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: RAB11B

Gene summary for RAB11B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB11B

Gene ID

9230

Gene nameRAB11B, member RAS oncogene family
Gene AliasH-YPT3
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q15907


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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
9230RAB11BHTA11_3410_2000001011HumanColorectumAD6.16e-052.03e-010.0155
9230RAB11BHTA11_2487_2000001011HumanColorectumSER2.35e-063.29e-01-0.1808
9230RAB11BHTA11_1938_2000001011HumanColorectumAD2.97e-094.08e-01-0.0811
9230RAB11BHTA11_78_2000001011HumanColorectumAD1.62e-042.10e-01-0.1088
9230RAB11BHTA11_347_2000001011HumanColorectumAD3.49e-093.38e-01-0.1954
9230RAB11BHTA11_411_2000001011HumanColorectumSER3.11e-076.37e-01-0.2602
9230RAB11BHTA11_3361_2000001011HumanColorectumAD2.21e-033.28e-01-0.1207
9230RAB11BHTA11_696_2000001011HumanColorectumAD1.82e-123.47e-01-0.1464
9230RAB11BHTA11_866_2000001011HumanColorectumAD2.81e-062.35e-01-0.1001
9230RAB11BHTA11_1391_2000001011HumanColorectumAD4.25e-175.44e-01-0.059
9230RAB11BHTA11_2992_2000001011HumanColorectumSER1.05e-023.20e-01-0.1706
9230RAB11BHTA11_5212_2000001011HumanColorectumAD6.33e-073.97e-01-0.2061
9230RAB11BHTA11_5216_2000001011HumanColorectumSER3.42e-033.34e-01-0.1462
9230RAB11BHTA11_866_3004761011HumanColorectumAD1.21e-062.49e-010.096
9230RAB11BHTA11_7663_2000001011HumanColorectumSER2.43e-035.25e-010.0131
9230RAB11BHTA11_10623_2000001011HumanColorectumAD3.33e-075.69e-01-0.0177
9230RAB11BHTA11_6801_2000001011HumanColorectumSER2.43e-022.78e-010.0171
9230RAB11BHTA11_10711_2000001011HumanColorectumAD1.19e-134.86e-010.0338
9230RAB11BHTA11_7696_3000711011HumanColorectumAD1.30e-296.22e-010.0674
9230RAB11BHTA11_6818_2000001021HumanColorectumAD1.59e-022.85e-010.0588
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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:000974912LiverHCCresponse to glucose121/7958212/187231.24e-051.39e-04121
GO:004311221LiverHCCreceptor metabolic process96/7958166/187234.69e-054.50e-0496
GO:00324562LiverHCCendocytic recycling48/795873/187235.07e-054.83e-0448
GO:004259322LiverHCCglucose homeostasis137/7958258/187233.59e-042.49e-03137
GO:003350022LiverHCCcarbohydrate homeostasis137/7958259/187234.45e-042.98e-03137
GO:000167822LiverHCCcellular glucose homeostasis95/7958172/187234.95e-043.24e-0395
GO:007133112LiverHCCcellular response to hexose stimulus85/7958153/187237.47e-044.52e-0385
GO:007133312LiverHCCcellular response to glucose stimulus84/7958151/187237.57e-044.56e-0384
GO:007132612LiverHCCcellular response to monosaccharide stimulus85/7958154/187239.78e-045.68e-0385
GO:007132212LiverHCCcellular response to carbohydrate stimulus89/7958163/187231.19e-036.62e-0389
GO:003357211LiverHCCtransferrin transport9/795810/187232.79e-031.31e-029
GO:00000411LiverHCCtransition metal ion transport59/7958105/187233.18e-031.47e-0259
GO:00357733LiverHCCinsulin secretion involved in cellular response to glucose stimulus42/795873/187236.78e-032.73e-0242
GO:004505611LiverHCCtranscytosis15/795821/187237.03e-032.80e-0215
GO:003559212LiverHCCestablishment of protein localization to extracellular region176/7958360/187237.96e-033.15e-02176
GO:000930612LiverHCCprotein secretion175/7958359/187239.32e-033.57e-02175
GO:00068261LiverHCCiron ion transport34/795858/187239.66e-033.63e-0234
GO:003238615Oral cavityOSCCregulation of intracellular transport218/7305337/187236.91e-221.41e-19218
GO:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa04962ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa049621ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041522ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa049622ColorectumMSSVasopressin-regulated water reabsorption17/187544/84659.76e-033.55e-022.18e-0217
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041523ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa049623ColorectumMSSVasopressin-regulated water reabsorption17/187544/84659.76e-033.55e-022.18e-0217
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa049627EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa05164110EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa0496214EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
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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
RAB11BSNVMissense_Mutationnovelc.152G>Ap.Arg51Hisp.R51HQ15907protein_codingdeleterious_low_confidence(0)probably_damaging(0.982)TCGA-IR-A3L7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RAB11BSNVMissense_Mutationc.136N>Ap.Val46Metp.V46MQ15907protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.984)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB11BSNVMissense_Mutationnovelc.142T>Gp.Phe48Valp.F48VQ15907protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RAB11BSNVMissense_Mutationc.245N>Ap.Arg82Hisp.R82HQ15907protein_codingdeleterious_low_confidence(0)possibly_damaging(0.83)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB11BSNVMissense_Mutationc.382N>Ap.Leu128Metp.L128MQ15907protein_codingdeleterious_low_confidence(0)probably_damaging(0.991)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB11BSNVMissense_Mutationnovelc.422C>Tp.Ala141Valp.A141VQ15907protein_codingtolerated_low_confidence(0.06)benign(0.014)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB11BSNVMissense_Mutationc.98N>Ap.Arg33Hisp.R33HQ15907protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.559)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB11BSNVMissense_Mutationrs747366868c.418C>Tp.Arg140Cysp.R140CQ15907protein_codingdeleterious_low_confidence(0.02)benign(0.02)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB11BSNVMissense_Mutationrs377033835c.611C>Tp.Thr204Metp.T204MQ15907protein_codingtolerated_low_confidence(0.08)benign(0.018)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB11BSNVMissense_Mutationnovelc.435N>Tp.Lys145Asnp.K145NQ15907protein_codingtolerated_low_confidence(0.06)benign(0.03)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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