Cluster o+- is enriched in the following gene classes
GeneSet DB Hit Count
Pathways_-_KEGGBioCarta.gmt.txt 2
GO_-_Cellular_Component.gmt.txt 3
Pathways_-_Reactome.gmt.txt 20
TarBase_6beta.gmt.txt 1
HIV_Collection.gmt.txt 5
Chromosomal_Bands.gmt.txt 4
TFmiRNA_Targets.gmt.txt 2
GeneSet Name GeneSet DB log(P) Qvalue Observed in Background Observed in Cluster Expected in Cluster
Antiviral mechanism by IFN-stimulated genes Pathways_-_Reactome.gmt.txt -2.5 0.03236 46.0 5.0 1.49
BIOCARTA GPCR PATHWAY Pathways_-_KEGGBioCarta.gmt.txt -3.0 0.02854 15.0 3.0 0.49
Export of Viral Ribonucleoproteins from Nucleus Pathways_-_Reactome.gmt.txt -3.1 0.01298 23.0 4.0 0.75
Glucose transport Pathways_-_Reactome.gmt.txt -3.1 0.01417 24.0 4.0 0.78
HIV Interactions of Rev with host cellular proteins HIV_Collection.gmt.txt -2.9 0.02644 26.0 4.0 0.84
HIV Interactions of Vpr with host cellular proteins HIV_Collection.gmt.txt -3.0 0.0246 25.0 4.0 0.81
HIV Nuclear import of Rev protein HIV_Collection.gmt.txt -3.1 0.0246 24.0 4.0 0.78
HIV Rev-mediated nuclear export of HIV-1 RNA HIV_Collection.gmt.txt -3.1 0.0246 24.0 4.0 0.78
HIV Vpr-mediated nuclear import of PICs HIV_Collection.gmt.txt -3.1 0.0246 23.0 4.0 0.75
Hexose transport Pathways_-_Reactome.gmt.txt -3.1 0.01417 24.0 4.0 0.78
ISG15 antiviral mechanism Pathways_-_Reactome.gmt.txt -2.5 0.03236 46.0 5.0 1.49
KEGG THYROID CANCER Pathways_-_KEGGBioCarta.gmt.txt -2.8 0.0322 16.0 3.0 0.52
Loss of Nlp from mitotic centrosomes Pathways_-_Reactome.gmt.txt -2.1 0.04749 38.0 4.0 1.23
Loss of proteins required for interphase microtubule organizationfrom the centrosome Pathways_-_Reactome.gmt.txt -2.1 0.04749 38.0 4.0 1.23
Metabolism of non-coding RNA Pathways_-_Reactome.gmt.txt -4.3 0.0041 31.0 6.0 1.0
NEP/NS2 Interacts with the Cellular Export Machinery Pathways_-_Reactome.gmt.txt -3.2 0.01135 22.0 4.0 0.71
NUCLEAR PORE GO_-_Cellular_Component.gmt.txt -2.7 0.03337 17.0 3.0 0.55
PORE COMPLEX GO_-_Cellular_Component.gmt.txt -2.5 0.04332 19.0 3.0 0.62
Processing of Capped Intron-Containing Pre-mRNA Pathways_-_Reactome.gmt.txt -3.0 0.01443 95.0 9.0 3.08
Regulation of Glucokinase by Glucokinase Regulatory Protein Pathways_-_Reactome.gmt.txt -3.4 0.00951 20.0 4.0 0.65
SPINDLE MICROTUBULE GO_-_Cellular_Component.gmt.txt -3.7 0.00679 10.0 3.0 0.32
Transport of Mature Transcript to Cytoplasm Pathways_-_Reactome.gmt.txt -2.8 0.01955 39.0 5.0 1.26
Transport of Mature mRNA Derived from an Intronless Transcript Pathways_-_Reactome.gmt.txt -3.9 0.00574 25.0 5.0 0.81
Transport of Mature mRNA derived from an Intron-Containing Transcript Pathways_-_Reactome.gmt.txt -2.9 0.01811 38.0 5.0 1.23
Transport of Mature mRNAs Derived from Intronless Transcripts Pathways_-_Reactome.gmt.txt -3.9 0.00574 25.0 5.0 0.81
Transport of Ribonucleoproteins into the Host Nucleus Pathways_-_Reactome.gmt.txt -3.3 0.01023 21.0 4.0 0.68
Transport of the SLBP Dependant Mature mRNA Pathways_-_Reactome.gmt.txt -4.0 0.00574 24.0 5.0 0.78
Transport of the SLBP independent Mature mRNA Pathways_-_Reactome.gmt.txt -4.0 0.00574 24.0 5.0 0.78
V$RORA1 01 TFmiRNA_Targets.gmt.txt -4.3 0.01708 80.0 10.0 2.59
V$YY1 01 TFmiRNA_Targets.gmt.txt -4.4 0.01708 93.0 11.0 3.01
chr10q26 Chromosomal_Bands.gmt.txt -2.3 0.03117 22.0 3.0 0.71
chr1p22 Chromosomal_Bands.gmt.txt -2.0 0.04364 26.0 3.0 0.84
chr2q33 Chromosomal_Bands.gmt.txt -2.7 0.02218 29.0 4.0 0.94
chr3q25 Chromosomal_Bands.gmt.txt -2.8 0.01797 16.0 3.0 0.52
hsa-miR-101-3p targets TarBase_6beta.gmt.txt -4.8 0.004 85.0 11.0 2.75
mRNA Processing Pathways_-_Reactome.gmt.txt -2.7 0.02336 105.0 9.0 3.4
snRNP Assembly Pathways_-_Reactome.gmt.txt -4.3 0.0041 31.0 6.0 1.0
Gene expression pattern
Figure: Temporal expression patterns were grouped into clusters with differential expression profiles at three phases of the viral life cycle, namely reverse transcription, integration, and late phase. Boxplots on the left show the distribution of the normalized regression weights for each viral phase used in clustering. Expression change pattern of each gene over time is plotted for mock and HIV samples (dotted orange lines) along with the cluster median (bold red line).
