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Page 1
Identification and Quantification of Cardiovascular Structures From CCTA: An End-to-End, Rapid, Pixel-Wise, Deep-Learning Method.
Baskaran L, Maliakal G, Al'Aref SJ, Singh G, Xu Z, Michalak K, Dolan K, Gianni U, van Rosendael A, van den Hoogen I, Han D, Stuijfzand W, Pandey M, Lee BC, Lin F, Pontone G, Knaapen P, Marques H, Bax J, Berman D, Chang HJ, Shaw LJ, Min JK. Baskaran L, et al. Among authors: maliakal g. JACC Cardiovasc Imaging. 2020 May;13(5):1163-1171. doi: 10.1016/j.jcmg.2019.08.025. Epub 2019 Oct 11. JACC Cardiovasc Imaging. 2020. PMID: 31607673 Free article.
Maximization of the usage of coronary CTA derived plaque information using a machine learning based algorithm to improve risk stratification; insights from the CONFIRM registry.
van Rosendael AR, Maliakal G, Kolli KK, Beecy A, Al'Aref SJ, Dwivedi A, Singh G, Panday M, Kumar A, Ma X, Achenbach S, Al-Mallah MH, Andreini D, Bax JJ, Berman DS, Budoff MJ, Cademartiri F, Callister TQ, Chang HJ, Chinnaiyan K, Chow BJW, Cury RC, DeLago A, Feuchtner G, Hadamitzky M, Hausleiter J, Kaufmann PA, Kim YJ, Leipsic JA, Maffei E, Marques H, Pontone G, Raff GL, Rubinshtein R, Shaw LJ, Villines TC, Gransar H, Lu Y, Jones EC, Peña JM, Lin FY, Min JK. van Rosendael AR, et al. Among authors: maliakal g. J Cardiovasc Comput Tomogr. 2018 May-Jun;12(3):204-209. doi: 10.1016/j.jcct.2018.04.011. Epub 2018 Apr 30. J Cardiovasc Comput Tomogr. 2018. PMID: 29753765
Machine learning in cardiac CT: Basic concepts and contemporary data.
Singh G, Al'Aref SJ, Van Assen M, Kim TS, van Rosendael A, Kolli KK, Dwivedi A, Maliakal G, Pandey M, Wang J, Do V, Gummalla M, De Cecco CN, Min JK. Singh G, et al. Among authors: maliakal g. J Cardiovasc Comput Tomogr. 2018 May-Jun;12(3):192-201. doi: 10.1016/j.jcct.2018.04.010. Epub 2018 Apr 30. J Cardiovasc Comput Tomogr. 2018. PMID: 29754806 Review.
Clinical applications of machine learning in cardiovascular disease and its relevance to cardiac imaging.
Al'Aref SJ, Anchouche K, Singh G, Slomka PJ, Kolli KK, Kumar A, Pandey M, Maliakal G, van Rosendael AR, Beecy AN, Berman DS, Leipsic J, Nieman K, Andreini D, Pontone G, Schoepf UJ, Shaw LJ, Chang HJ, Narula J, Bax JJ, Guan Y, Min JK. Al'Aref SJ, et al. Among authors: maliakal g. Eur Heart J. 2019 Jun 21;40(24):1975-1986. doi: 10.1093/eurheartj/ehy404. Eur Heart J. 2019. PMID: 30060039 Review.
Machine learning of clinical variables and coronary artery calcium scoring for the prediction of obstructive coronary artery disease on coronary computed tomography angiography: analysis from the CONFIRM registry.
Al'Aref SJ, Maliakal G, Singh G, van Rosendael AR, Ma X, Xu Z, Alawamlh OAH, Lee B, Pandey M, Achenbach S, Al-Mallah MH, Andreini D, Bax JJ, Berman DS, Budoff MJ, Cademartiri F, Callister TQ, Chang HJ, Chinnaiyan K, Chow BJW, Cury RC, DeLago A, Feuchtner G, Hadamitzky M, Hausleiter J, Kaufmann PA, Kim YJ, Leipsic JA, Maffei E, Marques H, Gonçalves PA, Pontone G, Raff GL, Rubinshtein R, Villines TC, Gransar H, Lu Y, Jones EC, Peña JM, Lin FY, Min JK, Shaw LJ. Al'Aref SJ, et al. Among authors: maliakal g. Eur Heart J. 2020 Jan 14;41(3):359-367. doi: 10.1093/eurheartj/ehz565. Eur Heart J. 2020. PMID: 31513271 Free PMC article.
