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: IFIH1

Gene summary for IFIH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFIH1

Gene ID

64135

Gene nameinterferon induced with helicase C domain 1
Gene AliasAGS7
Cytomap2q24.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9BYX4


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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
64135IFIH1LZE22THumanEsophagusESCC4.14e-021.89e-010.068
64135IFIH1LZE24THumanEsophagusESCC4.26e-216.80e-010.0596
64135IFIH1P1T-EHumanEsophagusESCC3.81e-052.62e-010.0875
64135IFIH1P2T-EHumanEsophagusESCC1.24e-367.11e-010.1177
64135IFIH1P4T-EHumanEsophagusESCC2.82e-093.48e-010.1323
64135IFIH1P5T-EHumanEsophagusESCC2.23e-061.35e-010.1327
64135IFIH1P8T-EHumanEsophagusESCC2.39e-061.35e-010.0889
64135IFIH1P9T-EHumanEsophagusESCC1.49e-184.40e-010.1131
64135IFIH1P11T-EHumanEsophagusESCC1.30e-209.67e-010.1426
64135IFIH1P12T-EHumanEsophagusESCC1.26e-082.16e-010.1122
64135IFIH1P15T-EHumanEsophagusESCC1.05e-072.46e-010.1149
64135IFIH1P16T-EHumanEsophagusESCC1.12e-071.46e-010.1153
64135IFIH1P17T-EHumanEsophagusESCC5.00e-125.76e-010.1278
64135IFIH1P20T-EHumanEsophagusESCC3.24e-135.79e-010.1124
64135IFIH1P21T-EHumanEsophagusESCC1.58e-153.98e-010.1617
64135IFIH1P22T-EHumanEsophagusESCC1.64e-038.18e-020.1236
64135IFIH1P23T-EHumanEsophagusESCC1.11e-164.76e-010.108
64135IFIH1P24T-EHumanEsophagusESCC1.31e-401.01e+000.1287
64135IFIH1P26T-EHumanEsophagusESCC5.26e-102.07e-010.1276
64135IFIH1P27T-EHumanEsophagusESCC1.52e-072.32e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0019079111EsophagusESCCviral genome replication102/8552131/187234.31e-142.19e-12102
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:0050792111EsophagusESCCregulation of viral process119/8552164/187232.19e-129.03e-11119
GO:1903900111EsophagusESCCregulation of viral life cycle106/8552148/187231.26e-103.72e-09106
GO:0045069110EsophagusESCCregulation of viral genome replication67/855285/187233.81e-101.04e-0867
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:004852516EsophagusESCCnegative regulation of viral process66/855292/187233.49e-074.88e-0666
GO:004507114EsophagusESCCnegative regulation of viral genome replication44/855256/187234.84e-076.50e-0644
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:003952813EsophagusESCCcytoplasmic pattern recognition receptor signaling pathway in response to virus28/855234/187231.21e-051.12e-0428
GO:003248112EsophagusESCCpositive regulation of type I interferon production42/855258/187233.27e-052.70e-0442
GO:009858613EsophagusESCCcellular response to virus56/855284/187238.20e-056.01e-0456
GO:00326084EsophagusESCCinterferon-beta production40/855256/187238.36e-056.08e-0440
GO:00326484EsophagusESCCregulation of interferon-beta production40/855256/187238.36e-056.08e-0440
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa05171211EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa05171310EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa0516114EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0517142LiverHCCCoronavirus disease - COVID-19167/4020232/84651.50e-144.19e-132.33e-13167
hsa0516421LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
hsa051612LiverHCCHepatitis B91/4020162/84651.56e-023.76e-022.09e-0291
hsa0517152LiverHCCCoronavirus disease - COVID-19167/4020232/84651.50e-144.19e-132.33e-13167
hsa0516431LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
hsa0516111LiverHCCHepatitis B91/4020162/84651.56e-023.76e-022.09e-0291
hsa0517130Oral cavityOSCCCoronavirus disease - COVID-19156/3704232/84652.30e-135.14e-122.62e-12156
hsa0516418Oral cavityOSCCInfluenza A116/3704171/84651.23e-101.78e-099.08e-10116
hsa051618Oral cavityOSCCHepatitis B103/3704162/84652.34e-071.51e-067.69e-07103
hsa051628Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa04622Oral cavityOSCCRIG-I-like receptor signaling pathway41/370471/84651.20e-022.63e-021.34e-0241
hsa05171114Oral cavityOSCCCoronavirus disease - COVID-19156/3704232/84652.30e-135.14e-122.62e-12156
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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
IFIH1SNVMissense_Mutationnovelc.630G>Cp.Glu210Aspp.E210DQ9BYX4protein_codingtolerated(0.18)benign(0.001)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
IFIH1SNVMissense_Mutationrs200810568c.2456N>Ap.Ala819Aspp.A819DQ9BYX4protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A2-A4S0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFIH1SNVMissense_Mutationnovelc.264N>Gp.Ser88Argp.S88RQ9BYX4protein_codingtolerated(0.13)benign(0.074)TCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IFIH1SNVMissense_Mutationc.2553G>Cp.Glu851Aspp.E851DQ9BYX4protein_codingdeleterious(0)possibly_damaging(0.864)TCGA-B6-A0RV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
IFIH1SNVMissense_Mutationrs376785582c.2559G>Ap.Met853Ilep.M853IQ9BYX4protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
IFIH1SNVMissense_Mutationrs762115082c.121N>Cp.Glu41Glnp.E41QQ9BYX4protein_codingtolerated(0.08)benign(0.262)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
IFIH1SNVMissense_Mutationrs769742165c.2431N>Gp.Thr811Alap.T811AQ9BYX4protein_codingdeleterious(0.03)probably_damaging(0.936)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
IFIH1SNVMissense_Mutationnovelc.2317G>Ap.Glu773Lysp.E773KQ9BYX4protein_codingdeleterious(0.01)possibly_damaging(0.577)TCGA-LL-A5YM-01Breastbreast invasive carcinomaFemale>=65III/IVUnspecificletrozolePD
IFIH1insertionIn_Frame_Insnovelc.262_263insATGTTTTCACTGAAGTAAAAAp.Gly87_Ser88insAsnValPheThrGluValLysp.G87_S88insNVFTEVKQ9BYX4protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IFIH1insertionFrame_Shift_Insnovelc.207_208insCAGAAACCGGGTAGGTp.Val70GlnfsTer34p.V70Qfs*34Q9BYX4protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
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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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