Machine learning-based integration of dosiomics and pre-radiotherapy multimodal MRI radiomics for survival stratification in patients with glioblastoma multiforme

Dosiomic and pre-radiotherapy MRI-derived radiomic features are capable of stratifying GBM patients into two long-term and short-term groups. Notably, the integration of dosiomics and radiomics significantly enhances survival prediction in GBM patients.

Authors

Institutions

Publication Details

Journal
Radiation Oncology
Published
2025-12-02
DOI
https://doi.org/10.1186/s13014-025-02764-y
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Machine learning-based integration of dosiomics and pre-radiotherapy multimodal MRI radiomics for survival stratification in patients with glioblastoma multiforme

Elmira Yazdani, Pegah Saadatmand, Seied Rabi Mahdavi, Maedeh Barahman et al.
Radiation Oncology
Radiomics and Machine Learning in Medical Imaging
article

Machine learning-based integration of dosiomics and pre-radiotherapy multimodal MRI radiomics for survival stratification in patients with glioblastoma multiforme

Elmira Yazdani, Pegah Saadatmand, Seied Rabi Mahdavi, Maedeh Barahman, Atefeh Mahmoudi, Arash Zare‐Sadeghi, Hamed Iraji
article en

Abstract

Dosiomic and pre-radiotherapy MRI-derived radiomic features are capable of stratifying GBM patients into two long-term and short-term groups. Notably, the integration of dosiomics and radiomics significantly enhances survival prediction in GBM patients.

Radiation OncologyVol. 20(1)
Iran University of Medical Sciences (IR), Rasool Akram Hospital (IR), Firoozgar General Hospital (IR)
Openalex Percentile: Top 47%
Radiomics and Machine Learning in Medical Imaging
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.