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-22-3p | AGBL5 | 0.05 | 0.96778 | 0.09 | 0.87437 | MirTarget; miRNATAP | -0.16 | 1.0E-5 | NA | |
2 | hsa-miR-22-3p | ARC | 0.05 | 0.96778 | -0.25 | 0.59666 | mirMAP | -0.31 | 0.00365 | NA | |
3 | hsa-miR-22-3p | BCL9 | 0.05 | 0.96778 | -0.05 | 0.93891 | MirTarget; miRNATAP | -0.13 | 0.00053 | NA | |
4 | hsa-miR-22-3p | BMP7 | 0.05 | 0.96778 | 0.87 | 0.27108 | miRNAWalker2 validate; miRTarBase | -0.31 | 0.02757 | NA | |
5 | hsa-miR-22-3p | BRSK2 | 0.05 | 0.96778 | -0.33 | 0.54503 | MirTarget; miRNATAP | -0.3 | 0.01536 | NA | |
6 | hsa-miR-22-3p | BTF3 | 0.05 | 0.96778 | 0.26 | 0.72879 | miRNAWalker2 validate | -0.22 | 0 | NA | |
7 | hsa-miR-22-3p | CDCA7L | 0.05 | 0.96778 | 0.09 | 0.86536 | MirTarget | -0.18 | 0.00014 | NA | |
8 | hsa-miR-22-3p | CENPV | 0.05 | 0.96778 | 0.12 | 0.77208 | MirTarget | -0.26 | 0.00232 | NA | |
9 | hsa-miR-22-3p | CLUAP1 | 0.05 | 0.96778 | -0 | 0.99355 | mirMAP | -0.22 | 0 | NA | |
10 | hsa-miR-22-3p | CUL3 | 0.05 | 0.96778 | -0.02 | 0.96661 | miRNATAP | -0.11 | 0 | NA | |
11 | hsa-miR-22-3p | DAD1 | 0.05 | 0.96778 | 0.1 | 0.88498 | MirTarget | -0.11 | 0.00206 | NA | |
12 | hsa-miR-22-3p | DNAJC27 | 0.05 | 0.96778 | -0.11 | 0.69809 | MirTarget | -0.11 | 8.0E-5 | NA | |
13 | hsa-miR-22-3p | DPF2 | 0.05 | 0.96778 | 0 | 0.99672 | MirTarget; miRNATAP | -0.11 | 0 | NA | |
14 | hsa-miR-22-3p | DPY30 | 0.05 | 0.96778 | 0.43 | 0.41953 | MirTarget | -0.13 | 0.00011 | NA | |
15 | hsa-miR-22-3p | EFR3B | 0.05 | 0.96778 | -0.18 | 0.60042 | MirTarget | -0.24 | 0.00133 | NA | |
16 | hsa-miR-22-3p | GATM | 0.05 | 0.96778 | 0.1 | 0.82038 | MirTarget | -0.17 | 0.00426 | NA | |
17 | hsa-miR-22-3p | GPBP1 | 0.05 | 0.96778 | -0.03 | 0.9575 | MirTarget; miRNATAP | -0.11 | 0.0001 | NA | |
18 | hsa-miR-22-3p | HDAC4 | 0.05 | 0.96778 | -0.28 | 0.54225 | miRNAWalker2 validate; miRTarBase; miRNATAP | -0.12 | 0.00279 | 20842113 | Furthermore histone deacetylase 4 HDAC4 known to have critical roles in cancer development was proved to be directly targeted and regulated by miR-22; Furthermore HDAC4 was upregulated in miR-22-downregulated HCC tissues suggesting that downregulation of miR-22 might participate in HCC carcinogenesis and progression through potentiation of HDAC4 expression |
