A comprehensive dataset of annotated brain metastasis MR images with clinical and radiomic data
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Autor:in (Körperschaft)
Publikationsdatum
2023
Typ der Arbeit
Studiengang
Typ
01A - Beitrag in wissenschaftlicher Zeitschrift
Herausgeber:innen
Herausgeber:in (Körperschaft)
Betreuer:in
Übergeordnetes Werk
Scientific data
Themenheft
DOI der Originalpublikation
Link
Reihe / Serie
Reihennummer
Jahrgang / Band
10
Ausgabe / Nummer
Seiten / Dauer
208
Patentnummer
Verlag / Herausgebende Institution
Nature
Verlagsort / Veranstaltungsort
Auflage
Version
Programmiersprache
Abtretungsempfänger:in
Praxispartner:in/Auftraggeber:in
Zusammenfassung
Brain metastasis (BM) is one of the main complications of many cancers, and the most frequent malignancy of the central nervous system. Imaging studies of BMs are routinely used for diagnosis of disease, treatment planning and follow-up. Artificial Intelligence (AI) has great potential to provide automated tools to assist in the management of disease. However, AI methods require large datasets for training and validation, and to date there have been just one publicly available imaging dataset of 156 BMs. This paper publishes 637 high-resolution imaging studies of 75 patients harboring 260 BM lesions, and their respective clinical data. It also includes semi-automatic segmentations of 593 BMs, including pre- and post-treatment T1-weighted cases, and a set of morphological and radiomic features for the cases segmented. This data-sharing initiative is expected to enable research into and performance evaluation of automatic BM detection, lesion segmentation, disease status evaluation and treatment planning methods for BMs, as well as the development and validation of predictive and prognostic tools with clinical applicability.
Schlagwörter
Applied mathematics, Metastasis, Translational research
Veranstaltung
Startdatum der Ausstellung
Enddatum der Ausstellung
Startdatum der Konferenz
Enddatum der Konferenz
Datum der letzten Prüfung
ISBN
ISSN
2052-4463
Sprache
Englisch
Während FHNW Zugehörigkeit erstellt
Nein
Zukunftsfelder FHNW
Publikationsstatus
Veröffentlicht
Begutachtung
Peer-Review der ganzen Publikation
Open Access-Status
Gold
Lizenz
Zitation
Ocaña-Tienda, B., Pérez-Beteta, J., Villanueva-García, J., Romero-Rosales, J., Molina-García, D., Suter, Y., Asenjo, B., Albillo, D., Mendivil, A. O. d., Pérez-Romasanta, L., Portillo, E. G.-D., Llorente, M., Carballo, N., Nagib-Raya, F., Vidal-Denis, M., Luque, B., Reyes, M., Arana, E., & Pérez-García, V. (2023). A comprehensive dataset of annotated brain metastasis MR images with clinical and radiomic data. Scientific Data, 10, 208. https://doi.org/10.1038/s41597-023-02123-0