Myocardial Perfusion Imaging

心肌灌注成像
  • 文章类型: Journal Article
    BACKGROUND: Chronic Chagas cardiomyopathy (CCC) is caused by an inflammatory process induced by Trypanosoma cruzi, which leads to myocarditis with reactive and reparative fibrosis. CCC progresses with myocardial perfusion abnormalities and histopathological events that affect cardiorespiratory fitness (CRF).
    OBJECTIVE: We evaluated the effects of aerobic physical training (APT) on myocardial perfusion and on morphological and functional impairments related with inflammation and fibrosis in Syrian hamsters with CCC. As a secondary objective, we analyzed the cross-sectional areas of the skeletal muscle.
    METHODS: Hamsters with CCC and their respective controls were divided into four groups: CCC sedentary, CCC-APT, sedentary control and APT control. Seven months after infection, the animals underwent echocardiography, myocardial perfusion scintigraphy and cardiopulmonary exercise testing. Moderate-intensity APT was performed for fifty minutes, five times a week, for eight weeks. Subsequently, the animals were reassessed. Histopathological analysis was conducted after the above-mentioned procedures. The level of significance was set at 5% in all analyses (p<0.05).
    RESULTS: CCC sedentary animals presented worse myocardial perfusion defects (MPD) over time, reduced left ventricle ejection fraction (LVEF) and showed more inflammation and fibrosis when compared to other groups (mixed ANOVA analysis). Conversely, APT was able to mitigate the progression of MPD, ameliorate inflammation and fibrosis and improve CRF efficiency in CCC-APT animals.
    CONCLUSIONS: Our study demonstrated that APT ameliorated cardiac dysfunction, MPD, and reduced inflammation and fibrosis in CCC hamster models. Additionally, CCC-SED animals presented skeletal muscle atrophy while CCC-APT animals showed preserved skeletal muscle CSA. Understanding APT\'s effects on CCC\'s pathophysiological dimensions is crucial for future research and therapeutic interventions.
    OBJECTIVE: A Cardiomiopatia Chagásica Crônica (CCC) é causada por um processo inflamatório induzido pelo Trypanosoma cruzi, que leva à miocardite com fibrose reativa e reparativa. A CCC progride com alterações de perfusão miocárdica e eventos histopatológicos que afetam a Aptidão Cardiorrespiratória (ACR).
    OBJECTIVE: Avaliamos os efeitos do Treinamento Físico Aeróbico (TFA) na perfusão miocárdica e nos comprometimentos morfológicos e funcionais relacionados à inflamação e fibrose em hamsters sírios com CCC. Como objetivo secundário, analisamos as áreas de secção transversa do músculo esquelético.
    UNASSIGNED: Hamsters com CCC e seus respectivos controles foram divididos em quatro grupos: CCC sedentário, CCC-TFA, controle sedentário e controle TFA. Sete meses após a infecção, os animais foram submetidos à ecocardiografia, à cintilografia de perfusão miocárdica e ao teste de esforço cardiopulmonar. TFA de intensidade moderada foi realizado durante cinquenta minutos, cinco vezes por semana, por oito semanas. Posteriormente, os animais foram reavaliados. A análise histopatológica foi realizada após os procedimentos acima mencionados. O nível de significância foi estabelecido em 5% em todas as análises (p<0,05).
    RESULTS: Animais com CCC sedentários apresentaram piores Defeitos de Perfusão Miocárdica (DPM) ao longo do tempo, Fração de Ejeção do Ventrículo Esquerdo (FEVE) reduzida, e apresentaram mais inflamação e fibrose quando comparados aos demais grupos (análise ANOVA mista). Por outro lado, o TFA foi capaz de mitigar a progressão do DPM, atenuar a inflamação e a fibrose e melhorar a eficiência da ACR em animais CCC-TFA.
    UNASSIGNED: Nosso estudo demonstrou que o TFA melhorou a disfunção cardíaca, DPM e reduziu a inflamação e a fibrose em modelos de hamster com CCC. Além disso, os animais CCC-SED apresentaram atrofia do músculo esquelético, enquanto os animais CCC-TFA apresentaram a AST do músculo esquelético preservada. Compreender os efeitos da TFA nas dimensões fisiopatológicas da CCC é crucial para futuras pesquisas e intervenções terapêuticas.
