Integrating Multiomics Data Using a Correlation Based Graph Attention Network for Subtype Classification in Lower Grade Glioma

This repository provides the official implementation of the BioGAT_LGG framework for biomarker discovery and subtype classification of Lower-Grade Glioma using Graph Attention Networks and multi-omics data integration (mRNA, miRNA, and DNA methylation). The model is trained using LASSO-selected features and correlation-based graphs, evaluated with 10-fold cross-validation.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-28
DOI
https://doi.org/10.5281/zenodo.15761178
Primary Topic
Glioma Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Integrating Multiomics Data Using a Correlation Based Graph Attention Network for Subtype Classification in Lower Grade Glioma

Zenodo (CERN European Organization for Nuclear Research)
Glioma Diagnosis and Treatment
article

Integrating Multiomics Data Using a Correlation Based Graph Attention Network for Subtype Classification in Lower Grade Glioma

article en

Abstract

This repository provides the official implementation of the BioGAT_LGG framework for biomarker discovery and subtype classification of Lower-Grade Glioma using Graph Attention Networks and multi-omics data integration (mRNA, miRNA, and DNA methylation). The model is trained using LASSO-selected features and correlation-based graphs, evaluated with 10-fold cross-validation.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 37%
Glioma Diagnosis and Treatment
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.

Integrating Multiomics Data Using a Correlation Based Graph Attention Network for Subtype Classification in Lower Grade Glioma · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS