MRI‐based radiomics signature for the preoperative prediction of extracapsular extension of prostate cancer
S Ma, H Xie, H Wang, C Han, J Yang… - Journal of Magnetic …, 2019 - Wiley Online Library
… hypothesized that a radiomics signature incorporating a panel of stable radiomics features
might … Therefore, the goal of this study was to develop and validate a radiomics signature for …
might … Therefore, the goal of this study was to develop and validate a radiomics signature for …
Preoperative prediction of extracapsular extension: radiomics signature based on magnetic resonance imaging to stage prostate cancer
S Ma, H Xie, H Wang, J Yang, C Han, X Wang… - Molecular imaging and …, 2020 - Springer
… of a radiomics signature for prediction of ECE status, and we hypothesize that additional
radiomics … Therefore, we aim to develop and validate a radiomics signature to predict the side-…
radiomics … Therefore, we aim to develop and validate a radiomics signature to predict the side-…
MRI-based radiomics models to assess prostate cancer, extracapsular extension and positive surgical margins
… We used the LASSO classifier to build radiomics signatures based on the top-ranking
features of each single sequence and a multivariable logistic regression to build mpMRI …
features of each single sequence and a multivariable logistic regression to build mpMRI …
[HTML][HTML] Value of a combined magnetic resonance imaging-based radiomics-clinical model for predicting extracapsular extension in prostate cancer: a preliminary …
L Yang, P Jin, J Qian, X Qiao, J Bao… - Translational Cancer …, 2023 - ncbi.nlm.nih.gov
… In summary, the potential application value of radiomics in ECE is promising. However,
there are few studies on the applications of radiomics in the preoperative prediction of ECE in …
there are few studies on the applications of radiomics in the preoperative prediction of ECE in …
Multiparametric magnetic resonance imaging‐based peritumoral radiomics for preoperative prediction of the presence of extracapsular extension with prostate cancer
… performance than the corresponding ITR radiomics signatures (AUC: 0.674 vs… radiomics
signature with clinical characteristics performed better than corresponding radiomics signatures …
signature with clinical characteristics performed better than corresponding radiomics signatures …
Early biomarkers of extracapsular extension of prostate cancer using MRI-derived semantic features
… with pathology-detected extracapsular extension (pECE). These … radiomics application in
PCa, so far, but more research is warranted in order to get robustness of MRI- based radiomics …
PCa, so far, but more research is warranted in order to get robustness of MRI- based radiomics …
Advanced imaging analysis in prostate MRI: building a radiomic signature to predict tumor aggressiveness
A Damascelli, F Gallivanone, G Cristel, C Cava… - Diagnostics, 2021 - mdpi.com
… of radiomic features with other important prognostic parameters, such as extracapsular extension
(… a reproducible radiomic-pipeline for the extraction of a radiomic signature from mpMRI …
(… a reproducible radiomic-pipeline for the extraction of a radiomic signature from mpMRI …
CT-based radiomic signatures for predicting histopathologic features in head and neck squamous cell carcinoma
… To develop radiomics signatures of HNSCC clinical parameters, we extracted 2131 radiomic
… same performance for identifying extracapsular spread as radiologists, likely because our …
… same performance for identifying extracapsular spread as radiologists, likely because our …
MRI index lesion radiomics and machine learning for detection of extraprostatic extension of disease: a multicenter study
… It can be hypothesized that including our radiomics signature in the EPE grade scoring system
might possibly further increase its diagnostic accuracy and reliability while supporting less …
might possibly further increase its diagnostic accuracy and reliability while supporting less …
Radiomics for the identification of extraprostatic extension with prostate MRI: a systematic review and meta-analysis
A Ponsiglione, M Gambardella, A Stanzione… - European …, 2024 - Springer
… or not, deep learning (DL) or not, single or multiple scanners, and if the best predictive models
only included radiomics features or if they combined radiomics features with clinical data. …
only included radiomics features or if they combined radiomics features with clinical data. …
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