFpEF和非心源性呼吸困难。
    排除后,最终研究队列包括68例患者(女性n=44,男性n=24),平均年龄为66.9±9.7岁.和男人相比,患有HFpEF的女性在运动应激期间显示右心室中搏量较低(女性38.1对男性50.4mL/m2BSA;P=0.011).这伴随着女性的左心房EF下降,而男性则没有休息和运动条件(女性-2.7%vs男性2.5%,P=0.020)和左心室充盈受损(女性35.5对男性44.2mL/m2BSA,P=0.017)在运动压力下患有HFpEF的女性中。这些性别特异性差异在非心源性呼吸困难中不存在。
    患有HFpEF的女性表现出右心室的性别特异性功能改变,左心房,运动应激时的左心室功能。这种独特的病理生理学代表了性别特异性诊断目标,这可能允许早期识别HFpEF女性,用于未来的个性化治疗方法。
    UNASSIGNED: Heart failure with preserved ejection fraction (HFpEF) has been observed to have a twice as high prevalence in women compared to men with similar predisposing risk factors between both sexes.
    UNASSIGNED: This study aimed to identify sex-specific pathophysiological features in HFpEF using rest and exercise stress right heart catheterization (RHC), echocardiography and cardiovascular magnetic resonance imaging (CMR).
    UNASSIGNED: Seventy-five patients with exertional dyspnea, preserved ejection fraction (EF) (≥50%), and signs of diastolic dysfunction on echocardiography were prospectively recruited in the HFpEF Stress Trial. Patients underwent RHC, echocardiography and CMR at rest and during exercise stress. Patients were diagnosed with HFpEF and noncardiac dyspnea according to RHC measurements.
    UNASSIGNED: After exclusion, the final study cohort comprised 68 patients (females n = 44, males n = 24) with a mean age of 66.9 ± 9.7 years. Compared to men, women with HFpEF revealed lower right ventricular stroke volumes during exercise stress (females 38.1 vs males 50.4 mL/m2 BSA; P = 0.011). This was accompanied by a decreasing left atrial EF in women but not men comparing resting to exercise conditions (females -2.7% vs males 2.5%, P = 0.020) and impaired left ventricular filling (females 35.5 vs males 44.2 mL/m2 BSA, P = 0.017) in women with HFpEF during exercise stress. These sex-specific differences were not present in noncardiac dyspnea.
    UNASSIGNED: Women with HFpEF demonstrate sex-specific functional alterations of right ventricular, left atrial, and left ventricular function during exercise stress. This unique pathophysiology represents a sex-specific diagnostic target, which may allow early identification of women with HFpEF for future individualized therapeutic approaches.
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  • 文章类型: Case Reports
    原发性心包肉瘤是极其罕见的恶性肿瘤。在这种情况下,原发性心包滑膜肉瘤,我们讨论了检查心包积液的初始步骤,并回顾了需要进行更详细调查的特征.
    一名没有相关既往病史的29岁男性表现出几周的疲劳,呼吸困难,骨科,腿部肿胀,和背部疼痛。经胸超声心动图显示心包积液,并进行了心包穿刺术和引流。他被诊断为病毒性心包炎后出院。5个月后,他因症状恶化而返回。心脏磁共振成像(CMR)的高级成像显示,异质性心包肿块后来在活检中显示为高级滑膜肉瘤。患者开始接受基于阿霉素的化疗方案,但由于肾功能不全和多器官衰竭,他过渡到姑息治疗措施。
    经胸超声心动图和计算机断层扫描通常是心包腔穿刺术的心包积液的初步检查选择,对于中度至重度积液,或者如果有感染/肿瘤的担忧。由于改善了组织表征和空间分辨率,对于非典型或复发性心包积液,还应考虑CMR和正电子发射断层扫描,以评估不太常见的病因,例如恶性肿瘤。
    UNASSIGNED: Primary pericardial sarcomas are extremely rare malignancies. In this case of primary pericardial synovial sarcoma, we discuss the initial steps to work-up pericardial effusions and review features that warrant more detailed investigation.
    UNASSIGNED: A 29-year-old male with no relevant past medical history presents with a few weeks of fatigue, dyspnoea, orthopnoea, leg swelling, and back pain. Transthoracic echocardiogram revealed pericardial effusion for which pericardiocentesis and drain placement were done. He was discharged with a diagnosis of post-viral pericarditis. He returned 5 months later with worsening symptoms. Advanced imaging with cardiac magnetic resonance imaging (CMR) showed heterogeneous pericardial mass later revealed to be a high-grade synovial sarcoma on biopsy. The patient was started on a doxorubicin-based chemotherapy regimen, but due to kidney dysfunction and multi-organ failure, he was transitioned to palliative care measures.
    UNASSIGNED: Transthoracic echocardiogram and computed tomography are often the initial tests of choice for pericardial effusions with pericardiocentesis recommended for effusions with tamponade physiology, for moderate-to-large effusions, or if there is concern for infection/neoplasm. Due to improved tissue characterization and spatial resolution, CMR and positron emission tomography should also be considered for atypical or recurrent pericardial effusions to assess for less common aetiologies such as malignancy.
