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-7a-5p | ASPM | -0.4 | 2.0E-5 | 1.15 | 0 | miRNAWalker2 validate | -0.39 | 3.0E-5 | NA | |
2 | hsa-miR-192-5p | ASPM | -0.47 | 0 | 1.15 | 0 | miRNAWalker2 validate | -0.41 | 5.0E-5 | NA | |
3 | hsa-miR-26b-5p | ASPM | -0.63 | 0 | 1.15 | 0 | miRNAWalker2 validate | -0.59 | 0 | NA | |
4 | hsa-let-7b-5p | AURKA | -0.75 | 0 | -0.28 | 0.00642 | miRNAWalker2 validate | -0.12 | 0.00522 | NA | |
5 | hsa-miR-30c-2-3p | AURKA | -0.79 | 0 | -0.28 | 0.00642 | MirTarget | -0.14 | 8.0E-5 | NA | |
6 | hsa-let-7b-5p | BIRC5 | -0.75 | 0 | 1.55 | 0 | miRNAWalker2 validate | -0.28 | 0.00247 | NA | |
7 | hsa-miR-186-5p | BIRC5 | -0.52 | 0 | 1.55 | 0 | mirMAP | -0.44 | 0.0022 | NA | |
8 | hsa-miR-218-5p | BIRC5 | -0.98 | 0 | 1.55 | 0 | miRTarBase; MirTarget | -0.2 | 0.01392 | 25473903; 25900794; 26442524 | Survivin BIRC5 was subsequently identified as an important cervical cancer target of miR-218 using in silico prediction mRNA profiling and quantitative real-time PCR qRT-PCR;miR-218 binds survivin BIRC5 mRNA 3'-UTR and down-regulated reporter luciferase activity;MiR-218 promoted apoptosis inhibited cell proliferation and caused cell cycle arrest in CRC cells by suppressing BIRC5 expression; In conclusion we demonstrated that high miR-218 expression had a positive prognostic value in 5-FU-based treatments for CRC patients and discovered a novel mechanism mediated by miR-218 to promote apoptosis and to function synergistically with 5-FU to promote chemosensitivity by suppressing BIRC5 and TS in CRC |
9 | hsa-miR-30c-5p | BIRC5 | -0.63 | 0 | 1.55 | 0 | miRNAWalker2 validate | -0.7 | 0 | NA | |
10 | hsa-miR-335-5p | BIRC5 | -0.5 | 0 | 1.55 | 0 | miRNAWalker2 validate; MirTarget | -0.42 | 0 | 23232114 | Genetic variation in a miR 335 binding site in BIRC5 alters susceptibility to lung cancer in Chinese Han populations; In support of the postulation that the 3' UTR SNP may directly affect miRNA-binding site reporter gene assays indicated BIRC5 was a direct target of miR-335 and the rs2239680 T>C change resulted in altered regulation of BIRC5 expression; Our findings defined a 3' UTR SNP in human BIRC5 oncogene that may increase individual susceptibility to lung cancer probably by attenuating the interaction between miR-335 and BIRC5 |
11 | hsa-miR-338-3p | BIRC5 | -0.32 | 0.03679 | 1.55 | 0 | miRanda | -0.29 | 0 | NA | |
12 | hsa-miR-421 | BIRC5 | -0.4 | 0.00042 | 1.55 | 0 | miRanda; mirMAP | -0.26 | 0.00212 | NA | |
13 | hsa-miR-542-3p | BIRC5 | 0.23 | 0.17581 | 1.55 | 0 | miRNAWalker2 validate; MirTarget; miRanda | -0.2 | 0.00035 | NA | |
14 | hsa-miR-139-5p | BUB1 | -1.02 | 0 | 1.76 | 0 | miRanda | -0.53 | 0 | NA | |
15 | hsa-miR-186-5p | BUB1 | -0.52 | 0 | 1.76 | 0 | miRNAWalker2 validate | -0.69 | 0 | NA | |
16 | hsa-miR-324-5p | BUB1 | -0 | 0.96822 | 1.76 | 0 | MirTarget | -0.34 | 0.0001 | NA | |
17 | hsa-miR-542-3p | BUB1 | 0.23 | 0.17581 | 1.76 | 0 | miRanda | -0.29 | 0 | NA | |
18 | hsa-let-7b-3p | CCNA2 | -0.84 | 0 | 0.48 | 0.00052 | MirTarget | -0.21 | 0.00181 | NA | |
