Artificial intelligence entering the pathology arena in oncology: current applications and future perspectives
Background - Artificial intelligence (AI) is rapidly transforming the fields of pathology and oncology, offering novel opportunities for advancing diagnosis, prognosis, and treatment of cancer. - Methods - Through a systematic review-based approach, the representatives from the European Society for...
Gespeichert in:
| Hauptverfasser: | , , , , , , , , , , , , |
|---|---|
| Dokumenttyp: | Article (Journal) |
| Sprache: | Englisch |
| Veröffentlicht: |
July 2025
|
| In: |
Annals of oncology
Year: 2025, Jahrgang: 36, Heft: 7, Pages: 712-725 |
| ISSN: | 1569-8041 |
| DOI: | 10.1016/j.annonc.2025.03.006 |
| Online-Zugang: | Verlag, kostenfrei, Volltext: https://doi.org/10.1016/j.annonc.2025.03.006 Verlag, kostenfrei, Volltext: https://www.sciencedirect.com/science/article/pii/S0923753425001127 
|
| Verfasserangaben: | A. Marra, S. Morganti, F. Pareja, G. Campanella, F. Bibeau, T. Fuchs, M. Loda, A. Parwani, A. Scarpa, J.S. Reis-Filho, G. Curigliano, C. Marchiò & J.N. Kather |
MARC
| LEADER | 00000naa a2200000 c 4500 | ||
|---|---|---|---|
| 001 | 1942686668 | ||
| 003 | DE-627 | ||
| 005 | 20251127105032.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 251127s2025 xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.1016/j.annonc.2025.03.006 |2 doi | |
| 035 | |a (DE-627)1942686668 | ||
| 035 | |a (DE-599)KXP1942686668 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 084 | |a 33 |2 sdnb | ||
| 100 | 1 | |a Marra, Antonio |e VerfasserIn |0 (DE-588)1382810849 |0 (DE-627)1942687141 |4 aut | |
| 245 | 1 | 0 | |a Artificial intelligence entering the pathology arena in oncology |b current applications and future perspectives |c A. Marra, S. Morganti, F. Pareja, G. Campanella, F. Bibeau, T. Fuchs, M. Loda, A. Parwani, A. Scarpa, J.S. Reis-Filho, G. Curigliano, C. Marchiò & J.N. Kather |
| 264 | 1 | |c July 2025 | |
| 300 | |b Illustrationen | ||
| 300 | |a 14 | ||
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Online verfügbar: 29. April 2025, Artikelversion: 13. Juni 2025 | ||
| 500 | |a Gesehen am 27.11.2025 | ||
| 520 | |a Background - Artificial intelligence (AI) is rapidly transforming the fields of pathology and oncology, offering novel opportunities for advancing diagnosis, prognosis, and treatment of cancer. - Methods - Through a systematic review-based approach, the representatives from the European Society for Medical Oncology (ESMO) Precision Oncology Working Group (POWG) and international experts identified studies in pathology and oncology that applied AI-based algorithms for tumour diagnosis, molecular biomarker detection, and cancer prognosis assessment. These findings were synthesised to provide a comprehensive overview of current AI applications and future directions in cancer pathology. - Results - The integration of AI tools in digital pathology is markedly improving the accuracy and efficiency of image analysis, allowing for automated tumour detection and classification, identification of prognostic molecular biomarkers, and prediction of treatment response and patient outcomes. Several barriers for the adoption of AI in clinical workflows, such as data availability, explainability, and regulatory considerations, still persist. There are currently no prognostic or predictive AI-based biomarkers supported by level IA or IB evidence. The ongoing advancements in AI algorithms, particularly foundation models, generalist models and transformer-based deep learning, offer immense promise for the future of cancer research and care. AI is also facilitating the integration of multi-omics data, leading to more precise patient stratification and personalised treatment strategies. - Conclusions - The application of AI in pathology is poised to not only enhance the accuracy and efficiency of cancer diagnosis and prognosis but also facilitate the development of personalised treatment strategies. Although barriers to implementation remain, ongoing research and development in this field coupled with addressing ethical and regulatory considerations will likely lead to a future where AI plays an integral role in cancer management and precision medicine. The continued evolution and adoption of AI in pathology and oncology are anticipated to reshape the landscape of cancer care, heralding a new era of precision medicine and improved patient outcomes. | ||
| 650 | 4 | |a artificial intelligence | |
| 650 | 4 | |a biomarkers | |
| 650 | 4 | |a deep learning | |
| 650 | 4 | |a oncology | |
| 650 | 4 | |a pathology | |