List of genes
Ensembl ID Name Cluster
ENSG00000251259 AC004069.2 o+-
ENSG00000233287 AC009362.2 o+-
ENSG00000228551 AC010906.1 o+-
ENSG00000198923 AC011611.1 o+-
ENSG00000226928 AC068491.4 o+-
ENSG00000230614 AC073958.2 o+-
ENSG00000225733 AC090937.2 o+-
ENSG00000213383 AC104297.1 o+-
ENSG00000212768 AC114546.1 o+-
ENSG00000225933 AC133965.1 o+-
ENSG00000060971 ACAA1 o+-
ENSG00000102977 ACD o+-
ENSG00000068366 ACSL4 o+-
ENSG00000115091 ACTR3 o+-
ENSG00000189007 ADAT2 o+-
ENSG00000236698 AL021920.1 o+-
ENSG00000064999 ANKS1A o+-
ENSG00000135046 ANXA1 o+-
ENSG00000131480 AOC2 o+-
ENSG00000232260 AP000963.3 o+-
ENSG00000166747 AP1G1 o+-
ENSG00000123329 ARHGAP9 o+-
ENSG00000066279 ASPM o+-
ENSG00000145782 ATG12 o+-
ENSG00000136888 ATP6V1G1 o+-
ENSG00000082153 BZW1 o+-
ENSG00000197771 C10orf119 o+-
ENSG00000204856 C12orf24 o+-
ENSG00000119720 C14orf102 o+-
ENSG00000153485 C14orf109 o+-
ENSG00000174109 C16orf91 o+-
ENSG00000105176 C19orf2 o+-
ENSG00000162642 C1orf52 o+-
ENSG00000162972 C2orf47 o+-
ENSG00000146386 C6orf115 o+-
ENSG00000181016 C7orf53 o+-
ENSG00000141582 CBX4 o+-
ENSG00000108091 CCDC6 o+-
ENSG00000040275 CCDC99 o+-
ENSG00000100814 CCNB1IP1 o+-
ENSG00000234585 CCT6P3 o+-
ENSG00000166451 CENPN o+-
ENSG00000083937 CHMP2B o+-
ENSG00000173163 COMMD1 o+-
ENSG00000129083 COPB1 o+-
ENSG00000138495 COX17 o+-
ENSG00000205105 COX17P1 o+-
ENSG00000118260 CREB1 o+-
ENSG00000088766 CRLS1 o+-
ENSG00000177613 CSTF2T o+-
ENSG00000253785 CTC-308K20.3 o+-
ENSG00000250492 CTD-2120M21.1 o+-
ENSG00000171604 CXXC5 o+-
ENSG00000103018 CYB5B o+-
ENSG00000168209 DDIT4 o+-
ENSG00000118197 DDX59 o+-
ENSG00000089876 DHX32 o+-
ENSG00000105993 DNAJB6 o+-
ENSG00000067334 DNTTIP2 o+-
ENSG00000150760 DOCK1 o+-
ENSG00000000419 DPM1 o+-
ENSG00000144597 EAF1 o+-
ENSG00000144895 EIF2A o+-
ENSG00000110321 EIF4G2 o+-
ENSG00000163577 EIF5A2 o+-
ENSG00000099219 ERMP1 o+-
ENSG00000143971 ETAA1 o+-
ENSG00000067208 EVI5 o+-
ENSG00000198420 FAM115A o+-
ENSG00000152102 FAM168B o+-
ENSG00000111913 FAM65B o+-
ENSG00000118246 FASTKD2 o+-
ENSG00000124279 FASTKD3 o+-
ENSG00000215251 FASTKD5 o+-
ENSG00000165355 FBXO33 o+-
ENSG00000109670 FBXW7 o+-
ENSG00000079459 FDFT1 o+-
ENSG00000213066 FGFR1OP o+-
ENSG00000091483 FH o+-
ENSG00000102081 FMR1 o+-
ENSG00000165775 FUNDC2 o+-
ENSG00000089280 FUS o+-
ENSG00000092140 G2E3 o+-
ENSG00000213420 GPC2 o+-
ENSG00000189369 GSPT2 o+-
ENSG00000077809 GTF2I o+-
