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: RAB5C

Gene summary for RAB5C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB5C

Gene ID

5878

Gene nameRAB5C, member RAS oncogene family
Gene AliasL1880
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P51148


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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
5878RAB5CC21HumanOral cavityOSCC8.82e-812.93e+000.2678
5878RAB5CC30HumanOral cavityOSCC2.39e-583.85e+000.3055
5878RAB5CC38HumanOral cavityOSCC1.19e-222.29e+000.172
5878RAB5CC43HumanOral cavityOSCC1.15e-841.51e+000.1704
5878RAB5CC46HumanOral cavityOSCC3.84e-621.31e+000.1673
5878RAB5CC51HumanOral cavityOSCC1.78e-271.39e+000.2674
5878RAB5CC57HumanOral cavityOSCC1.70e-481.48e+000.1679
5878RAB5CC06HumanOral cavityOSCC2.43e-152.36e+000.2699
5878RAB5CC07HumanOral cavityOSCC1.09e-071.64e+000.2491
5878RAB5CC08HumanOral cavityOSCC1.48e-931.86e+000.1919
5878RAB5CC09HumanOral cavityOSCC2.01e-267.83e-010.1431
5878RAB5CLN22HumanOral cavityOSCC6.09e-161.87e+000.1733
5878RAB5CLN38HumanOral cavityOSCC7.88e-132.07e+000.168
5878RAB5CLN46HumanOral cavityOSCC3.03e-441.61e+000.1666
5878RAB5CLP15HumanOral cavityLP1.61e-142.29e+000.2174
5878RAB5CLP17HumanOral cavityLP1.69e-151.72e+000.2349
5878RAB5CSYSMH1HumanOral cavityOSCC4.63e-367.92e-010.1127
5878RAB5CSYSMH2HumanOral cavityOSCC2.92e-291.23e+000.2326
5878RAB5CSYSMH3HumanOral cavityOSCC3.58e-391.38e+000.2442
5878RAB5CSYSMH4HumanOral cavityOSCC2.84e-031.33e-010.1226
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:00301001ColorectumSERregulation of endocytosis48/2897211/187233.29e-032.82e-0248
GO:00301002ColorectumMSSregulation of endocytosis63/3467211/187234.05e-057.66e-0463
GO:00301009EndometriumAEHregulation of endocytosis44/2100211/187233.39e-056.05e-0444
GO:003010014EndometriumEECregulation of endocytosis45/2168211/187233.40e-055.78e-0445
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:003010011LiverCirrhoticregulation of endocytosis74/4634211/187234.86e-043.90e-0374
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:003010016Oral cavityOSCCregulation of endocytosis121/7305211/187234.74e-088.80e-07121
GO:003010017Oral cavityLPregulation of endocytosis81/4623211/187236.57e-061.29e-0481
GO:003010019SkinAKregulation of endocytosis36/1910211/187231.42e-031.05e-0236
GO:003010024SkincSCCregulation of endocytosis72/4864211/187235.06e-032.56e-0272
GO:003010020ThyroidPTCregulation of endocytosis108/5968211/187233.92e-091.04e-07108
GO:0030100111ThyroidATCregulation of endocytosis113/6293211/187231.71e-094.22e-08113
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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
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0414524EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa051466EndometriumAEHAmoebiasis29/1197102/84651.22e-041.10e-038.06e-0429
hsa0414420EndometriumAEHEndocytosis56/1197251/84652.58e-042.15e-031.57e-0356
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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
RAB5CinsertionFrame_Shift_Insnovelc.301_302insAp.Thr101AsnfsTer6p.T101Nfs*6P51148protein_codingTCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
RAB5CSNVMissense_Mutationrs563186025c.125N>Ap.Arg42Glnp.R42QP51148protein_codingtolerated_low_confidence(0.13)probably_damaging(0.979)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
RAB5CSNVMissense_Mutationc.728N>Ap.Arg243Glnp.R243QP51148protein_codingtolerated(0.27)benign(0.024)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RAB5CSNVMissense_Mutationrs757729852c.616N>Ap.Glu206Lysp.E206KP51148protein_codingdeleterious(0.02)benign(0.244)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RAB5CSNVMissense_Mutationrs796621494c.266N>Tp.Ala89Valp.A89VP51148protein_codingdeleterious(0)possibly_damaging(0.759)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB5CSNVMissense_Mutationc.191N>Tp.Ala64Valp.A64VP51148protein_codingdeleterious(0.03)benign(0.185)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB5CSNVMissense_Mutationnovelc.380N>Tp.Ala127Valp.A127VP51148protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB5CSNVMissense_Mutationrs757729852c.616N>Ap.Glu206Lysp.E206KP51148protein_codingdeleterious(0.02)benign(0.244)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
RAB5CSNVMissense_Mutationc.665A>Tp.Asn222Ilep.N222IP51148protein_codingdeleterious(0.01)benign(0.086)TCGA-AX-A063-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB5CSNVMissense_Mutationc.728G>Tp.Arg243Leup.R243LP51148protein_codingtolerated(0.08)benign(0.013)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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