[HTML][HTML] Multi-parametric MRI-based radiomics signature for discriminating between clinically significant and insignificant prostate cancer: Cross-validation of a …
X Min, M Li, D Dong, Z Feng, P Zhang, Z Ke… - European journal of …, 2019 - Elsevier
… In this study, we adopted advanced radiomics to prostate MRI for the prediction of csPCa.
A mp-MRI-based radiomics signature for discriminating between csPCa and ciPCa was …
A mp-MRI-based radiomics signature for discriminating between csPCa and ciPCa was …
[HTML][HTML] Prostate cancer radiomics and the promise of radiogenomics
R Stoyanova, M Takhar, Y Tschudi… - Translational cancer …, 2016 - ncbi.nlm.nih.gov
… The integration of quantitative imaging data (radiomics) to detect correlations with genomic
signatures is commonly known as radiogenomics (51). The underlying hypothesis is that …
signatures is commonly known as radiogenomics (51). The underlying hypothesis is that …
Predicting the grade of prostate cancer based on a biparametric MRI radiomics signature
L Zhang, X Zhe, M Tang, J Zhang, J Ren… - Contrast Media & …, 2021 - Wiley Online Library
… In this study, we described a radiomics signature using noncontrast-enhanced MRI images,
which is a new noninvasive method with good diagnostic performance. Our results showed …
which is a new noninvasive method with good diagnostic performance. Our results showed …
Development and validation of a multiparametric MRI-based radiomics signature for distinguishing between indolent and aggressive prostate cancer
L Zhang, D Jiang, C Chen, X Yang, H Lei… - The British Journal of …, 2022 - academic.oup.com
… A total of 1576 radiomics features were extracted from the T 2 WI (n = 788) and diffusion-…
a radiomics signature in the training set. The predictive performance of the radiomics signature …
a radiomics signature in the training set. The predictive performance of the radiomics signature …
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
… radiomic-pipeline for the extraction of a magnetic resonance imaging (MRI) signature for
prostate cancer (… One hundred and two consecutive patients performing preoperative prostate …
prostate cancer (… One hundred and two consecutive patients performing preoperative prostate …
Radiomics features measured with multiparametric magnetic resonance imaging predict prostate cancer aggressiveness
… We sought to 1) assess the association of radiomics features based … signatures and gene
expression levels in prostate cancer and 2) build machine learning models based on radiomics …
expression levels in prostate cancer and 2) build machine learning models based on radiomics …
MRI-based radiomics signature for localized prostate cancer: a new clinical tool for cancer aggressiveness prediction? Sub-study of prospective phase II trial on ultra …
… Our aim was to extract a radiomic signature from axial T2-weighted (T2-W) magnetic … )
of the whole prostate able to predict oncological and radiological scores in prostate cancer (PCa). …
of the whole prostate able to predict oncological and radiological scores in prostate cancer (PCa). …
Classification of clinically significant prostate cancer on multi-parametric MRI: A validation study comparing deep learning and radiomics
… and radiomics-… radiomics model obtained AUCs of 0.88, 0.91 and 0.65 on the independent
test sets compared to AUCs of 0.70, 0.73 and 0.44 for the deep-learning model. Our radiomics …
test sets compared to AUCs of 0.70, 0.73 and 0.44 for the deep-learning model. Our radiomics …
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-…
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