[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 …

[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 …

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 …

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

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

Radiomics features measured with multiparametric magnetic resonance imaging predict prostate cancer aggressiveness

SJ Hectors, M Cherny, KK Yadav, AT Beksaç… - The Journal of …, 2019 - auajournals.org
… 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

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 …

SG Gugliandolo, M Pepa, LJ Isaksson, G Marvaso… - European …, 2021 - Springer
… 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). …

Classification of clinically significant prostate cancer on multi-parametric MRI: A validation study comparing deep learning and radiomics

JM Castillo T, M Arif, MPA Starmans, WJ Niessen… - Cancers, 2021 - mdpi.com
… 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

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 …

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-…