Background
Methods
Cell culture and RNA isolation
RNA sequencing and data analysis
Quantitative real-time RT-PCR
Construction of ceRNA network, GO and KEGG pathway analysis
Results
Altered miRNA profile in HPV16 E6/E7 expressing keratinocytes
Effect of HPV16 E6/E7 and human miRNA clusters
miRNA clusters | chromosome location | FC_A | FC_B |
---|---|---|---|
hsa-mir-532 | chrX: 50003148-50003238 [+] | ||
hsa-mir-188 | chrX: 50003503-50003588 [+] | ||
hsa-mir-500a | chrX: 50008431-50008514 [+] | ||
hsa-mir-362-5p | chrX: 50008964-50009028 [+] | 1.5723507 | 1.6101348 |
hsa-mir-501-3p | chrX: 50009722-50009805 [+] | -2.629669 | -1.8152058 |
hsa-mir-500b | chrX: 50010672-50010750 [+] | ||
hsa-mir-660 | chrX: 50013241-50013337 [+] | ||
hsa-mir-502 | chrX: 50014598-50014683 [+] | ||
hsa-miR-106a-5p | chrX: 134170198-134170278 [-] | 101.40113 | 16.514359 |
hsa-mir-18b | chrX: 134170041-134170111 [-] | ||
hsa-mir-20b-5p | chrX: 134169809-134169877 [-] | 58.216805 | 197.02121 |
hsa-mir-19b-2 | chrX: 134169671-134169766 [-] | ||
hsa-mir-92a-2 | chrX: 134169538-134169612 [-] | ||
hsa-mir-363-3p | chrX: 134169378-134169452 [-] | 175.14743 | 169.4563 |
hsa-mir-424 | chrX: 134546614-134546711 [-] | ||
hsa-mir-503 | chrX: 134546328-134546398 [-] | ||
hsa-mir-542-3p | chrX: 134541341-134541437 [-] | 1.871955 | 1.919804 |
hsa-mir-450a-2 | chrX: 134540508-134540607 [-] | ||
hsa-mir-450a-1 | chrX: 134540341-134540431 [-] | ||
hsa-mir-450b | chrX: 134540185-134540262 [-] | ||
hsa-mir-452 | chrX: 151959628-151959712 [-] | ||
hsa-mir-224-5p | chrX: 151958578-151958658 [-] | 1.6341554 | 1.6087124 |
hsa-mir-222 | chrX: 45747015-45747124 [-] | ||
hsa-mir-221-5p | chrX: 45746157-45746266 [-] | -4.637838 | -2.646788 |
hsa-mir-181a-1 | chr1: 198859044-198859153 [-] | ||
hsa-mir-181b-1-5p | chr1: 198858873-198858982 [-] | 2.156177 | 1.6052669 |
hsa-mir-143-3p | chr5: 149428918-149429023 [+] | 5.004603 | 1.6027163 |
hsa-mir-145 | chr5: 149430646-149430733 [+] | ||
hsa-mir-23b | chr9: 95085208-95085304 [+] | ||
hsa-mir-27b-5p | chr9: 95085445-95085541 [+] | 1.7026099 | 1.8156775 |
hsa-mir-3074 | chr9: 95086014-95086094 [-] | ||
hsa-mir-24-1 | chr9: 95086021-95086088 [+] | ||
hsa-mir-34b | chr11: 111512938-111513021 [+] | ||
hsa-mir-34c-3p | chr11: 111513439-111513515 [+] | -2.5223322 | -2.7287412 |
hsa-mir-34c-5p | chr11: 111513439-111513515 [+] | -2.1740744 | -1.7409978 |