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  • 文章类型: Journal Article
    背景:门控SPECT是一种用于评估心血管疾病患者左心室功能的既定技术。然而,关于糖尿病对门控SPECT参数的影响的信息很少。本研究旨在评估心肌灌注成像(MPI)正常的糖尿病(DM)和非糖尿病(非DM)患者的门控SPECT参数。
    方法:在这项分析性横断面研究中,314名患者(157名DM,纳入157例非DM)与正常MPI。CAD样高血压(HTN)的危险因素患病率,发现DM患者的血脂异常明显高于非DM患者(p<0.01)。
    结果:在TID之间没有观察到统计学上的显着差异,ESV,EDV,PFR,TTPF,以及DM和非DM患者之间的壁厚(WT)参数。DM患者的壁运动(Wm)明显高于非DM患者。(3.9±0.51vs.DM和非DM患者为2.69±0.48,分别,p值:0.01)。此外,在有和没有HTN的两组中,Wm没有显着差异。这显示了DM对Wm的独立影响。
    结论:本研究认为,应注意Wm参数,以早期诊断或预防DM患者的心脏病。这些发现可以表明左心室运动的逐渐变化和糖尿病性心肌病进展的开始。
    BACKGROUND: Gated SPECT is an established technique for assessment of left ventricular function in cardiovascular disease patients. However, there is little information about the influence of diabetes mellitus on gated SPECT parameters. This study was established to assess gated SPECT parameters in Diabetes Mellitus (DM) and non-diabetes mellitus (non-DM) patients with normal Myocardial Perfusion Imaging (MPI).
    METHODS: In this analytical cross-sectional study, 314 patients (157 DM, 157 non-DM) with normal MPI were enrolled. Prevalence of risk factors for CAD like hypertension (HTN), and dyslipidemia were found to be significantly higher (p <0.01) in DM patients compared to non-DM.
    RESULTS: No statistically significant difference was observed among the TID, ESV, EDV, PFR, TTPF, and Wall Thickness (WT) parameters between DM and non-DM patients. Wall motion (Wm) in DM patients was significantly higher compared to non-DM patients. (3.9 ± 0.51 vs. 2.69 ± 0.48 for DM and non-DM patients, respectively, p-value:0.01). Also, there was no significant difference in Wm in the two groups with and without HTN. This shows the independent effect of DM on the Wm.
    CONCLUSIONS: This study believes that the Wm parameter should be noted for the early diagnosis or prevention of heart disease in DM patients. These findings can indicate the gradual changes in the movements of the left ventricle and the beginning of the progression of diabetic cardiomyopathy.
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  • 文章类型: Journal Article
    目的:短暂性缺血扩张(TID)在阻塞性冠状动脉疾病(CAD)中具有增量诊断和预后价值,但其在非阻塞性CAD患者中的临床意义尚不清楚。我们旨在通过13N-氨气PET成像探讨TID在非阻塞性CAD患者中的预后价值。
    方法:我们回顾性研究了131例非梗阻性CAD患者连续接受一天休息应激13N-氨PET心肌灌注显像(MPI)。使用CardIQPhysio软件自动生成TID。受试者工作特征(ROC)曲线用于确定TID的最佳阈值。随访结果为主要不良心脏事件(MACE),因心力衰竭或不稳定型心绞痛再次住院的复合疾病,晚期血运重建,非致死性心肌梗死,和心脏死亡。使用Kaplan-Meier图和对数秩检验比较正常和异常TID的无心脏事件生存率。
    结果:在42.08±17.67个月的中位随访期间,22例(16.7%)患者发生MACE。基于MACE,TID的最佳截断值为1.03。我们的初步结果分析表明,TID异常受试者的总体生存概率较低。此外,我们的多变量分析显示,在非梗阻性CAD中,异常TID是MACE的唯一独立预测因子.在亚组分析中,在灌注模式异常的患者中,TID异常是MACE的独立预测因子.
    结论:在非阻塞性CAD患者中,PET衍生的TID≥1.03可以独立地识别具有随后MACE高风险的那些。这也是灌注异常患者预后不良的独立危险因素。
    OBJECTIVE: Transient ischaemic dilatation (TID) had incremental diagnostic and prognostic value in obstructive coronary artery disease (CAD), but its clinical significance in patients with non-obstructive CAD remains unknown. We aimed to explore the prognostic value of TID in patients with non-obstructive CAD by 13N-ammonia PET imaging.
