Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: VIRMA

Gene summary for VIRMA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VIRMA

Gene ID

25962

Gene namevir like m6A methyltransferase associated
Gene AliasKIAA1429
Cytomap8q22.1
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q69YN4


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
25962VIRMAS014HumanLiverHCC2.01e-411.26e+000.2254
25962VIRMAS015HumanLiverHCC4.22e-261.22e+000.2375
25962VIRMAS016HumanLiverHCC2.89e-391.29e+000.2243
25962VIRMAS027HumanLiverHCC1.27e-181.01e+000.2446
25962VIRMAS028HumanLiverHCC7.70e-301.05e+000.2503
25962VIRMAS029HumanLiverHCC1.11e-261.15e+000.2581
25962VIRMAmale-WTAHumanThyroidPTC6.38e-172.30e-010.1037
25962VIRMAPTC01HumanThyroidPTC2.77e-071.62e-010.1899
25962VIRMAPTC03HumanThyroidPTC2.61e-052.29e-010.1784
25962VIRMAPTC04HumanThyroidPTC5.71e-102.31e-010.1927
25962VIRMAPTC05HumanThyroidPTC1.26e-113.79e-010.2065
25962VIRMAPTC06HumanThyroidPTC5.27e-245.11e-010.2057
25962VIRMAPTC07HumanThyroidPTC2.11e-253.80e-010.2044
25962VIRMAATC09HumanThyroidATC2.66e-042.16e-010.2871
25962VIRMAATC12HumanThyroidATC1.02e-183.96e-010.34
25962VIRMAATC13HumanThyroidATC7.68e-498.56e-010.34
25962VIRMAATC1HumanThyroidATC2.78e-042.20e-010.2878
25962VIRMAATC2HumanThyroidATC1.80e-129.28e-010.34
25962VIRMAATC3HumanThyroidATC6.43e-042.95e-010.338
25962VIRMAATC4HumanThyroidATC2.41e-264.97e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:190331121LiverHCCregulation of mRNA metabolic process205/7958288/187233.38e-236.90e-21205
GO:005068421LiverHCCregulation of mRNA processing106/7958137/187237.64e-177.12e-15106
GO:00311241LiverHCCmRNA 3'-end processing50/795862/187238.44e-102.60e-0850
GO:00311231LiverHCCRNA 3'-end processing81/7958116/187232.27e-096.32e-0881
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:00314401LiverHCCregulation of mRNA 3'-end processing26/795828/187232.82e-086.43e-0726
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:0006378LiverHCCmRNA polyadenylation35/795844/187235.70e-079.03e-0635
GO:0043631LiverHCCRNA polyadenylation35/795845/187231.51e-062.15e-0535
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:1900363LiverHCCregulation of mRNA polyadenylation16/795817/187231.15e-051.31e-0416
GO:0001510LiverHCCRNA methylation53/795883/187236.96e-056.29e-0453
GO:0080009LiverHCCmRNA methylation12/795816/187238.74e-033.40e-0212
GO:0016556LiverHCCmRNA modification18/795827/187239.75e-033.66e-0218
GO:0008380113ThyroidPTCRNA splicing273/5968434/187234.44e-411.40e-37273
GO:1903311112ThyroidPTCregulation of mRNA metabolic process181/5968288/187231.60e-275.94e-25181
GO:0050684112ThyroidPTCregulation of mRNA processing98/5968137/187231.53e-213.10e-1998
GO:00311235ThyroidPTCRNA 3'-end processing65/5968116/187236.24e-081.30e-0665
GO:00311245ThyroidPTCmRNA 3'-end processing40/596862/187231.28e-072.48e-0640
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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