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: RRAGA

Gene summary for RRAGA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RRAGA

Gene ID

10670

Gene nameRas related GTP binding A
Gene AliasFIP-1
Cytomap9p22.1
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

Q7L523


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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
10670RRAGAHTA11_2487_2000001011HumanColorectumSER8.48e-062.75e-01-0.1808
10670RRAGAHTA11_1938_2000001011HumanColorectumAD3.12e-032.27e-01-0.0811
10670RRAGAHTA11_78_2000001011HumanColorectumAD1.65e-052.68e-01-0.1088
10670RRAGAHTA11_347_2000001011HumanColorectumAD8.96e-082.32e-01-0.1954
10670RRAGAHTA11_411_2000001011HumanColorectumSER4.01e-076.14e-01-0.2602
10670RRAGAHTA11_696_2000001011HumanColorectumAD2.53e-042.00e-01-0.1464
10670RRAGAHTA11_1391_2000001011HumanColorectumAD4.10e-103.33e-01-0.059
10670RRAGAHTA11_2992_2000001011HumanColorectumSER1.50e-033.17e-01-0.1706
10670RRAGAHTA11_5212_2000001011HumanColorectumAD1.06e-043.26e-01-0.2061
10670RRAGAHTA11_5216_2000001011HumanColorectumSER2.08e-033.19e-01-0.1462
10670RRAGAHTA11_7862_2000001011HumanColorectumAD5.47e-032.71e-01-0.0179
10670RRAGAHTA11_866_3004761011HumanColorectumAD3.83e-153.79e-010.096
10670RRAGAHTA11_7663_2000001011HumanColorectumSER5.32e-032.67e-010.0131
10670RRAGAHTA11_6801_2000001011HumanColorectumSER8.79e-064.53e-010.0171
10670RRAGAHTA11_7696_3000711011HumanColorectumAD5.75e-153.48e-010.0674
10670RRAGAHTA11_7469_2000001011HumanColorectumAD2.67e-044.77e-01-0.0124
10670RRAGAHTA11_6818_2000001021HumanColorectumAD4.26e-042.83e-010.0588
10670RRAGAHTA11_99999970781_79442HumanColorectumMSS3.34e-266.26e-010.294
10670RRAGAHTA11_99999965104_69814HumanColorectumMSS1.47e-114.67e-010.281
10670RRAGAHTA11_99999971662_82457HumanColorectumMSS1.98e-174.30e-010.3859
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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:00518176Oral cavityOSCCmodulation of process of other organism involved in symbiotic interaction54/730581/187234.22e-076.25e-0654
GO:004259416Oral cavityOSCCresponse to starvation111/7305197/187235.68e-078.19e-06111
GO:000926717Oral cavityOSCCcellular response to starvation91/7305156/187237.55e-071.06e-0591
GO:00358218Oral cavityOSCCmodulation of process of other organism64/7305106/187236.70e-067.36e-0564
GO:19909283Oral cavityOSCCresponse to amino acid starvation33/730549/187235.49e-054.54e-0433
GO:00105075Oral cavityOSCCnegative regulation of autophagy51/730585/187237.08e-055.62e-0451
GO:00011019Oral cavityOSCCresponse to acid chemical74/7305135/187231.38e-049.76e-0474
GO:00341983Oral cavityOSCCcellular response to amino acid starvation30/730546/187232.86e-041.80e-0330
GO:00432006Oral cavityOSCCresponse to amino acid64/7305116/187232.96e-041.86e-0364
GO:00712304Oral cavityOSCCcellular response to amino acid stimulus42/730571/187234.59e-042.76e-0342
GO:00712295Oral cavityOSCCcellular response to acid chemical46/730580/187236.08e-043.44e-0346
GO:00319293Oral cavityOSCCTOR signaling67/7305126/187238.52e-044.50e-0367
GO:00320081Oral cavityOSCCpositive regulation of TOR signaling28/730547/187233.41e-031.45e-0228
GO:00190483Oral cavityOSCCmodulation by virus of host process9/730511/187234.85e-031.92e-029
GO:00440031Oral cavityOSCCmodulation by symbiont of host process13/730519/187239.07e-033.26e-0213
GO:0016032110Oral cavityLPviral process211/4623415/187234.06e-313.18e-28211
GO:0051701110Oral cavityLPbiological process involved in interaction with host100/4623203/187232.72e-143.10e-12100
GO:0044403110Oral cavityLPbiological process involved in symbiotic interaction130/4623290/187234.23e-144.64e-12130
GO:001050615Oral cavityLPregulation of autophagy132/4623317/187231.82e-111.28e-09132
GO:0009895110Oral cavityLPnegative regulation of catabolic process128/4623320/187238.36e-103.91e-08128
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa041402ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa051313ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa041403ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa051314ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa041404ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa051315ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa041405ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa0513139EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05131114EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
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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
RRAGAinsertionFrame_Shift_Insnovelc.713_714insGTGTTTGAp.Phe238LeufsTer6p.F238Lfs*6Q7L523protein_codingTCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RRAGAinsertionFrame_Shift_Insnovelc.714_715insGTGGAGAGCCGCGAACTGGAp.Lys239ValfsTer9p.K239Vfs*9Q7L523protein_codingTCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RRAGAinsertionNonsense_Mutationnovelc.499_500insGGGGGATTGTGGAAGCCAAGGTTCTTGTTATGTp.Glu167delinsGlyGlyIleValGluAlaLysValLeuValMetTerp.E167delinsGGIVEAKVLVM*Q7L523protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
RRAGAinsertionFrame_Shift_Insnovelc.862_863insAAGGp.Ile288LysfsTer12p.I288Kfs*12Q7L523protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RRAGAinsertionIn_Frame_Insnovelc.863_864insGCTGCTGATGGGGAAGAGCGGGTCGGGGAAGACp.Ile288delinsMetLeuLeuMetGlyLysSerGlySerGlyLysThrp.I288delinsMLLMGKSGSGKTQ7L523protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RRAGASNVMissense_Mutationnovelc.778N>Tp.Ala260Serp.A260SQ7L523protein_codingtolerated(0.89)benign(0.017)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RRAGASNVMissense_Mutationc.112C>Tp.Arg38Cysp.R38CQ7L523protein_codingdeleterious(0)possibly_damaging(0.468)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RRAGASNVMissense_Mutationc.390N>Ap.Asp130Glup.D130EQ7L523protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0GH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RRAGASNVMissense_Mutationnovelc.932N>Gp.Leu311Argp.L311RQ7L523protein_codingtolerated_low_confidence(0.19)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RRAGASNVMissense_Mutationc.275T>Cp.Phe92Serp.F92SQ7L523protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A056-01Endometriumuterine 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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