https://m2.mtmt.hu/ hun 2026-09-20 17:32 JournalArticle 31963323 VALIDATED true Funding Agency and Grant Number: National Heart, Lung, and Blood Institute; [1R01HL133616]; [1R01HL148787-01A1] Funding text: Supported in part by the National Heart, Lung, and Blood Institute (grants 1R01HL133616 and 1R01HL148787-01A1) . 0 false 2026-07-24T07:30:02.472+0000 2023-03-07T08:00:05.597+0000 2021-04-13T15:13:49.855+0000 true 10074827 xBesenyődi xSzonja /api/admin/10074827 Admin true 2026-03-03T08:31:59.489+0000 2026-03-03T08:31:59.489+0000 2023-03-07T08:00:05.835+0000 true 10062250 Molnár-Taga Márta /api/admin/10062250 Admin true 10062250 true false true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle true 1134514 Survey paper true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle /api/subtype/1134514 Összefoglaló cikk SubType 102 true 1134514 true 1 /api/category/1 Category true 1 Lin, Andrew Artificial Intelligence in Cardiovascular Imaging for Risk Stratification in Coronary Artery Disease. true true /api/journal/20069130 REVIEWED true false false 20069130 true 2638-6135 2638-6135 Journal FOREIGN 3 1 e200512 e200512 13 2021 Artificial intelligence (AI) describes the use of computational techniques to perform tasks that normally require human cognition. Machine learning and deep learning are subfields of AI that are increasingly being applied to cardiovascular imaging for risk stratification. Deep learning algorithms can accurately quantify prognostic biomarkers from image data. Additionally, conventional or AI-based imaging parameters can be combined with clinical data using machine learning models for individualized risk prediction. The aim of this review is to provide a comprehensive review of state-of-the-art AI applications across various noninvasive imaging modalities (coronary artery calcium scoring CT, coronary CT angiography, and nuclear myocardial perfusion imaging) for the quantification of cardiovascular risk in coronary artery disease. © RSNA, 2021. true 2021 true true true false true false NONE 2026-07-24 false 99 0 99 90 3 97 98 86 94 99 99 90 90 90 9 0 99 90 99 90 0 7 7 Folyóiratcikk Journal Article 24 93 Könyvrészlet Chapter in Book 25 6 Könyv Book 23 0 Egyéb konferenciaközlemény Conference paper 31 0 Egyéb konferenciakötet Conference proceedings 32 0 Oltalmi formák Protection forms 26 0 Disszertáció Thesis 28 0 Egyéb Miscellaneous 29 0 Alkotás Achievement 22 0 Kutatási adat Research data 33 0 Folyóiratcikk Journal Article 24 0 0 0 Könyvrészlet Chapter in Book 25 0 0 0 Könyv Book 23 0 0 0 Egyéb konferenciaközlemény Conference paper 31 0 0 0 Egyéb konferenciakötet Conference proceedings 32 0 0 0 Oltalmi formák Protection forms 26 0 0 0 Disszertáció Thesis 28 0 0 0 Egyéb Miscellaneous 29 0 0 0 Alkotás Achievement 22 0 0 0 Kutatási adat Research data 33 0 0 0 2021 0 9 8 9 8 2022 0 14 12 14 12 2023 0 22 19 22 19 2024 0 26 24 26 24 2025 0 19 19 19 19 2026 0 9 8 9 8 D1 false false false false 2021-04-12T15:14:02.617+0000 MTA-SE Lendület Kardiovaszkuláris Képalkotó Kut... (SE / AOK / K / OKK); Orvosi Képalkotó Klinika (SE / AOK / K) 2 26 2 7 0 false Language 10002 /api/language/10002 Angol English true 2 true PersonAuthorship 95969188 /api/authorship/95969188 1 0.14285715 true false false Lin Andrew true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 95969189 /api/authorship/95969189 2 0.143 false false false Author 10050627 /api/author/10050627 Kolossváry Márton József true 10050627 true Kolossváry Márton true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 95969190 /api/authorship/95969190 3 0.14285715 false false false Motwani Manish true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 95969191 /api/authorship/95969191 4 0.14285715 false false false Išgum Ivana true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 95969192 /api/authorship/95969192 5 0.143 false false false Author 10019530 /api/author/10019530 Maurovich-Horvat Pál true 10019530 true Maurovich-Horvat Pál true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 95969193 /api/authorship/95969193 6 0.14285715 false false false Slomka Piotr J true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PersonAuthorship 95969194 /api/authorship/95969194 7 0.143 false true true Dey Damini true false false AuthorshipType 1 /api/authorshiptype/1 0 true 0 true false true PublicationIdentifier 18649094 /api/publicationidentifier/18649094 PlainSource 6 /api/publicationsource/6 PublicationSourceType 10001 /api/publicationsourcetype/10001 true true true DOI DOI https://doi.org/@@@ true true 6 true IDENTICAL 10.1148/ryct.2021200512 https://doi.org/10.1148/ryct.2021200512 false true PublicationIdentifier 23197922 /api/publicationidentifier/23197922 PlainSource 1 /api/publicationsource/1 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true WoS WoS https://www.webofscience.com/wos/woscc/full-record/@@@ true true 1 true IDENTICAL 000903760500005 https://www.webofscience.com/wos/woscc/full-record/000903760500005 false true PublicationIdentifier 19156531 /api/publicationidentifier/19156531 PlainSource 3 /api/publicationsource/3 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true