19 | hsa-miR-22-3p | HMGB1 | 0.05 | 0.96778 | 0.04 | 0.95716 | miRNAWalker2 validate | -0.11 | 4.0E-5 | 24609901; 24752578 | However possibly as a compensatory effect miR-22 was also upregulated during the chemotherapy and the overexpressed miR-22 targeted the 3' UTR of HMGB1 and inhibits the HMGB1-promoted autophagy; Our study suggests a complexity in the regulation of autophagy by miR-22 and HMGB1 during chemotherapy resistance in osteosarcoma;In this study we determined the targeting role of miR-22 to HMGB1 and the regulation of miR-22 on the HMGB1-mediated cell autophagy and on the cell proliferation migration and invasion of osteosarcoma cells |
20 | hsa-miR-22-3p | IL17RD | 0.05 | 0.96778 | -0.08 | 0.87096 | MirTarget; miRNATAP | -0.3 | 0 | NA | |
21 | hsa-miR-22-3p | JARID2 | 0.05 | 0.96778 | -0.19 | 0.6793 | miRNATAP | -0.17 | 4.0E-5 | NA | |
22 | hsa-miR-22-3p | KCNC1 | 0.05 | 0.96778 | 0.04 | 0.92914 | miRNATAP | -0.36 | 0.00029 | NA | |
23 | hsa-miR-22-3p | KIAA1257 | 0.05 | 0.96778 | -0.18 | 0.60566 | mirMAP | -0.29 | 0.00021 | NA | |
24 | hsa-miR-22-3p | KIF6 | 0.05 | 0.96778 | -0.19 | 0.56919 | mirMAP | -0.2 | 0.00571 | NA | |
25 | hsa-miR-22-3p | KIRREL3 | 0.05 | 0.96778 | -0.27 | 0.65027 | MirTarget; miRNATAP | -0.72 | 0 | NA | |
26 | hsa-miR-22-3p | LEMD3 | 0.05 | 0.96778 | 0.22 | 0.61289 | miRNAWalker2 validate | -0.11 | 1.0E-5 | NA | |
27 | hsa-miR-22-3p | LIG3 | 0.05 | 0.96778 | -0.14 | 0.75549 | MirTarget | -0.12 | 0.00016 | NA | |
28 | hsa-miR-22-3p | MAGI2 | 0.05 | 0.96778 | -0.01 | 0.98026 | MirTarget | -0.14 | 0.00117 | NA | |
29 | hsa-miR-22-3p | MAOA | 0.05 | 0.96778 | 0.22 | 0.60833 | miRNAWalker2 validate; miRTarBase | -0.16 | 0.02673 | NA | |
30 | hsa-miR-22-3p | MECOM | 0.05 | 0.96778 | 0.1 | 0.8664 | miRNATAP | -0.18 | 0.00198 | NA | |
31 | hsa-miR-22-3p | NHP2 | 0.05 | 0.96778 | 0.28 | 0.63721 | MirTarget | -0.16 | 1.0E-5 | NA | |
32 | hsa-miR-22-3p | NUDT4 | 0.05 | 0.96778 | 0.31 | 0.51627 | MirTarget; miRNATAP | -0.15 | 0.00125 | NA | |
33 | hsa-miR-22-3p | PBX1 | 0.05 | 0.96778 | 0.16 | 0.80758 | MirTarget | -0.19 | 0 | NA | |
34 | hsa-miR-22-3p | PEX5 | 0.05 | 0.96778 | -0.05 | 0.913 | miRNAWalker2 validate | -0.14 | 1.0E-5 | NA | |
35 | hsa-miR-22-3p | PHC1 | 0.05 | 0.96778 | -0.28 | 0.57053 | MirTarget | -0.17 | 9.0E-5 | NA | |
