Machine learning in prostate MRI for prostate cancer: current status and future opportunities
Advances in our understanding of the role of magnetic resonance imaging (MRI) for the
detection of prostate cancer have enabled its integration into clinical routines in the past two …
detection of prostate cancer have enabled its integration into clinical routines in the past two …
Oncologic imaging and radiomics: a walkthrough review of methodological challenges
Simple Summary Radiomics could increase the value of medical images for oncologic
patients, allowing for the identification of novel imaging biomarkers and building prediction …
patients, allowing for the identification of novel imaging biomarkers and building prediction …
Biomarkers of aggressive prostate cancer at diagnosis
BE Boehm, ME York, G Petrovics, I Kohaar… - International Journal of …, 2023 - mdpi.com
In the United States, prostate cancer (CaP) remains the second leading cause of cancer
deaths in men. CaP is predominantly indolent at diagnosis, with a small fraction (25–30%) …
deaths in men. CaP is predominantly indolent at diagnosis, with a small fraction (25–30%) …
[HTML][HTML] Phonocardiogram transfer learning-based CatBoost model for diastolic dysfunction identification using multiple domain-specific deep feature fusion
Y Zheng, X Guo, Y Yang, H Wang, K Liao… - Computers in Biology and …, 2023 - Elsevier
Left ventricular diastolic dyfunction detection is particularly important in cardiac function
screening. This paper proposed a phonocardiogram (PCG) transfer learning-based …
screening. This paper proposed a phonocardiogram (PCG) transfer learning-based …
Artificial intelligence in multiparametric magnetic resonance imaging: A review
Multiparametric magnetic resonance imaging (mpMRI) is an indispensable tool in the
clinical workflow for the diagnosis and treatment planning of various diseases. Machine …
clinical workflow for the diagnosis and treatment planning of various diseases. Machine …
Artificial Intelligence-based Radiomics in the Era of Immuno-oncology
The recent, rapid advances in immuno-oncology have revolutionized cancer treatment and
spurred further research into tumor biology. Yet, cancer patients respond variably to …
spurred further research into tumor biology. Yet, cancer patients respond variably to …
Prostate health index and multiparametric MRI: partners in crime fighting overdiagnosis and overtreatment in prostate cancer
M Ferro, F Crocetto, D Bruzzese, M Imbriaco, F Fusco… - Cancers, 2021 - mdpi.com
Simple Summary In the last decades, the widespread use of PSA as the standard tool for
prostate cancer diagnosis led to a high rate of overdiagnosis and overtreatment. More …
prostate cancer diagnosis led to a high rate of overdiagnosis and overtreatment. More …
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
Objectives Extraprostatic extension (EPE) of prostate cancer (PCa) is predicted using clinical
nomograms. Incorporating MRI could represent a leap forward, although poor sensitivity and …
nomograms. Incorporating MRI could represent a leap forward, although poor sensitivity and …
MRI radiomics: A machine learning approach for the risk stratification of endometrial cancer patients
Purpose To investigate radiomics and machine learning (ML) as possible tools to enhance
MRI-based risk stratification in patients with endometrial cancer (EC). Method From two …
MRI-based risk stratification in patients with endometrial cancer (EC). Method From two …
Diagnostic performance of prediction models for extraprostatic extension in prostate cancer: a systematic review and meta-analysis
ML Zhu, JH Gao, F Han, LL Yin, LS Zhang, Y Yang… - Insights into …, 2023 - Springer
Purpose In recent decades, diverse nomograms have been proposed to predict
extraprostatic extension (EPE) in prostate cancer (PCa). We aimed to systematically …
extraprostatic extension (EPE) in prostate cancer (PCa). We aimed to systematically …