Integration of coronary artery calcium scoring from CT attenuation scans by machine learning improves prediction of adverse cardiovascular events in patients undergoing SPECT/CT myocardial perfusion imaging

Prognostic Relationship Between Coronary Artery Calcium Score, Perfusion Defects, and Myocardial Blood Flow Reserve in Patients With Suspected Coronary Artery Disease

(2022) Krishna K. Patel et al.   Circulation-Cardiovascular Imaging

Reproducibility of quantitative coronary calcium scoring from PET/CT attenuation maps: comparison to ECG-gated CT scans

(2022) Konrad Pieszko et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Deep Learning of Coronary Calcium Scores From PET/CT Attenuation Maps Accurately Predicts Adverse Cardiovascular Events

(2022) Konrad Pieszko et al.   JACC-Cardiovascular Imaging

Determining a minimum set of variables for machine learning cardiovascular event prediction: results from REFINE SPECT registry

(2021) Richard Rios et al.   CARDIOVASCULAR RESEARCH

Diagnostic safety of a machine learning-based automatic patient selection algorithm for stress-only myocardial perfusion SPECT

(2021) Evann Eisenberg et al.   JOURNAL OF NUCLEAR CARDIOLOGY

Clinical Deployment of Explainable Artificial Intelligence of SPECT for Diagnosis of Coronary Artery Disease

(2021) Yuka Otaki et al.   JACC-Cardiovascular Imaging

Can we “REFINE” the art of predicting ischemia on SPECT myocardial perfusion imaging?

(2021) Karthik Ananthasubramaniam et al.   JOURNAL OF NUCLEAR CARDIOLOGY

A Boosted Ensemble Algorithm for Determination of Plaque Stability in High-Risk Patients on Coronary CTA

(2020) Subhi J. Al’Aref et al.   JACC-Cardiovascular Imaging

Prognostically safe stress-only single-photon emission computed tomography myocardial perfusion imaging guided by machine learning: report from REFINE SPECT

(2020) Lien-Hsin Hu et al.   European Heart Journal-Cardiovascular Imaging

Myocardial Infarction Associates With a Distinct Pericoronary Adipose Tissue Radiomic Phenotype

(2020) Andrew Lin et al.   JACC-Cardiovascular Imaging

Machine learning integration of circulating and imaging biomarkers for explainable patient-specific prediction of cardiac events: A prospective study

(2020) Balaji K. Tamarappoo et al.   ATHEROSCLEROSIS

Deep Learning in Quantitative PET Myocardial Perfusion Imaging

(2019) Luis Eduardo Juarez-Orozco et al.   JACC-Cardiovascular Imaging

Machine learning to predict the long-term risk of myocardial infarction and cardiac death based on clinical risk, coronary calcium, and epicardial adipose tissue: a prospective study

(2019) Frederic Commandeur et al.   CARDIOVASCULAR RESEARCH

Combined evaluation of regional coronary artery calcium and myocardial perfusion by 82Rb PET/CT in the identification of obstructive coronary artery disease

(2018) Emilia Zampella et al.   EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING

Rationale and design of the REgistry of Fast Myocardial Perfusion Imaging with NExt generation SPECT (REFINE SPECT)

(2018) Piotr J. Slomka et al.   JOURNAL OF NUCLEAR CARDIOLOGY

Deep Learning for Prediction of Obstructive Disease From Fast Myocardial Perfusion SPECT

(2018) Julian Betancur et al.   JACC-Cardiovascular Imaging

Prognostic Value of Combined Clinical and Myocardial Perfusion Imaging Data Using Machine Learning

(2018) Julian Betancur et al.   JACC-Cardiovascular Imaging

Deep Learning Analysis of Upright-Supine High-Efficiency SPECT Myocardial Perfusion Imaging for Prediction of Obstructive Coronary Artery Disease: A Multicenter Study

(2018) Julian A Betancur et al.   JOURNAL OF NUCLEAR MEDICINE

Automatic determination of cardiovascular risk by CT attenuation correction maps in Rb-82 PET/CT

(2017) Ivana Išgum et al.   JOURNAL OF NUCLEAR CARDIOLOGY

2016 SCCT/STR guidelines for coronary artery calcium scoring of noncontrast noncardiac chest CT scans: A report of the Society of Cardiovascular Computed Tomography and Society of Thoracic Radiology

(2017) Harvey S. Hecht et al.   Journal of Cardiovascular Computed Tomography

Value of Progression of Coronary Artery Calcification for Risk Prediction of Coronary and Cardiovascular Events

(2017) Nils Lehmann et al.   CIRCULATION

Long-Term Prognosis After Coronary Artery Calcium Scoring Among Low-Intermediate Risk Women and MenCLINICAL PERSPECTIVE

(2016) Anita A. Kelkar et al.   Circulation-Cardiovascular Imaging

Prognostic Value of Coronary Artery Calcium Scoring in Addition to Single-Photon Emission Computed Tomographic Myocardial Perfusion Imaging in Symptomatic PatientsCLINICAL PERSPECTIVE

(2016) Elsemiek M. Engbers et al.   Circulation-Cardiovascular Imaging

Visual identification of coronary calcifications on attenuation correction CT improves diagnostic accuracy of SPECT/CT myocardial perfusion imaging

(2016) Nicholas D. Patchett et al.   JOURNAL OF NUCLEAR CARDIOLOGY

Automatic Coronary Calcium Scoring in Non-Contrast-Enhanced ECG-Triggered Cardiac CT With Ambiguity Detection

(2015) Jelmer M. Wolterink et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Combined Quantitative Assessment of Myocardial Perfusion and Coronary Artery Calcium Score by Hybrid 82Rb PET/CT Improves Detection of Coronary Artery Disease

(2015) Y. Brodov et al.   JOURNAL OF NUCLEAR MEDICINE

Single low-dose CT scan optimized for rest-stress PET attenuation correction and quantification of coronary artery calcium

(2014) Tyler S. Kaster et al.   JOURNAL OF NUCLEAR CARDIOLOGY

Measuring coronary artery calcification using positron emission tomography-computed tomography attenuation correction images

(2012) I. Mylonas et al.   European Heart Journal-Cardiovascular Imaging

Agreement of Visual Estimation of Coronary Artery Calcium From Low-Dose CT Attenuation Correction Scans in Hybrid PET/CT and SPECT/CT With Standard Agatston Score

(2010) Andrew J. Einstein et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Extensions of net reclassification improvement calculations to measure usefulness of new biomarkers

(2010) Michael J. Pencina et al.   STATISTICS IN MEDICINE

Estimating classification error rate: Repeated cross-validation, repeated hold-out and bootstrap

(2009) Ji-Hyun Kim   COMPUTATIONAL STATISTICS & DATA ANALYSIS

The Coronary Artery Calcium Score and Stress Myocardial Perfusion Imaging Provide Independent and Complementary Prediction of Cardiac Risk

(2009) Su Min Chang et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Coronary Calcium as a Predictor of Coronary Events in Four Racial or Ethnic Groups

(2008) Robert Detrano et al.   NEW ENGLAND JOURNAL OF MEDICINE