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-140-5p | RYR3 | 0.13 | 0.45796 | -1.87 | 0 | miRanda | -0.87 | 0 | NA | |
2 | hsa-miR-142-5p | RYR3 | 1.08 | 0.00013 | -1.87 | 0 | PITA | -0.68 | 0 | NA | |
3 | hsa-miR-194-3p | RYR3 | 1.91 | 0 | -1.87 | 0 | miRNATAP | -0.46 | 0 | NA | |
4 | hsa-miR-26b-5p | RYR3 | -0.5 | 0.01181 | -1.87 | 0 | miRNAWalker2 validate | -0.75 | 0 | NA | |
5 | hsa-miR-30d-3p | RYR3 | 0.06 | 0.70811 | -1.87 | 0 | miRNATAP | -0.66 | 0 | NA | |
6 | hsa-miR-32-5p | RYR3 | 0.43 | 0.04021 | -1.87 | 0 | miRNATAP | -1.04 | 0 | NA | |
7 | hsa-miR-320a | RYR3 | 0.45 | 0.00893 | -1.87 | 0 | miRanda | -0.57 | 0 | NA | |
8 | hsa-miR-320b | RYR3 | 1.22 | 0 | -1.87 | 0 | miRanda | -0.77 | 0 | NA | |
9 | hsa-miR-576-5p | RYR3 | 0.87 | 5.0E-5 | -1.87 | 0 | PITA | -1.03 | 0 | NA | |
10 | hsa-miR-590-3p | RYR3 | 0.86 | 0.00013 | -1.87 | 0 | miRanda | -1.05 | 0 | NA | |
11 | hsa-miR-92a-3p | RYR3 | 1.06 | 0 | -1.87 | 0 | miRNATAP | -0.96 | 0 | NA | |
12 | hsa-miR-92b-3p | RYR3 | 1.1 | 0 | -1.87 | 0 | miRNATAP | -0.61 | 0 | NA |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | RESPONSE TO ENDOPLASMIC RETICULUM STRESS | 10 | 233 | 2.37e-11 | 1.103e-07 |
2 | PROTEIN FOLDING | 9 | 224 | 4.776e-10 | 1.111e-06 |
3 | RESPONSE TO TOPOLOGICALLY INCORRECT PROTEIN | 7 | 163 | 3.121e-08 | 4.841e-05 |
4 | CELLULAR RESPONSE TO TOPOLOGICALLY INCORRECT PROTEIN | 6 | 122 | 1.475e-07 | 0.0001689 |
5 | CELL REDOX HOMEOSTASIS | 5 | 67 | 2.178e-07 | 0.0001689 |
6 | CELLULAR RESPONSE TO ORGANIC SUBSTANCE | 16 | 1848 | 1.934e-07 | 0.0001689 |
7 | CELLULAR HOMEOSTASIS | 10 | 676 | 6.165e-07 | 0.0004098 |
8 | CELLULAR RESPONSE TO STRESS | 14 | 1565 | 1.013e-06 | 0.0005238 |
9 | DIVALENT INORGANIC CATION TRANSPORT | 7 | 268 | 9.165e-07 | 0.0005238 |
10 | PROTEIN FOLDING IN ENDOPLASMIC RETICULUM | 3 | 11 | 1.209e-06 | 0.0005627 |
11 | AMYLOID PRECURSOR PROTEIN METABOLIC PROCESS | 3 | 12 | 1.61e-06 | 0.0006811 |
12 | NOTCH RECEPTOR PROCESSING | 3 | 16 | 4.076e-06 | 0.001459 |
13 | RESPONSE TO METAL ION | 7 | 333 | 3.873e-06 | 0.001459 |
14 | IRE1 MEDIATED UNFOLDED PROTEIN RESPONSE | 4 | 56 | 4.673e-06 | 0.001553 |
15 | CALCIUM ION TRANSPORT | 6 | 223 | 5.024e-06 | 0.001558 |
16 | HOMEOSTATIC PROCESS | 12 | 1337 | 7.319e-06 | 0.002128 |
17 | CALCIUM ION IMPORT | 4 | 65 | 8.503e-06 | 0.002327 |
18 | RESPONSE TO OXYGEN CONTAINING COMPOUND | 12 | 1381 | 1.018e-05 | 0.002632 |
19 | MEMBRANE PROTEIN ECTODOMAIN PROTEOLYSIS | 3 | 22 | 1.112e-05 | 0.002722 |
20 | ESTABLISHMENT OF LOCALIZATION IN CELL | 13 | 1676 | 1.338e-05 | 0.003113 |
21 | CELLULAR RESPONSE TO INORGANIC SUBSTANCE | 5 | 156 | 1.429e-05 | 0.003167 |
22 | CALCIUM ION TRANSMEMBRANE TRANSPORT | 5 | 159 | 1.567e-05 | 0.003314 |
23 | RESPONSE TO ENDOGENOUS STIMULUS | 12 | 1450 | 1.667e-05 | 0.003373 |
24 | VESICLE MEDIATED TRANSPORT | 11 | 1239 | 2.15e-05 | 0.004169 |
25 | NEGATIVE REGULATION OF CELL DEVELOPMENT | 6 | 303 | 2.863e-05 | 0.005329 |
26 | RESPONSE TO NITROGEN COMPOUND | 9 | 859 | 3.925e-05 | 0.007009 |
