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: RAB5B

Gene summary for RAB5B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB5B

Gene ID

5869

Gene nameRAB5B, member RAS oncogene family
Gene AliasRAB5B
Cytomap12q13.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A024RB09


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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
5869RAB5BLZE24THumanEsophagusESCC1.36e-196.54e-010.0596
5869RAB5BLZE21THumanEsophagusESCC4.19e-021.84e-010.0655
5869RAB5BLZE6THumanEsophagusESCC1.87e-051.58e-010.0845
5869RAB5BP1T-EHumanEsophagusESCC2.49e-095.72e-010.0875
5869RAB5BP2T-EHumanEsophagusESCC1.40e-316.43e-010.1177
5869RAB5BP4T-EHumanEsophagusESCC2.82e-184.26e-010.1323
5869RAB5BP5T-EHumanEsophagusESCC7.13e-151.08e-010.1327
5869RAB5BP8T-EHumanEsophagusESCC1.34e-315.37e-010.0889
5869RAB5BP9T-EHumanEsophagusESCC2.08e-131.33e-010.1131
5869RAB5BP10T-EHumanEsophagusESCC1.69e-274.61e-010.116
5869RAB5BP11T-EHumanEsophagusESCC5.61e-175.57e-010.1426
5869RAB5BP12T-EHumanEsophagusESCC1.19e-234.84e-010.1122
5869RAB5BP15T-EHumanEsophagusESCC7.13e-233.79e-010.1149
5869RAB5BP16T-EHumanEsophagusESCC1.36e-375.47e-010.1153
5869RAB5BP17T-EHumanEsophagusESCC8.12e-064.59e-010.1278
5869RAB5BP19T-EHumanEsophagusESCC2.75e-078.22e-010.1662
5869RAB5BP20T-EHumanEsophagusESCC4.64e-256.47e-010.1124
5869RAB5BP21T-EHumanEsophagusESCC5.82e-334.20e-010.1617
5869RAB5BP22T-EHumanEsophagusESCC5.42e-274.30e-010.1236
5869RAB5BP23T-EHumanEsophagusESCC5.67e-297.05e-010.108
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:0019882ColorectumSERantigen processing and presentation28/2897106/187232.52e-032.34e-0228
GO:00301001ColorectumSERregulation of endocytosis48/2897211/187233.29e-032.82e-0248
GO:00301002ColorectumMSSregulation of endocytosis63/3467211/187234.05e-057.66e-0463
GO:00198821ColorectumMSI-Hantigen processing and presentation16/1319106/187233.00e-033.78e-0216
GO:00301003ColorectumFAPregulation of endocytosis52/2622211/187232.47e-055.77e-0452
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:001988225EsophagusESCCantigen processing and presentation67/8552106/187232.03e-041.28e-0367
GO:00198827LiverCirrhoticantigen processing and presentation44/4634106/187231.07e-041.10e-0344
GO:003010011LiverCirrhoticregulation of endocytosis74/4634211/187234.86e-043.90e-0374
GO:001988212LiverHCCantigen processing and presentation65/7958106/187237.06e-056.37e-0465
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:003010016Oral cavityOSCCregulation of endocytosis121/7305211/187234.74e-088.80e-07121
GO:001988220Oral cavityOSCCantigen processing and presentation65/7305106/187232.69e-063.32e-0565
GO:0019882110Oral cavityLPantigen processing and presentation48/4623106/187232.96e-066.44e-0548
GO:003010017Oral cavityLPregulation of endocytosis81/4623211/187236.57e-061.29e-0481
GO:003010015ProstateTumorregulation of endocytosis60/3246211/187234.05e-054.62e-0460
GO:001988219ProstateTumorantigen processing and presentation35/3246106/187236.46e-056.99e-0435
GO:001988227SkincSCCantigen processing and presentation42/4864106/187231.42e-038.98e-0342
GO:003010024SkincSCCregulation of endocytosis72/4864211/187235.06e-032.56e-0272
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa04962ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa049621ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa051322ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa051323ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa051324ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa049622ColorectumMSSVasopressin-regulated water reabsorption17/187544/84659.76e-033.55e-022.18e-0217
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa051325ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa049623ColorectumMSSVasopressin-regulated water reabsorption17/187544/84659.76e-033.55e-022.18e-0217
hsa051326ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa04145ColorectumMSI-HPhagosome27/797152/84658.74e-041.01e-028.48e-0327
hsa051327ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa041451ColorectumMSI-HPhagosome27/797152/84658.74e-041.01e-028.48e-0327
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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
RAB5BSNVMissense_Mutationnovelc.592G>Tp.Gly198Cysp.G198CP61020protein_codingdeleterious(0)possibly_damaging(0.682)TCGA-VS-A8EG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB5BSNVMissense_Mutationc.242N>Ap.Arg81Glnp.R81QP61020protein_codingdeleterious(0.03)possibly_damaging(0.693)TCGA-AF-2687-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyxelodaPD
RAB5BSNVMissense_Mutationrs531655278c.184G>Ap.Val62Ilep.V62IP61020protein_codingtolerated(0.43)benign(0.014)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB5BSNVMissense_Mutationrs377046623c.589N>Tp.Arg197Trpp.R197WP61020protein_codingdeleterious(0)possibly_damaging(0.586)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB5BSNVMissense_Mutationc.535N>Gp.Lys179Glup.K179EP61020protein_codingtolerated(0.12)benign(0.021)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB5BSNVMissense_Mutationc.581N>Ap.Gly194Aspp.G194DP61020protein_codingdeleterious(0.04)benign(0.067)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB5BSNVMissense_Mutationnovelc.418N>Gp.Lys140Glup.K140EP61020protein_codingtolerated(0.19)benign(0.015)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
RAB5BSNVMissense_Mutationnovelc.409N>Ap.Leu137Metp.L137MP61020protein_codingdeleterious(0.04)possibly_damaging(0.62)TCGA-EY-A1GU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB5BSNVMissense_Mutationc.42N>Tp.Gln14Hisp.Q14HP61020protein_codingtolerated(0.13)benign(0.009)TCGA-53-7813-01Lunglung adenocarcinomaFemale<65III/IVChemotherapycisplatinSD
RAB5BSNVMissense_Mutationc.424N>Gp.Met142Valp.M142VP61020protein_codingtolerated(0.24)benign(0)TCGA-33-AASI-01Lunglung squamous cell carcinomaFemale>=65I/IIChemotherapytaxoterePD
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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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