hsa-mir-100-3p | chr11: 122152229-122152308 [-] | -1.3579255 | -1.8180759 |
hsa-mir-100-5p | chr11: 122152229-122152308 [-] | -4.53056 | -2.0923948 |
hsa-mir-10526 | chr11: 122152103-122152156 [-] | ||
hsa-let-7a-2-3p | chr11: 122146522-122146593 [-] | -2.6796398 | -2.4939332 |
hsa-mir-151b | chr14: 100109419-100109514 [-] | ||
hsa-mir-342-3p | chr14: 100109655-100109753 [+] | 1.6633373 | 2.3525498 |
hsa-mir-493-3p | chr14: 100869060-100869148 [+] | -5.9027004 | -6.0705276 |
hsa-mir-493-5p | chr14: 100869060-100869148 [+] | -6.4929733 | -3.3994486 |
hsa-mir-337 | chr14: 100874493-100874585 [+] | ||
hsa-mir-665 | chr14: 100875033-100875104 [+] | ||
hsa-mir-431-5p | chr14: 100881007-100881120 [+] | -5.0243244 | -9.432702 |
hsa-mir-433 | chr14: 100881886-100881978 [+] | ||
hsa-mir-127-3p | chr14: 100882979-100883075 [+] | -6.343858 | -6.488734 |
hsa-mir-127-5p | chr14: 100882979-100883075 [+] | -6.16204 | -8.904066 |
hsa-mir-432-5p | chr14: 100884483-100884576 [+] | -2.1643238 | -3.9932208 |
hsa-mir-136-3p | chr14: 100884702-100884783 [+] | -8.397293 | -4.60158 |
hsa-mir-379-5p | chr14: 101022066-101022132 [+] | -2.061261 | -6.2917047 |
hsa-mir-411-5p | chr14: 101023325-101023420 [+] | -4.652149 | -6.0898 |
hsa-mir-299-3p | chr14: 101023794-101023856 [+] | -3.091891 | -3.8669388 |
hsa-mir-380 | chr14: 101025017-101025077 [+] | ||
hsa-mir-1197 | chr14: 101025564-101025651 [+] | ||
hsa-mir-323a-3p | chr14: 101025732-101025817 [+] | -9.275676 | -3.581611 |
hsa-mir-758-3p | chr14: 101026020-101026107 [+] | -9.79099 | -4.4747305 |
hsa-mir-329-1 | chr14: 101026785-101026864 [+] | ||
hsa-mir-329-2 | chr14: 101027100-101027183 [+] | ||
hsa-mir-494 | chr14: 101029634-101029714 [+] | ||
hsa-mir-1193 | chr14: 101030052-101030129 [+] | ||
hsa-mir-543 | chr14: 101031987-101032064 [+] | -3.4010804 | -3.6604512 |
hsa-mir-495-3p | chr14: 101033755-101033836 [+] | -16.232431 | -4.5614853 |
hsa-mir-376c-3p | chr14: 101039690-101039755 [+] | -20.097301 | -3.7425764 |
hsa-mir-376a-2 | chr14: 101040069-101040148 [+] | ||
hsa-mir-654-3p | chr14: 101040219-101040299 [+] | -4.637838 | -3.9420242 |
hsa-mir-381-3p | chr14: 101045920-101045994 [+] | -3.9936907 | -4.930125 |
hsa-mir-487b-3p | chr14: 101046455-101046538 [+] | -42.75289 | -4.12974 |
hsa-mir-539-3p | chr14: 101047321-101047398 [+] | -8.502702 | -2.346443 |
hsa-mir-889-3p | chr14: 101047901-101047979 [+] | -4.240309 | -4.071979 |