    METHODS: We retrospectively studied 131 consecutive patients with non-obstructive CAD undergoing one-day rest-stress 13N-ammonia PET myocardial perfusion imaging (MPI). TID was automatically generated using CardIQ Physio software. The receiver operative characteristic (ROC) curve was used to determine the optimal threshold of TID. The follow-up outcome was major adverse cardiac events (MACE), a composite of re-hospitalization for heart failure or unstable angina, late revascularization, non-fatal myocardial infarction, and cardiac death. Cardiac event-free survivals for normal and abnormal TID were compared using Kaplan-Meier plots and log-rank tests.
    RESULTS: During a median follow-up of 42.08 ± 17.67 months, 22 (16.7%) patients occurred MACE. The optimal cut-off value of TID was 1.03 based on MACE. Our preliminary outcome analysis suggests that TID-abnormal subjects had a lower overall survival probability. Furthermore, our multivariate analysis reveals abnormal TID was the only independent predictor for MACE in non-obstructive CAD. In the subgroup analysis, an abnormal TID was an independent predictor for MACE in patients with abnormal perfusion patterns.
    CONCLUSIONS: Among patients with non-obstructive CAD, PET-derived TID ≥ 1.03 may identify those with a high risk of subsequent MACE independently. It was also an independent risk factor for poor prognosis in patients with abnormal perfusion.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    生理缺血与解剖严重程度对稳定性冠状动脉疾病(CAD)患者的预后和管理的价值存在广泛争议。
    共有1764名接受休息应激镉-锌-碲单光子发射计算机断层扫描心肌灌注成像和血管造影(侵入性或计算机断层扫描)的患者被前瞻性纳入并随访心脏死亡/非致死性心肌梗死。CAD预后指数(CADPI)用于量化血管造影疾病的范围和严重程度。使用Cox模型评估预后价值,根据预测试风险进行调整,已知的CAD,压力源,左心室射血分数,%缺血和梗塞,CADPI,和早期(90天)血运重建。使用净重新分类指数评估增量预后价值。
    平均年龄为69.7±9.5岁,24.4%是女性,29.3%的人知道CAD。28.4%存在显著缺血(>10%)。非阻塞性,单身,多支血管疾病有256例(14.5%),772(43.8%),和736(41.7%),分别。579例发生早期血运重建(32.8%)。在4.6年的中位随访中,148例(8.4%)发生了心脏死亡/心肌梗死。%缺血和CADPI均提供了独立和递增的预后价值,超过了测试前的临床风险(P<0.001)。在包含缺血和解剖结构的模型中,缺血是预后性的(每5%的风险比,1.35[95%CI,1.11-1.63];P=0.002),但CADPI不是(每10个单位的危险比,1.09[95%CI,0.99-1.20];P=0.07)。早期血运重建改变了与%缺血相关的风险(交互作用P=0.003),但与CADPI无关(交互作用P=0.6)。%缺血和单光子发射计算机断层扫描变量增加了临床风险和CADPI(净重新分类指数,20.3%[95%CI,9%-32%];P<0.05);然而,CADPI没有超出测试前风险的增量预后,%缺血,和单光子发射计算机断层扫描变量(净重新分类指数,3.1%[95%CI,-5%至15%];P=0.21)。
    缺血负荷提供了超越CAD解剖结构的独立和递增的预后价值,并确定了从早期血运重建中获益的患者。与临床危险因素相比,疾病的解剖范围具有独立的预后价值,但对预后和指导超出生理严重程度(缺血)的血运重建的益处有限。
    UNASSIGNED: The value of physiological ischemia versus anatomic severity of disease for prognosis and management of patients with stable coronary artery disease (CAD) is widely debated.
    UNASSIGNED: A total of 1764 patients who had rest-stress cadmium-zinc-telluride single-photon emission computed tomography myocardial perfusion imaging and angiography (invasive or computed tomography) were prospectively enrolled and followed for cardiac death/nonfatal myocardial infarction. The CAD prognostic index (CADPI) was used to quantify the extent and severity of angiographic disease. Prognostic value was assessed using Cox models, adjusted for pretest risk, known CAD, stressor, left ventricular ejection fraction, %ischemia and infarct, CADPI, and early (90-day) revascularization. Incremental prognostic value was evaluated using net reclassification index.