Scopus Scopus http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-@@@ true true 3 true IDENTICAL 85112068012 http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85112068012 false true PublicationIdentifier 18649093 /api/publicationidentifier/18649093 PlainSource 17 /api/publicationsource/17 PublicationSourceType 10003 /api/publicationsourcetype/10003 false true true PubMed PubMed http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=@@@&dopt=Abstract true true 17 true IDENTICAL 33778661 http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=33778661&dopt=Abstract false true SjrRating 11234734 /api/sjrrating/11234734 18 0.1 journal RatingType 10002 /api/ratingtype/10002 sjr true true ClassificationExternal 2741 /api/classificationexternal/2741 true 2741 true D1 DIRECT true true /api/publication/31963323 <div class="JournalArticle Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <img title="Idézőközlemény" style="float: left" src="/frontend/resources/grid/publication-citation-icon.png"> <div class="autype autype0"> <span class="author-name" >Lin Andrew </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10050627"><a href="/gui2/?type=authors&mode=browse&sel=10050627" target="_blank">Kolossváry Márton (<span class="authorship-author-name">Kolossváry Márton József</span> <span class="authorAux-mtmt"> Kardiológia</span>) </a> </span> <span class="author-affil"><span title="Semmelweis Egyetem">SE</span>/<span title="Általános Orvostudományi Kar">AOK</span>/<span title="Klinikum">K</span>/<span title="Orvosi Képalkotó Klinika">OKK</span>/MTA-SE Lendület Kardiovaszkuláris Képalkotó Kutatócsoport</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Motwani Manish </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Išgum Ivana </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10019530"><a href="/gui2/?type=authors&mode=browse&sel=10019530" target="_blank">Maurovich-Horvat Pál (<span class="authorship-author-name">Maurovich-Horvat Pál</span> <span class="authorAux-mtmt"> kardiológia</span>) </a> </span> <span class="author-affil"><span title="Semmelweis Egyetem">SE</span>/<span title="Általános Orvostudományi Kar">AOK</span>/<span title="Klinikum">K</span>/Orvosi Képalkotó Klinika; <span title="Semmelweis Egyetem">SE</span>/<span title="Általános Orvostudományi Kar">AOK</span>/<span title="Klinikum">K</span>/<span title="Orvosi Képalkotó Klinika">OKK</span>/MTA-SE Lendület Kardiovaszkuláris Képalkotó Kutatócsoport</span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Slomka Piotr J </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Dey Damini ✉ </span> </div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;31963323" target="_blank">Artificial Intelligence in Cardiovascular Imaging for Risk Stratification in Coronary Artery Disease.</a></div> <div> <span class="journal-title">RADIOLOGY: CARDIOTHORACIC IMAGING</span> <span class="journal-issn">(<a target="_blank" href="https://portal.issn.org/resource/ISSN/2638-6135">2638-6135</a> <a target="_blank" href="https://portal.issn.org/resource/ISSN/2638-6135">2638-6135</a>)</span>: <span class="journal-volume">3</span> <span class="journal-issue">1</span> <span class="page"> Paper e200512. 13 p. </span> <span class="year">(2021)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Nyelv: Angol | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="10.1148/ryct.2021200512" target="_blank" href="https://doi.org/10.1148/ryct.2021200512"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="000903760500005" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/000903760500005"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="85112068012" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85112068012"> Scopus </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="33778661" target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=33778661&dopt=Abstract"> PubMed </a> </span> </span> <OnlyViewableByAuthor><div class="ratings"> <div class="journal-subject">Folyóirat szakterülete: Scopus - Radiology, Nuclear Medicine and Imaging&nbsp;&nbsp;&nbsp;SJR indikátor:&nbsp;D1</div> </div></OnlyViewableByAuthor> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 99</span> | Független: 90 | Függő: 9 | Nem jelölt: 0 | WoS jelölt: 86 | Scopus jelölt:&nbsp;94 | WoS/Scopus jelölt:&nbsp;99 | DOI jelölt:&nbsp;98 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;31963323&sort=publishedYear,desc&sort=title"> Idézett közlemények száma: 7 </a> </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 31963323</span> | <span class="status-data status-VALIDATED"> Egyeztetett </span> Forrás Idéző | <span class="type-subtype">Folyóiratcikk ( Összefoglaló cikk ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2023.03.07. 09:00 Molnár-Taga Márta (SE 4-es admin) </div> <pre class="comment" style="margin-top: 0; margin-bottom: 0;"><u>Megjegyzés</u>: Funding Agency and Grant Number: National Heart, Lung, and Blood Institute; [1R01HL133616]; [1R01HL148787-01A1] Funding text: Supported in part by the National Heart, Lung, and Blood Institute (grants 1R01HL133616 and 1R01HL148787-01A1) .</pre> </div></div>