[PDF][PDF] Reproducibility and generalizability in radiomics modeling: possible strategies in radiologic and statistical perspectives
Radiomics, which involves the use of high-dimensional quantitative imaging features for
predictive purposes, is a powerful tool for developing and testing medical hypotheses …
predictive purposes, is a powerful tool for developing and testing medical hypotheses …
[HTML][HTML] Radiomics for precision medicine: Current challenges, future prospects, and the proposal of a new framework
The advancement of artificial intelligence concurrent with the development of medical
imaging techniques provided a unique opportunity to turn medical imaging from mostly …
imaging techniques provided a unique opportunity to turn medical imaging from mostly …
Value of pre-therapy 18F-FDG PET/CT radiomics in predicting EGFR mutation status in patients with non-small cell lung cancer
J Zhang, X Zhao, Y Zhao, J Zhang, Z Zhang… - European journal of …, 2020 - Springer
Purpose To assess the predictive power of pre-therapy 18 F-FDG PET/CT-based radiomic
features for epidermal growth factor receptor (EGFR) mutation status in non-small cell lung …
features for epidermal growth factor receptor (EGFR) mutation status in non-small cell lung …
Machine learning-based analysis of [18F]DCFPyL PET radiomics for risk stratification in primary prostate cancer
MCF Cysouw, BHE Jansen, T van de Brug… - European journal of …, 2021 - Springer
Purpose Quantitative prostate-specific membrane antigen (PSMA) PET analysis may
provide for non-invasive and objective risk stratification of primary prostate cancer (PCa) …
provide for non-invasive and objective risk stratification of primary prostate cancer (PCa) …
Radiomics and artificial intelligence in prostate cancer: new tools for molecular hybrid imaging and theragnostics
V Liberini, R Laudicella, M Balma, DG Nicolotti… - European radiology …, 2022 - Springer
In prostate cancer (PCa), the use of new radiopharmaceuticals has improved the accuracy of
diagnosis and staging, refined surveillance strategies, and introduced specific and …
diagnosis and staging, refined surveillance strategies, and introduced specific and …
Long-axial field-of-view PET/CT: perspectives and review of a revolutionary development in nuclear medicine based on clinical experience in over 7000 patients
Recently introduced long-axial field-of-view (LAFOV) PET/CT systems represent one of the
most significant advancements in nuclear medicine since the advent of multi-modality …
most significant advancements in nuclear medicine since the advent of multi-modality …
Predicting locally advanced rectal cancer response to neoadjuvant therapy with 18F-FDG PET and MRI radiomics features
V Giannini, S Mazzetti, I Bertotto, C Chiarenza… - European journal of …, 2019 - Springer
Purpose Pathological complete response (pCR) following neoadjuvant chemoradiotherapy
or radiotherapy in locally advanced rectal cancer (LARC) is reached in approximately 15 …
or radiotherapy in locally advanced rectal cancer (LARC) is reached in approximately 15 …
Why imaging data alone is not enough: AI-based integration of imaging, omics, and clinical data
Artificial intelligence (AI) is currently regaining enormous interest due to the success of
machine learning (ML), and in particular deep learning (DL). Image analysis, and thus …
machine learning (ML), and in particular deep learning (DL). Image analysis, and thus …
Robustness of pet radiomics features: Impact of co-registration with mri
Featured Application The study proposes an analysis of the robustness of Positron Emission
Tomography (PET) radiomics features after PET image co-registration with two different …
Tomography (PET) radiomics features after PET image co-registration with two different …
A PET radiomics model to predict refractory mediastinal Hodgkin lymphoma
First-order radiomic features, such as metabolic tumor volume (MTV) and total lesion
glycolysis (TLG), are associated with disease progression in early-stage classical Hodgkin …
glycolysis (TLG), are associated with disease progression in early-stage classical Hodgkin …