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: RAB18

Gene summary for RAB18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB18

Gene ID

22931

Gene nameRAB18, member RAS oncogene family
Gene AliasRAB18LI1
Cytomap10p12.1
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q9NP72


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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
22931RAB18P48T-EHumanEsophagusESCC1.94e-153.85e-010.0959
22931RAB18P49T-EHumanEsophagusESCC5.21e-222.30e+000.1768
22931RAB18P52T-EHumanEsophagusESCC1.23e-237.32e-010.1555
22931RAB18P54T-EHumanEsophagusESCC2.16e-235.59e-010.0975
22931RAB18P56T-EHumanEsophagusESCC7.47e-041.08e+000.1613
22931RAB18P57T-EHumanEsophagusESCC2.16e-173.37e-010.0926
22931RAB18P61T-EHumanEsophagusESCC1.50e-231.03e+000.099
22931RAB18P62T-EHumanEsophagusESCC5.61e-306.42e-010.1302
22931RAB18P65T-EHumanEsophagusESCC2.69e-183.25e-010.0978
22931RAB18P74T-EHumanEsophagusESCC6.30e-451.34e+000.1479
22931RAB18P75T-EHumanEsophagusESCC1.01e-245.12e-010.1125
22931RAB18P76T-EHumanEsophagusESCC8.33e-173.49e-010.1207
22931RAB18P79T-EHumanEsophagusESCC7.39e-274.28e-010.1154
22931RAB18P80T-EHumanEsophagusESCC1.92e-251.03e+000.155
22931RAB18P82T-EHumanEsophagusESCC8.90e-161.16e+000.1072
22931RAB18P83T-EHumanEsophagusESCC2.49e-471.79e+000.1738
22931RAB18P84T-EHumanEsophagusESCC2.29e-064.60e-010.0933
22931RAB18P89T-EHumanEsophagusESCC1.86e-101.23e+000.1752
22931RAB18P91T-EHumanEsophagusESCC2.44e-172.42e+000.1828
22931RAB18P107T-EHumanEsophagusESCC7.61e-348.30e-010.171
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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:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:00717865EsophagusESCCendoplasmic reticulum tubular network organization15/855218/187231.20e-035.88e-0315
GO:00070292LiverCirrhoticendoplasmic reticulum organization42/463487/187231.67e-063.22e-0542
GO:00717861LiverCirrhoticendoplasmic reticulum tubular network organization11/463418/187231.13e-037.73e-0311
GO:000702911LiverHCCendoplasmic reticulum organization64/795887/187233.92e-091.04e-0764
GO:00717862LiverHCCendoplasmic reticulum tubular network organization15/795818/187234.74e-043.12e-0315
GO:00070294Oral cavityOSCCendoplasmic reticulum organization58/730587/187231.59e-072.61e-0658
GO:00717864Oral cavityOSCCendoplasmic reticulum tubular network organization14/730518/187239.51e-044.96e-0314
GO:000702913Oral cavityLPendoplasmic reticulum organization41/462387/187234.49e-069.16e-0541
GO:007178611Oral cavityLPendoplasmic reticulum tubular network organization10/462318/187234.91e-033.06e-0210
GO:00070293ProstateBPHendoplasmic reticulum organization26/310787/187231.45e-038.61e-0326
GO:000702912ProstateTumorendoplasmic reticulum organization27/324687/187231.24e-037.83e-0327
GO:00016541ProstateTumoreye development82/3246371/187231.02e-024.27e-0282
GO:00717866SkinAKendoplasmic reticulum tubular network organization6/191018/187237.04e-033.63e-026
GO:00070296SkincSCCendoplasmic reticulum organization42/486487/187236.36e-068.92e-0542
GO:007178612SkincSCCendoplasmic reticulum tubular network organization11/486418/187231.74e-031.06e-0211
GO:00717867ThyroidHTendoplasmic reticulum tubular network organization6/127218/187238.86e-049.30e-036
GO:00070297ThyroidHTendoplasmic reticulum organization13/127287/187235.73e-033.72e-0213
GO:000702915ThyroidPTCendoplasmic reticulum organization51/596887/187232.37e-074.15e-0651
GO:007178613ThyroidPTCendoplasmic reticulum tubular network organization14/596818/187238.31e-057.01e-0414
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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
RAB18GOBStomachHealthyMRPL47,PSENEN,INHBA, etc.4.46e-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.
RAB18iATCThyroidADJSBDS,FAM84A,AP1S3, etc.0.00e+00The 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.
RAB18TFCThyroidHTSBDS,FAM84A,AP1S3, etc.0.00e+00The 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.
RAB18iATCThyroidPTCSBDS,FAM84A,AP1S3, etc.4.34e-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.
RAB18TFCThyroidPTCSBDS,FAM84A,AP1S3, etc.4.32e-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
RAB18SNVMissense_Mutationc.95N>Gp.Thr32Argp.T32RQ9NP72protein_codingdeleterious(0.03)benign(0.086)TCGA-E9-A247-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RAB18SNVMissense_Mutationc.158A>Gp.Asp53Glyp.D53GQ9NP72protein_codingtolerated(0.41)benign(0.139)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RAB18SNVMissense_Mutationnovelc.455N>Gp.Lys152Argp.K152RQ9NP72protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RAB18SNVMissense_Mutationnovelc.370N>Gp.Thr124Alap.T124AQ9NP72protein_codingdeleterious(0)possibly_damaging(0.812)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB18SNVMissense_Mutationnovelc.503T>Gp.Phe168Cysp.F168CQ9NP72protein_codingdeleterious(0.01)benign(0.33)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB18SNVMissense_Mutationnovelc.167N>Cp.Lys56Thrp.K56TQ9NP72protein_codingtolerated(0.15)benign(0.023)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
RAB18SNVMissense_Mutationnovelc.605N>Ap.Pro202Hisp.P202HQ9NP72protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RAB18SNVMissense_Mutationrs140686479c.472C>Tp.Arg158Cysp.R158CQ9NP72protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RAB18SNVMissense_Mutationnovelc.467N>Gp.Glu156Glyp.E156GQ9NP72protein_codingdeleterious(0.02)benign(0.232)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB18SNVMissense_Mutationnovelc.281N>Ap.Ala94Aspp.A94DQ9NP72protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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