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: ECT2

Gene summary for ECT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ECT2

Gene ID

1894

Gene nameepithelial cell transforming 2
Gene AliasARHGEF31
Cytomap3q26.31
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q9H8V3


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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
1894ECT2CA_HPV_2HumanCervixCC1.63e-103.63e-010.0391
1894ECT2HSIL_HPV_2HumanCervixHSIL_HPV2.14e-042.37e-010.0208
1894ECT2CCI_2HumanCervixCC5.01e-201.99e+000.5249
1894ECT2CCI_3HumanCervixCC7.19e-199.38e-010.516
1894ECT2TumorHumanCervixCC3.12e-032.36e-010.1241
1894ECT2sample1HumanCervixCC3.51e-032.94e-010.0959
1894ECT2sample3HumanCervixCC3.24e-142.50e-010.1387
1894ECT2T1HumanCervixCC1.20e-022.00e-010.0918
1894ECT2T3HumanCervixCC4.43e-122.60e-010.1389
1894ECT2LZE2THumanEsophagusESCC6.82e-101.29e+000.082
1894ECT2LZE4THumanEsophagusESCC7.97e-072.79e-010.0811
1894ECT2LZE7THumanEsophagusESCC7.96e-084.88e-010.0667
1894ECT2LZE22THumanEsophagusESCC9.88e-032.61e-010.068
1894ECT2LZE24THumanEsophagusESCC2.55e-021.72e-010.0596
1894ECT2LZE21THumanEsophagusESCC1.61e-084.81e-010.0655
1894ECT2LZE6THumanEsophagusESCC2.39e-041.73e-010.0845
1894ECT2P2T-EHumanEsophagusESCC3.98e-147.67e-010.1177
1894ECT2P4T-EHumanEsophagusESCC1.64e-145.33e-010.1323
1894ECT2P5T-EHumanEsophagusESCC4.20e-155.56e-010.1327
1894ECT2P8T-EHumanEsophagusESCC1.50e-083.46e-010.0889
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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
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
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:19045896CervixCCregulation of protein import16/231163/187233.42e-032.22e-0216
GO:00703014CervixCCcellular response to hydrogen peroxide21/231198/187237.71e-034.09e-0221
GO:000697915CervixHSIL_HPVresponse to oxidative stress48/737446/187232.76e-107.02e-0848
GO:004254214CervixHSIL_HPVresponse to hydrogen peroxide22/737146/187236.29e-084.49e-0622
GO:001003815CervixHSIL_HPVresponse to metal ion36/737373/187237.19e-073.65e-0536
GO:000030215CervixHSIL_HPVresponse to reactive oxygen species25/737222/187232.39e-069.92e-0525
GO:004521614CervixHSIL_HPVcell-cell junction organization23/737200/187234.21e-061.69e-0423
GO:000704314CervixHSIL_HPVcell-cell junction assembly19/737146/187234.72e-061.84e-0419
GO:003295615CervixHSIL_HPVregulation of actin cytoskeleton organization33/737358/187235.61e-062.09e-0433
GO:003297015CervixHSIL_HPVregulation of actin filament-based process35/737397/187237.87e-062.81e-0435
GO:006219715CervixHSIL_HPVcellular response to chemical stress29/737337/187237.17e-051.65e-0329
GO:003459915CervixHSIL_HPVcellular response to oxidative stress25/737288/187231.93e-043.56e-0325
GO:004329714CervixHSIL_HPVapical junction assembly11/73778/187232.29e-044.03e-0311
GO:007083013CervixHSIL_HPVbicellular tight junction assembly10/73770/187233.94e-046.10e-0310
GO:003367413CervixHSIL_HPVpositive regulation of kinase activity34/737467/187234.49e-046.63e-0334
GO:012019213CervixHSIL_HPVtight junction assembly10/73774/187236.19e-048.62e-0310
GO:012019313CervixHSIL_HPVtight junction organization10/73780/187231.15e-031.38e-0210
GO:003461414CervixHSIL_HPVcellular response to reactive oxygen species15/737155/187231.21e-031.43e-0215
GO:007030112CervixHSIL_HPVcellular response to hydrogen peroxide11/73798/187231.63e-031.77e-0211
GO:007147914CervixHSIL_HPVcellular response to ionizing radiation9/73772/187232.00e-032.08e-029
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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
ECT2SNVMissense_Mutationc.1235N>Tp.Ser412Phep.S412FQ9H8V3protein_codingdeleterious(0.01)probably_damaging(0.943)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ECT2SNVMissense_Mutationc.2594N>Ap.Arg865Lysp.R865KQ9H8V3protein_codingtolerated(0.94)benign(0.003)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
ECT2SNVMissense_Mutationnovelc.646N>Gp.His216Aspp.H216DQ9H8V3protein_codingdeleterious(0)probably_damaging(0.979)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ECT2SNVMissense_Mutationnovelc.1580A>Gp.Asp527Glyp.D527GQ9H8V3protein_codingtolerated(0.05)benign(0.012)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ECT2SNVMissense_Mutationc.84N>Tp.Glu28Aspp.E28DQ9H8V3protein_codingdeleterious_low_confidence(0.05)probably_damaging(0.986)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ECT2SNVMissense_Mutationc.1304N>Gp.Ser435Cysp.S435CQ9H8V3protein_codingdeleterious(0.04)possibly_damaging(0.886)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ECT2SNVMissense_Mutationnovelc.598N>Tp.His200Tyrp.H200YQ9H8V3protein_codingdeleterious(0.01)possibly_damaging(0.855)TCGA-VS-A9UO-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ECT2SNVMissense_Mutationrs748437185c.1462N>Tp.Arg488Cysp.R488CQ9H8V3protein_codingtolerated(0.09)possibly_damaging(0.806)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ECT2SNVMissense_Mutationc.2605A>Gp.Ser869Glyp.S869GQ9H8V3protein_codingtolerated(0.2)benign(0)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
ECT2SNVMissense_Mutationc.2607C>Ap.Ser869Argp.S869RQ9H8V3protein_codingtolerated(0.06)benign(0.07)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
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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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