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: RHOG

Gene summary for RHOG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHOG

Gene ID

391

Gene nameras homolog family member G
Gene AliasARHG
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P84095


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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
391RHOGHTA11_3410_2000001011HumanColorectumAD1.82e-041.44e-010.0155
391RHOGHTA11_2487_2000001011HumanColorectumSER5.96e-166.85e-01-0.1808
391RHOGHTA11_1938_2000001011HumanColorectumAD3.35e-063.22e-01-0.0811
391RHOGHTA11_78_2000001011HumanColorectumAD3.42e-041.85e-01-0.1088
391RHOGHTA11_347_2000001011HumanColorectumAD1.25e-123.31e-01-0.1954
391RHOGHTA11_411_2000001011HumanColorectumSER2.13e-031.15e+00-0.2602
391RHOGHTA11_2112_2000001011HumanColorectumSER4.23e-054.57e-01-0.2196
391RHOGHTA11_3361_2000001011HumanColorectumAD8.24e-063.30e-01-0.1207
391RHOGHTA11_83_2000001011HumanColorectumSER2.15e-022.21e-01-0.1526
391RHOGHTA11_696_2000001011HumanColorectumAD5.80e-103.22e-01-0.1464
391RHOGHTA11_866_2000001011HumanColorectumAD4.96e-022.14e-01-0.1001
391RHOGHTA11_1391_2000001011HumanColorectumAD1.41e-185.71e-01-0.059
391RHOGHTA11_5212_2000001011HumanColorectumAD5.25e-137.28e-01-0.2061
391RHOGHTA11_546_2000001011HumanColorectumAD6.68e-032.83e-01-0.0842
391RHOGHTA11_866_3004761011HumanColorectumAD7.72e-052.17e-010.096
391RHOGHTA11_8622_2000001021HumanColorectumSER2.22e-033.16e-010.0528
391RHOGHTA11_6801_2000001011HumanColorectumSER5.92e-034.20e-010.0171
391RHOGHTA11_10711_2000001011HumanColorectumAD1.02e-022.08e-010.0338
391RHOGHTA11_7696_3000711011HumanColorectumAD4.80e-083.37e-010.0674
391RHOGHTA11_6818_2000001011HumanColorectumAD3.50e-022.42e-010.0112
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:190307817EsophagusESCCpositive regulation of protein localization to plasma membrane43/855262/187231.38e-049.35e-0443
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:00315299EsophagusESCCruffle organization39/855256/187232.44e-041.51e-0339
GO:00971789EsophagusESCCruffle assembly32/855244/187232.50e-041.54e-0332
GO:006049118EsophagusESCCregulation of cell projection assembly110/8552188/187232.60e-041.58e-03110
GO:000836018EsophagusESCCregulation of cell shape92/8552154/187233.00e-041.81e-0392
GO:012003218EsophagusESCCregulation of plasma membrane bounded cell projection assembly108/8552186/187234.37e-042.46e-03108
GO:000726610EsophagusESCCRho protein signal transduction81/8552137/187231.03e-035.20e-0381
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:000268515EsophagusESCCregulation of leukocyte migration114/8552210/187237.26e-032.63e-02114
GO:19000277EsophagusESCCregulation of ruffle assembly21/855231/187231.10e-023.70e-0221
GO:190382912LiverCirrhoticpositive regulation of cellular protein localization123/4634276/187234.06e-133.22e-11123
GO:000701512LiverCirrhoticactin filament organization171/4634442/187233.93e-112.30e-09171
GO:199077811LiverCirrhoticprotein localization to cell periphery135/4634333/187231.18e-106.21e-09135
GO:007265911LiverCirrhoticprotein localization to plasma membrane119/4634284/187231.30e-106.80e-09119
GO:002260412LiverCirrhoticregulation of cell morphogenesis127/4634309/187231.45e-107.44e-09127
GO:003297012LiverCirrhoticregulation of actin filament-based process152/4634397/187231.12e-095.00e-08152
GO:003295612LiverCirrhoticregulation of actin cytoskeleton organization136/4634358/187231.47e-085.49e-07136
GO:000836012LiverCirrhoticregulation of cell shape69/4634154/187234.21e-081.36e-0669
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05100ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa05135ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa051001ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051351ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa051002ColorectumSERBacterial invasion of epithelial cells36/158077/84651.56e-083.45e-072.50e-0736
hsa051322ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa051352ColorectumSERYersinia infection43/1580137/84652.15e-042.10e-031.52e-0343
hsa051003ColorectumSERBacterial invasion of epithelial cells36/158077/84651.56e-083.45e-072.50e-0736
hsa051323ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa051353ColorectumSERYersinia infection43/1580137/84652.15e-042.10e-031.52e-0343
hsa051324ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa051004ColorectumMSSBacterial invasion of epithelial cells36/187577/84651.41e-061.82e-051.11e-0536
hsa051354ColorectumMSSYersinia infection53/1875137/84657.73e-068.93e-055.47e-0553
hsa051325ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa051005ColorectumMSSBacterial invasion of epithelial cells36/187577/84651.41e-061.82e-051.11e-0536
hsa051355ColorectumMSSYersinia infection53/1875137/84657.73e-068.93e-055.47e-0553
hsa0510039EsophagusHGINBacterial invasion of epithelial cells30/138377/84651.49e-062.31e-051.84e-0530
hsa0513239EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
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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
RHOGSNVMissense_Mutationnovelc.546N>Gp.Ile182Metp.I182MP84095protein_codingtolerated(0.12)benign(0.019)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RHOGSNVMissense_Mutationc.197G>Ap.Arg66Hisp.R66HP84095protein_codingdeleterious(0.01)possibly_damaging(0.573)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RHOGSNVMissense_Mutationnovelc.236T>Cp.Val79Alap.V79AP84095protein_codingdeleterious(0)benign(0.186)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RHOGSNVMissense_Mutationnovelc.359G>Ap.Arg120Lysp.R120KP84095protein_codingdeleterious(0.01)probably_damaging(0.96)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHOGSNVMissense_Mutationnovelc.55N>Ap.Leu19Metp.L19MP84095protein_codingtolerated(0.18)probably_damaging(0.949)TCGA-A5-A0GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHOGSNVMissense_Mutationrs762134439c.79N>Ap.Ala27Thrp.A27TP84095protein_codingtolerated(0.07)benign(0.226)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHOGSNVMissense_Mutationrs762134439c.79G>Ap.Ala27Thrp.A27TP84095protein_codingtolerated(0.07)benign(0.226)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHOGSNVMissense_Mutationrs762777142c.383G>Ap.Arg128Hisp.R128HP84095protein_codingdeleterious(0.02)benign(0.038)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RHOGSNVMissense_Mutationrs747848607c.235N>Ap.Val79Ilep.V79IP84095protein_codingtolerated(0.23)benign(0.007)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
RHOGSNVMissense_Mutationnovelc.498N>Tp.Lys166Asnp.K166NP84095protein_codingdeleterious(0.02)possibly_damaging(0.613)TCGA-AX-A2HG-01Endometriumuterine corpus endometrioid carcinomaFemale<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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