    UNASSIGNED: The mean age was 69.7±9.5 years, 24.4% were women, and 29.3% had known CAD. Significant ischemia (>10%) was present in 28.4%. Nonobstructive, single, and multivessel disease was present in 256 (14.5%), 772 (43.8%), and 736 (41.7%), respectively. Early revascularization occurred in 579 (32.8%). Cardiac death/myocardial infarction occurred in 148 (8.4%) over a 4.6-year median follow-up. Both %ischemia and CADPI provided independent and incremental prognostic value over pretest clinical risk (P<0.001). In a model containing both ischemia and anatomy, ischemia was prognostic (hazard ratio per 5% ↑, 1.35 [95% CI, 1.11-1.63]; P=0.002) but CADPI was not (hazard ratio per 10-unit ↑, 1.09 [95% CI, 0.99-1.20]; P=0.07). Early revascularization modified the risk associated with %ischemia (interaction P=0.003) but not with CADPI (interaction P=0.6). %Ischemia and single-photon emission computed tomography variables added incremental prognostic value over clinical risk and CADPI (net reclassification index, 20.3% [95% CI, 9%-32%]; P<0.05); however, CADPI was not incrementally prognostic beyond pretest risk, %ischemia, and single-photon emission computed tomography variables (net reclassification index, 3.1% [95% CI, -5% to 15%]; P=0.21).
    UNASSIGNED: Ischemic burden provides independent and incremental prognostic value beyond CAD anatomy and identifies patients who benefit from early revascularization. The anatomic extent of disease has independent prognostic value over clinical risk factors but offers limited incremental benefit for prognosis and guiding revascularization beyond physiological severity (ischemia).
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    背景:肾移植在延长终末期肾病患者的生存期和改善生活质量方面提供了巨大的益处。慢性肾脏病患者主要不良心脏事件(MACE)的发生率随着肾功能的下降而增加。肾移植后,MACE的发生率仍然很高。这项研究的目的是评估肾移植受者移植前单光子发射计算机断层扫描(SPECT)心肌灌注成像(MPI)的预后意义。
    方法:2015年1月1日至2024年3月26日在PubMed进行了系统的文献检索,EMBASE,WebofScience和Cochrane图书馆,以确定SPECTMPI对肾移植受者发生MACE(主要结果)和死亡率(次要结果)的预后价值(PROSPEROCRD42020188610)。评估偏倚风险。使用随机效应模型进行Meta分析和亚组分析。
    结果:纳入6项研究,包括2090个SPECTMPI扫描。异常SPECTMPI扫描与移植后MACE风险增加相关(HR1.62,95%CI1.27-2.06,p<0.001)。亚组分析显示,不同患者人群的发现一致,方法学差异。敏感性分析支持我们研究结果的稳健性。
    结论:目前的证据表明,移植前SPECTMPI对确定移植后有MACE风险的肾移植候选者具有显著的预后价值。将SPECTMPI纳入术前评估可能会增强风险分层并指导临床决策。需要前瞻性研究来完善风险预测模型。
    BACKGROUND: Kidney transplantation provides substantial benefits in extending survival and improving quality of life for patients with end-stage renal disease. The incidence of major adverse cardiac events (MACE) increases with a decline of kidney function in patients with chronic kidney disease. After kidney transplantation, the incidence of MACE remains high. The objective of this study was to assess the prognostic significance of pre-transplant single-photon emission computed tomography (SPECT) myocardial perfusion imaging (MPI) in kidney transplant recipients.
    METHODS: A systematic literature search was performed between January 1st 2015 and March 26th 2024 in PubMed, EMBASE, Web of Science and The Cochrane Library to identify the prognostic value of SPECT MPI for developing MACE (primary outcome) and mortality (secondary outcome) in kidney transplant recipients (PROSPERO CRD42020188610). Risk of bias was assessed. Meta-analyses and subgroup analyses were performed using random-effects models.
    RESULTS: Six studies comprising 2090 SPECT MPI scans were included. Abnormal SPECT MPI scans were associated with an increased risk of MACE post-transplantation (HR 1.62, 95% CI 1.27-2.06, p < 0.001). Subgroup analyses showed consistent findings across various patient populations and methodological differences. Sensitivity analyses supported the robustness of our findings.
    CONCLUSIONS: Current evidence showed that pre-transplant SPECT MPI has significant prognostic value in identifying kidney transplant candidates at risk for MACE post-transplantation. Integrating SPECT MPI into preoperative assessments might enhance risk stratification and guide clinical decision-making. Prospective studies are needed to refine risk prediction models.
