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-143-5p | PER2 | -0.43 | 0.00646 | -0.67 | 0 | mirMAP | -0.11 | 0.00297 | NA | |
2 | hsa-miR-17-5p | PER2 | 0.7 | 2.0E-5 | -0.67 | 0 | mirMAP | -0.15 | 2.0E-5 | NA | |
3 | hsa-miR-181a-5p | PER2 | 0.25 | 0.05519 | -0.67 | 0 | MirTarget; miRNATAP | -0.18 | 9.0E-5 | NA | |
4 | hsa-miR-181b-5p | PER2 | 0.49 | 0.00105 | -0.67 | 0 | MirTarget | -0.19 | 0 | NA | |
5 | hsa-miR-181c-5p | PER2 | -0.01 | 0.96913 | -0.67 | 0 | MirTarget; miRNATAP | -0.13 | 0.00027 | NA | |
6 | hsa-miR-181d-5p | PER2 | 0.16 | 0.36381 | -0.67 | 0 | MirTarget | -0.13 | 6.0E-5 | NA | |
7 | hsa-miR-21-5p | PER2 | 1.51 | 0 | -0.67 | 0 | MirTarget | -0.31 | 0 | NA | |
8 | hsa-miR-30d-3p | PER2 | -0.12 | 0.32955 | -0.67 | 0 | mirMAP | -0.16 | 0.00063 | NA | |
9 | hsa-miR-30d-5p | PER2 | 0.72 | 0 | -0.67 | 0 | MirTarget; miRNATAP | -0.19 | 3.0E-5 | NA | |
10 | hsa-miR-3127-5p | PER2 | 0.84 | 0 | -0.67 | 0 | mirMAP | -0.12 | 0.00118 | NA | |
11 | hsa-miR-324-5p | PER2 | 0.37 | 0.00592 | -0.67 | 0 | miRanda | -0.29 | 0 | NA | |
12 | hsa-miR-339-5p | PER2 | 0.28 | 0.03557 | -0.67 | 0 | miRanda | -0.16 | 0.00032 | NA | |
13 | hsa-miR-660-5p | PER2 | 0.99 | 0 | -0.67 | 0 | mirMAP | -0.11 | 0.01016 | NA | |
14 | hsa-miR-92b-3p | PER2 | 0.22 | 0.29619 | -0.67 | 0 | MirTarget; miRNATAP | -0.13 | 1.0E-5 | NA | |
15 | hsa-miR-93-5p | PER2 | 1.4 | 0 | -0.67 | 0 | mirMAP | -0.16 | 8.0E-5 | NA |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | REGULATION OF RESPONSE TO STRESS | 14 | 1468 | 1.01e-07 | 0.000386 |
2 | MITOTIC CELL CYCLE CHECKPOINT | 6 | 139 | 1.659e-07 | 0.000386 |
3 | POSITIVE REGULATION OF CELL CYCLE ARREST | 5 | 85 | 4.184e-07 | 0.0006489 |
4 | RESPONSE TO EXTERNAL STIMULUS | 14 | 1821 | 1.415e-06 | 0.0007317 |
5 | MITOTIC CELL CYCLE | 10 | 766 | 6.588e-07 | 0.0007317 |
6 | REGULATION OF RELEASE OF CYTOCHROME C FROM MITOCHONDRIA | 4 | 44 | 1.14e-06 | 0.0007317 |
7 | NEGATIVE REGULATION OF MITOTIC CELL CYCLE | 6 | 199 | 1.367e-06 | 0.0007317 |
8 | REGULATION OF CELL CYCLE ARREST | 5 | 108 | 1.38e-06 | 0.0007317 |
9 | CELL CYCLE CHECKPOINT | 6 | 194 | 1.179e-06 | 0.0007317 |
10 | CELLULAR RESPONSE TO STRESS | 13 | 1565 | 1.64e-06 | 0.000763 |
11 | CELL CYCLE PROCESS | 11 | 1081 | 1.881e-06 | 0.0007959 |
