Integrating perfusion with AI-derived coronary calcium on CT attenuation scans to improve selection of low-risk studies for stress-only SPECT myocardial perfusion imaging.

IF 2.7 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS
Robert J H Miller, Orit Barrett, Aakash Shanbhag, Alan Rozanski, Damini Dey, Mark Lemley, Serge D Van Kriekinge, Paul B Kavanagh, Attila Feher, Edward J Miller, Andrew J Einstein, Terrence D Ruddy, Timothy Bateman, Philip A Kaufmann, Joanna X Liang, Daniel S Berman, Piotr J Slomka
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引用次数: 0

Abstract

Background: In many contemporary laboratories, a completely normal stress perfusion single-photon emission computed tomography myocardial perfusion imaging (SPECT-MPI) is required for rest imaging cancelation. We hypothesized that an artificial intelligence (AI)-derived coronary artery calcium (CAC) score of 0 from computed tomography attenuation correction (CTAC) scans obtained during hybrid SPECT/CT may identify additional patients at a low risk of major adverse cardiovascular events (MACEs) who could be selected for stress-only imaging.

Methods: Patients without known coronary artery disease who underwent SPECT/CT MPI and had stress total perfusion deficit (TPD) <5% were included. Stress TPD was categorized as no abnormality (stress TPD: 0%) or minimal abnormality (stress TPD: 1%-4%). CAC was automatically quantified from the CTAC scans. We evaluated associations with MACEs.

Results: In total, 6884 patients (49.4% males and median age: 63 years) were included. Of these, 9.7% experienced MACE (15% non-fatal myocardial infarction, 2.7% unstable angina, 38.5% coronary revascularization and 43.8% deaths). Compared to patients with TPD 0%, those with TPD 1%-4% and CAC 0 had lower MACE risk (hazard ratio [HR]: 0.58; 95% confidence interval [CI]: 0.45-0.76), while those with TPD 1%%-4% and CAC score>0 had a higher MACE risk (HR: 1.90; 95% CI: 1.56-2.30). Compared to canceling rest scans only in patients with normal perfusion (TPD 0%), by canceling rest scans in patients with CAC 0, more than twice as many rest scans (55% vs 25%) could potentially be canceled.

Conclusion: Using an AI-derived CAC of 0 on CT scans with hybrid SPECT/CT in patients with a stress TPD <5% can double the proportion of patients in whom stress-only procedures could be safely performed.

整合灌注与人工智能衍生冠状动脉钙化在CT衰减扫描,以改善低风险研究的选择,仅压力SPECT MPI。
背景:在许多现代实验室中,需要完全正常的应力灌注SPECT-MPI来消除静止成像。我们假设,在混合SPECT/CT期间获得的计算机断层扫描衰减校正(CTAC)扫描中,人工智能(AI)衍生的CAC评分为0,可能会识别出其他低风险的MACE患者,可以选择他们进行应激成像。方法和结果:没有已知冠状动脉疾病的患者行SPECT/CT MPI且有应激性总灌注缺陷(TPD) 0的MACE风险较高(HR 1.90; 95%CI 1.56-2.30)。与仅在灌注正常(TPD为0%)的患者中取消休息扫描相比,通过取消CAC 0患者的休息扫描,可以取消的休息扫描次数(55%对25%)超过两倍。结论:在应激性TPD患者的CT扫描中使用ai衍生的CAC 0进行SPECT/CT混合扫描
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
5.30
自引率
20.80%
发文量
249
审稿时长
4-8 weeks
期刊介绍: Journal of Nuclear Cardiology is the only journal in the world devoted to this dynamic and growing subspecialty. Physicians and technologists value the Journal not only for its peer-reviewed articles, but also for its timely discussions about the current and future role of nuclear cardiology. Original articles address all aspects of nuclear cardiology, including interpretation, diagnosis, imaging equipment, and use of radiopharmaceuticals. As the official publication of the American Society of Nuclear Cardiology, the Journal also brings readers the latest information emerging from the Society''s task forces and publishes guidelines and position papers as they are adopted.
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