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: RALB

Gene summary for RALB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RALB

Gene ID

5899

Gene nameRAS like proto-oncogene B
Gene AliasRALB
Cytomap2q14.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A0A024RAG3


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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
5899RALBLZE2THumanEsophagusESCC7.09e-035.93e-010.082
5899RALBLZE4THumanEsophagusESCC5.80e-113.71e-010.0811
5899RALBLZE8THumanEsophagusESCC2.12e-039.81e-020.067
5899RALBLZE20THumanEsophagusESCC9.93e-031.27e-010.0662
5899RALBLZE22THumanEsophagusESCC4.77e-021.78e-010.068
5899RALBLZE24THumanEsophagusESCC1.62e-112.89e-010.0596
5899RALBP1T-EHumanEsophagusESCC4.60e-042.11e-010.0875
5899RALBP2T-EHumanEsophagusESCC7.65e-102.51e-010.1177
5899RALBP4T-EHumanEsophagusESCC9.41e-295.41e-010.1323
5899RALBP5T-EHumanEsophagusESCC1.81e-144.38e-010.1327
5899RALBP8T-EHumanEsophagusESCC9.12e-153.58e-010.0889
5899RALBP9T-EHumanEsophagusESCC8.98e-133.33e-010.1131
5899RALBP10T-EHumanEsophagusESCC3.32e-308.53e-010.116
5899RALBP11T-EHumanEsophagusESCC4.09e-104.24e-010.1426
5899RALBP12T-EHumanEsophagusESCC1.12e-268.77e-010.1122
5899RALBP15T-EHumanEsophagusESCC5.76e-265.96e-010.1149
5899RALBP16T-EHumanEsophagusESCC1.90e-131.59e-010.1153
5899RALBP17T-EHumanEsophagusESCC7.55e-104.07e-010.1278
5899RALBP19T-EHumanEsophagusESCC2.82e-097.54e-010.1662
5899RALBP20T-EHumanEsophagusESCC7.93e-112.44e-010.1124
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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
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:0010821ColorectumADregulation of mitochondrion organization57/3918144/187232.43e-079.92e-0657
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0010822ColorectumADpositive regulation of mitochondrion organization32/391874/187231.22e-052.68e-0432
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0098754ColorectumADdetoxification53/3918152/187234.63e-057.98e-0453
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0046578ColorectumADregulation of Ras protein signal transduction56/3918189/187232.85e-032.14e-0256
GO:0007266ColorectumADRho protein signal transduction42/3918137/187234.64e-033.16e-0242
GO:00510562ColorectumFAPregulation of small GTPase mediated signal transduction78/2622302/187233.25e-082.85e-0678
GO:00430873ColorectumFAPregulation of GTPase activity85/2622348/187231.20e-077.68e-0685
GO:00072652ColorectumFAPRas protein signal transduction80/2622337/187239.61e-074.33e-0580
GO:00435472ColorectumFAPpositive regulation of GTPase activity61/2622255/187231.39e-053.73e-0461
GO:00465781ColorectumFAPregulation of Ras protein signal transduction47/2622189/187234.67e-059.60e-0447
GO:00072661ColorectumFAPRho protein signal transduction34/2622137/187235.11e-045.82e-0334
GO:00108213ColorectumFAPregulation of mitochondrion organization35/2622144/187236.44e-047.05e-0335
GO:0035023ColorectumFAPregulation of Rho protein signal transduction22/262286/187233.11e-032.33e-0222
GO:00096363ColorectumFAPresponse to toxic substance53/2622262/187233.35e-032.46e-0253
GO:00510563ColorectumCRCregulation of small GTPase mediated signal transduction69/2078302/187233.34e-099.08e-0769
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0521216EsophagusESCCPancreatic cancer62/420576/84657.37e-096.85e-083.51e-0862
hsa05210110EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa0521217EsophagusESCCPancreatic cancer62/420576/84657.37e-096.85e-083.51e-0862
hsa052107LiverCirrhoticColorectal cancer39/253086/84651.67e-038.01e-034.94e-0339
hsa052126LiverCirrhoticPancreatic cancer34/253076/84654.20e-031.63e-021.00e-0234
hsa0521012LiverCirrhoticColorectal cancer39/253086/84651.67e-038.01e-034.94e-0339
hsa0521211LiverCirrhoticPancreatic cancer34/253076/84654.20e-031.63e-021.00e-0234
hsa0521022LiverHCCColorectal cancer65/402086/84658.85e-081.23e-066.87e-0765
hsa0521221LiverHCCPancreatic cancer54/402076/84652.50e-051.64e-049.12e-0554
hsa0521032LiverHCCColorectal cancer65/402086/84658.85e-081.23e-066.87e-0765
hsa0521231LiverHCCPancreatic cancer54/402076/84652.50e-051.64e-049.12e-0554
hsa0521210Oral cavityOSCCPancreatic cancer60/370476/84653.32e-104.45e-092.26e-0960
hsa0521018Oral cavityOSCCColorectal cancer66/370486/84653.99e-104.95e-092.52e-0966
hsa0401518Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa0521215Oral cavityOSCCPancreatic cancer60/370476/84653.32e-104.45e-092.26e-0960
hsa0521019Oral cavityOSCCColorectal cancer66/370486/84653.99e-104.95e-092.52e-0966
hsa0401519Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa0521223Oral cavityLPPancreatic cancer40/241876/84658.08e-066.11e-053.94e-0540
hsa0521026Oral cavityLPColorectal cancer41/241886/84651.25e-047.56e-044.87e-0441
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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
RALBSNVMissense_Mutationc.281N>Tp.Ser94Leup.S94LP11234protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AR-A24S-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
RALBSNVMissense_Mutationc.68G>Ap.Gly23Glup.G23EP11234protein_codingdeleterious(0.05)possibly_damaging(0.767)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
RALBinsertionNonsense_Mutationnovelc.588_589insTATGGTTCACGCTAATGGATACAAAGACTTTGTGATTTTCTGTTTCCp.Lys197TyrfsTer5p.K197Yfs*5P11234protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RALBinsertionFrame_Shift_Insnovelc.226_227insAAp.Ala76GlufsTer40p.A76Efs*40P11234protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RALBSNVMissense_Mutationrs139389446c.316N>Ap.Glu106Lysp.E106KP11234protein_codingtolerated(0.27)possibly_damaging(0.583)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RALBSNVMissense_Mutationc.70N>Tp.Gly24Cysp.G24CP11234protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RALBSNVMissense_Mutationc.92C>Tp.Thr31Metp.T31MP11234protein_codingdeleterious(0.01)probably_damaging(1)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RALBSNVMissense_Mutationrs745653359c.332N>Cp.Ile111Thrp.I111TP11234protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RALBSNVMissense_Mutationnovelc.588N>Tp.Lys196Asnp.K196NP11234protein_codingtolerated(0.08)benign(0.188)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RALBSNVMissense_Mutationnovelc.523G>Ap.Glu175Lysp.E175KP11234protein_codingdeleterious(0.03)benign(0.109)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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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