This regulatory network was inferred from the input dataset. The miRNAs and mRNAs are
presented as round and rectangle nodes respectively. The numerical value popped up upon mouse over the gene node is the log2 transformed fold-change of the gene expression between the two groups. All of the nodes are clickable, and the detailed information of the miRNAs/mRNAs and related cancer pathway will be displayed in another window. The edges between nodes are supported by both interactions (predicted or experimentally verified) and correlations learnt from cancer dataset. The numerical value popped up upon mouse over the edge is the correlation beat value (effect size) between the two nodes. The experimental evidences of the edges reported in previous cancer studies are highlighted by red/orange color. All of these information can be accessed by the "mouse-over" action. This network shows a full map of the miRNA-mRNA regulation of the input gene list(s), and the hub miRNAs (with the high network degree/betweenness centrality) would be the potential cancer drivers or tumor suppressors. The full result table can be accessed in the "Regulations" tab.
"miRNACancerMAP" is also a network visualization tool for users to draw their regulatory network by personal customization. Users can set the complexity of the network by limiting the number of nodes or edges. And the color of the nodes can be defined by different categories of the mRNAs and miRNAs, such as Gene-Ontology, pathway, and expression status. Users can also select to use network degree or network betweenness centrality to define the node size. And edges can be black or colored by the correlation. Purple edge means negative correlation (mostly found between miRNA and mRNA), and blue edge means positive correlation (found in PPI or miRNA-miRNA sponge effect). We can also add the protein-protein interactions (PPI) into the network. This result will show the cluster of genes regulated by some specific miRNAs. Additionally, miRNA-miRNA edges can be added by the "miRNA sponge" button, presenting some clusters of miRNAs that have the interactions via sponge effect.
Num | microRNA | Gene | miRNA log2FC | miRNA pvalue | Gene log2FC | Gene pvalue | Interaction | Correlation beta | Correlation P-value | PMID | Reported in cancer studies |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | hsa-miR-151a-3p | UCHL1 | 1.24 | 0 | -1.26 | 0.0393 | MirTarget | -0.82 | 0 | NA | |
2 | hsa-miR-429 | UCHL1 | 4.49 | 0 | -1.26 | 0.0393 | miRNATAP | -0.46 | 0 | NA | |
3 | hsa-miR-877-5p | UCHL1 | 2.95 | 0 | -1.26 | 0.0393 | miRNAWalker2 validate | -0.17 | 0.03813 | NA |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | PROTEIN MODIFICATION BY SMALL PROTEIN CONJUGATION OR REMOVAL | 17 | 873 | 1.298e-09 | 6.038e-06 |
2 | PROTEIN MODIFICATION BY SMALL PROTEIN REMOVAL | 8 | 133 | 1.001e-08 | 2.33e-05 |
3 | PROTEIN CATABOLIC PROCESS | 13 | 579 | 2.978e-08 | 4.619e-05 |