Automatic segmentation of multiple cardiovascular structures from cardiac computed tomography angiography images using deep learning.
Baskaran L, Al'Aref SJ, Maliakal G, Lee BC, Xu Z, Choi JW, Lee SE, Sung JM, Lin FY, Dunham S, Mosadegh B, Kim YJ, Gottlieb I, Lee BK, Chun EJ, Cademartiri F, Maffei E, Marques H, Shin S, Choi JH, Chinnaiyan K, Hadamitzky M, Conte E, Andreini D, Pontone G, Budoff MJ, Leipsic JA, Raff GL, Virmani R, Samady H, Stone PH, Berman DS, Narula J, Bax JJ, Chang HJ, Min JK, Shaw LJ. Baskaran L, et al. Among authors: maliakal g. PLoS One. 2020 May 6;15(5):e0232573. doi: 10.1371/journal.pone.0232573. eCollection 2020. PLoS One. 2020. PMID: 32374784 Free PMC article.
A Boosted Ensemble Algorithm for Determination of Plaque Stability in High-Risk Patients on Coronary CTA.
Al'Aref SJ, Singh G, Choi JW, Xu Z, Maliakal G, van Rosendael AR, Lee BC, Fatima Z, Andreini D, Bax JJ, Cademartiri F, Chinnaiyan K, Chow BJW, Conte E, Cury RC, Feuchtner G, Hadamitzky M, Kim YJ, Lee SE, Leipsic JA, Maffei E, Marques H, Plank F, Pontone G, Raff GL, Villines TC, Weirich HG, Cho I, Danad I, Han D, Heo R, Lee JH, Rizvi A, Stuijfzand WJ, Gransar H, Lu Y, Sung JM, Park HB, Berman DS, Budoff MJ, Samady H, Stone PH, Virmani R, Narula J, Chang HJ, Lin FY, Baskaran L, Shaw LJ, Min JK. Al'Aref SJ, et al. Among authors: maliakal g. JACC Cardiovasc Imaging. 2020 Oct;13(10):2162-2173. doi: 10.1016/j.jcmg.2020.03.025. Epub 2020 Jul 15. JACC Cardiovasc Imaging. 2020. PMID: 32682719 Free article.
Extraction of radiographic findings from unstructured thoracoabdominal computed tomography reports using convolutional neural network based natural language processing.
Pandey M, Xu Z, Sholle E, Maliakal G, Singh G, Fatima Z, Larine D, Lee BC, Wang J, van Rosendael AR, Baskaran L, Shaw LJ, Min JK, Al'Aref SJ. Pandey M, et al. Among authors: maliakal g. PLoS One. 2020 Jul 30;15(7):e0236827. doi: 10.1371/journal.pone.0236827. eCollection 2020. PLoS One. 2020. PMID: 32730362 Free PMC article.
Mortality impact of low CAC density predominantly occurs in early atherosclerosis: explainable ML in the CAC consortium.
Lin FY, Goebel BP, Lee BC, Lu Y, Baskaran L, Yoon YE, Maliakal GT, Gianni U, Bax AM, Sengupta PP, Slomka PJ, Dey DS, Rozanski A, Han D, Berman DS, Budoff MJ, Miedema MD, Nasir K, Rumberger J, Whelton SP, Blaha MJ, Shaw LJ. Lin FY, et al. Among authors: maliakal gt. J Cardiovasc Comput Tomogr. 2023 Jan-Feb;17(1):28-33. doi: 10.1016/j.jcct.2022.10.001. Epub 2022 Nov 12. J Cardiovasc Comput Tomogr. 2023. PMID: 36376147
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