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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ARHGEF2

Gene summary for ARHGEF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARHGEF2

Gene ID

9181

Gene nameRho/Rac guanine nucleotide exchange factor 2
Gene AliasGEF
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q92974


Top

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
9181ARHGEF2LZE7THumanEsophagusESCC5.06e-094.46e-010.0667
9181ARHGEF2LZE24THumanEsophagusESCC1.89e-035.31e-020.0596
9181ARHGEF2P2T-EHumanEsophagusESCC1.35e-276.32e-010.1177
9181ARHGEF2P4T-EHumanEsophagusESCC1.54e-072.35e-010.1323
9181ARHGEF2P5T-EHumanEsophagusESCC2.90e-071.38e-010.1327
9181ARHGEF2P8T-EHumanEsophagusESCC6.50e-091.25e-010.0889
9181ARHGEF2P9T-EHumanEsophagusESCC1.86e-081.84e-010.1131
9181ARHGEF2P10T-EHumanEsophagusESCC9.96e-193.10e-010.116
9181ARHGEF2P11T-EHumanEsophagusESCC8.03e-085.21e-010.1426
9181ARHGEF2P12T-EHumanEsophagusESCC6.61e-171.66e-010.1122
9181ARHGEF2P15T-EHumanEsophagusESCC1.69e-091.88e-010.1149
9181ARHGEF2P16T-EHumanEsophagusESCC2.91e-122.88e-010.1153
9181ARHGEF2P19T-EHumanEsophagusESCC7.98e-034.43e-010.1662
9181ARHGEF2P20T-EHumanEsophagusESCC5.10e-091.03e-010.1124
9181ARHGEF2P21T-EHumanEsophagusESCC4.04e-151.53e-010.1617
9181ARHGEF2P22T-EHumanEsophagusESCC4.45e-079.84e-020.1236
9181ARHGEF2P23T-EHumanEsophagusESCC1.25e-072.08e-010.108
9181ARHGEF2P24T-EHumanEsophagusESCC1.18e-113.11e-010.1287
9181ARHGEF2P26T-EHumanEsophagusESCC4.21e-041.04e-010.1276
9181ARHGEF2P27T-EHumanEsophagusESCC3.21e-062.12e-010.1055
Page: 1 2 3 4 

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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003288613ThyroidATCregulation of microtubule-based process114/6293240/187235.17e-065.59e-05114
GO:1902041110ThyroidATCregulation of extrinsic apoptotic signaling pathway via death domain receptors32/629349/187235.63e-066.00e-0532
GO:200123729ThyroidATCnegative regulation of extrinsic apoptotic signaling pathway54/629397/187236.41e-066.68e-0554
GO:005109022ThyroidATCregulation of DNA-binding transcription factor activity190/6293440/187231.49e-051.39e-04190
GO:190290426ThyroidATCnegative regulation of supramolecular fiber organization82/6293167/187232.35e-052.06e-0482
GO:004362412ThyroidATCcellular protein complex disassembly69/6293136/187232.66e-052.28e-0469
GO:003461228ThyroidATCresponse to tumor necrosis factor116/6293253/187233.22e-052.68e-04116
GO:005126111ThyroidATCprotein depolymerization59/6293114/187234.74e-053.80e-0459
GO:003111012ThyroidATCregulation of microtubule polymerization or depolymerization47/629388/187231.01e-047.30e-0447
GO:000697016ThyroidATCresponse to osmotic stress45/629384/187231.27e-049.03e-0445
GO:003110912ThyroidATCmicrotubule polymerization or depolymerization61/6293122/187231.30e-049.15e-0461
GO:007135627ThyroidATCcellular response to tumor necrosis factor102/6293229/187233.52e-042.18e-03102
GO:0051494110ThyroidATCnegative regulation of cytoskeleton organization76/6293163/187233.68e-042.27e-0376
GO:000181924ThyroidATCpositive regulation of cytokine production189/6293467/187231.00e-035.31e-03189
GO:001821211ThyroidATCpeptidyl-tyrosine modification156/6293378/187231.01e-035.36e-03156
GO:005109122ThyroidATCpositive regulation of DNA-binding transcription factor activity111/6293260/187231.32e-036.88e-03111
GO:190204212ThyroidATCnegative regulation of extrinsic apoptotic signaling pathway via death domain receptors19/629331/187231.45e-037.47e-0319
GO:190187911ThyroidATCregulation of protein depolymerization43/629387/187231.62e-038.14e-0343
GO:007147412ThyroidATCcellular hyperosmotic response11/629315/187231.94e-039.41e-0311
GO:00181086ThyroidATCpeptidyl-tyrosine phosphorylation153/6293375/187231.96e-039.48e-03153
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa05418310EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05130310EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0513042LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0513142LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
hsa0541842LiverHCCFluid shear stress and atherosclerosis89/4020139/84655.58e-052.88e-041.60e-0489
hsa0513052LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0513152LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
hsa0541852LiverHCCFluid shear stress and atherosclerosis89/4020139/84655.58e-052.88e-041.60e-0489
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ARHGEF2SNVMissense_Mutationrs749849556c.1979G>Ap.Arg660Hisp.R660HQ92974protein_codingdeleterious(0.03)possibly_damaging(0.641)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ARHGEF2SNVMissense_Mutationc.2314N>Ap.Glu772Lysp.E772KQ92974protein_codingtolerated(0.06)benign(0.204)TCGA-A2-A0SX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
ARHGEF2SNVMissense_Mutationrs768385602c.1948N>Tp.Arg650Cysp.R650CQ92974protein_codingdeleterious(0)probably_damaging(0.971)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ARHGEF2SNVMissense_Mutationc.1366N>Tp.Pro456Serp.P456SQ92974protein_codingtolerated(0.34)benign(0.201)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF2SNVMissense_Mutationrs760566971c.2665N>Ap.Ala889Thrp.A889TQ92974protein_codingtolerated_low_confidence(0.09)benign(0.413)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ARHGEF2SNVMissense_Mutationc.2162N>Gp.Ser721Cysp.S721CQ92974protein_codingdeleterious(0.02)possibly_damaging(0.788)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARHGEF2SNVMissense_Mutationrs781587819c.1234N>Tp.Arg412Cysp.R412CQ92974protein_codingtolerated(0.16)benign(0.436)TCGA-B6-A402-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePD
ARHGEF2SNVMissense_Mutationnovelc.2786A>Gp.Glu929Glyp.E929GQ92974protein_codingdeleterious_low_confidence(0)benign(0.051)TCGA-BH-A1F5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARHGEF2insertionIn_Frame_Insnovelc.2080_2081insTGGATACCTTGCTTACTTTGTp.Asn694delinsMetAspThrLeuLeuThrLeuTyrp.N694delinsMDTLLTLYQ92974protein_codingTCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
ARHGEF2SNVMissense_Mutationc.961N>Gp.Leu321Valp.L321VQ92974protein_codingtolerated(0.78)benign(0.194)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

Top

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
Page: 1