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  • 文章类型: Journal Article
    目的:这项研究的目的是评估心肌灌注成像(MPI)系统在检测灌注缺陷(PD)方面的性能。引入缺陷灌注指数(DPI)以扩展和进一步推进当前MPI质量度量。
    方法:通过各种NaI晶体检测器系统对模拟正常和病理性心肌灌注状况的拟人化体模进行成像,并对散射(SC)和衰减(AC)进行校正(Symbia,Symbia+SC,SymbiaIQ+SCAC,SymbiaIQ),和镉-锌-碲化物检测器系统无需校正(DSPECT,D530c)。通过将极坐标图与通过使用幻象极坐标图与正常灌注为每个MPI系统创建的临时正常数据库进行比较,可以获得PD的程度和总和得分(SS)。评估节段摄取(SU)和整体均匀性(GU)。在包括在PD中的段上计算DPI,以最小化PD外部的衰减伪影。使用17节段模型。
    结果:对于SymbiaIQSCAC,获得了最高水平的极图均匀性。D530c显示出最高的PD程度和程度对PD位置的依赖性。由于衰减伪影,它通常显示出最低的SU值和最高的GU。然而,D530c在PD检测方面优于其他MPI系统,显示最高DPI值。DSPECT系统显示最低的SS值,和DPI值与NaI晶体探测器系统相当。
    结论:可以评估DPI以调查MPI系统检测PD的内在能力,无论使用何种定量后处理软件。
    OBJECTIVE: The aim of this study was to evaluate the performance of myocardial perfusion imaging (MPI) systems in detecting perfusion defects (PDs). The defect perfusion index (DPI) was introduced to extend and further advance the current MPI quality metrics.
    METHODS: An anthropomorphic phantom simulating normal and pathological myocardial perfusion conditions was imaged by various NaI-crystal detector systems with and without corrections for scatter (SC) and attenuation (AC) (Symbia, Symbia + SC, Symbia IQ + SCAC, Symbia IQ), and cadmium-zinc-telluride detector systems without corrections (DSPECT, D530c). The extent of PD and the summed score (SS) were obtained by comparing polar maps with ad hoc normal databases created for each MPI system by using phantom polar maps with normal perfusion. The segmental uptake (SU) and the global uniformity (GU) were evaluated. The DPI was calculated on segments included in the PD to minimize attenuation artifacts outside the PD. The 17 segmental model was used.
    RESULTS: The highest level of uniformity of polar map was obtained for Symbia IQ + SCAC. D530c showed the highest extent of PD and dependence of the extent on the PD position. It showed in general the lowest SU values and the highest GU due to attenuation artifacts. Nevertheless, D530c outperforms other MPI systems in terms of PD detection, showing the highest DPI value. DSPECT system showed the lowest SS value, and DPI values comparable to NaI-crystal detector systems.
    CONCLUSIONS: The DPI can be evaluated to investigate the intrinsic ability of MPI systems to detect PDs, whatever the quantitative post-processing software used.
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  • 文章类型: Journal Article
    背景:低心率患者(病史,心电图,年龄,危险因素,和肌钙蛋白水平)从急诊科(ED)出院的风险评分可能会带来临床挑战和诊断困境。在该人群中使用下游非侵入性应激成像(NISI)测试仍不确定。因此,本研究旨在探讨NISI在低危HEART评分(LRHS)患者的危险分层和心脏事件预测中的价值.
    方法:我们前瞻性纳入了2019年3月至2021年3月的1384例LRHS患者。所有患者均行NISI(累及心肌灌注显像/负荷超声心动图)。主要终点包括心脏死亡,非致死性心肌梗死和非计划冠状动脉血运重建。次要终点包括心血管相关入院或ED就诊。
    结果:患者平均年龄为64±14岁,670名(48.4%)是女性。在634±104天的随访中,58例(4.2%)患者经历了62种主要终点,60(4.3%)出现次要终点。多变量Cox模型,根据临床和影像学变量进行调整,显示糖尿病(HR:2.38;p=0.008),心脏得分为3(HR:1.32;p=0.01),冠心病病史(HR:2.75;p=0.003),ECG变化(HR:5.11;p<0.0001)和异常NISI(HR:16.4;p<0.0001)是主要终点预测因子,而异常NISI是次要终点的预测因子(HR:3.05;p<0.0001)。
    结论:NISI可显著预测LRHS患者的原发性心脏事件和心血管相关再入院/ED就诊。
    BACKGROUND: Patients with low HEART (History, Electrocardiogram, Age, Risk factors, and Troponin level) risk scores who are discharged from the emergency department (ED) may present clinical challenges and diagnostic dilemmas. The use of downstream non-invasive stress imaging (NISI) tests in this population remains uncertain. Therefore, this study aims to investigate the value of NISI in risk stratification and predicting cardiac events in patients with low-risk HEART scores (LRHSs).
