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Clinical applications of machine learning in cardiovascular disease and its relevance to cardiac imaging
Al’Aref, Subhi J, Anchouche, Khalil, Singh, Gurpreet, Slomka, Piotr J, Kolli, Kranthi K, Kumar, Amit, Pandey, Mohit, Maliakal, Gabriel, van Rosendael, Alexander R, Beecy, Ashley N, Berman, Daniel S, Leipsic, Jonathan, Nieman, Koen, Andreini, Daniele, Pontone, Gianluca, Schoepf, U Joseph, Shaw, Leslee J, Chang, Hyuk-Jae, Narula, Jagat, Bax, Jeroen J, Guan, Yuanfang, Min, James K
Published in European heart journal (21.06.2019)
Published in European heart journal (21.06.2019)
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Journal Article
Low-cost prototyping of nitinol wires/frames using polymeric cores and sacrificial fixtures with application in individualized frames anchoring through the atrial septum
Dulal, Hemanta, Swan, Trey, Al’Aref, Subhi J., Alaie, Seyedhamidreza
Published in Scientific reports (09.12.2023)
Published in Scientific reports (09.12.2023)
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Journal Article
Coronary Atherosclerotic Precursors of Acute Coronary Syndromes
Chang, Hyuk-Jae, Lin, Fay Y., Lee, Sang-Eun, Andreini, Daniele, Bax, Jeroen, Cademartiri, Filippo, Chinnaiyan, Kavitha, Chow, Benjamin J.W., Conte, Edoardo, Cury, Ricardo C., Feuchtner, Gudrun, Hadamitzky, Martin, Kim, Yong-Jin, Leipsic, Jonathon, Maffei, Erica, Marques, Hugo, Plank, Fabian, Pontone, Gianluca, Raff, Gilbert L., van Rosendael, Alexander R., Villines, Todd C., Weirich, Harald G., Al’Aref, Subhi J., Baskaran, Lohendran, Cho, Iksung, Danad, Ibrahim, Han, Donghee, Heo, Ran, Lee, Ji Hyun, Rivzi, Asim, Stuijfzand, Wijnand J., Gransar, Heidi, Lu, Yao, Sung, Ji Min, Park, Hyung-Bok, Berman, Daniel S., Budoff, Matthew J., Samady, Habib, Shaw, Leslee J., Stone, Peter H., Virmani, Renu, Narula, Jagat, Min, James K.
Published in Journal of the American College of Cardiology (05.06.2018)
Published in Journal of the American College of Cardiology (05.06.2018)
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Journal Article
An augmented reality system for image guidance of transcatheter procedures for structural heart disease
Liu, Jun, Al’Aref, Subhi J., Singh, Gurpreet, Caprio, Alexandre, Moghadam, Amir Ali Amiri, Jang, Sun-Joo, Wong, S. Chiu, Min, James K., Dunham, Simon, Mosadegh, Bobak
Published in PloS one (01.07.2019)
Published in PloS one (01.07.2019)
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Journal Article
Artificial Intelligence, Wearables and Remote Monitoring for Heart Failure: Current and Future Applications
Gautam, Nitesh, Ghanta, Sai, Mueller, Joshua, Mansour, Munthir, Chen, Zhongning, Puente, Clara, Ha, Yu, Tarun, Tushar, Dhar, Gaurav, Sivakumar, Kalai, Zhang, Yiye, Halimeh, Ahmed, Nakarmi, Ukash, Al-Kindi, Sadeer, DeMazumder, Deeptankar, Al’Aref, Subhi
Published in Diagnostics (Basel) (26.11.2022)
Published in Diagnostics (Basel) (26.11.2022)
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Journal Article
Machine Learning in Cardiovascular Risk Prediction and Precision Preventive Approaches
Gautam, Nitesh, Mueller, Joshua, Alqaisi, Omar, Gandhi, Tanmay, Malkawi, Abdallah, Tarun, Tushar, Alturkmani, Hani J., Zulqarnain, Muhammed Ali, Pontone, Gianluca, Al’Aref, Subhi J.
Published in Current atherosclerosis reports (01.12.2023)
Published in Current atherosclerosis reports (01.12.2023)
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Journal Article
Effect of sodium-glucose cotransporter 2 inhibitors on cardiovascular and kidney outcomes—Systematic review and meta-analysis of randomized placebo-controlled trials
Salah, Husam M., Al'Aref, Subhi J., Khan, Muhammad Shahzeb, Al-Hawwas, Malek, Vallurupalli, Srikanth, Mehta, Jawahar L., Mounsey, J Paul, Greene, Stephen J., McGuire, Darren K., Lopes, Renato D., Fudim, Marat
Published in The American heart journal (01.02.2021)
Published in The American heart journal (01.02.2021)
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Journal Article
Racial and Ethnic Differences in the Association Between Statin Use and the Risk of Ocular Hypertension and Open-Angle Glaucoma
Elhusseiny, Abdelrahman M., Eleiwa, Taher K., Dihan, Qais A., Chauhan, Muhammad Z., Al’Aref, Subhi J., Lee, Richard K.