36 | hsa-miR-22-3p | PLAGL2 | 0.05 | 0.96778 | -0.05 | 0.92959 | miRNATAP | -0.12 | 0.0034 | NA | |
37 | hsa-miR-22-3p | PLCXD3 | 0.05 | 0.96778 | -0.59 | 0.36592 | miRNATAP | -0.44 | 0.00309 | NA | |
38 | hsa-miR-22-3p | PLEKHG4B | 0.05 | 0.96778 | -0.66 | 0.21379 | mirMAP | -0.3 | 0.00017 | NA | |
39 | hsa-miR-22-3p | POGK | 0.05 | 0.96778 | -0.01 | 0.98463 | MirTarget | -0.11 | 1.0E-5 | NA | |
40 | hsa-miR-22-3p | PRRT2 | 0.05 | 0.96778 | -0.04 | 0.89765 | miRNATAP | -0.24 | 0.00069 | NA | |
41 | hsa-miR-22-3p | PTMS | 0.05 | 0.96778 | 0.19 | 0.81201 | miRNAWalker2 validate; miRTarBase | -0.12 | 0.00135 | NA | |
42 | hsa-miR-22-3p | RAB28 | 0.05 | 0.96778 | 0.01 | 0.98945 | MirTarget | -0.11 | 0.00021 | NA | |
43 | hsa-miR-22-3p | RBMXL1 | 0.05 | 0.96778 | -0.09 | 0.85531 | MirTarget | -0.14 | 0 | NA | |
44 | hsa-miR-22-3p | RPL13 | 0.05 | 0.96778 | 0.47 | 0.60357 | MirTarget | -0.22 | 0 | NA | |
45 | hsa-miR-22-3p | RPL24 | 0.05 | 0.96778 | 0.42 | 0.5729 | miRNAWalker2 validate | -0.28 | 0 | NA | |
46 | hsa-miR-22-3p | RPL35A | 0.05 | 0.96778 | 0.45 | 0.59489 | miRNAWalker2 validate | -0.24 | 0 | NA | |
47 | hsa-miR-22-3p | RPS2 | 0.05 | 0.96778 | 0.21 | 0.80351 | miRNAWalker2 validate | -0.19 | 0 | NA | |
48 | hsa-miR-22-3p | RPS4X | 0.05 | 0.96778 | 0.32 | 0.73518 | miRNAWalker2 validate | -0.26 | 0 | NA | |
49 | hsa-miR-22-3p | RPSA | 0.05 | 0.96778 | 0.29 | 0.66366 | miRNAWalker2 validate | -0.2 | 1.0E-5 | NA | |
50 | hsa-miR-22-3p | RSBN1 | 0.05 | 0.96778 | -0.15 | 0.73194 | MirTarget; miRNATAP | -0.17 | 0 | NA | |
51 | hsa-miR-22-3p | SCYL3 | 0.05 | 0.96778 | 0.06 | 0.86936 | MirTarget | -0.11 | 0 | NA | |
52 | hsa-miR-22-3p | SEPHS1 | 0.05 | 0.96778 | 0.07 | 0.90411 | MirTarget; miRNATAP | -0.11 | 0.00127 | NA | |
53 | hsa-miR-22-3p | SESN1 | 0.05 | 0.96778 | 0.22 | 0.56853 | MirTarget | -0.17 | 0 | NA | |
54 | hsa-miR-22-3p | SLC39A10 | 0.05 | 0.96778 | -0.03 | 0.95139 | miRNATAP | -0.19 | 0 | NA | |
55 | hsa-miR-22-3p | SOX13 | 0.05 | 0.96778 | 0.04 | 0.94635 | MirTarget | -0.14 | 0.00108 | NA | |
56 | hsa-miR-22-3p | SYT13 | 0.05 | 0.96778 | -1 | 0.06543 | MirTarget | -0.34 | 0.00188 | NA | |
57 | hsa-miR-22-3p | TCEAL1 | 0.05 | 0.96778 | 0.06 | 0.88381 | miRNAWalker2 validate; miRTarBase | -0.14 | 1.0E-5 | NA | |
58 | hsa-miR-22-3p | TMEM155 | 0.05 | 0.96778 | 0.12 | 0.7865 | MirTarget | -0.28 | 0.00214 | NA | |
