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:19028067ThyroidPTCregulation of cell cycle G1/S phase transition76/5968168/187231.87e-041.41e-0376
GO:005122514ThyroidPTCspindle assembly56/5968117/187232.17e-041.60e-0356
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
GO:00482855ThyroidPTCorganelle fission188/5968488/187239.64e-045.77e-03188
GO:00988135ThyroidPTCnuclear chromosome segregation114/5968281/187231.21e-036.94e-03114
GO:00063026ThyroidPTCdouble-strand break repair103/5968251/187231.30e-037.40e-03103
GO:00094167ThyroidPTCresponse to light stimulus127/5968320/187231.76e-039.58e-03127
GO:003030718ThyroidPTCpositive regulation of cell growth71/5968166/187231.98e-031.06e-0271
GO:00002804ThyroidPTCnuclear division167/5968439/187233.27e-031.60e-02167
GO:00714823ThyroidPTCcellular response to light stimulus53/5968123/187235.73e-032.59e-0253
GO:014001416ThyroidATCmitotic nuclear division171/6293287/187231.13e-191.66e-17171
GO:004477219ThyroidATCmitotic cell cycle phase transition223/6293424/187233.46e-162.88e-14223
GO:000007013ThyroidATCmitotic sister chromatid segregation108/6293168/187233.53e-162.90e-14108
GO:000734622ThyroidATCregulation of mitotic cell cycle236/6293457/187237.58e-165.92e-14236
GO:000081913ThyroidATCsister chromatid segregation122/6293202/187234.71e-153.17e-13122
GO:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:000705913ThyroidATCchromosome segregation183/6293346/187238.03e-144.23e-12183
GO:000705122ThyroidATCspindle organization109/6293184/187237.99e-133.46e-11109
GO:190199015ThyroidATCregulation of mitotic cell cycle phase transition156/6293299/187232.19e-117.80e-10156
GO:007121427ThyroidATCcellular response to abiotic stimulus169/6293331/187233.24e-111.08e-09169
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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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