27 | RESPONSE TO INORGANIC SUBSTANCE | 7 | 479 | 4.067e-05 | 0.007009 |
28 | ER NUCLEUS SIGNALING PATHWAY | 3 | 34 | 4.248e-05 | 0.007059 |
29 | NEURON APOPTOTIC PROCESS | 3 | 35 | 4.64e-05 | 0.007197 |
30 | MEMBRANE PROTEIN PROTEOLYSIS | 3 | 35 | 4.64e-05 | 0.007197 |
31 | ENDOCYTOSIS | 7 | 509 | 5.972e-05 | 0.008964 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | INTRAMOLECULAR OXIDOREDUCTASE ACTIVITY TRANSPOSING S S BONDS | 5 | 22 | 6.342e-10 | 5.892e-07 |
2 | INTRAMOLECULAR OXIDOREDUCTASE ACTIVITY | 5 | 53 | 6.605e-08 | 3.068e-05 |
3 | ISOMERASE ACTIVITY | 6 | 159 | 7.05e-07 | 0.0002183 |
4 | CALCIUM ION BINDING | 9 | 697 | 7.469e-06 | 0.001735 |
5 | MICROFILAMENT MOTOR ACTIVITY | 3 | 21 | 9.614e-06 | 0.001786 |
6 | DIVALENT INORGANIC CATION TRANSMEMBRANE TRANSPORTER ACTIVITY | 5 | 167 | 1.986e-05 | 0.003075 |
7 | CALMODULIN BINDING | 5 | 179 | 2.772e-05 | 0.003679 |
8 | GLYCOPROTEIN BINDING | 4 | 101 | 4.869e-05 | 0.005654 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | ENDOPLASMIC RETICULUM PART | 15 | 1163 | 2.729e-09 | 1.029e-06 |
2 | ENDOPLASMIC RETICULUM LUMEN | 8 | 201 | 5.284e-09 | 1.029e-06 |
3 | ENDOPLASMIC RETICULUM | 17 | 1631 | 4.153e-09 | 1.029e-06 |
4 | NUCLEAR OUTER MEMBRANE ENDOPLASMIC RETICULUM MEMBRANE NETWORK | 13 | 1005 | 4.086e-08 | 5.966e-06 |
5 | SMOOTH ENDOPLASMIC RETICULUM | 4 | 33 | 5.382e-07 | 6.286e-05 |
6 | ENDOPLASMIC RETICULUM CHAPERONE COMPLEX | 3 | 11 | 1.209e-06 | 0.0001177 |
7 | PIGMENT GRANULE | 5 | 103 | 1.873e-06 | 0.0001563 |
8 | CELL JUNCTION | 11 | 1151 | 1.077e-05 | 0.0006987 |
9 | SARCOPLASM | 4 | 68 | 1.018e-05 | 0.0006987 |
10 | ENDOPLASMIC RETICULUM GOLGI INTERMEDIATE COMPARTMENT | 4 | 105 | 5.668e-05 | 0.00331 |
Num | Pathway | Pathview | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|---|
1 | Apelin_signaling_pathway_hsa04371 | 5 | 137 | 7.606e-06 | 0.0003955 | |
2 | Notch_signaling_pathway_hsa04330 | 3 | 48 | 0.0001204 | 0.003131 | |
3 | Calcium_signaling_pathway_hsa04020 | 4 | 182 | 0.0004694 | 0.008137 | |
4 | Gap_junction_hsa04540 | 3 | 88 | 0.0007229 | 0.009398 | |
5 | FoxO_signaling_pathway_hsa04068 | 3 | 132 | 0.002323 | 0.02416 | |
6 | Wnt_signaling_pathway_hsa04310 | 3 | 146 | 0.00309 | 0.02678 | |
7 | Jak_STAT_signaling_pathway_hsa04630 | 3 | 162 | 0.004137 | 0.02736 | |
8 | cGMP_PKG_signaling_pathway_hsa04022 | 3 | 163 | 0.004209 | 0.02736 | |
9 | Phosphatidylinositol_signaling_system_hsa04070 | 2 | 99 | 0.01674 | 0.09674 | |
10 | Cell_cycle_hsa04110 | 2 | 124 | 0.02551 | 0.1327 | |
11 | Phospholipase_D_signaling_pathway_hsa04072 | 2 | 146 | 0.03445 | 0.1511 | |
12 | Phagosome_hsa04145 | 2 | 152 | 0.03707 | 0.1511 | |
13 | Hippo_signaling_pathway_hsa04390 | 2 | 154 | 0.03796 | 0.1511 | |
14 | Cellular_senescence_hsa04218 | 2 | 160 | 0.04069 | 0.1511 | |
15 | Tight_junction_hsa04530 | 2 | 170 | 0.04538 | 0.1573 | |
16 | Focal_adhesion_hsa04510 | 2 | 199 | 0.06004 | 0.1951 | |
17 | Rap1_signaling_pathway_hsa04015 | 2 | 206 | 0.0638 | 0.1951 | |
18 | PI3K_Akt_signaling_pathway_hsa04151 | 2 | 352 | 0.1562 | 0.3706 |