    METHODS: We prospectively included 1384 patients with LRHSs between March 2019 and March 2021. All the patients underwent NISI (involving myocardial perfusion imaging/stress echocardiography). The primary endpoints included cardiac death, non-fatal myocardial infarction and unplanned coronary revascularisation. Secondary endpoints encompassed cardiovascular-related admissions or ED visits.
    RESULTS: The mean patient age was 64±14 years, with 670 (48.4%) being women. During the 634±104 days of follow-up, 58 (4.2%) patients experienced 62 types of primary endpoints, while 60 (4.3%) developed secondary endpoints. Multivariable Cox models, adjusted for clinical and imaging variables, showed that diabetes (HR: 2.38; p=0.008), HEART score of 3 (HR: 1.32; p=0.01), history of coronary artery disease (HR: 2.75; p=0.003), ECG changes (HR: 5.11; p<0.0001) and abnormal NISI (HR: 16.4; p<0.0001) were primary endpoint predictors, while abnormal NISI was a predictor of secondary endpoints (HR: 3.05; p<0.0001).
    CONCLUSIONS: NISI significantly predicted primary cardiac events and cardiovascular-related readmissions/ED visits in patients with LRHSs.
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  • 文章类型: Journal Article
    背景:应激心肌灌注单光子发射计算机断层扫描(SPECT)成像(MPI)已用于诊断和预测冠状动脉疾病(CAD)患者的预后。正在进行的多中心合作于2001年建立了日本数据库(J-ACCESS),其中包括风险模型和专家解释。本研究旨在使用机器学习(ML)和J-ACCESS数据库中的资源来开发一种新颖的算法,以帮助SPECT图像解释。
    方法:我们分析了J-ACCESS3和4数据库中1288例患者的数据。从原始短轴数据通过线性变换重建左心室心肌灌注的三维(3D)立体图像。段是从U-Net中提取的,然后在ML过程中从每个片段中提取特征。我们基于从全连接层获得的加权特征来估计分段分数。使用17段模型评估由核心脏病学专家解释的段得分与ML估计的段得分之间的相关性,总应力(SSS),求和休息(SRS),和总和差异(SDS)分数,和不同得分总和的比率(%SDS)。
    结果:专家评估和ML评估的分数的完全一致率为79.6%。被低估和高估的比例分别为10.3%和10.0%,分别。专家评估的缺陷分数和ML之间的联系很紧密,SSS的相关系数(r)为0.923、0.917、0.842和0.853,SRS,SDS,%SDS,分别为(所有p<0.0001)。
    结论:我们使用ML和J-ACCESS数据库创建了一种新的算法来估计MPI得分。即使在没有专业核心脏病专家的设施中,该算法也应提供准确的MPI解释,并可能促进治疗决策和预测预后。
    BACKGROUND: Stress myocardial perfusion single-photon emission computed tomography (SPECT) imaging (MPI) has been used to diagnose and predict the prognoses of patients with coronary artery disease (CAD). An ongoing multicenter collaboration established a Japanese database (J-ACCESS) in 2001 that includes a risk model and expert interpretations. The present study aimed to develop a novel algorithm using machine learning (ML) and resources from the J-ACCESS database to aid SPECT image interpretation.
    METHODS: We analyzed data from 1288 patients in J-ACCESS 3 and 4 databases. Three-dimensional (3D) stereoscopic images of left ventricular myocardial perfusion were reconstructed with linear transformation from the original short-axis data. Segments were extracted from U-Net, then features were extracted from each segment during the ML process. We estimated segmental scores based on weighted features obtained from fully connected layers. Correlations between segment scores interpreted by nuclear cardiology experts and estimated by ML were evaluated using a 17-segment model, summed stress (SSS), summed rest (SRS), and summed difference (SDS) scores, and ratios (%) of summed different scores (%SDS).
    RESULTS: The complete concordance rate of scores assessed by the experts and estimated by ML was 79.6%. The underestimated and overestimated rates were 10.3% and 10.0%, respectively. Associations between defect scores assessed by experts and ML were close, with correlation coefficients (r) of 0.923, 0.917, 0.842 and 0.853 for SSS, SRS, SDS, %SDS, respectively (p < 0.0001 for all).
    CONCLUSIONS: We created a new algorithm to estimate MPI scores using ML and the J-ACCESS database. This algorithm should provide accurate MPI interpretation even in facilities without specialist nuclear cardiologists, and might facilitate therapeutic decision-making and predict prognoses.
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