Back to search

Article

Evo-TGSF: An Evolutionary Topology-Genomic Subspace Fusion Framework for Alzheimer’s Disease Classification using Imaging-Genomics Data

2026-06-15

Abstract excerpt

<title>Abstract</title> <p>Brain imaging genomics offers a powerful paradigm for unraveling the complex pathophysiological mechanisms underlying Alzheimer’s disease (AD). However, effective integration of high-dimensional functional magnetic resonance imaging (fMRI) data and single nucleotide polymorphism (SNP) data remains challenging. In this paper, we propose an evolutionary topology-genomic subspace fusion fr...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
3020284d-a2fb-5de3-8a77-8c04aa0318e3
DOI
10.21203/rs.3.rs-9920004/v1
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Evo-TGSF: An Evolutionary Topology-Genomic Subspace Fusion Framework for Alzheimer’s Disease Classification using Imaging-Genomics DataDOI 10.21203/rs.3.rs-9920004/v1
Diagnosis of Alzheimer's disease using FusionNet with improved secretary bird optimization algorithm for optimal MK-SVM based on imaging genetic data.Semantic proximity
inMTSCCA: An Integrated Multi-task Sparse Canonical Correlation Analysis for Multi-omics Brain Imaging GeneticsSemantic proximity
Dynamic fusion of genomics and functional network connectivity in UK biobank reveals schizophrenia-related SNP manifoldsSemantic proximity
Dynamic Fusion of Genomics and Functional Network Connectivity in UK Biobank Reveals Schizophrenia-Related SNP Manifolds.Semantic proximity
Integration of Imaging Genomics Data for the Study of Alzheimer's Disease Using Joint-Connectivity-Based Sparse Nonnegative Matrix FactorizationSemantic proximity
Multimodal Data Analysis of Alzheimer's Disease Based on Clustering Evolutionary Random Forest.Semantic proximity
A Novel Longitudinal Phenotype-Genotype Association Study Based on Deep Feature Extraction and Hypergraph Models for Alzheimer's Disease.Semantic proximity
Pathogeny Detection for Mild Cognitive Impairment via Weighted Evolutionary Random Forest With Brain Imaging and Genetic DataSemantic proximity
Graph-Based Modeling of Alzheimer’s Protein Interactions via Spiking Neural, Hyperdimensional Encoding, and Scalable Ray-Based LearningSemantic proximity
CORONet: A Cross-Sequence Joint Representation and Hypergraph Convolutional Network for Classifying Molecular Subtypes of Breast Cancer Using Incomplete DCE-MRISemantic proximity
A novel structure-aware sparse learning algorithm for brain imaging genetics.Semantic proximity
Identifying diagnosis-specific genotype-phenotype associations via joint multitask sparse canonical correlation analysis and classification.Semantic proximity
Select a neighboring publication to make it the new centre.