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: IFI27

Gene summary for IFI27

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFI27

Gene ID

3429

Gene nameinterferon alpha inducible protein 27
Gene AliasFAM14D
Cytomap14q32.12
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A8K0H0


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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
3429IFI27GSM4909281HumanBreastIDC3.10e-1361.91e+000.21
3429IFI27GSM4909282HumanBreastIDC7.31e-083.76e-01-0.0288
3429IFI27GSM4909285HumanBreastIDC3.06e-053.84e-010.21
3429IFI27GSM4909287HumanBreastIDC1.81e-511.30e+000.2057
3429IFI27GSM4909288HumanBreastIDC4.22e-091.03e+000.0988
3429IFI27GSM4909290HumanBreastIDC1.60e-661.55e+000.2096
3429IFI27GSM4909294HumanBreastIDC1.65e-064.77e-010.2022
3429IFI27GSM4909297HumanBreastIDC5.88e-034.21e-010.1517
3429IFI27GSM4909307HumanBreastIDC9.24e-1001.71e+000.1569
3429IFI27GSM4909308HumanBreastIDC7.77e-1081.76e+000.158
3429IFI27GSM4909309HumanBreastIDC3.93e-441.27e+000.0483
3429IFI27GSM4909315HumanBreastIDC1.60e-1231.94e+000.21
3429IFI27GSM4909316HumanBreastIDC6.23e-291.62e+000.21
3429IFI27GSM4909317HumanBreastIDC7.85e-551.42e+000.1355
3429IFI27GSM4909318HumanBreastIDC7.18e-381.99e+000.2031
3429IFI27GSM4909320HumanBreastIDC5.69e-058.56e-010.1575
3429IFI27GSM4909321HumanBreastIDC2.07e-1602.15e+000.1559
3429IFI27M1HumanBreastIDC4.51e-381.26e+000.1577
3429IFI27M2HumanBreastIDC5.13e-079.94e-010.21
3429IFI27NCCBC5HumanBreastDCIS3.41e-851.81e+000.2046
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:001907914BreastIDCviral genome replication32/1434131/187232.82e-092.46e-0732
GO:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:004440314BreastIDCbiological process involved in symbiotic interaction52/1434290/187236.55e-095.03e-0752
GO:009719114BreastIDCextrinsic apoptotic signaling pathway42/1434219/187232.56e-081.73e-0642
GO:004316114BreastIDCproteasome-mediated ubiquitin-dependent protein catabolic process57/1434412/187239.55e-062.68e-0457
GO:00517025BreastIDCbiological process involved in interaction with symbiont18/143494/187232.46e-043.85e-0318
GO:00096157BreastIDCresponse to virus47/1434367/187233.53e-045.16e-0347
GO:00447883BreastIDCmodulation by host of viral process8/143430/187231.48e-031.50e-028
GO:00518513BreastIDCmodulation by host of symbiont process12/143460/187231.73e-031.69e-0212
GO:00331578BreastIDCregulation of intracellular protein transport29/1434229/187235.16e-033.84e-0229
GO:00468258BreastIDCregulation of protein export from nucleus7/143430/187236.48e-034.56e-027
GO:00358214BreastIDCmodulation of process of other organism16/1434106/187236.70e-034.66e-0216
GO:001603224BreastDCISviral process73/1390415/187233.40e-126.88e-1073
GO:001905824BreastDCISviral life cycle59/1390317/187234.05e-115.74e-0959
GO:001049824BreastDCISproteasomal protein catabolic process75/1390490/187231.44e-091.40e-0775
GO:001907923BreastDCISviral genome replication30/1390131/187232.12e-081.45e-0630
GO:004440323BreastDCISbiological process involved in symbiotic interaction49/1390290/187234.70e-082.89e-0649
GO:009719123BreastDCISextrinsic apoptotic signaling pathway40/1390219/187239.43e-085.28e-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
IFI27SNVMissense_Mutationnovelc.92N>Tp.Ala31Valp.A31Vprotein_codingtolerated(0.35)benign(0.006)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
IFI27SNVMissense_Mutationrs771278257c.344C>Tp.Ala115Valp.A115Vprotein_codingtolerated(0.1)benign(0.005)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
IFI27SNVMissense_Mutationrs755125237c.251N>Tp.Ser84Leup.S84Lprotein_codingdeleterious(0)benign(0.062)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
IFI27SNVMissense_Mutationrs534344668c.301G>Ap.Gly101Argp.G101Rprotein_codingtolerated(0.39)benign(0.003)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IFI27SNVMissense_Mutationnovelc.197N>Cp.Ile66Thrp.I66Tprotein_codingdeleterious(0.02)benign(0.333)TCGA-46-6025-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycisplatinSD
IFI27SNVMissense_Mutationnovelc.296T>Gp.Leu99Argp.L99Rprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-51-4079-01Lunglung squamous cell 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
3429IFI27NUCLEAR HORMONE RECEPTORTNF-ALPHA15086558
3429IFI27NUCLEAR HORMONE RECEPTORRETINOIDS15086558
3429IFI27NUCLEAR HORMONE RECEPTORVITAMIN D15086558
3429IFI27NUCLEAR HORMONE RECEPTORTGFBETA115086558
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