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: RRAGB

Gene summary for RRAGB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RRAGB

Gene ID

10325

Gene nameRas related GTP binding B
Gene AliasRAGB
CytomapXp11.21
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

Q5VZM2


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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
10325RRAGBLZE4THumanEsophagusESCC1.21e-041.89e-010.0811
10325RRAGBLZE7THumanEsophagusESCC3.86e-033.34e-010.0667
10325RRAGBLZE24THumanEsophagusESCC3.15e-205.01e-010.0596
10325RRAGBP1T-EHumanEsophagusESCC8.47e-031.70e-010.0875
10325RRAGBP2T-EHumanEsophagusESCC9.74e-142.95e-010.1177
10325RRAGBP4T-EHumanEsophagusESCC5.78e-154.04e-010.1323
10325RRAGBP5T-EHumanEsophagusESCC1.30e-088.69e-020.1327
10325RRAGBP8T-EHumanEsophagusESCC6.60e-144.08e-010.0889
10325RRAGBP9T-EHumanEsophagusESCC5.70e-081.82e-010.1131
10325RRAGBP10T-EHumanEsophagusESCC1.32e-132.57e-010.116
10325RRAGBP11T-EHumanEsophagusESCC1.57e-042.61e-010.1426
10325RRAGBP12T-EHumanEsophagusESCC1.17e-285.58e-010.1122
10325RRAGBP15T-EHumanEsophagusESCC3.97e-021.64e-010.1149
10325RRAGBP16T-EHumanEsophagusESCC1.43e-214.21e-010.1153
10325RRAGBP17T-EHumanEsophagusESCC1.27e-022.21e-010.1278
10325RRAGBP20T-EHumanEsophagusESCC5.44e-082.91e-010.1124
10325RRAGBP21T-EHumanEsophagusESCC1.00e-079.55e-020.1617
10325RRAGBP22T-EHumanEsophagusESCC7.73e-305.84e-010.1236
10325RRAGBP23T-EHumanEsophagusESCC5.74e-123.23e-010.108
10325RRAGBP26T-EHumanEsophagusESCC1.75e-305.81e-010.1276
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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:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:19909284EsophagusESCCresponse to amino acid starvation37/855249/187232.05e-051.78e-0437
GO:00432007EsophagusESCCresponse to amino acid74/8552116/187236.23e-054.76e-0474
GO:000110110EsophagusESCCresponse to acid chemical84/8552135/187237.70e-055.74e-0484
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:00341984EsophagusESCCcellular response to amino acid starvation34/855246/187239.39e-056.70e-0434
GO:00712305EsophagusESCCcellular response to amino acid stimulus48/855271/187231.55e-041.03e-0348
GO:00712296EsophagusESCCcellular response to acid chemical52/855280/187233.79e-042.20e-0352
GO:00320061EsophagusESCCregulation of TOR signaling63/8552104/187231.55e-037.29e-0363
GO:00320082EsophagusESCCpositive regulation of TOR signaling31/855247/187234.01e-031.62e-0231
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
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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
RRAGBSNVMissense_Mutationc.212N>Ap.Arg71Hisp.R71HQ5VZM2protein_codingdeleterious(0)benign(0.117)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RRAGBSNVMissense_Mutationc.863N>Ap.Arg288Lysp.R288KQ5VZM2protein_codingdeleterious(0.03)probably_damaging(0.923)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RRAGBSNVMissense_Mutationc.440N>Cp.Glu147Alap.E147AQ5VZM2protein_codingtolerated(0.33)benign(0.123)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RRAGBSNVMissense_Mutationc.1019N>Tp.Pro340Leup.P340LQ5VZM2protein_codingdeleterious(0.04)benign(0.02)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
RRAGBSNVMissense_Mutationc.827N>Ap.Ser276Tyrp.S276YQ5VZM2protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RRAGBSNVMissense_Mutationc.1097N>Ap.Gly366Glup.G366EQ5VZM2protein_codingtolerated(0.08)benign(0.006)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RRAGBSNVMissense_Mutationrs765179529c.850N>Tp.Arg284Cysp.R284CQ5VZM2protein_codingdeleterious(0.04)possibly_damaging(0.892)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RRAGBSNVMissense_Mutationc.1093N>Cp.Asp365Hisp.D365HQ5VZM2protein_codingdeleterious(0.02)possibly_damaging(0.569)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
RRAGBSNVMissense_Mutationc.264N>Ap.Ser88Argp.S88RQ5VZM2protein_codingtolerated_low_confidence(0.07)benign(0)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
RRAGBSNVMissense_Mutationc.863G>Tp.Arg288Ilep.R288IQ5VZM2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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