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-let-7e-5p | RRM2 | -0.73 | 0 | 2.68 | 0 | miRNATAP | -0.68 | 0 | NA | |
2 | hsa-let-7g-5p | RRM2 | -0.74 | 0 | 2.68 | 0 | miRNAWalker2 validate; miRNATAP | -0.44 | 0.00032 | NA | |
3 | hsa-miR-125a-5p | RRM2 | -0.56 | 0 | 2.68 | 0 | miRanda | -1.14 | 0 | NA | |
4 | hsa-miR-199a-5p | RRM2 | -1.65 | 0 | 2.68 | 0 | miRanda | -0.32 | 0 | NA | |
5 | hsa-miR-20b-5p | RRM2 | -1.3 | 0 | 2.68 | 0 | miRNATAP | -0.29 | 9.0E-5 | NA | |
6 | hsa-miR-26a-5p | RRM2 | -0.2 | 0.00167 | 2.68 | 0 | miRNAWalker2 validate | -0.78 | 4.0E-5 | NA | |
7 | hsa-miR-30a-5p | RRM2 | -0.78 | 0 | 2.68 | 0 | miRNAWalker2 validate | -1.19 | 0 | NA | |
8 | hsa-miR-30c-5p | RRM2 | -1.09 | 0 | 2.68 | 0 | miRNAWalker2 validate | -0.88 | 0 | NA | |
9 | hsa-miR-362-3p | RRM2 | -0.75 | 0 | 2.68 | 0 | miRanda | -0.35 | 2.0E-5 | NA | |
10 | hsa-miR-429 | RRM2 | -2.17 | 0 | 2.68 | 0 | miRanda | -0.61 | 0 | NA |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | NUCLEOBASE CONTAINING SMALL MOLECULE METABOLIC PROCESS | 18 | 535 | 3.071e-15 | 1.429e-11 |
2 | ORGANOPHOSPHATE METABOLIC PROCESS | 20 | 885 | 1.164e-13 | 2.708e-10 |
3 | PURINE CONTAINING COMPOUND METABOLIC PROCESS | 14 | 394 | 2.887e-12 | 4.478e-09 |
4 | NUCLEOSIDE PHOSPHATE BIOSYNTHETIC PROCESS | 11 | 188 | 3.888e-12 | 4.523e-09 |
5 | PHOSPHATE CONTAINING COMPOUND METABOLIC PROCESS | 24 | 1977 | 1.25e-10 | 1.163e-07 |
6 | PURINE CONTAINING COMPOUND BIOSYNTHETIC PROCESS | 9 | 139 | 1.673e-10 | 1.297e-07 |
7 | ORGANOPHOSPHATE BIOSYNTHETIC PROCESS | 13 | 450 | 2.5e-10 | 1.662e-07 |
8 | CYCLIC NUCLEOTIDE BIOSYNTHETIC PROCESS | 6 | 34 | 4.63e-10 | 2.693e-07 |
9 | SMALL MOLECULE METABOLIC PROCESS | 22 | 1767 | 6.461e-10 | 3.34e-07 |
10 | CAMP BIOSYNTHETIC PROCESS | 5 | 17 | 8.645e-10 | 4.022e-07 |
11 | CYCLIC NUCLEOTIDE METABOLIC PROCESS | 6 | 57 | 1.189e-08 | 5.029e-06 |
12 | RENAL SYSTEM PROCESS | 7 | 102 | 1.377e-08 | 5.338e-06 |
13 | RENAL WATER HOMEOSTASIS | 5 | 34 | 3.749e-08 | 1.246e-05 |
14 | CAMP METABOLIC PROCESS | 5 | 34 | 3.749e-08 | 1.246e-05 |
15 | WATER HOMEOSTASIS | 6 | 70 | 4.178e-08 | 1.296e-05 |
16 | CAMP MEDIATED SIGNALING | 5 | 37 | 5.836e-08 | 1.697e-05 |
17 | ACTIVATION OF PROTEIN KINASE A ACTIVITY | 4 | 17 | 1.277e-07 | 3.494e-05 |
18 | CYCLIC NUCLEOTIDE MEDIATED SIGNALING | 5 | 46 | 1.8e-07 | 4.654e-05 |
19 | MULTICELLULAR ORGANISMAL WATER HOMEOSTASIS | 5 | 58 | 5.867e-07 | 0.0001437 |
20 | CARBOHYDRATE DERIVATIVE METABOLIC PROCESS | 14 | 1047 | 7.845e-07 | 0.0001825 |
21 | MULTICELLULAR ORGANISMAL HOMEOSTASIS | 8 | 272 | 8.526e-07 | 0.0001889 |
22 | ADENYLATE CYCLASE INHIBITING G PROTEIN COUPLED RECEPTOR SIGNALING PATHWAY | 5 | 68 | 1.307e-06 | 0.0002763 |