| 700 | 1 | |a Morganti, S. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Pareja, F. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Campanella, G. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Bibeau, F. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Fuchs, T. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Loda, M. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Parwani, A. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Scarpa, A. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Reis-Filho, J. S. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Curigliano, G. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Marchiò, C. |e VerfasserIn |4 aut | |
| 700 | 1 | |a Kather, Jakob Nikolas |d 1989- |e VerfasserIn |0 (DE-588)1064064914 |0 (DE-627)812897587 |0 (DE-576)423589091 |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |t Annals of oncology |d Amsterdam [u.a.] : Elsevier, 1990 |g 36(2025), 7 vom: Juli, Seite 712-725 |h Online-Ressource |w (DE-627)320428796 |w (DE-600)2003498-2 |w (DE-576)098134345 |x 1569-8041 |7 nnas |a Artificial intelligence entering the pathology arena in oncology current applications and future perspectives |
| 773 | 1 | 8 | |g volume:36 |g year:2025 |g number:7 |g month:07 |g pages:712-725 |g extent:14 |a Artificial intelligence entering the pathology arena in oncology current applications and future perspectives |
| 856 | 4 | 0 | |u https://doi.org/10.1016/j.annonc.2025.03.006 |x Verlag |x Resolving-System |z kostenfrei |3 Volltext |
| 856 | 4 | 0 | |u https://www.sciencedirect.com/science/article/pii/S0923753425001127 |x Verlag |z kostenfrei |3 Volltext |
| 951 | |a AR | ||
| 992 | |a 20251127 | ||
| 993 | |a Article | ||
| 994 | |a 2025 | ||
| 998 | |g 1064064914 |a Kather, Jakob Nikolas |m 1064064914:Kather, Jakob Nikolas |d 910000 |d 910100 |e 910000PK1064064914 |e 910100PK1064064914 |k 0/910000/ |k 1/910000/910100/ |p 13 |y j | ||
| 999 | |a KXP-PPN1942686668 |e 4814766165 | ||
| BIB | |a Y | ||
| SER | |a journal | ||
| JSO | |a {"person":[{"display":"Marra, Antonio","given":"Antonio","role":"aut","family":"Marra"},{"display":"Morganti, S.","given":"S.","role":"aut","family":"Morganti"},{"role":"aut","given":"F.","family":"Pareja","display":"Pareja, F."},{"display":"Campanella, G.","family":"Campanella","given":"G.","role":"aut"},{"role":"aut","given":"F.","family":"Bibeau","display":"Bibeau, F."},{"display":"Fuchs, T.","family":"Fuchs","role":"aut","given":"T."},{"family":"Loda","given":"M.","role":"aut","display":"Loda, M."},{"display":"Parwani, A.","role":"aut","given":"A.","family":"Parwani"},{"family":"Scarpa","role":"aut","given":"A.","display":"Scarpa, A."},{"display":"Reis-Filho, J. S.","family":"Reis-Filho","role":"aut","given":"J. S."},{"display":"Curigliano, G.","family":"Curigliano","role":"aut","given":"G."},{"display":"Marchiò, C.","family":"Marchiò","given":"C.","role":"aut"},{"role":"aut","given":"Jakob Nikolas","family":"Kather","display":"Kather, Jakob Nikolas"}],"relHost":[{"corporate":[{"display":"European Society for Medical Oncology","role":"isb"}],"pubHistory":["1.1990 -"],"part":{"pages":"712-725","text":"36(2025), 7 vom: Juli, Seite 712-725","extent":"14","issue":"7","year":"2025","volume":"36"},"id":{"issn":["1569-8041"],"eki":["320428796"],"zdb":["2003498-2"]},"physDesc":[{"extent":"Online-Ressource"}],"recId":"320428796","disp":"Artificial intelligence entering the pathology arena in oncology current applications and future perspectivesAnnals of oncology","origin":[{"dateIssuedKey":"1990","publisherPlace":"Amsterdam [u.a.] ; Dordrecht [u.a.] ; Oxford","dateIssuedDisp":"1990-","publisher":"Elsevier ; Kluwer ; Oxford Univ. Press"}],"note":["Gesehen am 12.11.20","Ungezählte Beil.: Supplement"],"type":{"bibl":"periodical","media":"Online-Ressource"},"language":["eng"],"title":[{"subtitle":"official journal of the European Society for Medical Oncology","title_sort":"Annals of oncology","title":"Annals of oncology"}]}],"origin":[{"dateIssuedKey":"2025","dateIssuedDisp":"July 2025"}],"title":[{"subtitle":"current applications and future perspectives","title_sort":"Artificial intelligence entering the pathology arena in oncology","title":"Artificial intelligence entering the pathology arena in oncology"}],"note":["Online verfügbar: 29. April 2025, Artikelversion: 13. Juni 2025","Gesehen am 27.11.2025"],"type":{"media":"Online-Ressource","bibl":"article-journal"},"language":["eng"],"recId":"1942686668","physDesc":[{"extent":"14 S.","noteIll":"Illustrationen"}],"name":{"displayForm":["A. Marra, S. Morganti, F. Pareja, G. Campanella, F. Bibeau, T. Fuchs, M. Loda, A. Parwani, A. Scarpa, J.S. Reis-Filho, G. Curigliano, C. Marchiò & J.N. Kather"]},"id":{"eki":["1942686668"],"doi":["10.1016/j.annonc.2025.03.006"]}} | ||
| SRT | |a MARRAANTONARTIFICIAL2025 | ||