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: INO80

Gene summary for INO80

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INO80

Gene ID

54617

Gene nameINO80 complex ATPase subunit
Gene AliasINO80A
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

A0A024R9R7


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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
54617INO80CCI_1HumanCervixCC1.02e-027.24e-010.528
54617INO80CCI_2HumanCervixCC5.63e-077.06e-010.5249
54617INO80CCI_3HumanCervixCC6.66e-034.40e-010.516
54617INO80LZE7THumanEsophagusESCC7.37e-062.47e-010.0667
54617INO80LZE20THumanEsophagusESCC2.15e-058.29e-020.0662
54617INO80LZE24THumanEsophagusESCC3.11e-081.42e-010.0596
54617INO80P1T-EHumanEsophagusESCC1.13e-105.15e-010.0875
54617INO80P2T-EHumanEsophagusESCC1.67e-153.17e-010.1177
54617INO80P4T-EHumanEsophagusESCC4.02e-194.16e-010.1323
54617INO80P5T-EHumanEsophagusESCC1.65e-183.22e-010.1327
54617INO80P8T-EHumanEsophagusESCC7.30e-172.49e-010.0889
54617INO80P9T-EHumanEsophagusESCC7.42e-152.44e-010.1131
54617INO80P10T-EHumanEsophagusESCC9.70e-213.37e-010.116
54617INO80P11T-EHumanEsophagusESCC1.40e-072.10e-010.1426
54617INO80P12T-EHumanEsophagusESCC4.56e-203.39e-010.1122
54617INO80P15T-EHumanEsophagusESCC1.33e-233.50e-010.1149
54617INO80P16T-EHumanEsophagusESCC2.75e-091.65e-010.1153
54617INO80P17T-EHumanEsophagusESCC3.56e-041.36e-010.1278
54617INO80P20T-EHumanEsophagusESCC6.71e-122.15e-010.1124
54617INO80P21T-EHumanEsophagusESCC2.25e-222.92e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:009006811LungMIACpositive regulation of cell cycle process23/967236/187232.65e-033.71e-0223
GO:00512253LungMIACspindle assembly14/967117/187232.84e-033.89e-0214
GO:004578712LungMIACpositive regulation of cell cycle28/967313/187233.42e-034.43e-0228
GO:190198711LungMIACregulation of cell cycle phase transition33/967390/187233.79e-034.68e-0233
GO:007121422LungMIACcellular response to abiotic stimulus29/967331/187233.94e-034.78e-0229
GO:010400422LungMIACcellular response to environmental stimulus29/967331/187233.94e-034.78e-0229
GO:001021222LungMIACresponse to ionizing radiation16/967148/187234.15e-034.93e-0216
GO:004592721LungMIACpositive regulation of growth24/967259/187234.15e-034.93e-0224
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
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:000734619ThyroidPTCregulation of mitotic cell cycle212/5968457/187234.03e-111.44e-09212
GO:004477218ThyroidPTCmitotic cell cycle phase transition196/5968424/187233.17e-101.02e-08196
GO:0071214111ThyroidPTCcellular response to abiotic stimulus158/5968331/187239.90e-102.89e-08158
GO:0104004111ThyroidPTCcellular response to environmental stimulus158/5968331/187239.90e-102.89e-08158
GO:0001558111ThyroidPTCregulation of cell growth188/5968414/187234.13e-091.09e-07188
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:001021219ThyroidPTCresponse to ionizing radiation79/5968148/187234.56e-089.74e-0779
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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
INO80SNVMissense_Mutationrs747579178c.781C>Ap.Pro261Thrp.P261TQ9ULG1protein_codingtolerated(0.24)probably_damaging(0.994)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
INO80SNVMissense_Mutationnovelc.1400G>Tp.Arg467Metp.R467MQ9ULG1protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INO80SNVMissense_Mutationc.4322C>Ap.Ala1441Aspp.A1441DQ9ULG1protein_codingtolerated(0.22)benign(0.025)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
INO80SNVMissense_Mutationc.4322N>Tp.Ala1441Valp.A1441VQ9ULG1protein_codingtolerated(0.24)benign(0)TCGA-AN-A0XS-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
INO80SNVMissense_Mutationnovelc.3023N>Gp.Ser1008Cysp.S1008CQ9ULG1protein_codingtolerated(0.07)benign(0.174)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
INO80SNVMissense_Mutationc.241N>Tp.Leu81Phep.L81FQ9ULG1protein_codingtolerated(0.16)possibly_damaging(0.676)TCGA-BH-A1FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
INO80SNVMissense_Mutationrs780868252c.934C>Tp.His312Tyrp.H312YQ9ULG1protein_codingtolerated(0.85)benign(0.303)TCGA-D8-A1XB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
INO80SNVMissense_Mutationc.532A>Gp.Lys178Glup.K178EQ9ULG1protein_codingtolerated(0.52)benign(0.074)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INO80SNVMissense_Mutationnovelc.287N>Tp.Tyr96Phep.Y96FQ9ULG1protein_codingtolerated(0.61)benign(0.031)TCGA-LL-A73Z-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
INO80insertionFrame_Shift_Insnovelc.2093_2094insGATTTTGAAGCCATTTATGCTGAGGAGAAp.Ile698MetfsTer50p.I698Mfs*50Q9ULG1protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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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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