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Table 2 Genes are ranked based on the mediator score from the final ranked gene list across all tumor nodules. The top 5% ranked genes are shown, excluding the ones with a FDR adjusted P-value > 0.05 after the random permutation test. For each gene, the gene name and type are given. For each tumor nodule, +1 denotes upregulation at the RNA, proteome or phosphoproteome levels. Similarly, -1 denotes downregulation. If empty, the gene’s, protein’s or phosphosite’s levels did not change significantly between tumor nodules and control samples

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)

 

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

 

phosphatase

-1

-1

 

-1

-1

-1

-1

-1

-1

-1

-1

-1

                         

transcription activator

           

1

1

 

1

1

 

1

 

1

1

1

1

1

         

1/0

1/0

1/0

 

transcription factor

                 

-1

       

1/0

       

1/0

   

transcription factor

                                     

kinase

         

-1

      

-1

  

-1

   

-1

       

1/0

     

kinase

     

-1

                               

transcriptional regulator

                                     

kinase

 

1

1

  

1

1

1

1

1

1

1

       

1

1

  

1

             

transcriptional inhibitor

 

-1

-1

   

-1

 

-1

                            

kinase

 

1

          

1

1

1

 

1

1

 

1

1

1

1

1

 

1/0

1/0

    

0/1

  

2/0

1/0

 

arginase

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

 

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

  

0/1

  

0/2

0/1

    

0/2

  

E3 ubiquitin protein ligase

 

1

 

1

1

1

1

 

1

1

 

1

                         

transcription factor

1

1

1

1

1

1

1

1

1

1

1

1

                         

deacetylase

 

-1

 

-1

 

-1

-1

                              

transcription factor

 

-1

                     

-1

             

kinase

            

-1

         

1

              

growth factor

   

-1

-1

-1

-1

-1

-1

-1

-1

                          

growth factor

            

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

0/1

0/1

  

0/1

 

0/1

  

0/1

   

transcription factor

 

-1

-1

 

-1

-1

-1

-1

-1

-1

-1

-1

1

-1

     

1

1

1

 

1

 

1/0

 

1/0

1/2

3/0

 

3/0

 

3/0

2/0

  

kinase

              

-1

 

1

  

1

1

       

0/1

        

transcriptional repressor

-1

 

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

                         

deacetylase

                        

1/0

   

1/0

        

kinase

               

-1

   

-1

                 

methyltransferase

1

1

1

1

1

1

1

1

1

1

1

1

       

1

1

 

1

1

 

1/0

           

transcription factor

 

1

 

1

1

1

1

 

1

                            

S-transferase

1

1

 

1

1

1

1

1

1

   

1

1

1

1

1

1

1

1

1

1

1

 

1/0

1/0

  

2/0

1/0

       

cyclin

1

1

1

1

1

1

1

1

1

1

1

1

1

    

1

 

1

                 

chloride intracellular channel

1

1

1

1

1

1

1

1

1

1

1

1

1

1

1

 

1

1

1

1

1

1

1

              

kinase

 

1

 

1

 

1

 

1

1

1

 

1

1

1

1

1

1

1

1

1

1

1

1

1

 

1/0

1/0

 

1/0

     

1/0

  

kinase

1

1

       

1

1

1

   

-1

                     

growth factor

1

1

1

1

 

1

1

1

1

1

1

1

1

1

1

 

1

1

 

1

1

1

1

1

             

chromatin-binding factor

                   

-1

   

1

0/1

0/1

           

transcription factor (forkhead family)

   

-1

 

-1

                   

1/0

           

kinase

  

-1

    

-1

-1

         

1

                  

transcription factor

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

                         

mitochondrial uncoupling proteins

1

1

1

1

1

1

1

1

1

1

1

1

                         

growth inhibitory protein

 

-1

 

-1

-1

-1

-1

-1

-1

-1

-1

-1

           

1

    

0/1

    

0/2

0/1

  

signal transduction proteins

               

1

   

1

1

  

1

             

inhibitor metalloproteises

1

1

1

1

1

1

1

1

1

1

1

1

                         

aspartic proteases

-1

-1

-1

-1

 

-1

-1

-1

-1

-1

-1

-1

 

-1

                       

transcription factor

                                     

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

    

1/0

        

Insulin Receptor Substrate

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

                         

transcription factor

 

1

1

1

1

1

1

1

1

1

1

1

                         

Histone-lysine N-methyltransferase

     

1

     

1

                         

lymphoid-specific helicase

1

1

1

1

1

1

1

1

1

1

1

1

     

-1

                   

anti- and pro-apoptotic regulators

    

-1

                                

kinase

                                     

versican proteoglycan

1

1

1

1

1

1

1

1

1

1

1

1

                         

transcription factor

-1

-1

 

-1

 

-1

-1

-1

-1

-1

                         

1/0

 

spermidine Synthase

 

1

          

1

1

  

1

  

1

1

                

enzyme in polyamine biosynthesis

1

1

1

1

1

1

1

1

1

1

1

1

                         

inhibits axol extension

                                     

transcription factor

 

-1

-1

                         

0/1

        

transcription activator

1

1

1

1

1

1

1

1

1

1

1

1

                         

secreted mitoattractant

1

1

1

1

1

1

1

1

1

1

1

1

                         

Ras protein

 

1

    

1

         

1

                    

transcription factor

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

            

1

             

kinase

             

1

           

1/0

1/0

  

1/0

   

1/0

1/0

1/0

 

transcriptional regulator

                                     

chromosomal protein

            

-1

 

-1

-1

-1

-1

-1

-1

1

 

-1

 

0/1

   

0/2

     

1/0

  

phosphatase

                                     

phosphatase

1

1

1

1

1

1

1

1

1

1

1

1

   

1

             

1/0

    

1/0

  

transcription factor

 

1

                                   

acetylhydrolase

    

1

            

1

    

1

              

kinase

       

-1

   

-1

1

   

1

1

 

1

1

1

1

 

1/0

1/1

       

1/0

0/1

  

vitamin D receptors

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

-1

  

-1

                      

calcium binding protein

              

1

  

1

1

 

1

1

1

1

             

transcription factor

                                     

transcriptional modulator

-1

-1

-1

   

-1

-1

-1

                            

Ras protein

1

1

1

1

1

1

1

1

1

1

1

1

                         

transcription factor

-1

-1

-1

-1

-1

-1

-1

 

-1

-1

 

-1

                         

kinase

      

1

1

1

    

1

-1

1

   

1

1

1

1

1

 

2/0

   

1/0

   

1/0

2/0

3/0

 

scaffolding protein within caveolar membranes

  

1

1

1

1

 

1

 

1

1

1

                         
  1. Genes are ranked based on the mediator score from the final ranked gene list across all tumor nodules. The top 5% ranked genes are shown, excluding the ones with a FDR adjusted P-value > 0.05 after the random permutation test. For each gene, the gene name and type are given. For each tumor nodule, +1 denotes upregulation at the RNA, proteome or phosphoproteome levels. Similarly, -1 denotes downregulation. If empty, the gene’s, protein’s or phosphosite’s levels did not change significantly between tumor nodules and control samples.