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: AVEN

Gene summary for AVEN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AVEN

Gene ID

57099

Gene nameapoptosis and caspase activation inhibitor
Gene AliasPDCD12
Cytomap15q14
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

Q9NQS1


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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
57099AVENNAFLD1HumanLiverNAFLD1.20e-065.79e-01-0.04
57099AVENHCC1_MengHumanLiverHCC3.46e-512.44e-020.0246
57099AVENHCC2_MengHumanLiverHCC1.61e-074.69e-030.0107
57099AVENcirrhotic1HumanLiverCirrhotic4.33e-03-8.63e-020.0202
57099AVENS016HumanLiverHCC2.77e-022.26e-010.2243
57099AVENS028HumanLiverHCC4.09e-156.26e-010.2503
57099AVENS029HumanLiverHCC7.88e-115.91e-010.2581
57099AVENC04HumanOral cavityOSCC1.18e-033.94e-010.2633
57099AVENC21HumanOral cavityOSCC6.86e-113.88e-010.2678
57099AVENC30HumanOral cavityOSCC2.51e-207.71e-010.3055
57099AVENC38HumanOral cavityOSCC2.04e-024.64e-010.172
57099AVENC46HumanOral cavityOSCC1.44e-031.71e-010.1673
57099AVENC51HumanOral cavityOSCC4.34e-074.88e-010.2674
57099AVENC08HumanOral cavityOSCC4.89e-103.93e-010.1919
57099AVENLN22HumanOral cavityOSCC2.43e-046.30e-010.1733
57099AVENSYSMH2HumanOral cavityOSCC5.56e-166.12e-010.2326
57099AVENSYSMH3HumanOral cavityOSCC1.56e-228.22e-010.2442
57099AVENSYSMH4HumanOral cavityOSCC8.44e-039.90e-020.1226
57099AVENSYSMH5HumanOral cavityOSCC1.81e-021.69e-010.0647
57099AVENPTC04HumanThyroidPTC1.25e-051.06e-010.1927
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0044772LiverNAFLDmitotic cell cycle phase transition67/1882424/187231.25e-042.39e-0367
GO:1901987LiverNAFLDregulation of cell cycle phase transition56/1882390/187234.01e-033.36e-0256
GO:00073463LiverCirrhoticregulation of mitotic cell cycle154/4634457/187238.73e-061.29e-04154
GO:00447721LiverCirrhoticmitotic cell cycle phase transition139/4634424/187231.02e-041.06e-03139
GO:1901990LiverCirrhoticregulation of mitotic cell cycle phase transition100/4634299/187234.13e-043.41e-03100
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:19019901LiverHCCregulation of mitotic cell cycle phase transition167/7958299/187231.96e-062.71e-05167
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:0045930LiverHCCnegative regulation of mitotic cell cycle130/7958235/187234.69e-054.50e-04130
GO:1901988LiverHCCnegative regulation of cell cycle phase transition132/7958249/187234.97e-043.25e-03132
GO:0010948LiverHCCnegative regulation of cell cycle process152/7958294/187238.50e-045.08e-03152
GO:1901991LiverHCCnegative regulation of mitotic cell cycle phase transition97/7958179/187231.03e-035.91e-0397
GO:0000086LiverHCCG2/M transition of mitotic cell cycle75/7958137/187232.52e-031.22e-0275
GO:0044839LiverHCCcell cycle G2/M phase transition79/7958148/187234.82e-032.03e-0279
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:19019905Oral cavityOSCCregulation of mitotic cell cycle phase transition173/7305299/187232.49e-118.35e-10173
GO:19019875Oral cavityOSCCregulation of cell cycle phase transition209/7305390/187232.79e-096.42e-08209
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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
AVENSNVMissense_Mutationc.313N>Ap.Glu105Lysp.E105KQ9NQS1protein_codingdeleterious(0.01)benign(0.442)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
AVENdeletionFrame_Shift_Delnovelc.1040delNp.Asn347MetfsTer14p.N347Mfs*14Q9NQS1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AVENSNVMissense_Mutationrs377689938c.335N>Tp.Arg112Ilep.R112IQ9NQS1protein_codingdeleterious(0)probably_damaging(0.98)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AVENSNVMissense_Mutationc.310G>Tp.Asp104Tyrp.D104YQ9NQS1protein_codingdeleterious(0.01)benign(0.012)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AVENSNVMissense_Mutationnovelc.359N>Ap.Arg120Glnp.R120QQ9NQS1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AVENSNVMissense_Mutationc.418N>Tp.Asp140Tyrp.D140YQ9NQS1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AVENSNVMissense_Mutationnovelc.644N>Gp.Lys215Argp.K215RQ9NQS1protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AVENSNVMissense_Mutationc.339N>Tp.Lys113Asnp.K113NQ9NQS1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
AVENSNVMissense_Mutationc.962A>Gp.Gln321Argp.Q321RQ9NQS1protein_codingtolerated(0.53)benign(0.018)TCGA-B5-A11J-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AVENSNVMissense_Mutationc.306N>Tp.Glu102Aspp.E102DQ9NQS1protein_codingtolerated(0.22)probably_damaging(0.946)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid 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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