Deep learning-based survival prediction model for adult diffuse low-grade glioma: a multi-cohort validation study

Our deep learning model demonstrates reliable prognostic capabilities for DLGG patients, with age and IDH status as key determinants of survival. The model has been implemented as a web-based platform ( https://seerlggs-f4nze5jr7iuu9k9uuaemjf.streamlit.app ) for clinical use, offering personalized survival predictions. These findings contribute to more precise prognostication and may aid in treatment strategy optimization for DLGG patients.

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Publication Details

Journal
Discover Oncology
Published
2025-10-02
DOI
https://doi.org/10.1007/s12672-025-03613-w
Citations
2
Primary Topic
Glioma Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
3.25

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article

Deep learning-based survival prediction model for adult diffuse low-grade glioma: a multi-cohort validation study

Haibo Su, Tang Ye, Peng‐Fei Xu, Tao Wu et al.
2 citations
Discover Oncology
Glioma Diagnosis and Treatment
3.25
article

Deep learning-based survival prediction model for adult diffuse low-grade glioma: a multi-cohort validation study

Haibo Su, Tang Ye, Peng‐Fei Xu, Tao Wu, Baodong Chen, Wenxin Liu, Guangyuan Wu
article en
2 citations

Abstract

Our deep learning model demonstrates reliable prognostic capabilities for DLGG patients, with age and IDH status as key determinants of survival. The model has been implemented as a web-based platform ( https://seerlggs-f4nze5jr7iuu9k9uuaemjf.streamlit.app ) for clinical use, offering personalized survival predictions. These findings contribute to more precise prognostication and may aid in treatment strategy optimization for DLGG patients.

Discover OncologyVol. 16(1)
Peking University Shenzhen Hospital (CN), University of Hong Kong - Shenzhen Hospital (CN)
Peking University
Openalex Percentile: Top 7%
Glioma Diagnosis and Treatment
3.25
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Deep learning-based survival prediction model for adult diffuse low-grade glioma: a multi-cohort validation study — Haibo Su, Tang Ye, et al. · Discover Oncology (2025) | TGRS Research Map | TGRS