23 | ADENYLATE CYCLASE ACTIVATING G PROTEIN COUPLED RECEPTOR SIGNALING PATHWAY | 5 | 73 | 1.863e-06 | 0.0003769 |
24 | SINGLE ORGANISM BIOSYNTHETIC PROCESS | 15 | 1340 | 2.711e-06 | 0.0005257 |
25 | NUCLEOSIDE DIPHOSPHATE METABOLIC PROCESS | 5 | 84 | 3.74e-06 | 0.0006783 |
26 | CELLULAR RESPONSE TO GLUCAGON STIMULUS | 4 | 38 | 3.79e-06 | 0.0006783 |
27 | ACTIVATION OF ADENYLATE CYCLASE ACTIVITY | 4 | 39 | 4.214e-06 | 0.0007263 |
28 | ORGANONITROGEN COMPOUND METABOLIC PROCESS | 17 | 1796 | 4.868e-06 | 0.000809 |
29 | OXIDATION REDUCTION PROCESS | 12 | 898 | 5.61e-06 | 0.0008971 |
30 | RESPONSE TO OXIDATIVE STRESS | 8 | 352 | 5.784e-06 | 0.0008971 |
31 | GUANOSINE CONTAINING COMPOUND METABOLIC PROCESS | 4 | 46 | 8.241e-06 | 0.001237 |
32 | POSITIVE REGULATION OF ADENYLATE CYCLASE ACTIVITY | 4 | 48 | 9.785e-06 | 0.00138 |
33 | RESPONSE TO GLUCAGON | 4 | 48 | 9.785e-06 | 0.00138 |
34 | RESPONSE TO REACTIVE OXYGEN SPECIES | 6 | 191 | 1.531e-05 | 0.002095 |
35 | ORGANONITROGEN COMPOUND BIOSYNTHETIC PROCESS | 12 | 1024 | 2.101e-05 | 0.002793 |
36 | GMP METABOLIC PROCESS | 3 | 20 | 2.292e-05 | 0.002962 |
37 | POSITIVE REGULATION OF LYASE ACTIVITY | 4 | 61 | 2.554e-05 | 0.003128 |
38 | POSITIVE REGULATION OF CYCLASE ACTIVITY | 4 | 61 | 2.554e-05 | 0.003128 |
39 | POSITIVE REGULATION OF PURINE NUCLEOTIDE METABOLIC PROCESS | 5 | 133 | 3.509e-05 | 0.004082 |
40 | POSITIVE REGULATION OF NUCLEOTIDE METABOLIC PROCESS | 5 | 133 | 3.509e-05 | 0.004082 |
41 | REGULATION OF ADENYLATE CYCLASE ACTIVITY | 4 | 70 | 4.405e-05 | 0.004999 |
42 | ADENYLATE CYCLASE MODULATING G PROTEIN COUPLED RECEPTOR SIGNALING PATHWAY | 5 | 145 | 5.303e-05 | 0.005831 |
43 | NUCLEOSIDE MONOPHOSPHATE METABOLIC PROCESS | 6 | 239 | 5.388e-05 | 0.005831 |
44 | ORGANIC HYDROXY COMPOUND TRANSPORT | 5 | 155 | 7.279e-05 | 0.007526 |
45 | GLYCOSYL COMPOUND METABOLIC PROCESS | 7 | 368 | 7.203e-05 | 0.007526 |
46 | SECOND MESSENGER MEDIATED SIGNALING | 5 | 160 | 8.459e-05 | 0.008556 |
47 | COENZYME METABOLIC PROCESS | 6 | 265 | 9.529e-05 | 0.009434 |
48 | REGULATION OF LYASE ACTIVITY | 4 | 86 | 9.869e-05 | 0.009567 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | CYCLASE ACTIVITY | 5 | 22 | 3.64e-09 | 3.382e-06 |
2 | ADENYL NUCLEOTIDE BINDING | 17 | 1514 | 4.592e-07 | 0.0002133 |
3 | RIBONUCLEOTIDE BINDING | 18 | 1860 | 1.684e-06 | 0.0005215 |
4 | OXIDOREDUCTASE ACTIVITY | 11 | 719 | 4.086e-06 | 0.000949 |
5 | PROTEIN PHOSPHATASE BINDING | 5 | 120 | 2.139e-05 | 0.003174 |
6 | ORGANIC HYDROXY COMPOUND TRANSMEMBRANE TRANSPORTER ACTIVITY | 4 | 60 | 2.392e-05 | 0.003174 |
7 | LIGASE ACTIVITY FORMING CARBON NITROGEN BONDS | 4 | 56 | 1.817e-05 | 0.003174 |
8 | ADENYLYLTRANSFERASE ACTIVITY | 3 | 24 | 4.036e-05 | 0.004687 |