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  • 文章类型: Journal Article
    通过临床心脏磁共振(CMR)评估左心室舒张功能障碍(LVDD)仍然是一个挑战。我们旨在通过临床CMR变量来训练和评估用于评估LVDD的机器学习(ML)算法,并研究其预测住院心力衰竭和全因死亡率的预后价值。
    LVDD根据ASE指南通过超声心动图进行表征。使用8个人口统计和19个常见的临床CMR变量,包括延迟增强,以贝叶斯优化器训练随机森林模型。使用Bootstrap和五折交叉验证对模型进行评估。利用ROC曲线下面积(AUC)评估模型性能。ML风险评分用于对心力衰竭住院和全因死亡率的风险进行分层。
    共有606名连续患者在7天内接受了CMR和超声心动图检查以评估心血管疾病。通过超声心动图在303名受试者中存在LVDD。ML算法的性能良好,仅使用CMR变量,AUC为0.868(95%CI:0.811-0.917),通过结合人口统计学数据得到改善,AUC为0.895(95%CI:0.845-0.939)。该算法在AUC为0.810(0.731-0.874)的独立验证队列中表现良好。具有较高ML评分(>0.4121)的受试者与具有较低ML评分(1.72,95%置信区间1.09-2.71)的受试者相比,具有较高ML评分(>0.4121)的复合结果的校正风险比增加。
    使用来自临床CMR的变量的ML算法可有效识别LVDD患者并提供不良临床结局的预测。
    UNASSIGNED: The evaluation of left ventricular diastolic dysfunction (LVDD) by clinical cardiac magnetic resonance (CMR) remains a challenge. We aimed to train and evaluate a machine-learning (ML) algorithm for the assessment of LVDD by clinical CMR variables and to investigate its prognostic value for predicting hospitalized heart failure and all-cause mortality.
    UNASSIGNED: LVDD was characterized by echocardiography following the ASE guidelines. Eight demographic and nineteen common clinical CMR variables including delayed enhancement were used to train Random Forest models with a Bayesian optimizer. The model was evaluated using bootstrap and five-fold cross-validation. Area under the ROC curve (AUC) was utilized to evaluate the model performance. An ML risk score was used to stratify the risk of heart failure hospitalization and all-cause mortality.
    UNASSIGNED: A total of 606 consecutive patients underwent CMR and echocardiography within 7 days for cardiovascular disease evaluation. LVDD was present in 303 subjects by echocardiography. The performance of the ML algorithm was good using the CMR variables alone with an AUC of 0.868 (95% CI: 0.811-0.917), which was improved by combining with demographic data yielding an AUC 0.895 (95% CI: 0.845-0.939). The algorithm performed well in an independent validation cohort with AUC 0.810 (0.731-0.874). Subjects with higher ML scores (>0.4121) were associated with increased adjusted hazard ratio for a composite outcome than subjects with lower ML scores (1.72, 95% confidence interval 1.09-2.71).
    UNASSIGNED: An ML algorithm using variables derived from clinical CMR is effective in identifying patients with LVDD and providing prognostication for adverse clinical outcomes.
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  • 文章类型: English Abstract
    目的:验证深度学习模型在心脏MRI中确定晚期g增强图像中是否存在对比增强心肌的有用性。
    方法:我们使用了东京大学医院使用3.0TMRI系统进行的对比增强心脏MRI获得的174个晚期钆增强心肌短轴图像。其中,144张图像用于训练,提取针对心脏的感兴趣区域,缩放信号强度,并进行数据增强,获得3312张训练图像。以我院两名心脏病学专家的口译报告为正确标签。使用卷积神经网络构建学习模型,并将其应用于30个测试数据。在所有情况下,获得的平均年龄为56.4±12.1岁,男女比例为1:0.82。
    结果:数据增强前后,灵敏度保持一致,为93.3%,特异性从0.0%提高到100.0%,准确度从46.7%提高到96.7%。
    结论:本研究开发的深度学习模型的预测精度很高,表明它的高度有用性。
    OBJECTIVE: To verify the usefulness of a deep learning model for determining the presence or absence of contrast-enhanced myocardium in late gadolinium-enhancement images in cardiac MRI.
    METHODS: We used 174 late gadolinium-enhancement myocardial short-axis images obtained from contrast-enhanced cardiac MRI performed using a 3.0T MRI system at the University of Tokyo Hospital. Of these, 144 images were used for training, extracting a region of interest targeting the heart, scaling signal intensity, and data augmentation were performed to obtain 3312 training images. The interpretation report of two cardiology specialists of our hospital was used as the correct label. A learning model was constructed using a convolutional neural network and applied to 30 test data. In all cases, the acquired mean age was 56.4±12.1 years, and the male-to-female ratio was 1 : 0.82.
    RESULTS: Before and after data augmentation, sensitivity remained consistent at 93.3%, specificity improved from 0.0% to 100.0%, and accuracy improved from 46.7% to 96.7%.
    CONCLUSIONS: The prediction accuracy of the deep learning model developed in this research is high, suggesting its high usefulness.
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