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:004657814ProstateTumorregulation of Ras protein signal transduction53/3246189/187231.63e-041.46e-0353
GO:001082213ProstateTumorpositive regulation of mitochondrion organization25/324674/187234.62e-043.47e-0325
GO:009875417ProstateTumordetoxification43/3246152/187235.27e-043.85e-0343
GO:000726614ProstateTumorRho protein signal transduction39/3246137/187238.18e-045.53e-0339
GO:004354713ProstateTumorpositive regulation of GTPase activity60/3246255/187236.87e-033.11e-0260
GO:000726516SkinAKRas protein signal transduction68/1910337/187232.83e-081.57e-0668
GO:000726616SkinAKRho protein signal transduction31/1910137/187231.60e-053.09e-0431
GO:001082120SkinAKregulation of mitochondrion organization28/1910144/187236.05e-045.32e-0328
GO:004308716SkinAKregulation of GTPase activity54/1910348/187231.17e-038.98e-0354
GO:005105615SkinAKregulation of small GTPase mediated signal transduction48/1910302/187231.28e-039.69e-0348
GO:004657810SkinAKregulation of Ras protein signal transduction33/1910189/187231.49e-031.08e-0233
GO:000963626SkinAKresponse to toxic substance42/1910262/187232.11e-031.40e-0242
GO:000989628SkincSCCpositive regulation of catabolic process206/4864492/187236.06e-154.64e-13206
GO:001623619SkincSCCmacroautophagy136/4864291/187231.36e-149.78e-13136
GO:003133128SkincSCCpositive regulation of cellular catabolic process182/4864427/187233.29e-142.22e-12182
GO:00482854SkincSCCorganelle fission197/4864488/187231.51e-128.36e-11197
GO:005109827SkincSCCregulation of binding152/4864363/187232.21e-111.10e-09152
GO:004325429SkincSCCregulation of protein-containing complex assembly167/4864428/187231.60e-095.97e-08167
GO:003150315SkincSCCprotein-containing complex localization95/4864220/187232.00e-085.82e-0795
GO:001050619SkincSCCregulation of autophagy127/4864317/187232.36e-086.71e-07127
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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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