4 | MACROMOLECULE CATABOLIC PROCESS | 15 | 926 | 1.634e-07 | 0.00019 |
5 | RESPONSE TO INORGANIC SUBSTANCE | 11 | 479 | 3.139e-07 | 0.0002709 |
6 | CATABOLIC PROCESS | 20 | 1773 | 3.493e-07 | 0.0002709 |
7 | CELLULAR CATABOLIC PROCESS | 17 | 1322 | 5.588e-07 | 0.0003714 |
8 | HISTONE H3 DEACETYLATION | 4 | 22 | 6.679e-07 | 0.0003884 |
9 | PROTEOLYSIS | 16 | 1208 | 8.823e-07 | 0.0004561 |
10 | POSITIVE REGULATION OF TRANSPORT | 14 | 936 | 1.179e-06 | 0.0005484 |
11 | STRIATED MUSCLE CELL DIFFERENTIATION | 7 | 173 | 1.316e-06 | 0.0005567 |
12 | SINGLE ORGANISM BEHAVIOR | 9 | 384 | 3.502e-06 | 0.001358 |
13 | NEUROGENESIS | 16 | 1402 | 6.112e-06 | 0.002188 |
14 | CELL DEVELOPMENT | 16 | 1426 | 7.583e-06 | 0.00252 |
15 | REGULATION OF TRANSPORT | 18 | 1804 | 9.105e-06 | 0.002824 |
16 | MUSCLE CELL DIFFERENTIATION | 7 | 237 | 1.05e-05 | 0.003054 |
17 | CELL DEATH | 13 | 1001 | 1.392e-05 | 0.003599 |
18 | COVALENT CHROMATIN MODIFICATION | 8 | 345 | 1.38e-05 | 0.003599 |
19 | NEGATIVE REGULATION OF NITROGEN COMPOUND METABOLIC PROCESS | 16 | 1517 | 1.65e-05 | 0.00404 |
20 | POSITIVE REGULATION OF CELLULAR PROTEIN LOCALIZATION | 8 | 360 | 1.875e-05 | 0.004361 |
21 | NEGATIVE REGULATION OF TRANSCRIPTION FROM RNA POLYMERASE II PROMOTER | 11 | 740 | 2.052e-05 | 0.004546 |
22 | RESPONSE TO HYDROGEN PEROXIDE | 5 | 109 | 2.588e-05 | 0.005474 |
23 | NEURON DEVELOPMENT | 10 | 687 | 6.073e-05 | 0.00713 |
24 | NEGATIVE REGULATION OF GENE EXPRESSION | 15 | 1493 | 5.646e-05 | 0.00713 |
25 | MACROMOLECULE DEACYLATION | 4 | 67 | 6.282e-05 | 0.00713 |
26 | NEURON PROJECTION DEVELOPMENT | 9 | 545 | 5.627e-05 | 0.00713 |
27 | POSITIVE REGULATION OF PROTEIN LOCALIZATION TO NUCLEUS | 5 | 129 | 5.805e-05 | 0.00713 |
28 | REGULATION OF CELLULAR LOCALIZATION | 14 | 1277 | 4.092e-05 | 0.00713 |
29 | POSITIVE REGULATION OF NUCLEOCYTOPLASMIC TRANSPORT | 5 | 121 | 4.276e-05 | 0.00713 |
30 | REGULATION OF PROTEIN LOCALIZATION | 12 | 950 | 4.115e-05 | 0.00713 |
31 | INTERSPECIES INTERACTION BETWEEN ORGANISMS | 10 | 662 | 4.45e-05 | 0.00713 |
32 | REGULATION OF CYSTEINE TYPE ENDOPEPTIDASE ACTIVITY | 6 | 213 | 6.094e-05 | 0.00713 |
33 | REGULATION OF CELL DEATH | 15 | 1472 | 4.799e-05 | 0.00713 |
34 | NEGATIVE REGULATION OF CYTOKINE PRODUCTION | 6 | 211 | 5.784e-05 | 0.00713 |
35 | REGULATION OF CELLULAR PROTEIN LOCALIZATION | 9 | 552 | 6.208e-05 | 0.00713 |
36 | NEGATIVE REGULATION OF MULTICELLULAR ORGANISMAL PROCESS | 12 | 983 | 5.727e-05 | 0.00713 |
37 | MUSCLE CELL DEVELOPMENT | 5 | 128 | 5.594e-05 | 0.00713 |
38 | SYMBIOSIS ENCOMPASSING MUTUALISM THROUGH PARASITISM | 10 | 662 | 4.45e-05 | 0.00713 |
39 | REGULATION OF CELL PROLIFERATION | 15 | 1496 | 5.777e-05 | 0.00713 |
40 | BEHAVIOR | 9 | 516 | 3.685e-05 | 0.00713 |
41 | POSITIVE REGULATION OF ESTABLISHMENT OF PROTEIN LOCALIZATION | 9 | 514 | 3.575e-05 | 0.00713 |
42 | DOPAMINE METABOLIC PROCESS | 3 | 25 | 6.835e-05 | 0.007228 |
