https://m2.mtmt.hu/ eng 2026-04-15 01:05 JournalArticle 34525969 APPROVED true 0 false 2026-01-01T08:05:14.256+0000 2024-03-08T12:16:39.404+0000 2024-01-23T11:09:50.012+0000 true 10080205 Szalóky-Siki Ágnes /api/admin/10080205 Admin true 2024-03-08T12:16:39.733+0000 2024-03-08T12:16:39.733+0000 true false true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle true 10000359 Study Group true 24 24 /api/publicationtype/24 PublicationType 1 true 24 JournalArticle /api/subtype/10000359 Sokszerzős vagy csoportos szerzőségű szakcikk SubType 104 true 10000359 true 1 /api/category/1 Category true 1 Pan, Xiaoxi The artificial intelligence-based model ANORAK improves histopathological grading of lung adenocarcinoma. true true /api/journal/20080852 REVIEWED true false false 20080852 true 2662-1347 Journal FOREIGN 5 2 347 363 347 17 2024 The introduction of the International Association for the Study of Lung Cancer grading system has furthered interest in histopathological grading for risk stratification in lung adenocarcinoma. Complex morphology and high intratumoral heterogeneity present challenges to pathologists, prompting the development of artificial intelligence (AI) methods. Here we developed ANORAK (pyrAmid pooliNg crOss stReam Attention networK), encoding multiresolution inputs with an attention mechanism, to delineate growth patterns from hematoxylin and eosin-stained slides. In 1,372 lung adenocarcinomas across four independent cohorts, AI-based grading was prognostic of disease-free survival, and further assisted pathologists by consistently improving prognostication in stage I tumors. Tumors with discrepant patterns between AI and pathologists had notably higher intratumoral heterogeneity. Furthermore, ANORAK facilitates the morphological and spatial assessment of the acinar pattern, capturing acinus variations with pattern transition. Collectively, our AI method enabled the precision quantification and morphology investigation of growth patterns, reflecting intratumoral histological transitions in lung adenocarcinoma. true 2024 true true true false true false NONE 2026-01-01 false 24 0 24 22 0 24 24 24 4 24 24 22 22 22 2 0 24 22 24 22 0 2 2 Folyóiratcikk Journal Article 24 23 Könyvrészlet Chapter in Book 25 1 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 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http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85182225982 false true PublicationIdentifier 25347754 /api/publicationidentifier/25347754 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 38200244 http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=38200244&dopt=Abstract false true Classification 12215 /api/classification/12215 true true SjrRating 11446184 /api/sjrrating/11446184 4 0.1 journal RatingType 10002 /api/ratingtype/10002 sjr true true ClassificationExternal 1306 /api/classificationexternal/1306 true 1306 true D1 DIRECT true true /api/publication/34525969 <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" >Pan Xiaoxi </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >AbdulJabbar Khalid </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Coelho-Lima Jose </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Grapa Anca-Ioana </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Zhang Hanyun </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Cheung Alvin Ho Kwan </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Baena Juvenal </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Karasaki Takahiro </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Wilson Claire Rachel </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Sereno Marco </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Veeriah Selvaraju </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Aitken Sarah J </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Hackshaw Allan </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Nicholson Andrew G </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Jamal-Hanjani Mariam </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Swanton Charles </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Yuan Yinyin<sup>**</sup> ✉ </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Le Quesne John<sup>**</sup> ✉ </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" >Moore David A<sup>**</sup> ✉ </span> </div> <div class="autype autype-11"> Collaborator: <span class="author-name" >Le Quesne John </span> ;&nbsp;&nbsp;&nbsp; <span class="author-name" mtid="10068108"><a href="/gui2/?type=authors&mode=browse&sel=10068108" target="_blank">Szallasi Zoltan (<span class="authorship-author-name">Szállási Zoltán</span> <span class="authorAux-mtmt"> Onkológia, daganatkutatás</span>) </a> </span> <span class="author-affil"><span title="Semmelweis University">SU</span>/<span title="Faculty of Medicine">FM</span>/<span title="Instituties">I</span>/Bioinformatika Tanszék</span> ;&nbsp;&nbsp;&nbsp; et al. (260) </div> <div class="autype autype-29"> Collaborative Organization: <span class="author-affil">TRACERx Consortium</span> </div> <div><a target="_blank" href="/api/publication/34525969?labelLang=eng">All authors</a></div> </div> <div class="title"><a href="/gui2/?mode=browse&params=publication;34525969" target="_blank">The artificial intelligence-based model ANORAK improves histopathological grading of lung adenocarcinoma.</a></div> <div> <span class="journal-title">NATURE CANCER</span> <span class="journal-issn">( <a target="_blank" href="https://portal.issn.org/resource/ISSN/2662-1347">2662-1347</a>)</span>: <span class="journal-volume">5</span> <span class="journal-issue">2</span> <span class="page"> pp 347-363 </span> <span class="year">(2024)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Language: English | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:black" title="10.1038/s43018-023-00694-w" target="_blank" href="https://doi.org/10.1038/s43018-023-00694-w"> DOI </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="001140335200003" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/001140335200003"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="85182225982" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-85182225982"> Scopus </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="38200244" target="_blank" href="http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=38200244&dopt=Abstract"> PubMed </a> </span> </span> <OnlyViewableByAuthor><div class="ratings"> <div class="journal-subject">Journal subject: Scopus - Cancer Research&nbsp;&nbsp;&nbsp;Rank:&nbsp;D1</div> <div class="journal-subject">Journal subject: Scopus - Oncology&nbsp;&nbsp;&nbsp;Rank:&nbsp;D1</div> </div></OnlyViewableByAuthor> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="" class="citingPub-count">Citing papers: 24</span> | Independent citation: 22 | Self citation: 2 | Unknown citation: 0 | Number of citations in WoS: 24 | Number of citations in Scopus:&nbsp;4 | WoS/Scopus assigned:&nbsp;24 | Number of citations with DOI:&nbsp;24 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;34525969&sort=publishedYear,desc&sort=title"> Number of cited publications: 2 </a> </div> <div class="mtid"><span class="long-pub-mtid">Publication: 34525969</span> | <span class="status-data status-APPROVED"> Published </span> Core Citing | <span class="type-subtype">Journal Article ( Study Group ) </span> | <span class="pub-category">Scientific</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Last Modified: 2024.03.08. 13:16 Márta Molnár-Taga (SE 4-es admin) </div> </div></div>