59 | hsa-miR-22-3p | TMSB15B | 0.05 | 0.96778 | -0.56 | 0.16149 | MirTarget | -0.35 | 0.00011 | NA | |
60 | hsa-miR-22-3p | TP73 | 0.05 | 0.96778 | -0.34 | 0.4121 | mirMAP | -0.31 | 0.00072 | NA | |
61 | hsa-miR-22-3p | TRIM13 | 0.05 | 0.96778 | 0.26 | 0.54366 | MirTarget | -0.11 | 3.0E-5 | NA | |
62 | hsa-miR-22-3p | TRIM46 | 0.05 | 0.96778 | -0.19 | 0.5679 | MirTarget | -0.12 | 0.04827 | NA | |
63 | hsa-miR-22-3p | TRUB1 | 0.05 | 0.96778 | 0.38 | 0.42588 | MirTarget; miRNATAP | -0.11 | 0.00014 | NA | |
64 | hsa-miR-22-3p | UNC119B | 0.05 | 0.96778 | -0.26 | 0.61931 | MirTarget | -0.23 | 0 | NA | |
65 | hsa-miR-22-3p | WARS2 | 0.05 | 0.96778 | -0 | 0.99104 | MirTarget | -0.14 | 2.0E-5 | NA | |
66 | hsa-miR-22-3p | WASF1 | 0.05 | 0.96778 | 0.32 | 0.46822 | MirTarget; miRNATAP | -0.22 | 0.00011 | NA | |
67 | hsa-miR-22-3p | WNK2 | 0.05 | 0.96778 | -0.52 | 0.36231 | mirMAP | -0.23 | 0.0077 | NA | |
68 | hsa-miR-22-3p | ZBTB39 | 0.05 | 0.96778 | -0.16 | 0.68987 | MirTarget; miRNATAP | -0.14 | 6.0E-5 | NA | |
69 | hsa-miR-22-3p | ZFYVE9 | 0.05 | 0.96778 | -0.16 | 0.73484 | MirTarget; miRNATAP | -0.1 | 0.00357 | NA |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | ESTABLISHMENT OF PROTEIN LOCALIZATION TO ENDOPLASMIC RETICULUM | 6 | 104 | 1.571e-06 | 0.003656 |
2 | PROTEIN TARGETING TO MEMBRANE | 7 | 157 | 1.152e-06 | 0.003656 |
3 | PROTEIN LOCALIZATION TO ENDOPLASMIC RETICULUM | 6 | 123 | 4.181e-06 | 0.00389 |
4 | ESTABLISHMENT OF PROTEIN LOCALIZATION TO MEMBRANE | 8 | 264 | 3.457e-06 | 0.00389 |
5 | NUCLEAR TRANSCRIBED MRNA CATABOLIC PROCESS NONSENSE MEDIATED DECAY | 6 | 118 | 3.286e-06 | 0.00389 |
6 | PROTEIN LOCALIZATION TO MEMBRANE | 9 | 376 | 5.588e-06 | 0.004334 |
7 | MULTI ORGANISM METABOLIC PROCESS | 6 | 138 | 8.117e-06 | 0.005396 |
8 | TRANSLATIONAL INITIATION | 6 | 146 | 1.121e-05 | 0.006519 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | CYTOSOLIC RIBOSOME | 6 | 113 | 2.554e-06 | 0.001491 |
2 | RIBOSOMAL SUBUNIT | 6 | 163 | 2.096e-05 | 0.00612 |
Num | Pathway | Pathview | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|---|
1 | p53_signaling_pathway_hsa04115 | 2 | 68 | 0.02308 | 0.8867 | |
2 | TGF_beta_signaling_pathway_hsa04350 | 2 | 84 | 0.0341 | 0.8867 | |
3 | Hippo_signaling_pathway_hsa04390 | 2 | 154 | 0.09901 | 1 |