hsa-mir-544a | chr14: 101048658-101048748 [+] | ||
hsa-mir-655 | chr14: 101049550-101049646 [+] | ||
hsa-mir-487a-3p | chr14: 101052446-101052525 [+] | -4.637838 | -2.5100238 |
hsa-mir-382 | chr14: 101054306-101054381 [+] | ||
hsa-mir-134-5p | chr14: 101054687-101054759 [+] | -3.1471035 | -2.8613925 |
hsa-mir-668 | chr14: 101055258-101055323 [+] | ||
hsa-mir-485-3p | chr14: 101055419-101055491 [+] | -5.742084 | -4.9056315 |
hsa-mir-323b | chr14: 101056219-101056300 [+] | ||
hsa-mir-154 | chr14: 101059755-101059838 [+] | ||
hsa-mir-496 | chr14: 101060573-101060674 [+] | ||
hsa-mir-377-5p | chr14: 101062050-101062118 [+] | -17.005402 | -4.288576 |
hsa-mir-541 | chr14: 101064495-101064578 [+] | ||
hsa-mir-409-3p | chr14: 101065300-101065378 [+] | -5.0722356 | -3.8650641 |
hsa-mir-409-5p | chr14: 101065300-101065378 [+] | -15.459457 | -8.040478 |
hsa-mir-412 | chr14: 101065447-101065537 [+] | ||
hsa-mir-369-3p | chr14: 101065598-101065667 [+] | -10.821619 | -3.4579167 |
hsa-mir-410-3p | chr14: 101065912-101065991 [+] | -6.966924 | -4.316698 |
hsa-mir-656 | chr14: 101066724-101066801 [+] | ||
hsa-mir-203b-3p | chr14: 104117418-104117503 [-] | 2.5874128 | 2.1562526 |
hsa-mir-203a | chr14: 104117405-104117514 [+] | ||
hsa-mir-212-3p | chr17: 2050271-2050380 [-] | 4.5279727 | 2.2936604 |
hsa-mir-132-3p | chr17: 2049908-2050008 [-] | 2.4241295 | 1.8954328 |
hsa-mir-152-5p | chr17: 48037161-48037247 [-] | 1.7206296 | 1.9654182 |
hsa-mir-10226 | chr17: 48032882-48032951 [+] | ||
hsa-mir-497-5p | chr17: 7017911-7018022 [-] | 6.468533 | 1.8376815 |
hsa-mir-195-5p | chr17: 7017615-7017701 [-] | 2.2345843 | 1.6348059 |
hsa-mir-181c-5p | chr19: 13874699-13874808 [+] | 1.8207724 | 1.5850542 |
hsa-mir-181d | chr19: 13874875-13875011 [+] | ||
hsa-mir-6789 | chr19: 2235829-2235926 [-] | ||
hsa-mir-1227-3p | chr19: 2234062-2234149 [-] | 2.1561775 | 2.1855226 |
hsa-mir-99a-3p | chr21: 16539089-16539169 [+] | 1.6420119 | 1.7610615 |
hsa-let-7c-5p | chr21: 16539828-16539911 [+] | 1.6335889 | 1.8939737 |
Long non-coding RNAs modulated by HPV oncoproteins
Coordinated action of HPV16 E6/E7 oncoproteins on ceRNA members: construction of regulatory network, GO and KEGG analyses
lncRNAs | miRNAs | |
---|---|---|
upregulated | downregulated | |
upregulated | ||
CECR7 | hsa-miR-139-5p, hsa-miR-335-5p | hsa-miR-34a-5p |
