Data Types |
SNP |
Single Nucleotide Polymorphism |
CNV |
Copy Number Variation |
mRNA |
messenger RNA |
miRNA |
micro RNA |
DNAm |
DNA methylation |
WSI |
Whole Slide Image |
Resources |
FANTOM |
Functional ANnotation Of the Mammalian genome |
ICGC |
The International Cancer Genome Consortium |
TCGA |
The Cancer Genomics Atlas |
CCLE |
Cancer Cell Line Encyclopedia |
GDC |
Genomic Data Commons |
IHEC |
The International Human Epigenomics Consortium |
GTEx |
Genotype-Tissue Expression |
GWAS |
Genome-Wide Association Studies |
STRING |
Search Tool for the Retrieval of Interacting Genes/Proteins |
ROSMAP |
Religious Orders Study/Memory and Aging Project |
PORPOISE |
Pathology-Omics Research Platform for Integrative Survival Estimation |
Modeling Approaches |
LVM |
Latent Variable Model |
DL |
Deep Learning |
VAE |
Variational AutoEncoder |
DNN |
Deep Neural Network |
CNN |
Convolutional Neural Network |
GCN |
Graph Convolutional Network |
Models |
MOFA |
Multi-Omics Factor Analysis |
MOLI |
Multi-Omics Late Integration |
MOSAE |
Multi-omics Supervised Autoencoder |
MAE |
Multi-view Factorization AutoEncoder |
MDNNMD |
Multimodal Deep Neural Network by integrating Multi-dimensional Data |
MOGONET |
Multi-Omics Graph cOnvolutional NETworks |
SALMON |
Survival Analysis Learning with Multi-Omics Neural Networks |
HFBSurv |
Hierarchical Factorized Bilinear fusion for cancer survival prediction |
DeepMOCCA |
Deep Multi Omics CanCer Analysis |
MCAT |
Multimodal Co-Attention Transformer |