From: Multi-omics data integration reveals novel drug targets in hepatocellular carcinoma
Gene type | RNA(+1 significant upregulation, -1 significant downregulation (compared to normal samples)) | PROTEOME(+1 significant upregulation, -1 significant downregulation (compared to normal samples)) | PHOSPHOPROTEOME(number of phosphosites upregulated/number of phosphosites downregulated) | Â | |||||||||||||||||||||||||||||||||
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Mouse1-N1 | Mouse1-N2 | Mouse1-N3 | Mouse2-N1 | Mouse2-N2 | Mouse2-N3 | Mouse3-N1 | Mouse3-N2 | Mouse3-N3 | Mouse4-N1 | Mouse4-N2 | Mouse4-N3 | Mouse1-N1 | Mouse1-N2 | Mouse1-N3 | Mouse2-N1 | Mouse2-N2 | Mouse2-N3 | Mouse3-N1 | Mouse3-N2 | Mouse3-N3 | Mouse4-N1 | Mouse4-N2 | Mouse4-N3 | Mouse1-N1 | Mouse1-N2 | Mouse1-N3 | Mouse2-N1 | Mouse2-N2 | Mouse2-N3 | Mouse3-N1 | Mouse3-N2 | Mouse3-N3 | Mouse4-N1 | Mouse4-N2 | Mouse4-N3 | Â | |
phosphatase | -1 | -1 | Â | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription activator | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | 1 | Â | 1 | 1 | Â | 1 | Â | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1/0 | 1/0 | 1/0 | Â |
transcription factor | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | 1/0 | Â | Â | Â | Â | Â | Â | Â | 1/0 | Â | Â | Â |
transcription factor | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | Â | Â | Â | Â | Â | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | -1 | Â | Â | -1 | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | 1/0 | Â | Â | Â | Â | Â |
kinase | Â | Â | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcriptional regulator | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | 1 | 1 | Â | Â | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | 1 | 1 | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcriptional inhibitor | Â | -1 | -1 | Â | Â | Â | -1 | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | 1 | 1 | Â | 1 | 1 | Â | 1 | 1 | 1 | 1 | 1 | Â | 1/0 | 1/0 | Â | Â | Â | Â | 0/1 | Â | Â | 2/0 | 1/0 | Â |
arginase | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | Â | 0/1 | Â | Â | 0/2 | 0/1 | Â | Â | Â | Â | 0/2 | Â | Â |
E3 ubiquitin protein ligase | Â | 1 | Â | 1 | 1 | 1 | 1 | Â | 1 | 1 | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
deacetylase | Â | -1 | Â | -1 | Â | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
growth factor | Â | Â | Â | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
growth factor | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | 0/1 | 0/1 | Â | Â | 0/1 | Â | 0/1 | Â | Â | 0/1 | Â | Â | Â |
transcription factor | Â | -1 | -1 | Â | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | 1 | -1 | Â | Â | Â | Â | Â | 1 | 1 | 1 | Â | 1 | Â | 1/0 | Â | 1/0 | 1/2 | 3/0 | Â | 3/0 | Â | 3/0 | 2/0 | Â | Â |
kinase | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | -1 | Â | 1 | Â | Â | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | 0/1 | Â | Â | Â | Â | Â | Â | Â | Â |
transcriptional repressor | -1 | Â | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
deacetylase | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1/0 | Â | Â | Â | 1/0 | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | -1 | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
methyltransferase | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | 1 | 1 | Â | 1 | 1 | Â | 1/0 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | Â | 1 | Â | 1 | 1 | 1 | 1 | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
S-transferase | 1 | 1 | Â | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | 1/0 | 1/0 | Â | Â | 2/0 | 1/0 | Â | Â | Â | Â | Â | Â | Â |
cyclin | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | 1 | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
chloride intracellular channel | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | 1 | Â | 1 | Â | 1 | Â | 1 | 1 | 1 | Â | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | 1/0 | 1/0 | Â | 1/0 | Â | Â | Â | Â | Â | 1/0 | Â | Â |
kinase | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | 1 | 1 | 1 | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
growth factor | 1 | 1 | 1 | 1 | Â | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | 1 | 1 | Â | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
chromatin-binding factor | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | -1 | Â | Â | Â | 1 | 0/1 | 0/1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor (forkhead family) | Â | Â | Â | -1 | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1/0 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | Â | -1 | Â | Â | Â | Â | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
mitochondrial uncoupling proteins | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
growth inhibitory protein | Â | -1 | Â | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | Â | Â | Â | Â | 0/1 | Â | Â | Â | Â | 0/2 | 0/1 | Â | Â |
signal transduction proteins | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | Â | Â | Â | 1 | 1 | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
inhibitor metalloproteises | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
aspartic proteases | -1 | -1 | -1 | -1 | Â | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
adapter protein | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | 1/0 | Â | Â | Â | Â | Â | Â | Â | Â |
Insulin Receptor Substrate | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | Â | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
Histone-lysine N-methyltransferase | Â | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | |
anti- and pro-apoptotic regulators | Â | Â | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
versican proteoglycan | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | -1 | -1 | Â | -1 | Â | -1 | -1 | -1 | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1/0 | Â |
spermidine Synthase | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | 1 | Â | Â | 1 | Â | Â | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
enzyme in polyamine biosynthesis | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
inhibits axol extension | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | Â | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 0/1 | Â | Â | Â | Â | Â | Â | Â | Â |
transcription activator | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
secreted mitoattractant | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
Ras protein | Â | 1 | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1/0 | 1/0 | Â | Â | 1/0 | Â | Â | Â | 1/0 | 1/0 | 1/0 | Â |
transcriptional regulator | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
chromosomal protein | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | -1 | Â | -1 | -1 | -1 | -1 | -1 | -1 | 1 | Â | -1 | Â | 0/1 | Â | Â | Â | 0/2 | Â | Â | Â | Â | Â | 1/0 | Â | Â |
phosphatase | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
phosphatase | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1/0 | Â | Â | Â | Â | 1/0 | Â | Â |
transcription factor | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
acetylhydrolase | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | Â | Â | Â | Â | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | Â | Â | Â | Â | Â | Â | -1 | Â | Â | Â | -1 | 1 | Â | Â | Â | 1 | 1 | Â | 1 | 1 | 1 | 1 | Â | 1/0 | 1/1 | Â | Â | Â | Â | Â | Â | Â | 1/0 | 0/1 | Â | Â |
vitamin D receptors | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
calcium binding protein | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | 1 | Â | Â | 1 | 1 | Â | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcriptional modulator | -1 | -1 | -1 | Â | Â | Â | -1 | -1 | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
Ras protein | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
transcription factor | -1 | -1 | -1 | -1 | -1 | -1 | -1 | Â | -1 | -1 | Â | -1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |
kinase | Â | Â | Â | Â | Â | Â | 1 | 1 | 1 | Â | Â | Â | Â | 1 | -1 | 1 | Â | Â | Â | 1 | 1 | 1 | 1 | 1 | Â | 2/0 | Â | Â | Â | 1/0 | Â | Â | Â | 1/0 | 2/0 | 3/0 | Â |
scaffolding protein within caveolar membranes | Â | Â | 1 | 1 | 1 | 1 | Â | 1 | Â | 1 | 1 | 1 | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â | Â |