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: ARHGEF16

Gene summary for ARHGEF16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARHGEF16

Gene ID

27237

Gene nameRho guanine nucleotide exchange factor 16
Gene AliasGEF16
Cytomap1p36.32
Gene Typeprotein-coding
GO ID

GO:0006928

UniProtAcc

B3KTS4


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
27237ARHGEF16LZE4THumanEsophagusESCC3.44e-024.36e-020.0811
27237ARHGEF16LZE8THumanEsophagusESCC5.63e-113.21e-010.067
27237ARHGEF16LZE20THumanEsophagusESCC2.23e-022.15e-010.0662
27237ARHGEF16LZE22THumanEsophagusESCC4.36e-024.34e-010.068
27237ARHGEF16LZE24THumanEsophagusESCC1.61e-055.04e-020.0596
27237ARHGEF16P1T-EHumanEsophagusESCC3.21e-063.09e-010.0875
27237ARHGEF16P2T-EHumanEsophagusESCC7.94e-193.38e-010.1177
27237ARHGEF16P4T-EHumanEsophagusESCC5.14e-144.25e-010.1323
27237ARHGEF16P5T-EHumanEsophagusESCC3.56e-081.47e-010.1327
27237ARHGEF16P8T-EHumanEsophagusESCC6.66e-233.32e-010.0889
27237ARHGEF16P9T-EHumanEsophagusESCC2.63e-111.26e-010.1131
27237ARHGEF16P10T-EHumanEsophagusESCC8.90e-194.01e-010.116
27237ARHGEF16P12T-EHumanEsophagusESCC3.58e-071.13e-010.1122
27237ARHGEF16P15T-EHumanEsophagusESCC4.98e-257.52e-010.1149
27237ARHGEF16P16T-EHumanEsophagusESCC3.71e-131.96e-010.1153
27237ARHGEF16P17T-EHumanEsophagusESCC3.35e-042.13e-010.1278
27237ARHGEF16P20T-EHumanEsophagusESCC5.72e-042.18e-010.1124
27237ARHGEF16P21T-EHumanEsophagusESCC1.17e-102.54e-010.1617
27237ARHGEF16P22T-EHumanEsophagusESCC2.24e-152.05e-010.1236
27237ARHGEF16P23T-EHumanEsophagusESCC6.64e-065.51e-020.108
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
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
∗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:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:190437519EsophagusESCCregulation of protein localization to cell periphery85/8552125/187233.63e-075.06e-0685
GO:1903076110EsophagusESCCregulation of protein localization to plasma membrane72/8552104/187239.74e-071.23e-0572
GO:190547719EsophagusESCCpositive regulation of protein localization to membrane73/8552106/187231.13e-061.40e-0573
GO:190437719EsophagusESCCpositive regulation of protein localization to cell periphery47/855269/187231.37e-049.27e-0447
GO:190307817EsophagusESCCpositive regulation of protein localization to plasma membrane43/855262/187231.38e-049.35e-0443
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:190382920Oral cavityOSCCpositive regulation of cellular protein localization179/7305276/187232.20e-182.41e-16179
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:190547516Oral cavityOSCCregulation of protein localization to membrane105/7305175/187231.42e-082.85e-07105
GO:190437516Oral cavityOSCCregulation of protein localization to cell periphery78/7305125/187239.80e-081.68e-0678
GO:190307617Oral cavityOSCCregulation of protein localization to plasma membrane67/7305104/187231.34e-072.24e-0667
GO:190547716Oral cavityOSCCpositive regulation of protein localization to membrane65/7305106/187232.69e-063.32e-0565
GO:190437716Oral cavityOSCCpositive regulation of protein localization to cell periphery43/730569/187237.43e-055.81e-0443
GO:190307815Oral cavityOSCCpositive regulation of protein localization to plasma membrane39/730562/187231.19e-048.54e-0439
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
ARHGEF16SNVMissense_Mutationnovelc.474N>Ap.Met158Ilep.M158IQ5VV41protein_codingtolerated(0.14)benign(0.005)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ARHGEF16SNVMissense_Mutationc.862N>Ap.Ala288Thrp.A288TQ5VV41protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ARHGEF16SNVMissense_Mutationc.743A>Gp.Asp248Glyp.D248GQ5VV41protein_codingtolerated(0.12)benign(0.01)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
ARHGEF16SNVMissense_Mutationc.1997N>Cp.Leu666Prop.L666PQ5VV41protein_codingtolerated(0.06)possibly_damaging(0.696)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARHGEF16insertionNonsense_Mutationnovelc.478_479insACCCAACAGCTGATCCCTAAGAp.Gly160AspfsTer7p.G160Dfs*7Q5VV41protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
ARHGEF16SNVMissense_Mutationnovelc.1778G>Ap.Gly593Aspp.G593DQ5VV41protein_codingdeleterious(0.02)possibly_damaging(0.838)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ARHGEF16SNVMissense_Mutationnovelc.2066G>Ap.Ser689Asnp.S689NQ5VV41protein_codingtolerated(1)benign(0.021)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ARHGEF16SNVMissense_Mutationrs774950266c.1193T>Cp.Phe398Serp.F398SQ5VV41protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ARHGEF16SNVMissense_Mutationnovelc.134N>Cp.Arg45Thrp.R45TQ5VV41protein_codingtolerated(0.33)benign(0.023)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ARHGEF16SNVMissense_Mutationc.2093G>Ap.Arg698Hisp.R698HQ5VV41protein_codingtolerated(0.06)possibly_damaging(0.818)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

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