12 | REGULATION OF CELLULAR RESPONSE TO STRESS | 9 | 691 | 2.714e-06 | 0.001052 |
13 | CELL DEATH | 10 | 1001 | 7.283e-06 | 0.001883 |
14 | AGING | 6 | 264 | 6.982e-06 | 0.001883 |
15 | REGULATION OF CELL DEATH | 12 | 1472 | 5.727e-06 | 0.001883 |
16 | SIGNAL TRANSDUCTION BY PROTEIN PHOSPHORYLATION | 7 | 404 | 6.558e-06 | 0.001883 |
17 | PHOSPHORYLATION | 11 | 1228 | 6.453e-06 | 0.001883 |
18 | REGULATION OF TRANSCRIPTION FROM RNA POLYMERASE II PROMOTER | 13 | 1784 | 7.046e-06 | 0.001883 |
19 | G1 DNA DAMAGE CHECKPOINT | 4 | 73 | 8.806e-06 | 0.00205 |
20 | RESPONSE TO ABIOTIC STIMULUS | 10 | 1024 | 8.896e-06 | 0.00205 |
21 | SCF DEPENDENT PROTEASOMAL UBIQUITIN DEPENDENT PROTEIN CATABOLIC PROCESS | 3 | 23 | 9.253e-06 | 0.00205 |
22 | INTRACELLULAR SIGNAL TRANSDUCTION | 12 | 1572 | 1.124e-05 | 0.002376 |
23 | CELL CYCLE | 11 | 1316 | 1.247e-05 | 0.002522 |
24 | RESPONSE TO OXYGEN LEVELS | 6 | 311 | 1.771e-05 | 0.003062 |
25 | POSITIVE REGULATION OF INTRACELLULAR SIGNAL TRANSDUCTION | 9 | 876 | 1.843e-05 | 0.003062 |
26 | INTERSPECIES INTERACTION BETWEEN ORGANISMS | 8 | 662 | 1.839e-05 | 0.003062 |
27 | SYMBIOSIS ENCOMPASSING MUTUALISM THROUGH PARASITISM | 8 | 662 | 1.839e-05 | 0.003062 |
28 | REGULATION OF MITOTIC CELL CYCLE | 7 | 468 | 1.703e-05 | 0.003062 |
29 | MACROMOLECULAR COMPLEX ASSEMBLY | 11 | 1398 | 2.201e-05 | 0.0032 |
30 | POSITIVE REGULATION OF MULTICELLULAR ORGANISMAL PROCESS | 11 | 1395 | 2.157e-05 | 0.0032 |
31 | REGULATION OF CELL CYCLE PHASE TRANSITION | 6 | 321 | 2.117e-05 | 0.0032 |
32 | RESPONSE TO BIOTIC STIMULUS | 9 | 886 | 2.017e-05 | 0.0032 |
33 | SIGNAL TRANSDUCTION IN RESPONSE TO DNA DAMAGE | 4 | 96 | 2.61e-05 | 0.00368 |
34 | DEFENSE RESPONSE TO OTHER ORGANISM | 7 | 505 | 2.776e-05 | 0.003763 |
35 | NEGATIVE REGULATION OF CELL CYCLE G1 S PHASE TRANSITION | 4 | 98 | 2.831e-05 | 0.003763 |
36 | MITOTIC DNA INTEGRITY CHECKPOINT | 4 | 100 | 3.065e-05 | 0.003961 |
37 | PROTEIN PHOSPHORYLATION | 9 | 944 | 3.327e-05 | 0.004183 |
38 | NEGATIVE REGULATION OF CYTOKINE PRODUCTION | 5 | 211 | 3.6e-05 | 0.004409 |
39 | NEGATIVE REGULATION OF GENE EXPRESSION | 11 | 1493 | 4.054e-05 | 0.004757 |
40 | ESTABLISHMENT OF PROTEIN LOCALIZATION TO ORGANELLE | 6 | 361 | 4.089e-05 | 0.004757 |
41 | DEFENSE RESPONSE | 10 | 1231 | 4.379e-05 | 0.00497 |
42 | NEGATIVE REGULATION OF MULTICELLULAR ORGANISMAL PROCESS | 9 | 983 | 4.567e-05 | 0.00506 |
