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: ARHGEF10L

Gene summary for ARHGEF10L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARHGEF10L

Gene ID

55160

Gene nameRho guanine nucleotide exchange factor 10 like
Gene AliasGrinchGEF
Cytomap1p36.13
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q9HCE6


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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
55160ARHGEF10LCCI_1HumanCervixCC2.27e-025.87e-010.528
55160ARHGEF10LCCI_2HumanCervixCC8.66e-034.36e-010.5249
55160ARHGEF10LCCI_3HumanCervixCC1.89e-086.84e-010.516
55160ARHGEF10LHTA11_3410_2000001011HumanColorectumAD1.06e-05-2.81e-010.0155
55160ARHGEF10LHTA11_347_2000001011HumanColorectumAD1.61e-095.35e-01-0.1954
55160ARHGEF10LHTA11_696_2000001011HumanColorectumAD8.95e-075.46e-01-0.1464
55160ARHGEF10LHTA11_1391_2000001011HumanColorectumAD3.46e-056.02e-01-0.059
55160ARHGEF10LHTA11_546_2000001011HumanColorectumAD4.31e-035.67e-01-0.0842
55160ARHGEF10LHTA11_866_3004761011HumanColorectumAD1.17e-024.28e-010.096
55160ARHGEF10LHTA11_7663_2000001011HumanColorectumSER2.50e-088.21e-010.0131
55160ARHGEF10LHTA11_7696_3000711011HumanColorectumAD7.88e-064.69e-010.0674
55160ARHGEF10LHTA11_6818_2000001011HumanColorectumAD6.36e-045.53e-010.0112
55160ARHGEF10LHTA11_99999970781_79442HumanColorectumMSS9.48e-03-2.59e-010.294
55160ARHGEF10LHTA11_99999974143_84620HumanColorectumMSS7.19e-03-2.24e-010.3005
55160ARHGEF10LF007HumanColorectumFAP1.24e-04-3.78e-010.1176
55160ARHGEF10LA002-C-010HumanColorectumFAP5.77e-04-1.77e-010.242
55160ARHGEF10LA001-C-207HumanColorectumFAP1.76e-06-3.68e-010.1278
55160ARHGEF10LA015-C-203HumanColorectumFAP1.10e-42-4.32e-01-0.1294
55160ARHGEF10LA015-C-204HumanColorectumFAP2.42e-10-3.73e-01-0.0228
55160ARHGEF10LA014-C-040HumanColorectumFAP2.86e-05-3.69e-01-0.1184
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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
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
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
∗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
ARHGEF10LSNVMissense_Mutationc.1639N>Tp.Val547Leup.V547LQ9HCE6protein_codingdeleterious(0.03)probably_damaging(0.97)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
ARHGEF10LSNVMissense_Mutationc.1094N>Ap.Arg365Hisp.R365HQ9HCE6protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF10LSNVMissense_Mutationc.1489G>Ap.Ala497Thrp.A497TQ9HCE6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF10LSNVMissense_Mutationc.1042N>Ap.Glu348Lysp.E348KQ9HCE6protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-E2-A1L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ARHGEF10LSNVMissense_Mutationc.2288N>Gp.Pro763Argp.P763RQ9HCE6protein_codingtolerated(0.22)probably_damaging(0.983)TCGA-E9-A1NF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
ARHGEF10LinsertionNonsense_Mutationnovelc.2470_2471insTAGTCATTCAGGAGCAGGTACTCTCAGAAAATTCTTTGTGACGATp.Gly824delinsValValIleGlnGluGlnValLeuSerGluAsnSerLeuTerArgCysp.G824delinsVVIQEQVLSENSL*RCQ9HCE6protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARHGEF10LdeletionFrame_Shift_Delc.186delNp.Pro64HisfsTer2p.P64Hfs*2Q9HCE6protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ARHGEF10LdeletionFrame_Shift_Delnovelc.1008delGp.Lys336AsnfsTer11p.K336Nfs*11Q9HCE6protein_codingTCGA-LL-A740-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ARHGEF10LSNVMissense_Mutationrs776413301c.1384T>Cp.Phe462Leup.F462LQ9HCE6protein_codingdeleterious(0.02)benign(0.073)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ARHGEF10LSNVMissense_Mutationc.2334N>Gp.Phe778Leup.F778LQ9HCE6protein_codingtolerated(0.67)possibly_damaging(0.81)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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