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: IFITM1

Gene summary for IFITM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFITM1

Gene ID

8519

Gene nameinterferon induced transmembrane protein 1
Gene Alias9-27
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

A0A024R210


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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
8519IFITM1P128T-EHumanEsophagusESCC2.19e-192.59e+000.1241
8519IFITM1P130T-EHumanEsophagusESCC2.66e-1224.31e+000.1676
8519IFITM1S43HumanLiverCirrhotic5.51e-03-2.64e-01-0.0187
8519IFITM1HCC1_MengHumanLiverHCC3.03e-07-3.18e-010.0246
8519IFITM1HCC2_MengHumanLiverHCC1.11e-25-1.03e-010.0107
8519IFITM1cirrhotic2HumanLiverCirrhotic1.03e-03-1.07e-010.0201
8519IFITM1cirrhotic3HumanLiverCirrhotic1.64e-084.36e-020.0215
8519IFITM1HCC5HumanLiverHCC7.39e-062.30e+000.4932
8519IFITM1Pt13.bHumanLiverHCC1.81e-135.85e-020.0251
8519IFITM1Pt14.dHumanLiverHCC9.92e-03-2.85e-010.0143
8519IFITM1S029HumanLiverHCC2.13e-102.71e+000.2581
8519IFITM1C04HumanOral cavityOSCC2.76e-472.72e+000.2633
8519IFITM1C21HumanOral cavityOSCC8.67e-452.38e+000.2678
8519IFITM1C30HumanOral cavityOSCC2.58e-402.22e+000.3055
8519IFITM1C38HumanOral cavityOSCC3.48e-051.52e+000.172
8519IFITM1C46HumanOral cavityOSCC1.10e-641.87e+000.1673
8519IFITM1C51HumanOral cavityOSCC3.06e-222.26e+000.2674
8519IFITM1C06HumanOral cavityOSCC1.75e-031.23e+000.2699
8519IFITM1C07HumanOral cavityOSCC5.48e-031.27e+000.2491
8519IFITM1C08HumanOral cavityOSCC1.14e-238.94e-010.1919
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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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00521269BreastPrecancermovement in host environment29/1080175/187232.59e-071.28e-0529
GO:00517019BreastPrecancerbiological process involved in interaction with host31/1080203/187236.52e-072.71e-0531
GO:00507929BreastPrecancerregulation of viral process27/1080164/187237.59e-073.05e-0527
GO:00444099BreastPrecancerentry into host25/1080151/187231.74e-066.19e-0525
GO:00467189BreastPrecancerviral entry into host cell24/1080144/187232.46e-068.35e-0524
GO:00190799BreastPrecancerviral genome replication22/1080131/187235.63e-061.66e-0422
GO:00439039BreastPrecancerregulation of biological process involved in symbiotic interaction15/108072/187231.23e-053.17e-0415
GO:19039009BreastPrecancerregulation of viral life cycle23/1080148/187231.31e-053.30e-0423
GO:00523727BreastPrecancermodulation by symbiont of entry into host12/108049/187231.61e-053.93e-0412
GO:00465964BreastPrecancerregulation of viral entry into host cell11/108042/187231.83e-054.35e-0411
GO:00016496BreastPrecancerosteoblast differentiation27/1080229/187233.35e-044.73e-0327
GO:19039014BreastPrecancernegative regulation of viral life cycle7/108025/187234.00e-045.42e-037
GO:0046597BreastPrecancernegative regulation of viral entry into host cell6/108021/187239.31e-041.06e-026
GO:00450697BreastPrecancerregulation of viral genome replication13/108085/187231.12e-031.23e-0213
GO:00485255BreastPrecancernegative regulation of viral process12/108092/187236.51e-034.51e-0212
GO:00015036BreastPrecancerossification36/1080408/187237.53e-034.98e-0236
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04662Oral cavityOSCCB cell receptor signaling pathway48/370484/84659.02e-032.01e-021.03e-0248
hsa046621Oral cavityOSCCB cell receptor signaling pathway48/370484/84659.02e-032.01e-021.03e-0248
hsa046622Oral cavityEOLPB cell receptor signaling pathway29/121884/84652.75e-062.11e-051.25e-0529
hsa046623Oral cavityEOLPB cell receptor signaling pathway29/121884/84652.75e-062.11e-051.25e-0529
hsa046624Oral cavityNEOLPB cell receptor signaling pathway19/111284/84651.13e-023.72e-022.34e-0219
hsa046625Oral cavityNEOLPB cell receptor signaling pathway19/111284/84651.13e-023.72e-022.34e-0219
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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
IFITM1SNVMissense_Mutationc.26N>Gp.Ala9Glyp.A9GP13164protein_codingtolerated(0.17)benign(0.14)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IFITM1SNVMissense_Mutationc.59N>Tp.Pro20Leup.P20LP13164protein_codingtolerated(0.42)benign(0.02)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IFITM1deletionFrame_Shift_Delc.45delCp.Ser16AlafsTer9p.S16Afs*9P13164protein_codingTCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IFITM1SNVMissense_Mutationnovelc.23N>Cp.Val8Alap.V8AP13164protein_codingtolerated(0.06)benign(0.259)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IFITM1SNVMissense_Mutationrs758516594c.52N>Gp.Ile18Valp.I18VP13164protein_codingtolerated(0.16)benign(0.001)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IFITM1SNVMissense_Mutationrs372454990c.319G>Ap.Gly107Serp.G107SP13164protein_codingtolerated(0.2)benign(0.013)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IFITM1deletionIn_Frame_Delnovelc.31_48delNNNNNNNNNNNNNNNNNNp.Leu11_Ser16delp.L11_S16delP13164protein_codingTCGA-ES-A2HS-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
IFITM1SNVMissense_Mutationnovelc.119C>Ap.Ser40Tyrp.S40YP13164protein_codingdeleterious(0)probably_damaging(0.992)TCGA-43-2576-01Lunglung squamous cell carcinomaFemale<65III/IVChemotherapycisplatinSD
IFITM1SNVMissense_Mutationc.10G>Ap.Glu4Lysp.E4KP13164protein_codingdeleterious(0.02)benign(0.178)TCGA-66-2757-01Lunglung squamous cell carcinomaFemale>=65I/IIChemotherapygemcitabinePD
IFITM1SNVMissense_Mutationnovelc.197N>Ap.Arg66Lysp.R66KP13164protein_codingdeleterious(0.02)benign(0.364)TCGA-BR-6452-01Stomachstomach adenocarcinomaFemale>=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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