radiomics package in the matlab r2023a medical image toolbox  (MathWorks Inc)

Journal: European Journal of Radiology Open

Article Title: CT-based intratumoral and peritumoral radiomics nomogram to predict spread through air spaces in lung adenocarcinoma with diameter ≤ 3 cm: A multicenter study

doi: 10.1016/j.ejro.2024.100630

Figure Lengend Snippet: The nomogram based on the prediction probability value of the extended tumor model, maximum tumor diameter and nodule type. Radiomics prob, prediction probability value of the extended tumor model.

Article Snippet: The image segmentation and radiomics features extraction used a software package called “Radiomics” (Ver1.2.6, syngo.via Frontier, Siemens Healthineers, Forchheim, Germany).

Techniques:

Journal: Current Oncology

Article Title: An Informative Review of Radiomics Studies on Cancer Imaging: The Main Findings, Challenges and Limitations of the Methodologies

doi: 10.3390/curroncol31010027

Figure Lengend Snippet: Inclusion and exclusion criteria adopted to select studies according to the PICOS model.

Article Snippet: Granata et al. [ ] , To assess the association of RAS mutation status and radiomics-derived data by contrast enhanced-magnetic resonance imaging in liver metastases , A total of 76 patients with 130 liver metastases , The validation cohort consisted of a total of 24 patients among 76 patients. , Manual slice-by-slice segmentation was performed on each phase of VIBE T1-W images by two radiologists with fifteen years of experience on MR liver images , A total of 48 texture features by means of a package provided from MATLAB programming tools for radiomics analysis , The least absolute shrinkage and selection operator method was used to detect the robust features , Wilcoxon-Mann-Whitney U-test, receiver operating characteristic analysis, pattern recognition approaches with features selection approaches were considered.

Techniques: In Vitro, Imaging

Journal: Current Oncology

Article Title: An Informative Review of Radiomics Studies on Cancer Imaging: The Main Findings, Challenges and Limitations of the Methodologies

doi: 10.3390/curroncol31010027

Figure Lengend Snippet: Radiomics quality score (RQS) assessment for all included articles.

Article Snippet: Granata et al. [ ] , To assess the association of RAS mutation status and radiomics-derived data by contrast enhanced-magnetic resonance imaging in liver metastases , A total of 76 patients with 130 liver metastases , The validation cohort consisted of a total of 24 patients among 76 patients. , Manual slice-by-slice segmentation was performed on each phase of VIBE T1-W images by two radiologists with fifteen years of experience on MR liver images , A total of 48 texture features by means of a package provided from MATLAB programming tools for radiomics analysis , The least absolute shrinkage and selection operator method was used to detect the robust features , Wilcoxon-Mann-Whitney U-test, receiver operating characteristic analysis, pattern recognition approaches with features selection approaches were considered.

Techniques:

Journal: Current Oncology

Article Title: An Informative Review of Radiomics Studies on Cancer Imaging: The Main Findings, Challenges and Limitations of the Methodologies

doi: 10.3390/curroncol31010027

Figure Lengend Snippet: Radiomics Clinical Studies in rectal cancer.

Article Snippet: Granata et al. [ ] , To assess the association of RAS mutation status and radiomics-derived data by contrast enhanced-magnetic resonance imaging in liver metastases , A total of 76 patients with 130 liver metastases , The validation cohort consisted of a total of 24 patients among 76 patients. , Manual slice-by-slice segmentation was performed on each phase of VIBE T1-W images by two radiologists with fifteen years of experience on MR liver images , A total of 48 texture features by means of a package provided from MATLAB programming tools for radiomics analysis , The least absolute shrinkage and selection operator method was used to detect the robust features , Wilcoxon-Mann-Whitney U-test, receiver operating characteristic analysis, pattern recognition approaches with features selection approaches were considered.

Techniques: Selection, Biomarker Discovery, Diffusion-based Assay, Software, Plasmid Preparation

Journal: Current Oncology

Article Title: An Informative Review of Radiomics Studies on Cancer Imaging: The Main Findings, Challenges and Limitations of the Methodologies

doi: 10.3390/curroncol31010027

Figure Lengend Snippet: Radiomics Clinical Studies in Liver primitive and secondary cancer.

Article Snippet: Granata et al. [ ] , To assess the association of RAS mutation status and radiomics-derived data by contrast enhanced-magnetic resonance imaging in liver metastases , A total of 76 patients with 130 liver metastases , The validation cohort consisted of a total of 24 patients among 76 patients. , Manual slice-by-slice segmentation was performed on each phase of VIBE T1-W images by two radiologists with fifteen years of experience on MR liver images , A total of 48 texture features by means of a package provided from MATLAB programming tools for radiomics analysis , The least absolute shrinkage and selection operator method was used to detect the robust features , Wilcoxon-Mann-Whitney U-test, receiver operating characteristic analysis, pattern recognition approaches with features selection approaches were considered.

Techniques: Selection, Biomarker Discovery, Mutagenesis, Imaging, Plasmid Preparation, Software, Construct, Diagnostic Assay, Magnetic Resonance Imaging