Category |
Feature |
Feature Details |
Count |
Type |
Tools |
|
DNA Sequence |
K-mers and autocorrelation features |
259 |
Numerical |
rDNAse (R package) |
|
Protein Sequence |
K-mers and autocorrelation features |
9858 |
Numerical |
protr package (R package) |
Sequence |
Codon |
Codon adaptation index (CAI) , Stacking Energy, Effective number of codons (Nc) etc |
14 |
Numerical |
SADEG |
|
Protein Structure |
Transmembrane domain, coils, loops etc |
5 |
Numerical + Categorical |
DisEMBL,
TMHMM, and
SignalP |
|
Protein Localization |
Subcellular localizations |
17 |
Categorical |
WolfPsort
and Deeploc |
Genomic Structure |
Gene Structure |
Exon number, gene length etc |
10 |
Numerical + Categorical |
Customized Python Script |
|
Distance |
Chromosomal distance, distance to nearest telomere etc |
4 |
Numerical |
Customized Python Script |
Expression |
Gene Expression |
Tissue expression, Tissue breadth,
Maximum expression etc |
175 |
Numerical |
qTeller |
|
Protein Expression |
|
26 |
Numerical |
qTeller |
|
Chromatin States |
Combination of histone modifications |
13 |
Numerical |
|
|
ATAC-Seq |
Open chromatin peak |
6 |
Numerical |
|
Chromatin Interactions |
Histone Modifications |
ChIP-Seq peaks |
8 |
Numerical |
|
|
DNA Methylation |
CG, CHG, and CHH |
9 |
Numerical |
|
|
miRNA |
|
3 |
Numerical |
|
|
Insertions |
|
6 |
Numerical |
|
|
TF Binding Sites |
|
99 |
Numerical |
|
Count |
Transcription Start Site |
Counts of each
Each category type cross three regions of the genome: within gene body, 1KB region directly upstream and downstream of the gene start site and 5KB region directly upstream and downstream of the gene start site. |
6 |
Numerical |
Bedtools and Customized Python Scripts |
|
Enhancers |
|
6 |
Numerical |
|
|
Transposable Elements |
|
3 |
Numerical |
|
|
G-Quadruplex |
|
5 |
Numerical |
|
Gene interactions |
Correlation |
WGCNA modules |
12 |
Categorical |
|
Variomic |
SNP |
WGCNA modules |
1 |
Numerical |
Bedtools |
|
SNP Effect |
WGCNA modules |
27 |
Numerical |
SnpEff |
Other |
Evolutionary |
Kn vs Ks, Gene Age |
9 |
Numerical |
phylostratr |
|
Protein domains |
Total PFAM per gene model /td>
| 1 |
Numerical |
Customized Python Script |