A comprehensive dataset of annotated brain metastasis MR images with clinical and radiomic data
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2023
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01A - Journal article
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10
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Pages / Duration
208
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Nature
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Abstract
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.
Keywords
Applied mathematics, Metastasis, Translational research
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2052-4463
Language
English
Created during FHNW affiliation
No
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Publication status
Published
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Peer review of the complete publication
Open access category
Gold
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Citation
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