43 | MUSCLE STRUCTURE DEVELOPMENT | 8 | 432 | 6.82e-05 | 0.007228 |
44 | NEUROTRANSMITTER METABOLIC PROCESS | 3 | 25 | 6.835e-05 | 0.007228 |
45 | NEGATIVE REGULATION OF CELL ADHESION | 6 | 223 | 7.854e-05 | 0.008121 |
46 | RESPONSE TO METAL ION | 7 | 333 | 9.168e-05 | 0.009189 |
47 | NEURON DIFFERENTIATION | 11 | 874 | 9.282e-05 | 0.009189 |
48 | CELLULAR RESPONSE TO STRESS | 15 | 1565 | 9.637e-05 | 0.009342 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | UBIQUITIN LIKE PROTEIN SPECIFIC PROTEASE ACTIVITY | 8 | 117 | 3.627e-09 | 3.37e-06 |
2 | CYSTEINE TYPE PEPTIDASE ACTIVITY | 8 | 184 | 1.257e-07 | 3.891e-05 |
3 | THIOL DEPENDENT UBIQUITIN SPECIFIC PROTEASE ACTIVITY | 6 | 73 | 1.216e-07 | 3.891e-05 |
4 | NAD DEPENDENT PROTEIN DEACETYLASE ACTIVITY | 4 | 17 | 2.199e-07 | 5.108e-05 |
5 | HYDROLASE ACTIVITY ACTING ON CARBON NITROGEN BUT NOT PEPTIDE BONDS IN LINEAR AMIDES | 5 | 84 | 7.272e-06 | 0.0009651 |
6 | HISTONE DEACETYLASE ACTIVITY H3 K14 SPECIFIC | 3 | 12 | 6.735e-06 | 0.0009651 |
7 | LIGASE ACTIVITY | 9 | 406 | 5.5e-06 | 0.0009651 |
8 | PROTEIN DEACETYLASE ACTIVITY | 4 | 43 | 1.071e-05 | 0.001244 |
9 | DEACETYLASE ACTIVITY | 4 | 55 | 2.877e-05 | 0.00297 |
10 | PEPTIDASE ACTIVITY | 10 | 663 | 4.507e-05 | 0.004187 |
11 | HYDROLASE ACTIVITY ACTING ON CARBON NITROGEN BUT NOT PEPTIDE BONDS | 5 | 143 | 9.463e-05 | 0.007992 |
12 | MACROMOLECULAR COMPLEX BINDING | 14 | 1399 | 0.0001096 | 0.008486 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|
Num | Pathway | Pathview | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|---|
1 | Tight_junction_hsa04530 | 5 | 170 | 0.0002127 | 0.01106 | |
2 | Adherens_junction_hsa04520 | 3 | 72 | 0.001592 | 0.0414 | |
3 | Focal_adhesion_hsa04510 | 4 | 199 | 0.003793 | 0.06575 | |
4 | Endocytosis_hsa04144 | 4 | 244 | 0.00775 | 0.09763 | |
5 | Notch_signaling_pathway_hsa04330 | 2 | 48 | 0.01034 | 0.09763 | |
6 | Cell_adhesion_molecules_.CAMs._hsa04514 | 3 | 145 | 0.01126 | 0.09763 | |
7 | VEGF_signaling_pathway_hsa04370 | 2 | 59 | 0.01534 | 0.114 | |
8 | Mitophagy_animal_hsa04137 | 2 | 65 | 0.01842 | 0.1189 | |
9 | Calcium_signaling_pathway_hsa04020 | 3 | 182 | 0.02059 | 0.1189 | |
10 | PI3K_Akt_signaling_pathway_hsa04151 | 4 | 352 | 0.02623 | 0.1315 | |
11 | Rap1_signaling_pathway_hsa04015 | 3 | 206 | 0.02835 | 0.1315 | |
12 | ErbB_signaling_pathway_hsa04012 | 2 | 85 | 0.03036 | 0.1315 | |
13 | HIF_1_signaling_pathway_hsa04066 | 2 | 100 | 0.04083 | 0.1633 | |
14 | Cell_cycle_hsa04110 | 2 | 124 | 0.05993 | 0.2209 | |
15 | FoxO_signaling_pathway_hsa04068 | 2 | 132 | 0.06687 | 0.2209 | |
16 | MAPK_signaling_pathway_hsa04010 | 3 | 295 | 0.06863 | 0.2209 | |
17 | Apoptosis_hsa04210 | 2 | 138 | 0.07223 | 0.2209 | |
18 | Cellular_senescence_hsa04218 | 2 | 160 | 0.09302 | 0.2687 | |
19 | Regulation_of_actin_cytoskeleton_hsa04810 | 2 | 208 | 0.1431 | 0.3545 | |
20 | Ras_signaling_pathway_hsa04014 | 2 | 232 | 0.17 | 0.4018 |