ENSG00000130021 HDHD1 o+-
ENSG00000164818 HEATR2 o+-
ENSG00000072571 HMMR o+-
ENSG00000135486 HNRNPA1 o+-
ENSG00000139675 HNRNPA1L2 o+-
ENSG00000215492 HNRNPA1P7 o+-
ENSG00000127483 HP1BP3 o+-
ENSG00000100209 HSCB o+-
ENSG00000115541 HSPE1 o+-
ENSG00000120694 HSPH1 o+-
ENSG00000109854 HTATIP2 o+-
ENSG00000111653 ING4 o+-
ENSG00000136813 KIAA0368 o+-
ENSG00000163507 KIAA1524 o+-
ENSG00000138160 KIF11 o+-
ENSG00000161813 LARP4 o+-
ENSG00000122188 LAX1 o+-
ENSG00000175536 LIPT2 o+-
ENSG00000120992 LYPLA1 o+-
ENSG00000090316 MAEA o+-
ENSG00000164114 MAP9 o+-
ENSG00000069956 MAPK6 o+-
ENSG00000175471 MCTP1 o+-
ENSG00000164758 MED30 o+-
ENSG00000162959 MEMO1 o+-
ENSG00000226054 MEMO1P1 o+-
ENSG00000174197 MGA o+-
ENSG00000188010 MORN2 o+-
ENSG00000188786 MTF1 o+-
ENSG00000122033 MTIF3 o+-
ENSG00000124275 MTRR o+-
ENSG00000109065 NAT9 o+-
ENSG00000136937 NCBP1 o+-
ENSG00000158092 NCK1 o+-
ENSG00000137806 NDUFAF1 o+-
ENSG00000130935 NOL11 o+-
ENSG00000055044 NOP58 o+-
ENSG00000164346 NSA2 o+-
ENSG00000117697 NSL1 o+-
ENSG00000196368 NUDT11 o+-
ENSG00000170502 NUDT9 o+-
ENSG00000069248 NUP133 o+-
ENSG00000124789 NUP153 o+-
ENSG00000136243 NUPL2 o+-
ENSG00000009694 ODZ1 o+-
ENSG00000115947 ORC4 o+-
ENSG00000164164 OTUD4 o+-
ENSG00000164830 OXR1 o+-
ENSG00000007168 PAFAH1B1 o+-
ENSG00000131828 PDHA1 o+-
ENSG00000148459 PDSS1 o+-
ENSG00000123836 PFKFB2 o+-
ENSG00000083535 PIBF1 o+-
ENSG00000145337 PIGY o+-
ENSG00000142731 PLK4 o+-
ENSG00000164050 PLXNB1 o+-
ENSG00000138035 PNPT1 o+-
ENSG00000070501 POLB o+-
ENSG00000101751 POLI o+-
ENSG00000067113 PPAP2A o+-
ENSG00000108179 PPIF o+-
ENSG00000107758 PPP3CB o+-
ENSG00000085377 PREP o+-
ENSG00000108946 PRKAR1A o+-
ENSG00000141378 PTRH2 o+-
ENSG00000124209 RAB22A o+-
ENSG00000108384 RAD51C o+-
ENSG00000185989 RASA3 o+-
ENSG00000123094 RASSF8 o+-
ENSG00000089050 RBBP9 o+-
ENSG00000119707 RBM25 o+-
ENSG00000241571 RP11-120E5.3 o+-
ENSG00000240634 RP11-1348G14.1 o+-
ENSG00000232830 RP11-144C15.1 o+-
ENSG00000239557 RP11-168J18.6 o+-
ENSG00000250021 RP11-233C13.1 o+-
ENSG00000239617 RP11-302B13.1 o+-
ENSG00000228393 RP11-325F22.3 o+-
ENSG00000236773 RP11-365O16.1 o+-
ENSG00000214975 RP11-367G6.1 o+-
ENSG00000250746 RP11-39C10.1 o+-
ENSG00000244097 RP11-411G7.1 o+-
ENSG00000240156 RP11-430J3.1 o+-
ENSG00000236814 RP11-446E9.1 o+-
ENSG00000235363 RP11-576D8.1 o+-
ENSG00000229226 RP11-620E11.1 o+-
ENSG00000239525 RP11-722P15.1 o+-
ENSG00000183055 RP11-79I23.2 o+-
