Deep Learning Analysis of Upright-Supine High-Efficiency SPECT Myocardial Perfusion Imaging for Prediction of Obstructive Coronary Artery Disease: A Multicenter Study
Betancur, Julian, Hu, Lien-Hsin, Commandeur, Frederic, Sharir, Tali, Einstein, Andrew J, Fish, Mathews B, Ruddy, Terrence D, Kaufmann, Philipp A, Sinusas, Albert J, Miller, Edward J, Bateman, Timothy M, Dorbala, Sharmila, Di Carli, Marcelo, Germano, Guido, Otaki, Yuka, Liang, Joanna X, Tamarappoo, Balaji K, Dey, Damini, Berman, Daniel S, Slomka, Piotr J
Published in Journal of Nuclear Medicine (01.05.2019)
Published in Journal of Nuclear Medicine (01.05.2019)
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Machine learning predicts per-vessel early coronary revascularization after fast myocardial perfusion SPECT: results from multicentre REFINE SPECT registry
Hu, Lien-Hsin, Betancur, Julian, Sharir, Tali, Einstein, Andrew J, Bokhari, Sabahat, Fish, Mathews B, Ruddy, Terrence D, Kaufmann, Philipp A, Sinusas, Albert J, Miller, Edward J, Bateman, Timothy M, Dorbala, Sharmila, Di Carli, Marcelo, Germano, Guido, Commandeur, Frederic, Liang, Joanna X, Otaki, Yuka, Tamarappoo, Balaji K, Dey, Damini, Berman, Daniel S, Slomka, Piotr J
Published in European heart journal cardiovascular imaging (01.05.2020)
Published in European heart journal cardiovascular imaging (01.05.2020)
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Determining a minimum set of variables for machine learning cardiovascular event prediction: results from REFINE SPECT registry
Rios, Richard, Miller, Robert J H, Hu, Lien Hsin, Otaki, Yuka, Singh, Ananya, Diniz, Marcio, Sharir, Tali, Einstein, Andrew J, Fish, Mathews B, Ruddy, Terrence D, Kaufmann, Philipp A, Sinusas, Albert J, Miller, Edward J, Bateman, Timothy M, Dorbala, Sharmila, DiCarli, Marcelo, Van Kriekinge, Serge, Kavanagh, Paul, Parekh, Tejas, Liang, Joanna X, Dey, Damini, Berman, Daniel S, Slomka, Piotr
Published in Cardiovascular research (20.07.2022)
Published in Cardiovascular research (20.07.2022)
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Predicting mortality from AI cardiac volumes mass and coronary calcium on chest computed tomography
Miller, Robert J. H., Killekar, Aditya, Shanbhag, Aakash, Bednarski, Bryan, Michalowska, Anna M., Ruddy, Terrence D., Einstein, Andrew J., Newby, David E., Lemley, Mark, Pieszko, Konrad, Van Kriekinge, Serge D., Kavanagh, Paul B., Liang, Joanna X., Huang, Cathleen, Dey, Damini, Berman, Daniel S., Slomka, Piotr J.
Published in Nature communications (29.03.2024)
Published in Nature communications (29.03.2024)
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Journal Article
AI-derived epicardial fat measurements improve cardiovascular risk prediction from myocardial perfusion imaging
Miller, Robert J. H., Shanbhag, Aakash, Killekar, Aditya, Lemley, Mark, Bednarski, Bryan, Van Kriekinge, Serge D., Kavanagh, Paul B., Feher, Attila, Miller, Edward J., Einstein, Andrew J., Ruddy, Terrence D., Liang, Joanna X., Builoff, Valerie, Berman, Daniel S., Dey, Damini, Slomka, Piotr J.
Published in NPJ digital medicine (03.02.2024)
Published in NPJ digital medicine (03.02.2024)
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Journal Article
Time and event-specific deep learning for personalized risk assessment after cardiac perfusion imaging
Pieszko, Konrad, Shanbhag, Aakash D., Singh, Ananya, Hauser, M. Timothy, Miller, Robert J. H., Liang, Joanna X., Motwani, Manish, Kwieciński, Jacek, Sharir, Tali, Einstein, Andrew J., Fish, Mathews B., Ruddy, Terrence D., Kaufmann, Philipp A., Sinusas, Albert J., Miller, Edward J., Bateman, Timothy M., Dorbala, Sharmila, Di Carli, Marcelo, Berman, Daniel S., Dey, Damini, Slomka, Piotr J.
