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: IFITM2

Gene summary for IFITM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFITM2

Gene ID

10581

Gene nameinterferon induced transmembrane protein 2
Gene Alias1-8D
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q01629


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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
10581IFITM2GSM4909285HumanBreastIDC2.29e-03-2.46e-010.21
10581IFITM2GSM4909286HumanBreastIDC2.31e-20-3.74e-010.1081
10581IFITM2GSM4909287HumanBreastIDC5.95e-06-2.64e-010.2057
10581IFITM2GSM4909290HumanBreastIDC1.20e-02-2.76e-010.2096
10581IFITM2GSM4909293HumanBreastIDC3.16e-03-2.29e-010.1581
10581IFITM2GSM4909294HumanBreastIDC8.29e-03-1.75e-010.2022
10581IFITM2GSM4909296HumanBreastIDC4.85e-388.90e-010.1524
10581IFITM2GSM4909297HumanBreastIDC3.83e-133.70e-010.1517
10581IFITM2GSM4909299HumanBreastIDC6.94e-206.70e-010.035
10581IFITM2GSM4909301HumanBreastIDC2.59e-328.02e-010.1577
10581IFITM2GSM4909302HumanBreastIDC9.26e-196.88e-010.1545
10581IFITM2GSM4909305HumanBreastIDC1.98e-054.36e-010.0436
10581IFITM2GSM4909306HumanBreastIDC2.84e-165.80e-010.1564
10581IFITM2GSM4909307HumanBreastIDC7.54e-287.26e-010.1569
10581IFITM2GSM4909308HumanBreastIDC3.11e-226.56e-010.158
10581IFITM2GSM4909311HumanBreastIDC1.92e-282.20e-010.1534
10581IFITM2GSM4909312HumanBreastIDC8.55e-112.78e-010.1552
10581IFITM2GSM4909315HumanBreastIDC1.55e-16-3.59e-010.21
10581IFITM2GSM4909316HumanBreastIDC1.59e-03-3.29e-010.21
10581IFITM2GSM4909319HumanBreastIDC4.67e-455.54e-010.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00516072CervixCCdefense response to virus46/2311265/187231.04e-024.97e-0246
GO:01405462CervixCCdefense response to symbiont46/2311265/187231.04e-024.97e-0246
GO:004440915CervixHSIL_HPVentry into host24/737151/187235.42e-097.61e-0724
GO:005212615CervixHSIL_HPVmovement in host environment25/737175/187232.41e-082.18e-0625
GO:001905815CervixHSIL_HPVviral life cycle35/737317/187233.94e-083.17e-0635
GO:004440315CervixHSIL_HPVbiological process involved in symbiotic interaction33/737290/187234.67e-083.59e-0633
GO:004671815CervixHSIL_HPVviral entry into host cell22/737144/187234.88e-083.62e-0622
GO:001603215CervixHSIL_HPVviral process41/737415/187236.43e-084.49e-0641
GO:005170115CervixHSIL_HPVbiological process involved in interaction with host25/737203/187234.50e-072.36e-0525
GO:005237214CervixHSIL_HPVmodulation by symbiont of entry into host10/73749/187231.72e-055.26e-0410
GO:190390015CervixHSIL_HPVregulation of viral life cycle17/737148/187237.47e-051.71e-0317
GO:005079215CervixHSIL_HPVregulation of viral process18/737164/187238.43e-051.87e-0318
GO:004390314CervixHSIL_HPVregulation of biological process involved in symbiotic interaction11/73772/187231.10e-042.32e-0311
GO:00465965CervixHSIL_HPVregulation of viral entry into host cell8/73742/187232.00e-043.64e-038
GO:001922111CervixHSIL_HPVcytokine-mediated signaling pathway35/737472/187232.64e-044.52e-0335
GO:004506914CervixHSIL_HPVregulation of viral genome replication11/73785/187234.90e-047.10e-0311
GO:004852513CervixHSIL_HPVnegative regulation of viral process11/73792/187239.64e-041.20e-0211
GO:001907915CervixHSIL_HPVviral genome replication13/737131/187231.99e-032.08e-0213
GO:19039015CervixHSIL_HPVnegative regulation of viral life cycle5/73725/187232.57e-032.50e-025
GO:004507111CervixHSIL_HPVnegative regulation of viral genome replication7/73756/187236.17e-034.81e-027
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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
IFITM2SNVMissense_Mutationnovelc.10N>Tp.Ile4Phep.I4FQ01629protein_codingdeleterious(0.01)benign(0.045)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
IFITM2SNVMissense_Mutationnovelc.131N>Cp.Val44Alap.V44AQ01629protein_codingdeleterious(0.01)possibly_damaging(0.816)TCGA-D8-A1XA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IFITM2SNVMissense_Mutationc.24N>Ap.Phe8Leup.F8LQ01629protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IFITM2SNVMissense_Mutationrs530463865c.346N>Gp.Met116Valp.M116VQ01629protein_codingtolerated(0.36)benign(0.007)TCGA-A5-A0GA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapytaxolPD
IFITM2SNVMissense_Mutationnovelc.63N>Ap.Met21Ilep.M21IQ01629protein_codingtolerated(0.05)benign(0.005)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
IFITM2SNVMissense_Mutationnovelc.226N>Ap.Ala76Thrp.A76TQ01629protein_codingdeleterious(0.02)possibly_damaging(0.702)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
IFITM2SNVMissense_Mutationnovelc.272N>Gp.Asp91Glyp.D91GQ01629protein_codingdeleterious(0.01)possibly_damaging(0.61)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
IFITM2SNVMissense_Mutationrs371736596c.50N>Tp.Pro17Leup.P17LQ01629protein_codingdeleterious(0.05)benign(0.018)TCGA-55-6985-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
IFITM2SNVMissense_Mutationc.103N>Ap.His35Asnp.H35NQ01629protein_codingtolerated(0.11)possibly_damaging(0.71)TCGA-22-5472-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycarboplatinPD
IFITM2SNVMissense_Mutationc.112G>Tp.Ala38Serp.A38SQ01629protein_codingdeleterious(0.03)possibly_damaging(0.489)TCGA-CD-8536-01Stomachstomach adenocarcinomaMale>=65I/IIChemotherapyepirubicinCR
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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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