Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

A Plant Photoregulator-Inspired S-Type Heterojunction System for Diabetic Keratopathy via Tri-Modal Light-Driven Immunometabolic Reprogramming, Tissue Repair, and Antibacterial Activity.

Advanced science (Weinheim, Baden-Wurttemberg, Germany)·2026
Same author

Boosting Oxygen Reduction Catalysis on Fe─N─C via Long-Range Electronic Metal-Support Interaction from Ultrasmall Fe/Fe<sub>2</sub>O<sub>3</sub>.

Small (Weinheim an der Bergstrasse, Germany)·2026
Same author

CT-based radiogenomic prediction of ICAM1 and RAET1E as biomarkers of NK cytotoxicity in clear cell renal cell carcinoma.

Frontiers in immunology·2026
Same author

<i>Codonopsis pilosula</i> polysaccharide attenuates the inflammatory response in macrophages induced by <i>Brucella</i> abortus outer membrane protein 19 via regulating <i>ATP2A1</i> to modulate cell adhesion and calcium signaling.

Frontiers in immunology·2026
Same author

High-Performance Textured Bismuth Layer Structured Piezoceramics with Template-Induced Orientation.

ACS applied materials & interfaces·2026
Same author

Hybrid Seeding-Template Modulation of Sn-Pb Perovskite Crystallization for High-Efficiency All-Perovskite Tandem Solar Cells.

Angewandte Chemie (International ed. in English)·2026
Same journal

Analysis of End-Tidal CO2 Variability During Plateau Waves Episodes: An Information Theoretic Approach<sup></sup>.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

AI and Tomosynthesis for Breast Cancer Molecular Subtyping: A step toward precision medicine<sup></sup>.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

Towards Sustainable Protein Recovery from Biological Waste: Assessing Polyethersulfone-based Microfiltration.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

Analysis of the cardiovascular response to standardized polymicrobial peritonitis experimental model.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

Automated Wrist Ultrasound Image Bone Enhancement and Segmentation Using Deep Learning.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
Same journal

A Deep Learning approach for Depressive Symptoms assessment in Parkinson's disease patients using facial videos.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
See all related articles

Related Experiment Video

Updated: Oct 10, 2025

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
07:15

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model

Published on: August 16, 2020

7.0K

A new machine learning based user-friendly software platform for automatic radiomics modeling and analysis.

Zhiyong Zhou, Xusheng Qian, Jisu Hu

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |December 11, 2021
    PubMed
    Summary
    This summary is machine-generated.

    We developed a user-friendly software package to simplify radiomics model building for disease diagnosis and prognosis. This tool automates complex steps, aiding researchers in creating effective radiomics models.

    More Related Videos

    Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
    04:09

    Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma

    Published on: October 10, 2018

    8.4K
    Author Spotlight: An Efficient and Robust Software for Automated Fusion of Multiple Preclinical Imaging Modalities
    07:13

    Author Spotlight: An Efficient and Robust Software for Automated Fusion of Multiple Preclinical Imaging Modalities

    Published on: October 27, 2023

    1.4K

    Related Experiment Videos

    Last Updated: Oct 10, 2025

    Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
    07:15

    Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model

    Published on: August 16, 2020

    7.0K
    Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
    04:09

    Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma

    Published on: October 10, 2018

    8.4K
    Author Spotlight: An Efficient and Robust Software for Automated Fusion of Multiple Preclinical Imaging Modalities
    07:13

    Author Spotlight: An Efficient and Robust Software for Automated Fusion of Multiple Preclinical Imaging Modalities

    Published on: October 27, 2023

    1.4K

    Area of Science:

    • Radiomics
    • Medical Imaging
    • Machine Learning

    Background:

    • Radiomics model building involves complex, multi-step pipelines challenging for researchers.
    • Selecting optimal algorithms and hyperparameters is a significant hurdle in developing accurate radiomics models.

    Purpose of the Study:

    • To develop a freely available software package for automated radiomics model building.
    • To provide a user-friendly interface for lesion labeling, feature extraction, selection, classifier training, and result visualization.

    Main Methods:

    • Developed a software package with a graphic interface using Qt, VTK, and Python.
    • Integrated semi-automatic and full-automatic segmentation algorithms for feature extraction from multi-modality images.
    • Utilized the software to build a CT-based radiomics model for renal cell carcinoma malignancy grading.

    Main Results:

    • The software automates lesion labeling, feature extraction, selection, and classifier training.
    • Extracted peritumoral features from CT images for malignancy grading.
    • Achieved an AUC of 0.848 for malignancy grading on an independent validation dataset.

    Conclusions:

    • The developed software offers a convenient and powerful tool for building radiomics models.
    • It streamlines the process for radiologists and researchers in clinical studies.
    • The software facilitates the development of effective radiomics models for disease diagnosis and prognosis.