Published in NPJ digital medicine (01.05.2023)
Published in NPJ digital medicine (01.05.2023)
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Journal Article
Clinical Deployment of Explainable Artificial Intelligence of SPECT for Diagnosis of Coronary Artery Disease
Otaki, Yuka, Singh, Ananya, Kavanagh, Paul, Miller, Robert J.H., Parekh, Tejas, Tamarappoo, Balaji K., Sharir, Tali, Einstein, Andrew J., Fish, Mathews B., Ruddy, Terrence D., Kaufmann, Philipp A., Sinusas, Albert J., Miller, Edward J., Bateman, Timothy M., Dorbala, Sharmila, Di Carli, Marcelo, Cadet, Sebastien, Liang, Joanna X., Dey, Damini, Berman, Daniel S., Slomka, Piotr J.
Published in JACC. Cardiovascular imaging (01.06.2022)
Published in JACC. Cardiovascular imaging (01.06.2022)
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Journal Article
Reproducibility of quantitative coronary calcium scoring from PET/CT attenuation maps: comparison to ECG-gated CT scans
Pieszko, Konrad, Shanbhag, Aakash D., Lemley, Mark, Hyun, Mark, Van Kriekinge, Serge, Otaki, Yuka, Liang, Joanna X., Berman, Daniel S., Dey, Damini, Slomka, Piotr J.
Published in European journal of nuclear medicine and molecular imaging (01.10.2022)
Published in European journal of nuclear medicine and molecular imaging (01.10.2022)
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Journal Article
Deep Learning Coronary Artery Calcium Scores from SPECT/CT Attenuation Maps Improve Prediction of Major Adverse Cardiac Events
Miller, Robert J H, Pieszko, Konrad, Shanbhag, Aakash, Feher, Attila, Lemley, Mark, Killekar, Aditya, Kavanagh, Paul B, Van Kriekinge, Serge D, Liang, Joanna X, Huang, Cathleen, Miller, Edward J, Bateman, Timothy, Berman, Daniel S, Dey, Damini, Slomka, Piotr J
Published in Journal of Nuclear Medicine (01.04.2023)
Published in Journal of Nuclear Medicine (01.04.2023)
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Journal Article
Deep Learning-Based Attenuation Correction Improves Diagnostic Accuracy of Cardiac SPECT
Shanbhag, Aakash D, Miller, Robert J H, Pieszko, Konrad, Lemley, Mark, Kavanagh, Paul, Feher, Attila, Miller, Edward J, Sinusas, Albert J, Kaufmann, Philipp A, Han, Donghee, Huang, Cathleen, Liang, Joanna X, Berman, Daniel S, Dey, Damini, Slomka, Piotr J
Published in Journal of Nuclear Medicine (01.03.2023)
Published in Journal of Nuclear Medicine (01.03.2023)
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Journal Article
5-Year Prognostic Value of Quantitative Versus Visual MPI in Subtle Perfusion Defects: Results From REFINE SPECT
Otaki, Yuka, Betancur, Julian, Sharir, Tali, Hu, Lien-Hsin, Gransar, Heidi, Liang, Joanna X, Azadani, Peyman N, Einstein, Andrew J, Fish, Mathews B, Ruddy, Terrence D, Kaufmann, Philipp A, Sinusas, Albert J, Miller, Edward J, Bateman, Timothy M, Dorbala, Sharmila, Di Carli, Marcelo, Tamarappoo, Balaji K, Germano, Guido, Dey, Damini, Berman, Daniel S, Slomka, Piotr J
Published in JACC. Cardiovascular imaging (01.03.2020)
Published in JACC. Cardiovascular imaging (01.03.2020)
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Journal Article
Explainable Deep Learning Improves Physician Interpretation of Myocardial Perfusion Imaging
Miller, Robert J H, Kuronuma, Keiichiro, Singh, Ananya, Otaki, Yuka, Hayes, Sean, Chareonthaitawee, Panithaya, Kavanagh, Paul, Parekh, Tejas, Tamarappoo, Balaji K, Sharir, Tali, Einstein, Andrew J, Fish, Mathews B, Ruddy, Terrence D, Kaufmann, Philipp A, Sinusas, Albert J, Miller, Edward J, Bateman, Timothy M, Dorbala, Sharmila, Carli, Marcelo Di, Cadet, Sebastien, Liang, Joanna X, Dey, Damini, Berman, Daniel S, Slomka, Piotr J
Published in Journal of Nuclear Medicine (01.11.2022)
Published in Journal of Nuclear Medicine (01.11.2022)
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Journal Article
Deep Learning-Enabled Quantification of 99m Tc-Pyrophosphate SPECT/CT for Cardiac Amyloidosis
Miller, Robert J H, Shanbhag, Aakash, Michalowska, Anna M, Kavanagh, Paul, Liang, Joanna X, Builoff, Valerie, Fine, Nowell M, Dey, Damini, Berman, Daniel S, Slomka, Piotr J
Published in Journal of Nuclear Medicine (01.07.2024)
Published in Journal of Nuclear Medicine (01.07.2024)
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Journal Article
Deep Learning of Coronary Calcium Scores From PET/CT Attenuation Maps Accurately Predicts Adverse Cardiovascular Events
Pieszko, Konrad, Shanbhag, Aakash, Killekar, Aditya, Miller, Robert J.H., Lemley, Mark, Otaki, Yuka, Singh, Ananya, Kwiecinski, Jacek, Gransar, Heidi, Van Kriekinge, Serge D., Kavanagh, Paul B., Miller, Edward J., Bateman, Timothy, Liang, Joanna X., Berman, Daniel S., Dey, Damini, Slomka, Piotr J.