Published in American journal of ophthalmology (01.08.2025)
Published in American journal of ophthalmology (01.08.2025)
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Journal Article
Society of Cardiovascular Computed Tomography / North American Society of Cardiovascular Imaging – Expert Consensus Document on Coronary CT Imaging of Atherosclerotic Plaque
Shaw, Leslee J., Blankstein, Ron, Bax, Jeroen J., Ferencik, Maros, Bittencourt, Marcio Sommer, Min, James K., Berman, Daniel S., Leipsic, Jonathon, Villines, Todd C., Dey, Damini, Al’Aref, Subhi, Williams, Michelle C, Lin, Fay, Baskaran, Lohendran, Litt, Harold, Litmanovich, Diana, Cury, Ricardo, Gianni, Umberto, van den Hoogen, Inge, R. van Rosendael, Alexander, Budoff, Matthew, Chang, Hyuk-Jae, E. Hecht, Harvey, Feuchtner, Gudrun, Ahmadi, Amir, Ghoshajra, Brian B., Newby, David, Chandrashekhar, Y.S., Narula, Jagat
Published in Journal of cardiovascular computed tomography (01.03.2021)
Published in Journal of cardiovascular computed tomography (01.03.2021)
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Journal Article
Comparing a novel machine learning method to the Friedewald formula and Martin-Hopkins equation for low-density lipoprotein estimation
Singh, Gurpreet, Hussain, Yasin, Xu, Zhuoran, Sholle, Evan, Michalak, Kelly, Dolan, Kristina, Lee, Benjamin C., van Rosendael, Alexander R., Fatima, Zahra, Peña, Jessica M., Wilson, Peter W. F., Gotto, Antonio M., Shaw, Leslee J., Baskaran, Lohendran, Al’Aref, Subhi J.
Published in PloS one (30.09.2020)
Published in PloS one (30.09.2020)
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Journal Article
Promises and challenges of machine learning for device therapy in heart failure
Gautam, Nitesh, Mounsey, John Paul, Yeh, Edward T H, Al’Aref, Subhi J
Published in European heart journal (07.05.2023)
Published in European heart journal (07.05.2023)
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Journal Article
Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine
Jin, Qiao, Chen, Fangyuan, Zhou, Yiliang, Xu, Ziyang, Cheung, Justin M., Chen, Robert, Summers, Ronald M., Rousseau, Justin F., Ni, Peiyun, Landsman, Marc J., Baxter, Sally L., Al’Aref, Subhi J., Li, Yijia, Chen, Alexander, Brejt, Josef A., Chiang, Michael F., Peng, Yifan, Lu, Zhiyong
Published in NPJ digital medicine (23.07.2024)
Published in NPJ digital medicine (23.07.2024)
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Journal Article
Efficacy and safety of sodium-glucose cotransporter 2 inhibitors initiation in patients with acute heart failure, with and without type 2 diabetes: a systematic review and meta-analysis
Salah, Husam M., Al’Aref, Subhi J., Khan, Muhammad Shahzeb, Al-Hawwas, Malek, Vallurupalli, Srikanth, Mehta, Jawahar L., Mounsey, J. Paul, Greene, Stephen J., McGuire, Darren K., Lopes, Renato D., Fudim, Marat
Published in Cardiovascular diabetology (05.02.2022)
Published in Cardiovascular diabetology (05.02.2022)
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Journal Article
Extraction of radiographic findings from unstructured thoracoabdominal computed tomography reports using convolutional neural network based natural language processing
Pandey, Mohit, Xu, Zhuoran, Sholle, Evan, Maliakal, Gabriel, Singh, Gurpreet, Fatima, Zahra, Larine, Daria, Lee, Benjamin C., Wang, Jing, van Rosendael, Alexander R., Baskaran, Lohendran, Shaw, Leslee J., Min, James K., Al’Aref, Subhi J.
Published in PloS one (30.07.2020)
Published in PloS one (30.07.2020)
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Journal Article
Mining multi-center heterogeneous medical data with distributed synthetic learning
Chang, Qi, Yan, Zhennan, Zhou, Mu, Qu, Hui, He, Xiaoxiao, Zhang, Han, Baskaran, Lohendran, Al’Aref, Subhi, Li, Hongsheng, Zhang, Shaoting, Metaxas, Dimitris N.
Published in Nature communications (07.09.2023)
Published in Nature communications (07.09.2023)
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Journal Article
Use of Mechanical Circulatory Support in Patients Undergoing Percutaneous Coronary Intervention: Insights From the National Cardiovascular Data Registry
Sandhu, Amneet, McCoy, Lisa A., Negi, Smita I., Hameed, Irfan, Atri, Prashant, Al’Aref, Subhi J., Curtis, Jeptha, McNulty, Ed, Anderson, H. Vernon, Shroff, Adhir, Menegus, Mark, Swaminathan, Rajesh V., Gurm, Hitinder, Messenger, John, Wang, Tracy, Bradley, Steven M.
Published in Circulation (New York, N.Y.) (29.09.2015)
Published in Circulation (New York, N.Y.) (29.09.2015)
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Journal Article
Association Between Chronic Oral Nitrate Use and the Risk of Ocular Hypertension and Open-Angle Glaucoma
ELHUSSEINY, ABDELRAHMAN M., ELEIWA, TAHER K., DARWICH, RAMI, EADIE, BRENNAN, ETMINAN, MAHYAR, CHAUHAN, MUHAMMAD Z., DIHAN, QAIS A., AYOUBI, MOHAMMAD, AL’AREF, SUBHI J., LEE, RICHARD K.
Published in American journal of ophthalmology (01.11.2025)
Published in American journal of ophthalmology (01.11.2025)
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Journal Article
Exploring the feasibility of using artificial intelligence to simulate the placebo arm of randomized clinical trials
Gautam, Nitesh, Elhusseiny, Abdelrahman M, Mansour, Munthir, Mehta, Jawahar L, Andersen, Olaf S, Peng, Yifan, Al’Aref, Subhi J
Published in Postgraduate medical journal (19.06.2025)
Published in Postgraduate medical journal (19.06.2025)
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Journal Article