H19 | hsa-miR-10a-5p, hsa-miR-20b-5p, hsa-miR-27b-5p, hsa-miR-99a-3p, hsa-miR-106a-5p, hsa-miR-143-3p, hsa-miR-193a-3p, hsa-miR-196b-5p, hsa-miR-342-3p, hsa-miR-615-5p | hsa-miR-100-3p, hsa-miR-100-5p, hsa-miR-125b-5p, hsa-miR-127-5p, hsa-miR-138-5p, hsa-miR-370-3p, hsa-miR-1271-5p |
LINC00087 | hsa-miR-20b-5p, hsa-miR-106a-5p | |
LINC00511 | hsa-miR-195-5p, hsa-miR-363-3p, hsa-miR-497-5p | hsa-miR-34c-3p |
LINC00925 | hsa-miR-139-5p | |
LINC00957 | hsa-miR-20b-5p | |
DLX6-AS1 | hsa-miR-132-3p, hsa-miR-195-5p, hsa-miR-20b-5p, hsa-miR-143-3p, hsa-miR-497-5p | hsa-miR-432-5p |
MAFG-AS1 | hsa-miR-143-3p | |
MFI2-AS1 | hsa-miR-497-5p | |
RFPL1S | hsa-miR-143-3p | hsa-miR-136-3p, hsa-miR-34a-5p, hsa-miR-432-5p |
downregulated | ||
LINC00086 | hsa-miR-195-5p, hsa-miR-224-5p, hsa-miR-497-5p | |
LINC00520 | hsa-miR-34a-5p | |
LINC00923 | hsa-miR-375 | hsa-miR-34a-5p, hsa-miR-100-5p |
MEG3 | hsa-miR-20b-5p, hsa-miR-27b-5p, hsa-miR-99a-3p, hsa-miR-106a-5p, hsa-miR-132-3p, hsa-miR-143-3p, hsa-miR-181b-5p, hsa-miR-181c-5p, hsa-miR-195-5p, hsa-miR-224-5p, hsa-miR-342-3p, hsa-miR-362-5p, hsa-miR-363-3p, hsa-miR-497-5p, hsa-miR-542-3p, hsa-miR-3605-5p | hsa-miR-34a-3p, hsa-miR-100-5p, hsa-miR-127-3p, hsa-miR-136-3p, hsa-miR-221-5p, hsa-miR-377-5p, hsa-miR-409-5p, hsa-miR-432-5p, hsa-miR-485-3p, hsa-miR-501-3p, hsa-miR-539-3p, hsa-miR-543, hsa-miR-1271-5p |
FBXL19-AS1 | hsa-miR-342-3p |
miRNAs | mRNA targets | |
---|---|---|
upregulated | downregulated | |
upregulated | ||
hsa-miR-106a-5p | ARL9, BMP8B, CABLES1, CCL5, DUSP2, EGLN3, FZD9, MANEAL, NPNT, NRIP3, QRFPR, RAB42, RTN2, TIMP2, TNFAIP8L1, WNK3, ZNF454, ZYG11A | ACER2, CDKN1A, DCBLD2, FBXL7, HIST1H2BD, HIST1H2BG, HS3ST1, MDM2, NABP1, PLS1, TP53INP1, ZMAT3, ZNF665 |
hsa-miR-10a-5p | ABCG2, C5, CHDH, FZD2, LRFN1, MRC2, RAB15, SAPCD2, SPARC, TCF15 | ARHGAP18, CADM1, POU2F2, TFPI |
hsa-miR-132-3p | CCDC169, FKBP10, HS3ST3B1, LFNG, LOXL1, OLFML2A, SYT14 | ADAMTSL1, ANKRD29, BDNF, CDKN1A, FAT3, LIFR, PTGS2, RNF128, TFPI |
hsa-miR-139-5p | ADAMTS17 | NOTCH1, PEX5L |
hsa-miR-143-3p | ANKRD9, COL1A1, COL3A1, COL5A1, CREG2, IGFBP5, IKZF3, LRAT, SYT7 | MDM2, PAPPA, PTGS2, TFPI |
hsa-miR-181b-5p | LMCD1, SCN8A, SLC35G2, TIMP3, ZNF415 | HEPHL1, HIST1H3D, IL1A, ZNF439, ZNF788 |
hsa-miR-181c-5p | KIT, SCN8A, SLC35G2, ZNF415 | HEPHL1, HIST1H3D, IL1A, ZNF439, ZNF788 |
hsa-miR-193a-3p | IGFBP5, RGMA | C12orf5, SLC10A6, ZMAT3 |
