Generalized ComBat harmonization methods for radiomic features with multi-modal distributions and multiple batch effects

Radiomic features have a wide range of clinical applications, but variability due to image acquisition factors can affect their performance. The harmonization tool ComBat is a promising solution but is limited by inability to harmonize multimodal distributions, unknown imaging parameters, and multip...

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Detalles Bibliográficos
Autores principales: Horng, Hannah, Singh, Apurva, Yousefi, Bardia, Cohen, Eric A., Haghighi, Babak, Katz, Sharyn, Noël, Peter B., Shinohara, Russell T., Kontos, Despina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8927332/
https://www.ncbi.nlm.nih.gov/pubmed/35296726
http://dx.doi.org/10.1038/s41598-022-08412-9

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8927332/
https://www.ncbi.nlm.nih.gov/pubmed/35296726
http://dx.doi.org/10.1038/s41598-022-08412-9

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