9 | PHOSPHATASE BINDING | 5 | 162 | 8.97e-05 | 0.009259 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | OXIDOREDUCTASE COMPLEX | 5 | 93 | 6.177e-06 | 0.003608 |
Num | Pathway | Pathview | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|---|
1 | hsa00230_Purine_metabolism | 7 | 162 | 3.338e-07 | 6.009e-05 | |
2 | hsa04976_Bile_secretion | 5 | 71 | 1.622e-06 | 0.0001459 | |
3 | hsa04971_Gastric_acid_secretion | 4 | 74 | 5.482e-05 | 0.003289 | |
4 | hsa04914_Progesterone.mediated_oocyte_maturation | 4 | 87 | 0.0001032 | 0.003533 | |
5 | hsa04970_Salivary_secretion | 4 | 89 | 0.0001128 | 0.003533 | |
6 | hsa04540_Gap_junction | 4 | 90 | 0.0001178 | 0.003533 | |
7 | hsa04912_GnRH_signaling_pathway | 4 | 101 | 0.0001839 | 0.003679 | |
8 | hsa04916_Melanogenesis | 4 | 101 | 0.0001839 | 0.003679 | |
9 | hsa04972_Pancreatic_secretion | 4 | 101 | 0.0001839 | 0.003679 | |
10 | hsa00310_Lysine_degradation | 3 | 44 | 0.0002538 | 0.004569 | |
11 | hsa04114_Oocyte_meiosis | 4 | 114 | 0.0002926 | 0.00469 | |
12 | hsa04270_Vascular_smooth_muscle_contraction | 4 | 116 | 0.0003127 | 0.00469 | |
13 | hsa04062_Chemokine_signaling_pathway | 4 | 189 | 0.001934 | 0.02678 | |
14 | hsa00240_Pyrimidine_metabolism | 3 | 99 | 0.002697 | 0.03467 | |
15 | hsa00020_Citrate_cycle_.TCA_cycle. | 2 | 30 | 0.003185 | 0.03822 | |
16 | hsa00640_Propanoate_metabolism | 2 | 32 | 0.003619 | 0.04071 | |
17 | hsa00620_Pyruvate_metabolism | 2 | 40 | 0.00561 | 0.0594 | |
18 | hsa00380_Tryptophan_metabolism | 2 | 42 | 0.006171 | 0.06171 | |
19 | hsa04962_Vasopressin.regulated_water_reabsorption | 2 | 44 | 0.006756 | 0.064 | |
20 | hsa04742_Taste_transduction | 2 | 52 | 0.009335 | 0.08401 | |
21 | hsa04020_Calcium_signaling_pathway | 3 | 177 | 0.0134 | 0.1149 | |
22 | hsa04520_Adherens_junction | 2 | 73 | 0.01782 | 0.1395 | |
23 | hsa04910_Insulin_signaling_pathway | 2 | 138 | 0.05715 | 0.381 | |
24 | hsa04390_Hippo_signaling_pathway | 2 | 154 | 0.06926 | 0.3957 | |
25 | hsa04141_Protein_processing_in_endoplasmic_reticulum | 2 | 168 | 0.08048 | 0.4261 | |
26 | hsa04510_Focal_adhesion | 2 | 200 | 0.108 | 0.534 | |
27 | hsa04010_MAPK_signaling_pathway | 2 | 268 | 0.1728 | 0.6557 | |
28 | hsa04151_PI3K_AKT_signaling_pathway | 2 | 351 | 0.2578 | 0.8594 |
Num | lncRNA | miRNAs | miRNAs count | Gene | Sponge regulatory network | lncRNA log2FC | lncRNA pvalue | Gene log2FC | Gene pvalue | lncRNA-gene Pearson correlation |
---|---|---|---|---|---|---|---|---|---|---|
1 | RP11-196G18.22 | hsa-let-7e-5p;hsa-let-7g-5p;hsa-miR-125a-5p;hsa-miR-199a-5p;hsa-miR-20b-5p;hsa-miR-26a-5p;hsa-miR-30a-5p;hsa-miR-30c-5p;hsa-miR-362-3p;hsa-miR-429 | 10 | RRM2 | Sponge network | 1.285 | 0 | 2.684 | 0 | 0.5 |