hsa-miR-195-5p | AKT3, ALDH3B1, CYP26B1, FGFR4, FZD9, GPR27, INSR, RAB15, RASEF, RET,, WNK3, ZBTB16, ZNF704 | BTN3A3, CDKN1A, HIST2H2BE, KRT33B, NEGR1, TM7SF3, ZFHX4, ZMAT3 |
hsa-miR-196b-5p | PRUNE2 | ACER2, HIST1H2BD, SLC9A7 |
hsa-miR-20b-5p | BMP8B, CABLES1, CCL5, DUSP2, E2F2, EGLN3, FAM46C, FZD9, MANEAL, NPNT, NRIP3, QRFPR, RAB42, RTN2, TNFAIP8L1, WNK3, ZNF454, ZYG11A | ABCA1, ACER2, BTN3A3, CDKN1A, FBXL7, HIST1H2BD, HIST1H2BG, HS3ST1, MDM2, NABP1, PLS1, SAMD9L, TP53INP1, ZMAT3, ZNF665 |
hsa-miR-224-5p | F8A2, F8A3, KLK1, RAB15 | ENC1, SLC46A3 |
hsa-miR-27b-5p | CD248 | C15orf52, CXCL1, HIST1H2BD |
hsa-miR-335-5p | ACOT4, AKAP12, APOC1, AQP10, ARSI, ASCL2, BZRAP1, C12orf56, C7orf31, CACNA2D4, CACNG4, CDKN1C, CELSR3, CHRNB4, CLEC11A, CLMN, CNIH2, CNTD2, COL3A1, COL8A2, COL9A2, CPAMD8, CRIP2, CTHRC1, CTSF, CTXN1, DAPK2, DDN, DNALI1, DNMT3B, FAM46C, FBLN2, FBLN5, FZD1, FZD10, GATS, GCK, GIPC2, GJB6, GPR156, GPRIN2, GRB7, HMHA1, HPDL, ICAM1, KCNK5, KIAA1644, KIF17, KIT, KLHL35, LFNG, LGR6, LHX6, LMCD1, LOXL1, LRAT, LSP1, MARCKSL1, MATK, MEIS3, MOV10L1, NDUFA4L2, NECAB1, NEFH, NEFM, NINL, NR4A1, NRK, OLFML2A, PCED1A, PCSK4, PDE2A, PIWIL4, PLEKHG4, PLLP, PLXND1, PODXL2, PPP1R36, PYGM, RAD9B, RASA4B, RASIP1, RBP1, RGCC, RSPO4, RTN2, SELENBP1, SLCO4A1, STOX1, SUSD3, SYNGR3, SYNPO2, SYT12, SYT14, TBXAS1, TCEA3, TERT, TIMP3, TMCC2, TNC, TNS1, TPPP3, TRIM73, TRIM74, TRPV4, TSLP, VASN, WNT10B, WNT3, WNT7B, WNT9A, YBX2, ZFYVE28, ZG16B, ZNF157 | ABCA12, ADAM21, ADH6, ANKRD29, ANO1, ATP9A, BARX2, BCHE, BHLHE41, BIK, BTN3A3, C20orf197, CDKN1A, CEP85L, CHI3L2, CLCA4, CNTNAP3B, CORO2B, CUL9, CXCL2, CXCL3, CXCR2, CYP3A5, CYP4F22, CSF1, CST6, DAB2, EHF, FAAH2, FABP6, FAM198B, FAM26E, FAM49A, FCRLA, FLG2, FOXA2, GCH1, GCNT2, GCNT4, GDF15, GREB1, GRIP2, HES2, HMCN1, IL1A, IL33, IL36RN, IL6, ILDR1, IVL, KALRN, KLRK1, KRT4, LIF, LIFR, LPPR5, LRRK2, MDM2, MRGPRX3, NEURL2, NFKBIZ, NLRP10, PAK3, PCDHGC5, PIFO, PLEKHG1, PLIN4, PTGS2, RASGRP1, SEC16B, SERPINB10, SLC2A13, SLC44A5, SLC46A3, SLC5A1, SLC9A7, SLPI, SPATA18, SPRR3, ST6GALNAC1, TCEAL7, TFPI, TP53INP1, TRIM22, ZEB1, ZPLD1 |
hsa-miR-342-3p | HUNK, IGFBP5, IKZF3, EURL1B, QRFPR | HDAC9 |
hsa-miR-3605-5p | ALDH3B1 | LHX4, ZNF117 |
hsa-miR-362-5p | HHIPL1, KCNK5 | CT62 |
hsa-miR-363-3p | SOX11 | CDKN1A, GM2A, MDM2, S1PR1, TLR3 |
hsa-miR-375 | DNMT3B, DOK7, DPYSL3, FZD4, LIMD2, NCAM1, RTN2, TNNI3, TNS1, VASN | LYPD5, SEMA3C, SESN1, VPS37D |