19 | hsa-miR-130a-3p | CCNA2 | -0.74 | 0 | 0.48 | 0.00052 | miRNATAP | -0.11 | 0.03288 | NA | |
20 | hsa-miR-22-3p | CCNA2 | -0.1 | 0.18413 | 0.48 | 0.00052 | MirTarget | -0.21 | 0.00888 | 25596928 | The sequence of miR-22 which is conserved in mice rats humans and other mammalians aligns with the sequence of 3'-UTR of CCNA2; Chenodeoxycholic acid treatment and miR-22 mimics reduced CCNA2 protein and increased the number of G0/G1 Huh7 and HCT116 cells; In humans the expression levels of miR-22 and CCNA2 are inversely correlated in liver and colon cancers |
21 | hsa-miR-27b-3p | CCNA2 | 0.27 | 0.00111 | 0.48 | 0.00052 | miRNATAP | -0.22 | 0.00144 | NA | |
22 | hsa-miR-374b-5p | CCNA2 | -0.76 | 0 | 0.48 | 0.00052 | mirMAP | -0.27 | 0.00051 | NA | |
23 | hsa-miR-486-5p | CCNA2 | -2.71 | 0 | 0.48 | 0.00052 | miRanda | -0.11 | 4.0E-5 | NA | |
24 | hsa-miR-98-5p | CCNA2 | -0.33 | 3.0E-5 | 0.48 | 0.00052 | miRNAWalker2 validate | -0.62 | 0 | NA | |
25 | hsa-let-7a-5p | CCNB2 | -0.4 | 2.0E-5 | 0.89 | 0 | miRNAWalker2 validate | -0.35 | 0 | NA | |
26 | hsa-let-7b-5p | CCNB2 | -0.75 | 0 | 0.89 | 0 | miRNAWalker2 validate | -0.16 | 0.00398 | NA | |
27 | hsa-let-7c-5p | CCNB2 | -0.7 | 0 | 0.89 | 0 | miRNAWalker2 validate | -0.4 | 0 | NA | |
28 | hsa-let-7f-5p | CCNB2 | -0.29 | 0.03106 | 0.89 | 0 | miRNAWalker2 validate | -0.22 | 0 | NA | |
29 | hsa-miR-23b-3p | CCNB2 | 0.37 | 1.0E-5 | 0.89 | 0 | miRNAWalker2 validate | -0.32 | 0 | NA | |
30 | hsa-miR-192-5p | DLGAP5 | -0.47 | 0 | 1.72 | 0 | miRNAWalker2 validate | -0.48 | 1.0E-5 | NA | |
31 | hsa-miR-192-5p | KIF20A | -0.47 | 0 | 1.55 | 0 | miRNAWalker2 validate | -0.33 | 0.00054 | NA | |
32 | hsa-miR-374a-5p | KIF20A | -0.67 | 0 | 1.55 | 0 | MirTarget | -0.35 | 0.00381 | NA | |
33 | hsa-miR-374b-5p | KIF20A | -0.76 | 0 | 1.55 | 0 | MirTarget | -0.53 | 0 | NA | |
34 | hsa-miR-185-5p | NCAPG | -0.39 | 0 | 0.95 | 0 | MirTarget | -0.55 | 0 | NA | |
35 | hsa-miR-30e-3p | NCAPG | -0.64 | 0 | 0.95 | 0 | mirMAP | -0.39 | 0 | NA | |
36 | hsa-miR-374a-5p | NCAPG | -0.67 | 0 | 0.95 | 0 | mirMAP | -0.34 | 0.003 | NA | |
37 | hsa-miR-374b-5p | NCAPG | -0.76 | 0 | 0.95 | 0 | mirMAP | -0.46 | 1.0E-5 | NA | |
38 | hsa-miR-421 | NCAPG | -0.4 | 0.00042 | 0.95 | 0 | miRNAWalker2 validate | -0.22 | 0.00182 | NA | |
39 | hsa-miR-139-5p | TOP2A | -1.02 | 0 | 1.46 | 0 | miRanda | -0.4 | 0 | 26079880 | We identified that miR-139 a previous reported anti-metastatic microRNA targets 3'-untranslated region 3'UTR of TOP2a mRNA; Further more we revealed that the forced expression of miR-139 reduces the TOP2a expression at both mRNA and protein levels; And our functional experiments showed that the ectopic expression of miR-139 remarkably inhibits proliferation in luminal type breast cancer cells while exogenous TOP2a expression could rescue inhibition of cell proliferation mediated by miR-139 |
40 | hsa-miR-186-5p | TOP2A | -0.52 | 0 | 1.46 | 0 | miRNAWalker2 validate | -0.41 | 0.00042 | NA | |
41 | hsa-miR-542-3p | TOP2A | 0.23 | 0.17581 | 1.46 | 0 | miRanda | -0.15 | 0.00081 | NA | |
