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: ARHGEF10

Gene summary for ARHGEF10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARHGEF10

Gene ID

9639

Gene nameRho guanine nucleotide exchange factor 10
Gene AliasGEF10
Cytomap8p23.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

O15013


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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
9639ARHGEF10PTC01HumanThyroidPTC2.94e-091.79e-010.1899
9639ARHGEF10PTC04HumanThyroidPTC2.72e-081.80e-010.1927
9639ARHGEF10PTC05HumanThyroidPTC2.27e-123.97e-010.2065
9639ARHGEF10PTC06HumanThyroidPTC1.04e-093.11e-010.2057
9639ARHGEF10PTC07HumanThyroidPTC3.43e-132.35e-010.2044
9639ARHGEF10ATC11HumanThyroidATC3.71e-053.62e-010.3386
9639ARHGEF10ATC12HumanThyroidATC1.03e-183.27e-010.34
9639ARHGEF10ATC13HumanThyroidATC9.67e-162.86e-010.34
9639ARHGEF10ATC2HumanThyroidATC5.90e-107.12e-010.34
9639ARHGEF10ATC3HumanThyroidATC4.97e-105.12e-010.338
9639ARHGEF10ATC4HumanThyroidATC3.44e-203.71e-010.34
9639ARHGEF10ATC5HumanThyroidATC6.75e-203.08e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:011005310CervixCCregulation of actin filament organization67/2311278/187234.01e-082.54e-0667
GO:006157210CervixCCactin filament bundle organization44/2311161/187232.08e-079.34e-0644
GO:005101710CervixCCactin filament bundle assembly43/2311157/187232.66e-071.12e-0543
GO:190290510CervixCCpositive regulation of supramolecular fiber organization50/2311209/187232.55e-067.54e-0550
GO:005149510CervixCCpositive regulation of cytoskeleton organization50/2311226/187232.53e-054.29e-0450
GO:003223110CervixCCregulation of actin filament bundle assembly28/2311105/187235.19e-057.79e-0428
GO:011002010CervixCCregulation of actomyosin structure organization27/2311100/187235.55e-058.10e-0427
GO:00069846CervixCCER-nucleus signaling pathway16/231146/187237.12e-059.90e-0416
GO:005149210CervixCCregulation of stress fiber assembly25/231191/187237.59e-051.04e-0325
GO:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
GO:003003810CervixCCcontractile actin filament bundle assembly27/2311106/187231.63e-041.94e-0327
GO:004314910CervixCCstress fiber assembly27/2311106/187231.63e-041.94e-0327
GO:00322339CervixCCpositive regulation of actin filament bundle assembly18/231163/187234.39e-044.39e-0318
GO:00514966CervixCCpositive regulation of stress fiber assembly14/231152/187233.39e-032.20e-0214
GO:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
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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
ARHGEF10SNVMissense_Mutationrs768961111c.1621N>Cp.Glu541Glnp.E541QO15013protein_codingdeleterious(0)possibly_damaging(0.843)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
ARHGEF10SNVMissense_Mutationc.464N>Ap.Cys155Tyrp.C155YO15013protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.93)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF10SNVMissense_Mutationrs201516531c.4039C>Tp.Arg1347Trpp.R1347WO15013protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
ARHGEF10SNVMissense_Mutationnovelc.2893N>Ap.Glu965Lysp.E965KO15013protein_codingtolerated(0.12)benign(0.418)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF10SNVMissense_Mutationc.203N>Ap.Arg68Lysp.R68KO15013protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.648)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF10insertionNonsense_Mutationnovelc.2017_2018insGTTATTGCATCTAATATTCATTATp.Met673delinsSerTyrCysIleTerTyrSerLeuLeup.M673delinsSYCI*YSLLO15013protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
ARHGEF10insertionIn_Frame_Insnovelc.1135_1136insGGATCACATATAATACCATAAATGGGGp.Ser379delinsTrpIleThrTyrAsnThrIleAsnGlyAlap.S379delinsWITYNTINGAO15013protein_codingTCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARHGEF10SNVMissense_Mutationrs756284082c.2498N>Tp.Thr833Metp.T833MO15013protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ARHGEF10SNVMissense_Mutationnovelc.2948G>Cp.Arg983Thrp.R983TO15013protein_codingtolerated(0.21)benign(0.164)TCGA-VS-A954-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ARHGEF10SNVMissense_Mutationrs139046783c.1048N>Ap.Val350Metp.V350MO15013protein_codingtolerated(1)benign(0.04)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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