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Hub genes and the associated altered miRNA.
| Hub genes* | miRNA* |
| FN1 | hsa-let-7g |
| IL6 | hsa-mir-451, has-mir-106a |
| COL1A2 | hsa-let-7g, has-mir-25, has-mir-29a |
| COL4A1 | hsa-mir-29a |
| COL4A2 | hsa-mir-29a |
| SPARC | hsa-mir-29a |
| MMP9 | hsa-mir-451, has-mir-15b |
∗All hub genes were up-regulated and their associated miRNAs were down-regulated.