Published in JACC. Cardiovascular imaging (01.05.2023)
Published in JACC. Cardiovascular imaging (01.05.2023)
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Journal Article
Artificial intelligence for disease diagnosis and risk prediction in nuclear cardiology
Miller, Robert J.H., Huang, Cathleen, Liang, Joanna X., Slomka, Piotr J.
Published in Journal of nuclear cardiology (01.08.2022)
Published in Journal of nuclear cardiology (01.08.2022)
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Journal Article
AI-Defined Cardiac Anatomy Improves Risk Stratification of Hybrid Perfusion Imaging
Miller, Robert J.H., Shanbhag, Aakash, Killekar, Aditya, Lemley, Mark, Bednarski, Bryan, Kavanagh, Paul B., Feher, Attila, Miller, Edward J., Bateman, Timothy, Builoff, Valerie, Liang, Joanna X., Newby, David E., Dey, Damini, Berman, Daniel S., Slomka, Piotr J.
Published in JACC. Cardiovascular imaging (01.07.2024)
Published in JACC. Cardiovascular imaging (01.07.2024)
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Journal Article
Rationale and design of the REgistry of Fast Myocardial Perfusion Imaging with NExt generation SPECT (REFINE SPECT)
Slomka, Piotr J., Betancur, Julian, Liang, Joanna X., Otaki, Yuka, Hu, Lien-Hsin, Sharir, Tali, Dorbala, Sharmila, Di Carli, Marcelo, Fish, Mathews B., Ruddy, Terrence D., Bateman, Timothy M., Einstein, Andrew J., Kaufmann, Philipp A., Miller, Edward J., Sinusas, Albert J., Azadani, Peyman N., Gransar, Heidi, Tamarappoo, Balaji K., Dey, Damini, Berman, Daniel S., Germano, Guido
Published in Journal of nuclear cardiology (01.06.2020)
Published in Journal of nuclear cardiology (01.06.2020)
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Journal Article
Prognostically safe stress-only single-photon emission computed tomography myocardial perfusion imaging guided by machine learning: report from REFINE SPECT
Hu, Lien-Hsin, Miller, Robert J H, Sharir, Tali, Commandeur, Frederic, Rios, Richard, Einstein, Andrew J, Fish, Mathews B, Ruddy, Terrence D, Kaufmann, Philipp A, Sinusas, Albert J, Miller, Edward J, Bateman, Timothy M, Dorbala, Sharmila, Di Carli, Marcelo, Liang, Joanna X, Eisenberg, Evann, Dey, Damini, Berman, Daniel S, Slomka, Piotr J
Published in European heart journal cardiovascular imaging (10.05.2021)
Published in European heart journal cardiovascular imaging (10.05.2021)
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The Updated Registry of Fast Myocardial Perfusion Imaging with Next-Generation SPECT (REFINE SPECT 2.0)
Miller, Robert J H, Lemley, Mark, Shanbhag, Aakash, Ramirez, Giselle, Liang, Joanna X, Builoff, Valerie, Kavanagh, Paul, Sharir, Tali, Hauser, M Timothy, Ruddy, Terrence D, Fish, Mathews B, Bateman, Timothy M, Acampa, Wanda, Einstein, Andrew J, Dorbala, Sharmila, Di Carli, Marcelo F, Feher, Attila, Miller, Edward J, Sinusas, Albert J, Halcox, Julian, Martins, Monica, Kaufmann, Philipp A, Dey, Damini, Berman, Daniel S, Slomka, Piotr J
Published in Journal of Nuclear Medicine (03.10.2024)
Published in Journal of Nuclear Medicine (03.10.2024)
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