43 | REGULATION OF CYTOKINE PRODUCTION | 7 | 563 | 5.539e-05 | 0.005994 |
44 | CELLULAR RESPONSE TO ORGANIC SUBSTANCE | 12 | 1848 | 5.677e-05 | 0.006003 |
45 | POSITIVE REGULATION OF CELL CYCLE PROCESS | 5 | 247 | 7.607e-05 | 0.007866 |
46 | SIGNAL TRANSDUCTION BY P53 CLASS MEDIATOR | 4 | 127 | 7.803e-05 | 0.007893 |
47 | POSITIVE REGULATION OF CELL DIFFERENTIATION | 8 | 823 | 8.621e-05 | 0.008535 |
48 | NEGATIVE REGULATION OF PROTEIN METABOLIC PROCESS | 9 | 1087 | 9.943e-05 | 0.009639 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|
Num | Pathway | Pathview | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|---|
1 | Apoptosis_hsa04210 | 4 | 138 | 0.0001077 | 0.005599 | |
2 | TGF_beta_signaling_pathway_hsa04350 | 3 | 84 | 0.0004617 | 0.012 | |
3 | HIF_1_signaling_pathway_hsa04066 | 3 | 100 | 0.0007682 | 0.01332 | |
4 | Cell_cycle_hsa04110 | 3 | 124 | 0.00143 | 0.01483 | |
5 | Apoptosis_multiple_species_hsa04215 | 2 | 33 | 0.001606 | 0.01483 | |
6 | FoxO_signaling_pathway_hsa04068 | 3 | 132 | 0.001711 | 0.01483 | |
7 | p53_signaling_pathway_hsa04115 | 2 | 68 | 0.00666 | 0.04948 | |
8 | Gap_junction_hsa04540 | 2 | 88 | 0.01094 | 0.07113 | |
9 | MAPK_signaling_pathway_hsa04010 | 3 | 295 | 0.01584 | 0.09151 | |
10 | Sphingolipid_signaling_pathway_hsa04071 | 2 | 118 | 0.01908 | 0.09898 | |
11 | Oocyte_meiosis_hsa04114 | 2 | 124 | 0.02094 | 0.09898 | |
12 | Wnt_signaling_pathway_hsa04310 | 2 | 146 | 0.02836 | 0.1229 | |
13 | Hippo_signaling_pathway_hsa04390 | 2 | 154 | 0.03128 | 0.1246 | |
14 | Cellular_senescence_hsa04218 | 2 | 160 | 0.03355 | 0.1246 | |
15 | Ras_signaling_pathway_hsa04014 | 2 | 232 | 0.06524 | 0.2262 | |
16 | Endocytosis_hsa04144 | 2 | 244 | 0.07123 | 0.2315 | |
17 | Cytokine_cytokine_receptor_interaction_hsa04060 | 2 | 270 | 0.08479 | 0.2449 |
Num | lncRNA | miRNAs | miRNAs count | Gene | Sponge regulatory network | lncRNA log2FC | lncRNA pvalue | Gene log2FC | Gene pvalue | lncRNA-gene Pearson correlation |
---|---|---|---|---|---|---|---|---|---|---|
1 | RP11-12A2.3 | hsa-miR-17-5p;hsa-miR-181a-5p;hsa-miR-181b-5p;hsa-miR-181c-5p;hsa-miR-181d-5p;hsa-miR-21-5p;hsa-miR-30d-5p;hsa-miR-339-5p;hsa-miR-660-5p;hsa-miR-92b-3p;hsa-miR-93-5p | 11 | PER2 | Sponge network | -4.779 | 0 | -0.671 | 0 | 0.379 |