42 | hsa-miR-7-5p | TOP2A | -3.13 | 0 | 1.46 | 0 | miRNAWalker2 validate | -0.2 | 0 | NA | |
43 | hsa-miR-491-5p | TPX2 | -0.49 | 0 | 1.43 | 0 | miRanda | -0.57 | 0 | 27053618; 26279431 | miR 491 inhibits the proliferation invasion and migration of hepatocellular carcinoma cell via down regulating TPX2 expression; Overexpression of miR-491 in MHCC-97H cells markedly suppressed cell proliferation invasion and migration and downregulated the protein expression of TPX2; Correlation analysis showed that miR-491 level was negatively correlated with TPX2 expression level in HCC tissues; miR-491 inhibits HCC cell proliferation invasion and migration by downregulating the expression of TPX2;Low Expression of miR 491 Promotes Esophageal Cancer Cell Invasion by Targeting TPX2; The expression of miR-491 and candidate gene TPX2 in EC samples n=99 were detected by RT-PCR; Furthermore we verified that TPX2 was a target gene of miR-491 miR-491 may play a critical role in EC |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | CELL DIVISION | 10 | 460 | 4.054e-16 | 9.432e-13 |
2 | MITOTIC CELL CYCLE | 11 | 766 | 2.427e-16 | 9.432e-13 |
3 | ORGANELLE FISSION | 10 | 496 | 8.66e-16 | 1.343e-12 |
4 | MITOTIC NUCLEAR DIVISION | 9 | 361 | 9.815e-15 | 1.02e-11 |
5 | CELL CYCLE PROCESS | 11 | 1081 | 1.096e-14 | 1.02e-11 |
6 | CELL CYCLE | 11 | 1316 | 9.627e-14 | 7.466e-11 |
7 | REGULATION OF CELL CYCLE | 9 | 949 | 5.932e-11 | 3.943e-08 |
8 | REGULATION OF MITOTIC CELL CYCLE | 7 | 468 | 1.118e-09 | 6.504e-07 |
9 | SISTER CHROMATID SEGREGATION | 5 | 176 | 2.207e-08 | 1.141e-05 |
10 | CELL CYCLE CHECKPOINT | 5 | 194 | 3.594e-08 | 1.672e-05 |
11 | SPINDLE ASSEMBLY | 4 | 70 | 4.457e-08 | 1.885e-05 |
12 | NUCLEAR CHROMOSOME SEGREGATION | 5 | 228 | 8.052e-08 | 3.122e-05 |
13 | MICROTUBULE BASED PROCESS | 6 | 522 | 1.27e-07 | 4.545e-05 |
14 | CHROMOSOME SEGREGATION | 5 | 272 | 1.938e-07 | 5.636e-05 |
15 | REGULATION OF CELL DIVISION | 5 | 272 | 1.938e-07 | 5.636e-05 |
16 | REGULATION OF CELL CYCLE PROCESS | 6 | 558 | 1.883e-07 | 5.636e-05 |
17 | REGULATION OF CELL CYCLE PHASE TRANSITION | 5 | 321 | 4.407e-07 | 0.0001206 |
18 | MICROTUBULE CYTOSKELETON ORGANIZATION | 5 | 348 | 6.57e-07 | 0.0001652 |
19 | MITOTIC CELL CYCLE CHECKPOINT | 4 | 139 | 7.099e-07 | 0.0001652 |
20 | CELL CYCLE G2 M PHASE TRANSITION | 4 | 138 | 6.897e-07 | 0.0001652 |
21 | NEGATIVE REGULATION OF ORGANELLE ORGANIZATION | 5 | 387 | 1.11e-06 | 0.0002459 |
22 | REGULATION OF NUCLEAR DIVISION | 4 | 163 | 1.342e-06 | 0.0002839 |
23 | NEGATIVE REGULATION OF PROTEIN COMPLEX DISASSEMBLY | 4 | 170 | 1.587e-06 | 0.0003211 |
24 | REGULATION OF MICROTUBULE POLYMERIZATION OR DEPOLYMERIZATION | 4 | 178 | 1.907e-06 | 0.0003696 |
25 | POSITIVE REGULATION OF MITOTIC NUCLEAR DIVISION | 3 | 51 | 2.541e-06 | 0.0004729 |
26 | NEGATIVE REGULATION OF MITOTIC CELL CYCLE | 4 | 199 | 2.971e-06 | 0.0005318 |
27 | REGULATION OF PROTEIN COMPLEX DISASSEMBLY | 4 | 217 | 4.191e-06 | 0.0007222 |
28 | NEGATIVE REGULATION OF CYTOSKELETON ORGANIZATION | 4 | 221 | 4.506e-06 | 0.0007379 |
