Tools Sources

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

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