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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: AEN

Gene summary for AEN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AEN

Gene ID

64782

Gene nameapoptosis enhancing nuclease
Gene AliasISG20L1
Cytomap15q26.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8WTP8


Top

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
64782AENLZE7THumanEsophagusESCC4.89e-024.46e-010.0667
64782AENP4T-EHumanEsophagusESCC2.41e-065.25e-020.1323
64782AENP9T-EHumanEsophagusESCC3.12e-035.83e-020.1131
64782AENP10T-EHumanEsophagusESCC1.07e-039.87e-030.116
64782AENP11T-EHumanEsophagusESCC2.06e-031.20e-010.1426
64782AENP12T-EHumanEsophagusESCC2.25e-03-1.60e-020.1122
64782AENP15T-EHumanEsophagusESCC3.42e-051.24e-010.1149
64782AENP16T-EHumanEsophagusESCC2.28e-087.21e-020.1153
64782AENP20T-EHumanEsophagusESCC1.77e-035.40e-020.1124
64782AENP21T-EHumanEsophagusESCC5.07e-069.91e-020.1617
64782AENP22T-EHumanEsophagusESCC7.77e-04-3.24e-020.1236
64782AENP23T-EHumanEsophagusESCC3.60e-174.09e-010.108
64782AENP24T-EHumanEsophagusESCC6.12e-086.14e-020.1287
64782AENP26T-EHumanEsophagusESCC4.98e-112.36e-010.1276
64782AENP28T-EHumanEsophagusESCC1.29e-101.71e-010.1149
64782AENP30T-EHumanEsophagusESCC5.44e-031.76e-010.137
64782AENP31T-EHumanEsophagusESCC9.93e-075.92e-020.1251
64782AENP32T-EHumanEsophagusESCC6.03e-108.22e-020.1666
64782AENP36T-EHumanEsophagusESCC4.66e-047.10e-020.1187
64782AENP37T-EHumanEsophagusESCC7.05e-083.68e-020.1371
Page: 1 2 3 

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
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:0042771110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator38/855243/187235.75e-091.18e-0738
GO:0072332111EsophagusESCCintrinsic apoptotic signaling pathway by p53 class mediator59/855276/187231.22e-082.42e-0759
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:009719320Oral cavityOSCCintrinsic apoptotic signaling pathway202/7305288/187234.64e-271.73e-24202
GO:007233120Oral cavityOSCCsignal transduction by p53 class mediator107/7305163/187234.75e-121.83e-10107
GO:00102128Oral cavityOSCCresponse to ionizing radiation99/7305148/187235.49e-122.08e-1099
GO:000863018Oral cavityOSCCintrinsic apoptotic signaling pathway in response to DNA damage72/730599/187239.50e-123.50e-1072
GO:007233219Oral cavityOSCCintrinsic apoptotic signaling pathway by p53 class mediator56/730576/187238.43e-102.13e-0856
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:004277118Oral cavityOSCCintrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator36/730543/187232.12e-094.97e-0836
GO:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
AENSNVMissense_Mutationc.353T>Cp.Val118Alap.V118AQ8WTP8protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AENSNVMissense_Mutationnovelc.674N>Ap.Gly225Aspp.G225DQ8WTP8protein_codingtolerated(0.1)benign(0.246)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AENSNVMissense_Mutationnovelc.214N>Gp.Thr72Alap.T72AQ8WTP8protein_codingtolerated(0.68)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AENSNVMissense_Mutationc.754N>Ap.Gly252Argp.G252RQ8WTP8protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AENSNVMissense_Mutationnovelc.448G>Ap.Glu150Lysp.E150KQ8WTP8protein_codingtolerated(0.24)benign(0.181)TCGA-4E-A92E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AENSNVMissense_Mutationrs756247681c.115N>Tp.Arg39Trpp.R39WQ8WTP8protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AENSNVMissense_Mutationnovelc.941N>Ap.Arg314Lysp.R314KQ8WTP8protein_codingtolerated_low_confidence(0.9)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
AENSNVMissense_Mutationc.792G>Tp.Glu264Aspp.E264DQ8WTP8protein_codingtolerated(0.18)benign(0.156)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
AENSNVMissense_Mutationnovelc.712N>Ap.Ala238Thrp.A238TQ8WTP8protein_codingtolerated(0.36)possibly_damaging(0.68)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
AENSNVMissense_Mutationrs756014603c.592N>Ap.Asp198Asnp.D198NQ8WTP8protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 

Top

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
Page: 1