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: INO80E

Gene summary for INO80E

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INO80E

Gene ID

283899

Gene nameINO80 complex subunit E
Gene AliasCCDC95
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

J3KNE2


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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
283899INO80EP16T-EHumanEsophagusESCC9.88e-306.02e-010.1153
283899INO80EP17T-EHumanEsophagusESCC1.19e-186.20e-010.1278
283899INO80EP19T-EHumanEsophagusESCC5.69e-119.08e-010.1662
283899INO80EP20T-EHumanEsophagusESCC8.80e-579.52e-010.1124
283899INO80EP21T-EHumanEsophagusESCC1.11e-629.96e-010.1617
283899INO80EP22T-EHumanEsophagusESCC3.75e-457.38e-010.1236
283899INO80EP23T-EHumanEsophagusESCC6.84e-531.21e+000.108
283899INO80EP24T-EHumanEsophagusESCC4.84e-437.30e-010.1287
283899INO80EP26T-EHumanEsophagusESCC2.90e-426.85e-010.1276
283899INO80EP27T-EHumanEsophagusESCC1.53e-315.87e-010.1055
283899INO80EP28T-EHumanEsophagusESCC8.46e-558.95e-010.1149
283899INO80EP30T-EHumanEsophagusESCC6.42e-391.03e+000.137
283899INO80EP31T-EHumanEsophagusESCC3.17e-457.42e-010.1251
283899INO80EP32T-EHumanEsophagusESCC2.46e-611.18e+000.1666
283899INO80EP36T-EHumanEsophagusESCC8.11e-256.31e-010.1187
283899INO80EP37T-EHumanEsophagusESCC2.78e-407.04e-010.1371
283899INO80EP38T-EHumanEsophagusESCC1.39e-156.37e-010.127
283899INO80EP39T-EHumanEsophagusESCC2.21e-244.46e-010.0894
283899INO80EP40T-EHumanEsophagusESCC1.32e-174.74e-010.109
283899INO80EP42T-EHumanEsophagusESCC1.57e-265.95e-010.1175
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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
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
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
∗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:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:000632519SkincSCCchromatin organization147/4864409/187234.41e-066.52e-05147
GO:000633812SkincSCCchromatin remodeling94/4864255/187237.58e-057.26e-0494
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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
INO80ESNVMissense_Mutationc.706N>Ap.Asp236Asnp.D236NQ8NBZ0protein_codingtolerated(0.11)probably_damaging(0.982)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
INO80EdeletionFrame_Shift_Delrs759306300c.633delCp.Thr212ArgfsTer3p.T212Rfs*3Q8NBZ0protein_codingTCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
INO80ESNVMissense_Mutationrs145127821c.478C>Tp.Arg160Trpp.R160WQ8NBZ0protein_codingdeleterious(0)benign(0.082)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
INO80ESNVMissense_Mutationc.481G>Ap.Glu161Lysp.E161KQ8NBZ0protein_codingtolerated(0.17)benign(0.043)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
INO80ESNVMissense_Mutationc.425N>Ap.Pro142Hisp.P142HQ8NBZ0protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
INO80EdeletionFrame_Shift_Delc.531delCp.Asp178ThrfsTer8p.D178Tfs*8Q8NBZ0protein_codingTCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
INO80EdeletionFrame_Shift_Delc.308delGp.Gly103AlafsTer28p.G103Afs*28Q8NBZ0protein_codingTCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
INO80EdeletionFrame_Shift_Delrs759306300c.625delNp.Thr212ArgfsTer3p.T212Rfs*3Q8NBZ0protein_codingTCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
INO80EdeletionFrame_Shift_Delrs759306300c.633delCp.Thr212ArgfsTer3p.T212Rfs*3Q8NBZ0protein_codingTCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
INO80EdeletionFrame_Shift_Delrs759306300c.633delCp.Thr212ArgfsTer3p.T212Rfs*3Q8NBZ0protein_codingTCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=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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