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dc.contributor.authorNketiah, Gabriel Addio
dc.contributor.authorElschot, Mattijs
dc.contributor.authorScheenen, Tom W.J.
dc.contributor.authorMaas, Marnix C.
dc.contributor.authorBathen, Tone Frost
dc.contributor.authorSelnæs, Kirsten Margrete
dc.date.accessioned2021-04-30T08:51:17Z
dc.date.available2021-04-30T08:51:17Z
dc.date.created2021-04-26T20:11:07Z
dc.date.issued2021
dc.identifier.citationScientific Reports. 2021, 11:2085 1-13.en_US
dc.identifier.issn2045-2322
dc.identifier.urihttps://hdl.handle.net/11250/2740518
dc.description.abstractT2-weighted (T2W) MRI provides high spatial resolution and tissue-specific contrast, but it is predominantly used for qualitative evaluation of prostate anatomy and anomalies. This retrospective multicenter study evaluated the potential of T2W image-derived textural features for quantitative assessment of peripheral zone prostate cancer (PCa) aggressiveness. A standardized preoperative multiparametric MRI was performed on 87 PCa patients across 6 institutions. T2W intensity and apparent diffusion coefficient (ADC) histogram, and T2W textural features were computed from tumor volumes annotated based on whole-mount histology. Spearman correlations were used to evaluate association between textural features and PCa grade groups (i.e. 1–5). Feature utility in differentiating and classifying low-(grade group 1) vs. intermediate/high-(grade group ≥ 2) aggressive cancers was evaluated using Mann–Whitney U-tests, and a support vector machine classifier employing “hold-one-institution-out” cross-validation scheme, respectively. Textural features indicating image homogeneity and disorder/complexity correlated significantly (p < 0.05) with PCa grade groups. In the intermediate/high-aggressive cancers, textural homogeneity and disorder/complexity were significantly lower and higher, respectively, compared to the low-aggressive cancers. The mean classification accuracy across the centers was highest for the combined ADC and T2W intensity-textural features (84%) compared to ADC histogram (75%), T2W histogram (72%), T2W textural (72%) features alone or T2W histogram and texture (77%), T2W and ADC histogram (79%) combined. Texture analysis of T2W images provides quantitative information or features that are associated with peripheral zone PCa aggressiveness and can augment their classification.en_US
dc.language.isoengen_US
dc.publisherNature Researchen_US
dc.rightsNavngivelse 4.0 Internasjonal*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/deed.no*
dc.titleUtility of T2-weighted MRI texture analysis in assessment of peripheral zone prostate cancer aggressiveness: a single-arm, multicenter studyen_US
dc.typePeer revieweden_US
dc.typeJournal articleen_US
dc.description.versionpublishedVersionen_US
dc.source.pagenumber1-13en_US
dc.source.volume11:2085en_US
dc.source.journalScientific Reportsen_US
dc.identifier.doi10.1038/s41598-021-81272-x
dc.identifier.cristin1906520
cristin.ispublishedtrue
cristin.fulltextoriginal
cristin.qualitycode1


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