ENSG00000213740 RP13-178D16.2 o+-
ENSG00000219023 RP3-340B19.2 o+-
ENSG00000213108 RP3-372K1.1 o+-
ENSG00000244560 RP4-800G7.2 o+-
ENSG00000234332 RP5-837M10.3 o+-
ENSG00000117133 RPF1 o+-
ENSG00000197498 RPF2 o+-
ENSG00000228003 RPL23AP7 o+-
ENSG00000176054 RPL23P2 o+-
ENSG00000239559 RPL37P2 o+-
ENSG00000134419 RPS15A o+-
ENSG00000214535 RPS15AP1 o+-
ENSG00000225447 RPS15AP10 o+-
ENSG00000233921 RPS15AP40 o+-
ENSG00000223540 RPS15AP5 o+-
ENSG00000151835 SACS o+-
ENSG00000126524 SBDS o+-
ENSG00000079387 SENP1 o+-
ENSG00000142864 SERBP1 o+-
ENSG00000106366 SERPINE1 o+-
ENSG00000099995 SF3A1 o+-
ENSG00000142178 SIK1 o+-
ENSG00000155926 SLA o+-
ENSG00000113810 SMC4 o+-
ENSG00000203875 SNHG5 o+-
ENSG00000239195 SNORD5.3 o+-
ENSG00000200710 SNORD81 o+-
ENSG00000168566 SNRNP48 o+-
ENSG00000143977 SNRPG o+-
ENSG00000112658 SRF o+-
ENSG00000106610 STAG3L4 o+-
ENSG00000008282 SYPL1 o+-
ENSG00000147687 TATDN1 o+-
ENSG00000109680 TBC1D19 o+-
ENSG00000081059 TCF7 o+-
ENSG00000171204 TMEM126B o+-
ENSG00000174695 TMEM167A o+-
ENSG00000205084 TMEM231 o+-
ENSG00000154174 TOMM70A o+-
ENSG00000143337 TOR1AIP1 o+-
ENSG00000047410 TPR o+-
ENSG00000107614 TRDMT1 o+-
ENSG00000108395 TRIM37 o+-
ENSG00000043514 TRIT1 o+-
ENSG00000196428 TSC22D2 o+-
ENSG00000123297 TSFM o+-
ENSG00000125482 TTF1 o+-
ENSG00000119048 UBE2B o+-
ENSG00000070010 UFD1L o+-
ENSG00000162402 USP24 o+-
ENSG00000090686 USP48 o+-
ENSG00000138592 USP8 o+-
ENSG00000117533 VAMP4 o+-
ENSG00000155959 VBP1 o+-
ENSG00000165280 VCP o+-
ENSG00000101966 XIAP o+-
ENSG00000170027 YWHAG o+-
ENSG00000134308 YWHAQ o+-
ENSG00000107372 ZFAND5 o+-
ENSG00000115568 ZNF142 o+-
ENSG00000198839 ZNF277 o+-
ENSG00000161298 ZNF382 o+-
ENSG00000036549 ZZZ3 o+-
hsa-miR-128 hsa-miR-128 o+-
hsa-miR-181a-2* hsa-miR-181a-2* o+-
hsa-miR-24-2* hsa-miR-24-2* o+-
hsa-miR-27b hsa-miR-27b o+-
hsa-miR-30c-1* hsa-miR-30c-1* o+-
hsa-miR-3160-3p hsa-miR-3160-3p o+-
hsa-miR-320b hsa-miR-320b o+-
hsa-miR-320e hsa-miR-320e o+-
hsa-miR-378* hsa-miR-378* o+-
hsa-miR-378f hsa-miR-378f o+-
hsa-miR-3940-3p hsa-miR-3940-3p o+-
hsa-miR-424* hsa-miR-424* o+-
hsa-miR-4275 hsa-miR-4275 o+-
hsa-miR-4286 hsa-miR-4286 o+-
hsa-miR-4325 hsa-miR-4325 o+-
hsa-miR-4507 hsa-miR-4507 o+-
hsa-miR-4676-5p hsa-miR-4676-5p o+-
hsa-miR-500a hsa-miR-500a o+-
hsa-miR-532-3p hsa-miR-532-3p o+-
hsa-miR-548o hsa-miR-548o o+-
hsa-miR-720 hsa-miR-720 o+-
hsa-miR-874 hsa-miR-874 o+-