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: INO80D

Gene summary for INO80D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INO80D

Gene ID

54891

Gene nameINO80 complex subunit D
Gene AliasINO80D
Cytomap2q33.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q53TQ3


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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
54891INO80DHTA11_3410_2000001011HumanColorectumAD2.92e-09-5.34e-010.0155
54891INO80DHTA11_866_3004761011HumanColorectumAD1.01e-08-5.28e-010.096
54891INO80DHTA11_10711_2000001011HumanColorectumAD5.72e-05-5.64e-010.0338
54891INO80DHTA11_7696_3000711011HumanColorectumAD1.07e-09-5.26e-010.0674
54891INO80DHTA11_11156_2000001011HumanColorectumAD2.57e-171.62e+000.0397
54891INO80DHTA11_99999973899_84307HumanColorectumMSS4.23e-02-5.62e-010.2585
54891INO80DHTA11_99999974143_84620HumanColorectumMSS1.33e-08-4.97e-010.3005
54891INO80DA002-C-010HumanColorectumFAP4.44e-03-1.33e-010.242
54891INO80DA015-C-203HumanColorectumFAP5.60e-1421.31e+00-0.1294
54891INO80DA015-C-204HumanColorectumFAP1.83e-521.06e+00-0.0228
54891INO80DA014-C-040HumanColorectumFAP1.00e-411.28e+00-0.1184
54891INO80DA002-C-201HumanColorectumFAP3.84e-921.20e+000.0324
54891INO80DA002-C-203HumanColorectumFAP5.95e-124.75e-010.2786
54891INO80DA001-C-119HumanColorectumFAP2.01e-155.82e-01-0.1557
54891INO80DA001-C-108HumanColorectumFAP1.02e-11-9.51e-02-0.0272
54891INO80DA002-C-205HumanColorectumFAP5.09e-274.63e-01-0.1236
54891INO80DA014-C-108HumanColorectumFAP3.92e-105.74e-01-0.124
54891INO80DA001-C-104HumanColorectumFAP3.87e-144.11e-010.0184
54891INO80DA015-C-006HumanColorectumFAP3.84e-132.66e-01-0.0994
54891INO80DA015-C-106HumanColorectumFAP6.69e-152.17e-01-0.0511
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
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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
INO80DSNVMissense_Mutationnovelc.2728G>Ap.Asp910Asnp.D910NQ53TQ3protein_codingdeleterious_low_confidence(0)possibly_damaging(0.873)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
INO80DSNVMissense_Mutationnovelc.294T>Gp.Asp98Glup.D98EQ53TQ3protein_codingtolerated_low_confidence(1)benign(0)TCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
INO80DSNVMissense_Mutationc.2200N>Tp.Asn734Tyrp.N734YQ53TQ3protein_codingdeleterious(0)possibly_damaging(0.452)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
INO80DSNVMissense_Mutationc.841N>Tp.Asp281Tyrp.D281YQ53TQ3protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.568)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
INO80DSNVMissense_Mutationnovelc.2584N>Ap.Ala862Thrp.A862TQ53TQ3protein_codingtolerated_low_confidence(0.35)benign(0.001)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
INO80DSNVMissense_Mutationrs373314822c.1273N>Tp.Arg425Trpp.R425WQ53TQ3protein_codingdeleterious(0.03)possibly_damaging(0.51)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INO80DSNVMissense_Mutationc.2744C>Ap.Ser915Tyrp.S915YQ53TQ3protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-E9-A1R7-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfarestonSD
INO80DSNVMissense_Mutationnovelc.1831N>Ap.Pro611Thrp.P611TQ53TQ3protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-LL-A5YP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
INO80DinsertionIn_Frame_Insnovelc.292_293insCGCCACCGCp.Asp98delinsAlaProProHisp.D98delinsAPPHQ53TQ3protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
INO80DinsertionFrame_Shift_Insnovelc.1803_1804insACACAGCCp.Asp602ThrfsTer18p.D602Tfs*18Q53TQ3protein_codingTCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
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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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