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: ARHGEF9

Gene summary for ARHGEF9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARHGEF9

Gene ID

23229

Gene nameCdc42 guanine nucleotide exchange factor 9
Gene AliasCOLLYBISTIN
CytomapXq11.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

O43307


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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
23229ARHGEF9LZE7THumanEsophagusESCC4.52e-032.41e-010.0667
23229ARHGEF9LZE8THumanEsophagusESCC1.37e-031.07e-010.067
23229ARHGEF9LZE24THumanEsophagusESCC6.30e-081.87e-010.0596
23229ARHGEF9P1T-EHumanEsophagusESCC2.18e-094.06e-010.0875
23229ARHGEF9P2T-EHumanEsophagusESCC2.40e-091.76e-010.1177
23229ARHGEF9P4T-EHumanEsophagusESCC1.73e-122.78e-010.1323
23229ARHGEF9P5T-EHumanEsophagusESCC1.42e-112.15e-010.1327
23229ARHGEF9P8T-EHumanEsophagusESCC1.68e-132.13e-010.0889
23229ARHGEF9P10T-EHumanEsophagusESCC4.58e-182.72e-010.116
23229ARHGEF9P12T-EHumanEsophagusESCC8.29e-122.10e-010.1122
23229ARHGEF9P16T-EHumanEsophagusESCC1.35e-265.42e-010.1153
23229ARHGEF9P19T-EHumanEsophagusESCC6.73e-052.57e-010.1662
23229ARHGEF9P20T-EHumanEsophagusESCC1.68e-082.13e-010.1124
23229ARHGEF9P21T-EHumanEsophagusESCC3.75e-035.99e-020.1617
23229ARHGEF9P22T-EHumanEsophagusESCC4.70e-253.43e-010.1236
23229ARHGEF9P24T-EHumanEsophagusESCC3.40e-071.24e-010.1287
23229ARHGEF9P26T-EHumanEsophagusESCC2.82e-173.13e-010.1276
23229ARHGEF9P27T-EHumanEsophagusESCC2.04e-024.36e-020.1055
23229ARHGEF9P28T-EHumanEsophagusESCC1.32e-061.42e-010.1149
23229ARHGEF9P30T-EHumanEsophagusESCC1.34e-052.17e-010.137
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
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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
ARHGEF9SNVMissense_Mutationc.22N>Ap.Asp8Asnp.D8NO43307protein_codingdeleterious(0.01)benign(0.038)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ARHGEF9SNVMissense_Mutationc.1005N>Ap.Asn335Lysp.N335KO43307protein_codingtolerated(0.09)benign(0.066)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARHGEF9SNVMissense_Mutationnovelc.818N>Tp.Ala273Valp.A273VO43307protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A409-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
ARHGEF9SNVMissense_Mutationc.457N>Ap.Glu153Lysp.E153KO43307protein_codingdeleterious(0.02)possibly_damaging(0.866)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ARHGEF9SNVMissense_Mutationc.1129N>Ap.Glu377Lysp.E377KO43307protein_codingtolerated(0.12)benign(0.059)TCGA-BH-A201-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARHGEF9SNVMissense_Mutationrs781823638c.145N>Ap.Gln49Lysp.Q49KO43307protein_codingtolerated(0.1)benign(0.05)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ARHGEF9SNVMissense_Mutationnovelc.283N>Tp.Arg95Trpp.R95WO43307protein_codingtolerated(0.12)benign(0.393)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ARHGEF9SNVMissense_Mutationc.757N>Ap.Leu253Metp.L253MO43307protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
ARHGEF9SNVMissense_Mutationnovelc.464N>Gp.Ile155Serp.I155SO43307protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ARHGEF9SNVMissense_Mutationnovelc.154G>Ap.Asp52Asnp.D52NO43307protein_codingdeleterious(0.04)possibly_damaging(0.691)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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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