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
5869RAB5BHTA11_3410_2000001011HumanColorectumAD1.69e-104.03e-010.0155
5869RAB5BHTA11_2487_2000001011HumanColorectumSER3.61e-136.44e-01-0.1808
5869RAB5BHTA11_1938_2000001011HumanColorectumAD7.68e-221.01e+00-0.0811
5869RAB5BHTA11_78_2000001011HumanColorectumAD4.36e-105.38e-01-0.1088
5869RAB5BHTA11_347_2000001011HumanColorectumAD4.39e-257.69e-01-0.1954
5869RAB5BHTA11_411_2000001011HumanColorectumSER1.56e-071.18e+00-0.2602
5869RAB5BHTA11_2112_2000001011HumanColorectumSER2.86e-037.15e-01-0.2196
5869RAB5BHTA11_3361_2000001011HumanColorectumAD5.53e-086.52e-01-0.1207
5869RAB5BHTA11_83_2000001011HumanColorectumSER4.72e-034.49e-01-0.1526
5869RAB5BHTA11_696_2000001011HumanColorectumAD1.21e-207.23e-01-0.1464
5869RAB5BHTA11_866_2000001011HumanColorectumAD1.29e-074.56e-01-0.1001
5869RAB5BHTA11_1391_2000001011HumanColorectumAD5.71e-261.03e+00-0.059
5869RAB5BHTA11_2992_2000001011HumanColorectumSER1.36e-068.07e-01-0.1706
5869RAB5BHTA11_5212_2000001011HumanColorectumAD1.91e-138.92e-01-0.2061
5869RAB5BHTA11_546_2000001011HumanColorectumAD6.81e-055.92e-01-0.0842
5869RAB5BHTA11_866_3004761011HumanColorectumAD2.59e-206.74e-010.096
5869RAB5BHTA11_4255_2000001011HumanColorectumSER2.07e-025.50e-010.0446
5869RAB5BHTA11_8622_2000001021HumanColorectumSER2.18e-035.68e-010.0528
5869RAB5BHTA11_7663_2000001011HumanColorectumSER2.27e-056.78e-010.0131
5869RAB5BHTA11_6801_2000001011HumanColorectumSER2.42e-057.93e-010.0171
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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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