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: RAB6A

Gene summary for RAB6A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB6A

Gene ID

5870

Gene nameRAB6A, member RAS oncogene family
Gene AliasRAB6
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

P20340


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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
5870RAB6AHTA11_3410_2000001011HumanColorectumAD2.28e-05-3.77e-010.0155
5870RAB6AHTA11_347_2000001011HumanColorectumAD2.98e-095.08e-01-0.1954
5870RAB6AA001-C-207HumanColorectumFAP1.49e-02-2.72e-010.1278
5870RAB6AA015-C-203HumanColorectumFAP9.76e-19-4.21e-01-0.1294
5870RAB6AA015-C-204HumanColorectumFAP5.51e-06-4.10e-01-0.0228
5870RAB6AA014-C-040HumanColorectumFAP7.06e-04-5.07e-01-0.1184
5870RAB6AA002-C-201HumanColorectumFAP2.20e-12-3.53e-010.0324
5870RAB6AA002-C-203HumanColorectumFAP7.12e-03-2.57e-010.2786
5870RAB6AA001-C-119HumanColorectumFAP3.67e-04-2.68e-01-0.1557
5870RAB6AA001-C-108HumanColorectumFAP1.28e-14-3.75e-01-0.0272
5870RAB6AA002-C-205HumanColorectumFAP8.22e-18-4.16e-01-0.1236
5870RAB6AA001-C-104HumanColorectumFAP2.13e-02-2.62e-010.0184
5870RAB6AA015-C-005HumanColorectumFAP4.61e-03-2.80e-01-0.0336
5870RAB6AA015-C-006HumanColorectumFAP7.74e-14-4.23e-01-0.0994
5870RAB6AA015-C-106HumanColorectumFAP6.38e-09-2.97e-01-0.0511
5870RAB6AA002-C-114HumanColorectumFAP8.17e-16-4.87e-01-0.1561
5870RAB6AA015-C-104HumanColorectumFAP7.54e-24-5.43e-01-0.1899
5870RAB6AA001-C-014HumanColorectumFAP1.05e-08-3.09e-010.0135
5870RAB6AA002-C-016HumanColorectumFAP3.26e-18-4.13e-010.0521
5870RAB6AA015-C-002HumanColorectumFAP1.74e-10-3.94e-01-0.0763
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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:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0006890ColorectumADretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum27/391852/187237.67e-072.70e-0527
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:0034067ColorectumADprotein localization to Golgi apparatus14/391829/187239.40e-048.92e-0314
GO:0072384ColorectumADorganelle transport along microtubule28/391885/187236.55e-034.07e-0228
GO:00516563ColorectumFAPestablishment of organelle localization97/2622390/187235.91e-099.48e-0797
GO:00481934ColorectumFAPGolgi vesicle transport77/2622296/187232.86e-082.62e-0677
GO:00164823ColorectumFAPcytosolic transport47/2622168/187231.58e-066.72e-0547
GO:00161973ColorectumFAPendosomal transport56/2622230/187231.79e-054.53e-0456
GO:00307053ColorectumFAPcytoskeleton-dependent intracellular transport47/2622195/187231.06e-041.76e-0347
GO:00068904ColorectumFAPretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum18/262252/187231.48e-042.29e-0318
GO:00421472ColorectumFAPretrograde transport, endosome to Golgi26/262291/187232.21e-043.14e-0326
GO:00340671ColorectumFAPprotein localization to Golgi apparatus11/262229/187231.20e-031.14e-0211
GO:00723841ColorectumFAPorganelle transport along microtubule22/262285/187232.66e-032.07e-0222
GO:0006479ColorectumFAPprotein methylation39/2622181/187233.60e-032.58e-0239
GO:0008213ColorectumFAPprotein alkylation39/2622181/187233.60e-032.58e-0239
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
RAB6ASNVMissense_Mutationnovelc.536N>Ap.Ser179Asnp.S179NP20340protein_codingtolerated(0.44)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAB6ASNVMissense_Mutationc.335N>Cp.Arg112Thrp.R112TP20340protein_codingdeleterious(0)probably_damaging(0.976)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
RAB6ASNVMissense_Mutationc.281N>Cp.Asp94Alap.D94AP20340protein_codingdeleterious(0.01)possibly_damaging(0.787)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
RAB6ASNVMissense_Mutationnovelc.430A>Cp.Lys144Glnp.K144QP20340protein_codingdeleterious(0.03)benign(0.103)TCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RAB6ASNVMissense_Mutationnovelc.429G>Tp.Arg143Serp.R143SP20340protein_codingtolerated(0.35)benign(0.007)TCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RAB6ASNVMissense_Mutationc.172G>Cp.Glu58Glnp.E58QP20340protein_codingdeleterious(0)benign(0.164)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB6AinsertionFrame_Shift_Insnovelc.225_226insGp.Arg76AlafsTer2p.R76Afs*2P20340protein_codingTCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB6AdeletionFrame_Shift_Delnovelc.312_313delTAp.Thr105LysfsTer4p.T105Kfs*4P20340protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RAB6ASNVMissense_Mutationc.440N>Cp.Glu147Alap.E147AP20340protein_codingdeleterious(0.02)benign(0.049)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
RAB6ASNVMissense_Mutationc.572N>Cp.Ile191Thrp.I191TP20340protein_codingdeleterious(0.03)benign(0.255)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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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