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: RAB4A

Gene summary for RAB4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB4A

Gene ID

5867

Gene nameRAB4A, member RAS oncogene family
Gene AliasHRES-1
Cytomap1q42.13
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A087WYT5


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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
5867RAB4Acirrhotic3HumanLiverCirrhotic4.66e-081.40e-010.0215
5867RAB4AHCC1HumanLiverHCC1.26e-044.04e+000.5336
5867RAB4AHCC2HumanLiverHCC1.25e-062.65e+000.5341
5867RAB4APt13.bHumanLiverHCC5.20e-151.69e-010.0251
5867RAB4APt14.bHumanLiverHCC2.62e-032.82e-010.018
5867RAB4AS014HumanLiverHCC4.28e-321.37e+000.2254
5867RAB4AS015HumanLiverHCC3.09e-211.25e+000.2375
5867RAB4AS016HumanLiverHCC2.52e-271.29e+000.2243
5867RAB4AS027HumanLiverHCC2.52e-101.19e+000.2446
5867RAB4AS028HumanLiverHCC5.75e-191.38e+000.2503
5867RAB4AS029HumanLiverHCC2.30e-181.53e+000.2581
5867RAB4AC04HumanOral cavityOSCC1.62e-332.24e+000.2633
5867RAB4AC21HumanOral cavityOSCC1.81e-542.09e+000.2678
5867RAB4AC30HumanOral cavityOSCC1.18e-402.37e+000.3055
5867RAB4AC38HumanOral cavityOSCC5.61e-081.43e+000.172
5867RAB4AC43HumanOral cavityOSCC3.40e-671.44e+000.1704
5867RAB4AC46HumanOral cavityOSCC2.34e-391.09e+000.1673
5867RAB4AC51HumanOral cavityOSCC1.35e-151.20e+000.2674
5867RAB4AC57HumanOral cavityOSCC6.09e-097.30e-010.1679
5867RAB4AC06HumanOral cavityOSCC2.28e-132.24e+000.2699
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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:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:00301002ColorectumMSSregulation of endocytosis63/3467211/187234.05e-057.66e-0463
GO:00072651ColorectumMSSRas protein signal transduction91/3467337/187237.20e-051.21e-0391
GO:00072652ColorectumFAPRas protein signal transduction80/2622337/187239.61e-074.33e-0580
GO:00301003ColorectumFAPregulation of endocytosis52/2622211/187232.47e-055.77e-0452
GO:00072653ColorectumCRCRas protein signal transduction70/2078337/187231.49e-071.66e-0570
GO:00301004ColorectumCRCregulation of endocytosis39/2078211/187239.51e-041.15e-0239
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:001988225EsophagusESCCantigen processing and presentation67/8552106/187232.03e-041.28e-0367
GO:000726511LiverCirrhoticRas protein signal transduction119/4634337/187238.16e-061.22e-04119
GO:00198827LiverCirrhoticantigen processing and presentation44/4634106/187231.07e-041.10e-0344
GO:003010011LiverCirrhoticregulation of endocytosis74/4634211/187234.86e-043.90e-0374
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:001988212LiverHCCantigen processing and presentation65/7958106/187237.06e-056.37e-0465
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:003010016Oral cavityOSCCregulation of endocytosis121/7305211/187234.74e-088.80e-07121
GO:001988220Oral cavityOSCCantigen processing and presentation65/7305106/187232.69e-063.32e-0565
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414425ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
hsa04144111ProstateBPHEndocytosis89/1718251/84651.06e-081.29e-077.99e-0889
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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
RAB4ASNVMissense_Mutationrs370982346c.401G>Ap.Arg134Hisp.R134HP20338protein_codingdeleterious(0)possibly_damaging(0.821)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAB4AdeletionFrame_Shift_Delrs781323910c.111delAp.Lys37AsnfsTer10p.K37Nfs*10P20338protein_codingTCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB4ASNVMissense_Mutationc.511N>Ap.Ala171Thrp.A171TP20338protein_codingtolerated(0.07)probably_damaging(0.989)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RAB4ASNVMissense_Mutationnovelc.189N>Tp.Lys63Asnp.K63NP20338protein_codingdeleterious(0)possibly_damaging(0.75)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RAB4ASNVMissense_Mutationrs368207169c.620N>Ap.Arg207Hisp.R207HP20338protein_codingtolerated(0.13)benign(0)TCGA-CK-6747-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB4AdeletionFrame_Shift_Delrs781323910c.104delNp.Lys37AsnfsTer10p.K37Nfs*10P20338protein_codingTCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB4AinsertionFrame_Shift_Insnovelc.103_104insAp.Phe38IlefsTer4p.F38Ifs*4P20338protein_codingTCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB4AdeletionFrame_Shift_Delrs781323910c.111delAp.Lys37AsnfsTer10p.K37Nfs*10P20338protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB4ASNVMissense_Mutationrs368207169c.620N>Ap.Arg207Hisp.R207HP20338protein_codingtolerated(0.13)benign(0)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB4ASNVMissense_Mutationrs779345299c.619N>Tp.Arg207Cysp.R207CP20338protein_codingtolerated(0.07)benign(0)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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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