Machine learning-based marker for coronary artery disease: derivation and validation in two longitudinal cohorts

Coronary Risk Estimation Based on Clinical Data in Electronic Health Records

(2022) Ben O. Petrazzini et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Artificial intelligence-enabled detection and assessment of Parkinson’s disease using nocturnal breathing signals

(2022) Yuzhe Yang et al.   NATURE MEDICINE

SCORE2 risk prediction algorithms: new models to estimate 10-year risk of cardiovascular disease in Europe

(2021) et al.   EUROPEAN HEART JOURNAL

Personalized profiles for disease risk must capture all facets of health

(2021) Mark McCarthy et al.   NATURE

Performance of a Machine Learning Algorithm Using Electronic Health Record Data to Identify and Estimate Survival in a Longitudinal Cohort of Patients With Lung Cancer

(2021) Qianyu Yuan et al.   JAMA Network Open

Quantitative disease risk scores from EHR with applications to clinical risk stratification and genetic studies

(2021) Danqing Xu et al.   npj Digital Medicine

The Potential and Pitfalls of Coronary Artery Calcium Scoring

(2021) Sadiya S. Khan et al.   JAMA Cardiology

Association of Age With the Diagnostic Value of Coronary Artery Calcium Score for Ruling Out Coronary Stenosis in Symptomatic Patients

(2021) Martin Bødtker Mortensen et al.   JAMA Cardiology

Risk Factor Burden and Long‐Term Prognosis of Patients With Premature Coronary Artery Disease

(2020) Michel Zeitouni et al.   Journal of the American Heart Association

Association of Sleep Duration and Quality With Subclinical Atherosclerosis

(2019) Fernando Domínguez et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Machine Learning in Medicine

(2019) Alvin Rajkomar et al.   NEW ENGLAND JOURNAL OF MEDICINE

The myth of ‘stable’ coronary artery disease

(2019) Keith A. A. Fox et al.   Nature Reviews Cardiology

2019 ESC Guidelines for the diagnosis and management of chronic coronary syndromes

(2019) Juhani Knuuti et al.   EUROPEAN HEART JOURNAL

2018 ESC/EACTS Guidelines on myocardial revascularization

(2018) Franz-Josef Neumann et al.   EUROPEAN HEART JOURNAL

Genome-wide polygenic scores for common diseases identify individuals with risk equivalent to monogenic mutations

(2018) Amit V. Khera et al.   NATURE GENETICS

Potential Biases in Machine Learning Algorithms Using Electronic Health Record Data

(2018) Milena A. Gianfrancesco et al.   JAMA Internal Medicine

Machine learning methodologies versus cardiovascular risk scores, in predicting disease risk

(2018) Alexandros C. Dimopoulos et al.   BMC Medical Research Methodology

Fourth Universal Definition of Myocardial Infarction (2018)

(2018) Kristian Thygesen et al.   CIRCULATION

Genomic Risk Prediction of Coronary Artery Disease in 480,000 Adults

(2018) Michael Inouye et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

The UK Biobank resource with deep phenotyping and genomic data

(2018) Clare Bycroft et al.   NATURE

Lost in Thought — The Limits of the Human Mind and the Future of Medicine

(2017) Ziad Obermeyer et al.   NEW ENGLAND JOURNAL OF MEDICINE

Cardiovascular risk in post-myocardial infarction patients: nationwide real world data demonstrate the importance of a long-term perspective

(2015) Tomas Jernberg et al.   EUROPEAN HEART JOURNAL

Identification of type 2 diabetes subgroups through topological analysis of patient similarity

(2015) Li Li et al.   Science Translational Medicine

Estimated glomerular filtration rate and albuminuria for prediction of cardiovascular outcomes: a collaborative meta-analysis of individual participant data

(2015) Kunihiro Matsushita et al.   Lancet Diabetes & Endocrinology

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

Extent, Location, and Clinical Significance of Non–Infarct-Related Coronary Artery Disease Among Patients With ST-Elevation Myocardial Infarction

(2014) Duk-Woo Park et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Nonobstructive Coronary Artery Disease and Risk of Myocardial Infarction

(2014) Thomas M. Maddox et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

2014 ACC/AHA/AATS/PCNA/SCAI/STS Focused Update of the Guideline for the Diagnosis and Management of Patients With Stable Ischemic Heart Disease

(2014) Stephan D. Fihn et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

2013 ACC/AHA Guideline on the Assessment of Cardiovascular Risk

(2013) David C. Goff et al.   JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY

Sudden Cardiac Death Caused by Coronary Heart Disease

(2012) Robert J. Myerburg et al.   CIRCULATION

pROC: an open-source package for R and S+ to analyze and compare ROC curves

(2011) Xavier Robin et al.   BMC BIOINFORMATICS

AHA/ACCF Secondary Prevention and Risk Reduction Therapy for Patients With Coronary and Other Atherosclerotic Vascular Disease: 2011 Update

(2011) Sidney C. Smith et al.   CIRCULATION

Genetic Background of Patients from a University Medical Center in Manhattan: Implications for Personalized Medicine

(2011) Bamidele O. Tayo et al.   PLoS One

Heterogeneity of the Phenotypic Definition of Coronary Artery Disease and Its Impact on Genetic Association Studies

(2010) Georgios D. Kitsios et al.   Circulation-Cardiovascular Genetics

What are biomarkers?

(2010) Kyle Strimbu et al.   Current Opinion in HIV and AIDS

Complexity of Coronary Vasculature Predicts Outcome of Surgery for Left Main Disease

(2009) Özcan Birim et al.   ANNALS OF THORACIC SURGERY

Common disorders are quantitative traits

(2009) Robert Plomin et al.   NATURE REVIEWS GENETICS

Beyond Established and Novel Risk Factors

(2008) Dariush Mozaffarian et al.   CIRCULATION