Num | lncRNA | miRNAs | miRNAs count | Gene | Sponge regulatory network | lncRNA log2FC | lncRNA pvalue | Gene log2FC | Gene pvalue | lncRNA-gene Pearson correlation |
---|---|---|---|---|---|---|---|---|---|---|
1 | MIR143HG | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -0.739 | 0.0574 | -1.866 | 0 | 0.801 |
2 | ADAMTS9-AS2 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -2.452 | 0 | -1.866 | 0 | 0.746 |
3 | HAND2-AS1 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -1.697 | 0.00889 | -1.866 | 0 | 0.727 |
4 | SNHG14 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -1.111 | 0.0003 | -1.866 | 0 | 0.721 |
5 | LINC00702 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -0.737 | 0.06182 | -1.866 | 0 | 0.703 |
6 | RP11-166D19.1 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -0.576 | 0.10121 | -1.866 | 0 | 0.676 |
7 | TRAF3IP2-AS1 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-32-5p;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 10 | RYR3 | Sponge network | -0.323 | 0.01372 | -1.866 | 0 | 0.669 |
8 | ARHGEF26-AS1 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -2.46 | 0 | -1.866 | 0 | 0.666 |
9 | NR2F1-AS1 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 11 | RYR3 | Sponge network | -0.49 | 0.04946 | -1.866 | 0 | 0.633 |
10 | MAGI2-AS3 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -0.129 | 0.57177 | -1.866 | 0 | 0.628 |
11 | FAM66C | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -0.901 | 0.00019 | -1.866 | 0 | 0.561 |
12 | RP11-890B15.3 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p | 10 | RYR3 | Sponge network | 0.101 | 0.60919 | -1.866 | 0 | 0.557 |
13 | RP11-356J5.12 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 10 | RYR3 | Sponge network | -0.899 | 6.0E-5 | -1.866 | 0 | 0.545 |
14 | EMX2OS | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 10 | RYR3 | Sponge network | -0.777 | 0.1134 | -1.866 | 0 | 0.531 |
15 | RP5-1198O20.4 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 10 | RYR3 | Sponge network | 0.997 | 0.00066 | -1.866 | 0 | 0.514 |
16 | PART1 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -2.925 | 0 | -1.866 | 0 | 0.51 |
17 | TPTEP1 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 12 | RYR3 | Sponge network | -1.216 | 0 | -1.866 | 0 | 0.478 |
18 | NDUFA6-AS1 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-26b-5p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p;hsa-miR-92b-3p | 10 | RYR3 | Sponge network | -0.355 | 0.0077 | -1.866 | 0 | 0.398 |
19 | RP1-151F17.2 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p | 10 | RYR3 | Sponge network | 0.222 | 0.29133 | -1.866 | 0 | 0.357 |
20 | RP11-67L2.2 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p | 11 | RYR3 | Sponge network | 0.72 | 0.0001 | -1.866 | 0 | 0.322 |
21 | RP11-597D13.9 | hsa-miR-140-5p;hsa-miR-142-5p;hsa-miR-194-3p;hsa-miR-26b-5p;hsa-miR-30d-3p;hsa-miR-32-5p;hsa-miR-320a;hsa-miR-320b;hsa-miR-576-5p;hsa-miR-590-3p;hsa-miR-92a-3p | 11 | RYR3 | Sponge network | 1.302 | 7.0E-5 | -1.866 | 0 | 0.253 |