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: RAB14

Gene summary for RAB14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB14

Gene ID

51552

Gene nameRAB14, member RAS oncogene family
Gene AliasFBP
Cytomap9q33.2
Gene Typeprotein-coding
GO ID

GO:0001845

UniProtAcc

A0A024R845


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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
51552RAB14LZE2THumanEsophagusESCC1.64e-025.90e-010.082
51552RAB14LZE4THumanEsophagusESCC2.44e-137.87e-010.0811
51552RAB14LZE7THumanEsophagusESCC5.72e-035.17e-010.0667
51552RAB14LZE8THumanEsophagusESCC2.78e-103.54e-010.067
51552RAB14LZE20THumanEsophagusESCC1.51e-076.80e-010.0662
51552RAB14LZE22D1HumanEsophagusHGIN5.15e-05-3.16e-020.0595
51552RAB14LZE24THumanEsophagusESCC8.41e-156.72e-010.0596
51552RAB14LZE6THumanEsophagusESCC1.07e-044.40e-010.0845
51552RAB14P1T-EHumanEsophagusESCC2.32e-087.30e-010.0875
51552RAB14P2T-EHumanEsophagusESCC8.95e-641.30e+000.1177
51552RAB14P4T-EHumanEsophagusESCC5.54e-391.01e+000.1323
51552RAB14P5T-EHumanEsophagusESCC3.93e-173.86e-010.1327
51552RAB14P8T-EHumanEsophagusESCC5.67e-266.98e-010.0889
51552RAB14P9T-EHumanEsophagusESCC2.12e-135.60e-010.1131
51552RAB14P10T-EHumanEsophagusESCC1.18e-451.00e+000.116
51552RAB14P11T-EHumanEsophagusESCC1.59e-201.19e+000.1426
51552RAB14P12T-EHumanEsophagusESCC3.59e-319.14e-010.1122
51552RAB14P15T-EHumanEsophagusESCC1.55e-329.64e-010.1149
51552RAB14P16T-EHumanEsophagusESCC3.50e-328.14e-010.1153
51552RAB14P17T-EHumanEsophagusESCC3.52e-057.58e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:009887610EsophagusHGINvesicle-mediated transport to the plasma membrane36/2587136/187236.76e-051.55e-0336
GO:00070336EsophagusHGINvacuole organization44/2587180/187238.97e-051.96e-0344
GO:00160509EsophagusHGINvesicle organization65/2587300/187231.24e-042.54e-0365
GO:000689210EsophagusHGINpost-Golgi vesicle-mediated transport26/2587104/187231.63e-031.81e-0226
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00070403EsophagusESCClysosome organization53/855274/187235.34e-065.57e-0553
GO:00801713EsophagusESCClytic vacuole organization53/855274/187235.34e-065.57e-0553
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:0090382EsophagusESCCphagosome maturation19/855225/187232.03e-039.08e-0319
GO:00068953EsophagusESCCGolgi to endosome transport13/855217/187231.00e-023.42e-0213
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0415221LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0415231LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0415251LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa041529Oral cavityOSCCAMPK signaling pathway71/3704121/84656.29e-041.86e-039.49e-0471
hsa0415212Oral cavityOSCCAMPK signaling pathway71/3704121/84656.29e-041.86e-039.49e-0471
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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
RAB14ENDColorectumADJMACROD1,COPS7B,ZNF354C, etc.2.94e-01The 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.
RAB14ENDColorectumCRCMACROD1,COPS7B,ZNF354C, etc.3.44e-01The 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.
RAB14ENDColorectumHealthyMACROD1,COPS7B,ZNF354C, etc.2.49e-01The 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.
RAB14ISLETPancreasHealthyTEN1,SUMF1,PKP3, etc.1.36e-02The 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.
RAB14DUCT2PancreasHealthyTEN1,SUMF1,PKP3, etc.5.26e-03The 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.
∗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
RAB14SNVMissense_Mutationc.160N>Ap.Glu54Lysp.E54KP61106protein_codingtolerated(0.29)possibly_damaging(0.643)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAB14SNVMissense_Mutationc.499G>Cp.Glu167Glnp.E167QP61106protein_codingtolerated(0.53)possibly_damaging(0.51)TCGA-D8-A27F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
RAB14SNVMissense_Mutationc.160N>Ap.Glu54Lysp.E54KP61106protein_codingtolerated(0.29)possibly_damaging(0.643)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
RAB14SNVMissense_Mutationc.510N>Cp.Lys170Asnp.K170NP61106protein_codingdeleterious(0.04)benign(0.04)TCGA-AG-A036-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilCR
RAB14SNVMissense_Mutationnovelc.410N>Gp.Glu137Glyp.E137GP61106protein_codingtolerated(0.07)possibly_damaging(0.849)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB14SNVMissense_Mutationc.130N>Cp.Ile44Leup.I44LP61106protein_codingdeleterious(0.02)benign(0.082)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RAB14SNVMissense_Mutationnovelc.38A>Cp.Lys13Thrp.K13TP61106protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
RAB14SNVMissense_Mutationnovelc.503N>Tp.Ala168Valp.A168VP61106protein_codingtolerated(0.07)benign(0.121)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RAB14SNVMissense_Mutationnovelc.23N>Gp.Tyr8Cysp.Y8CP61106protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RAB14SNVMissense_Mutationnovelc.329N>Tp.Arg110Metp.R110MP61106protein_codingdeleterious(0)probably_damaging(0.933)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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