[HTML][HTML] Making radiomics more reproducible across scanner and imaging protocol variations: a review of harmonization methods
Radiomics converts medical images into mineable data via a high-throughput extraction of
quantitative features used for clinical decision support. However, these radiomic features are …
quantitative features used for clinical decision support. However, these radiomic features are …
Harmonization strategies for multicenter radiomics investigations
Carrying out large multicenter studies is one of the key goals to be achieved towards a faster
transfer of the radiomics approach in the clinical setting. This requires large-scale radiomics …
transfer of the radiomics approach in the clinical setting. This requires large-scale radiomics …
Automatic classification of prostate cancer Gleason scores from multiparametric magnetic resonance images
D Fehr, H Veeraraghavan, A Wibmer… - Proceedings of the …, 2015 - National Acad Sciences
Noninvasive, radiological image-based detection and stratification of Gleason patterns can
impact clinical outcomes, treatment selection, and the determination of disease status at …
impact clinical outcomes, treatment selection, and the determination of disease status at …
[HTML][HTML] Haralick texture analysis of prostate MRI: utility for differentiating non-cancerous prostate from prostate cancer and differentiating prostate cancers with …
A Wibmer, H Hricak, T Gondo, K Matsumoto… - European …, 2015 - Springer
Abstract Objectives To investigate Haralick texture analysis of prostate MRI for cancer
detection and differentiating Gleason scores (GS). Methods One hundred and forty-seven …
detection and differentiating Gleason scores (GS). Methods One hundred and forty-seven …
Can clinically significant prostate cancer be detected with multiparametric magnetic resonance imaging? A systematic review of the literature
Context Detection of clinically significant prostate cancer (PCa) is a major challenge. It has
been shown that multiparametric magnetic resonance imaging (mpMRI) facilitates …
been shown that multiparametric magnetic resonance imaging (mpMRI) facilitates …
[HTML][HTML] Repeatability of multiparametric prostate MRI radiomics features
In this study we assessed the repeatability of radiomics features on small prostate tumors
using test-retest Multiparametric Magnetic Resonance Imaging (mpMRI). The premise of …
using test-retest Multiparametric Magnetic Resonance Imaging (mpMRI). The premise of …
[HTML][HTML] High-risk prostate cancer—classification and therapy
AJ Chang, KA Autio, M Roach III, HI Scher - Nature reviews Clinical …, 2014 - nature.com
Approximately 15% of patients with prostate cancer are diagnosed with high-risk disease.
However, the current definitions of high-risk prostate cancer include a heterogeneous group …
However, the current definitions of high-risk prostate cancer include a heterogeneous group …
Computer-aided detection and diagnosis for prostate cancer based on mono and multi-parametric MRI: a review
Prostate cancer is the second most diagnosed cancer of men all over the world. In the last
few decades, new imaging techniques based on Magnetic Resonance Imaging (MRI) have …
few decades, new imaging techniques based on Magnetic Resonance Imaging (MRI) have …
Machine learning-based analysis of MR radiomics can help to improve the diagnostic performance of PI-RADS v2 in clinically relevant prostate cancer
J Wang, CJ Wu, ML Bao, J Zhang, XN Wang… - European …, 2017 - Springer
Objective To investigate whether machine learning-based analysis of MR radiomics can
help improve the performance PI-RADS v2 in clinically relevant prostate cancer (PCa) …
help improve the performance PI-RADS v2 in clinically relevant prostate cancer (PCa) …
Joint prostate cancer detection and Gleason score prediction in mp-MRI via FocalNet
Multi-parametric MRI (mp-MRI) is considered the best non-invasive imaging modality for
diagnosing prostate cancer (PCa). However, mp-MRI for PCa diagnosis is currently limited …
diagnosing prostate cancer (PCa). However, mp-MRI for PCa diagnosis is currently limited …