29 | POSITIVE REGULATION OF NUCLEAR DIVISION | 3 | 62 | 4.599e-06 | 0.0007379 |
30 | CHROMOSOME ORGANIZATION | 6 | 1009 | 6.031e-06 | 0.0009354 |
31 | REGULATION OF MICROTUBULE BASED PROCESS | 4 | 243 | 6.561e-06 | 0.0009541 |
32 | MITOTIC SPINDLE ORGANIZATION | 3 | 69 | 6.357e-06 | 0.0009541 |
33 | CELL CYCLE PHASE TRANSITION | 4 | 255 | 7.939e-06 | 0.001119 |
34 | REGULATION OF ORGANELLE ORGANIZATION | 6 | 1178 | 1.474e-05 | 0.002017 |
35 | NEGATIVE REGULATION OF CELLULAR COMPONENT ORGANIZATION | 5 | 684 | 1.795e-05 | 0.002386 |
36 | MITOTIC DNA INTEGRITY CHECKPOINT | 3 | 100 | 1.944e-05 | 0.002512 |
37 | POSITIVE REGULATION OF MITOTIC CELL CYCLE | 3 | 123 | 3.613e-05 | 0.004543 |
38 | CENTROSOME LOCALIZATION | 2 | 18 | 4.188e-05 | 0.005128 |
39 | POSITIVE REGULATION OF CELL DIVISION | 3 | 132 | 4.461e-05 | 0.005322 |
40 | CYTOSKELETON ORGANIZATION | 5 | 838 | 4.774e-05 | 0.005554 |
41 | ORGANELLE LOCALIZATION | 4 | 415 | 5.372e-05 | 0.006096 |
42 | NEGATIVE REGULATION OF CELL CYCLE PHASE TRANSITION | 3 | 146 | 6.024e-05 | 0.006518 |
43 | DNA INTEGRITY CHECKPOINT | 3 | 146 | 6.024e-05 | 0.006518 |
44 | REGULATION OF PROTEASOMAL UBIQUITIN DEPENDENT PROTEIN CATABOLIC PROCESS | 3 | 148 | 6.273e-05 | 0.006553 |
45 | NEGATIVE REGULATION OF CELL CYCLE | 4 | 433 | 6.338e-05 | 0.006553 |
46 | MEIOTIC CELL CYCLE PROCESS | 3 | 152 | 6.791e-05 | 0.006869 |
47 | SPINDLE CHECKPOINT | 2 | 25 | 8.194e-05 | 0.008112 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | KINASE BINDING | 5 | 606 | 9.975e-06 | 0.009267 |
Num | GO | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|
1 | MICROTUBULE CYTOSKELETON | 9 | 1068 | 1.706e-10 | 9.962e-08 |
2 | CYTOSKELETAL PART | 9 | 1436 | 2.386e-09 | 6.968e-07 |
3 | SPINDLE | 6 | 289 | 3.758e-09 | 7.316e-07 |
4 | CYTOSKELETON | 9 | 1967 | 3.873e-08 | 4.524e-06 |
5 | CONDENSED CHROMOSOME | 5 | 195 | 3.687e-08 | 4.524e-06 |
6 | CENTROSOME | 6 | 487 | 8.42e-08 | 8.196e-06 |
7 | MICROTUBULE ORGANIZING CENTER | 6 | 623 | 3.606e-07 | 3.009e-05 |
8 | SPINDLE POLE | 4 | 126 | 4.789e-07 | 3.496e-05 |
9 | MIDBODY | 4 | 132 | 5.772e-07 | 3.745e-05 |
10 | MICROTUBULE | 5 | 405 | 1.388e-06 | 8.107e-05 |
11 | SUPRAMOLECULAR FIBER | 5 | 670 | 1.624e-05 | 0.000862 |
12 | CENTRIOLE | 3 | 102 | 2.063e-05 | 0.0009267 |
13 | CONDENSED CHROMOSOME CENTROMERIC REGION | 3 | 102 | 2.063e-05 | 0.0009267 |
14 | PRONUCLEUS | 2 | 15 | 2.876e-05 | 0.0012 |
15 | CONDENSED NUCLEAR CHROMOSOME CENTROMERIC REGION | 2 | 18 | 4.188e-05 | 0.00163 |
16 | CHROMOSOME | 5 | 880 | 6.034e-05 | 0.001958 |
17 | MICROTUBULE ASSOCIATED COMPLEX | 3 | 145 | 5.902e-05 | 0.001958 |
18 | MICROTUBULE ORGANIZING CENTER PART | 3 | 145 | 5.902e-05 | 0.001958 |
19 | CHROMOSOME CENTROMERIC REGION | 3 | 174 | 0.0001015 | 0.003118 |
20 | NUCLEAR CHROMOSOME | 4 | 523 | 0.0001318 | 0.003849 |
Num | Pathway | Pathview | Overlap | Size | P Value | Adj. P Value |
---|---|---|---|---|---|---|
1 | Cell_cycle_hsa04110 | 3 | 124 | 3.701e-05 | 0.0009623 | |
2 | Oocyte_meiosis_hsa04114 | 3 | 124 | 3.701e-05 | 0.0009623 | |
3 | Cellular_senescence_hsa04218 | 2 | 160 | 0.003336 | 0.05783 |