hsa-miR-497-5p | AKT3, ALDH3B1, CYP26B1, FGFR4, FZD9, GPR27, RAB15, RASEF, WNK3, ZBTB16, ZNF704 | BTN3A3, HIST2H2BE, KRT33B, NEGR1, TM7SF3, ZFHX4, ZMAT3 |
hsa-miR-542-3p | FBLN5 | MDM2, TFPI |
hsa-miR-615-5p | IGF2 | – |
hsa-miR-99a-3p | – | SLC46A3 |
downregulated | ||
hsa-miR-100-3p | SEMA5A | CXCL3, PVRL3 |
hsa-miR-100-5p | IGF2 | HIST2H2AA3, NLRP3 |
hsa-miR-125b-5p | BMPR1B, CDKN2A, CYP24A1, E2F2, FZD4, GPRIN1, IGF2, IKZF3, NES, PLXND1, PTGS1, TBXAS1 | GABRB3, HIST2H2BF, ID2, IKZF2, IL6, LIF, NEGR1, PRDM1, RASGRP1, S100A8, TNFAIP3, TP53INP1 |
hsa-miR-1271-5p | GPC3, GPR156, PODXL, SERPINH1, SYNM | ACER2 |
hsa-miR-127-3p | RGMA | PRDM1 |
hsa-miR-127-5p | ATP2A3 | MDM2, RHCG |
hsa-miR-136-3p | SOX11 | – |
hsa-miR-138-5p | TERT | ARHGAP42, LCN2 |
hsa-miR-221-5p | ENPP1, FZD2 | – |
hsa-miR-34a-3p | – | TSPAN1 |
hsa-miR-34a-5p | CDC25C, CDKN2A, GAS1, GPR156, KIT, PODXL, SLC35G2, VASN | C12orf5, HIST1H2AC, HIST1H3D, HIST1H4H, HIST2H2AA3, HIST2H2AA4, HIST2H2AC, HIST2H2BE, HIST4H4, NOTCH1, SAA1, VPS37D |
hsa-miR-34c-3p | SYNM | – |
hsa-miR-370-3p | SFMBT2 | HES2, PEAR1 |
hsa-miR-377-5p | CHDH | C12orf5, C3, FAM198B, GM2A, HIST1H2BD, TFPI, ZNF117 |
hsa-miR-432-5p | ADAMTS17, NES, SPARC | MDM2, TFPI |
hsa-miR-485-3p | GAS1, HS3ST3B1 | – |
hsa-miR-501-3p | EMP2 | PLCB1 |
hsa-miR-539-3p | GAS1, HS3ST3B1, PTPRS | – |
hsa-miR-543 | ADAMTS17, COL5A1, PLXND1, TMPRSS4 | SIPA1L2 |
Biological process | Number of common miRNAs | Common miRNAs |
---|---|---|
cell death + cell cycle regulation + epithelial cell proliferation + regulation of cell proliferation | 9 | hsa-miR-432-5p, hsa-miR-20b-5p, hsa-miR-106a-5p, hsa-miR-34a-5p, hsa-miR-181c-5p, hsa-miR-335-5p, hsa-miR-143-3p, hsa-miR-363-3p, hsa-miR-125b-5p |
cell death + cell cycle regulation + regulation of cell proliferation | 9 | hsa-miR-181b-5p, hsa-miR-138-5p, hsa-miR-497-5p, hsa-miR-127-5p, hsa-miR-100-5p, hsa-miR-195-5p, hsa-miR-501-3p, hsa-miR-542-3p, hsa-miR-132-3p |
cell death + epithelial cell proliferation + regulation of cell proliferation | 7 | hsa-miR-193a-3p, hsa-miR-139-5p, hsa-miR-342-3p, hsa-miR-1271-5p, hsa-miR-100-3p, hsa-miR-136-3p, hsa-miR-10a-5p |
cell death + cell cycle regulation | 2 | hsa-miR-485-3p, hsa-miR-539-3p |
cell cycle regulation + regulation of cell proliferation | 1 | hsa-miR-615-5p |
cell death + regulation of cell proliferation | 2 | hsa-miR-196b-5p, hsa-miR-27b-5p |
cell death | 1 | hsa-miR-3605-5p |
regulation of cell proliferation | 1 | hsa-miR-127-3p |