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: RAB17

Gene summary for RAB17

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB17

Gene ID

64284

Gene nameRAB17, member RAS oncogene family
Gene AliasRAB17
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0002251

UniProtAcc

A0A024R4A4


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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
64284RAB17LZE4THumanEsophagusESCC4.57e-027.58e-020.0811
64284RAB17P1T-EHumanEsophagusESCC1.38e-022.14e-010.0875
64284RAB17P4T-EHumanEsophagusESCC1.46e-048.43e-020.1323
64284RAB17P8T-EHumanEsophagusESCC1.13e-255.20e-010.0889
64284RAB17P10T-EHumanEsophagusESCC6.97e-081.11e-010.116
64284RAB17P15T-EHumanEsophagusESCC8.61e-039.54e-020.1149
64284RAB17P17T-EHumanEsophagusESCC1.38e-021.29e-010.1278
64284RAB17P20T-EHumanEsophagusESCC2.78e-043.01e-020.1124
64284RAB17P21T-EHumanEsophagusESCC6.19e-132.81e-010.1617
64284RAB17P30T-EHumanEsophagusESCC3.41e-041.30e-010.137
64284RAB17P36T-EHumanEsophagusESCC2.27e-101.73e-010.1187
64284RAB17P37T-EHumanEsophagusESCC1.24e-131.88e-010.1371
64284RAB17P48T-EHumanEsophagusESCC1.11e-076.80e-020.0959
64284RAB17P49T-EHumanEsophagusESCC3.67e-044.74e-010.1768
64284RAB17P52T-EHumanEsophagusESCC4.85e-121.57e-010.1555
64284RAB17P54T-EHumanEsophagusESCC5.64e-152.60e-010.0975
64284RAB17P57T-EHumanEsophagusESCC1.78e-102.96e-010.0926
64284RAB17P61T-EHumanEsophagusESCC2.53e-072.77e-010.099
64284RAB17P65T-EHumanEsophagusESCC2.13e-051.49e-010.0978
64284RAB17P74T-EHumanEsophagusESCC1.62e-205.84e-010.1479
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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
∗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:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:00330593EsophagusESCCcellular pigmentation40/855253/187239.67e-069.21e-0540
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:006049118EsophagusESCCregulation of cell projection assembly110/8552188/187232.60e-041.58e-03110
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:012003218EsophagusESCCregulation of plasma membrane bounded cell projection assembly108/8552186/187234.37e-042.46e-03108
GO:00450568EsophagusESCCtranscytosis17/855221/187231.03e-035.19e-0317
GO:00434731EsophagusESCCpigmentation59/855298/187232.64e-031.12e-0259
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:190188810EsophagusESCCregulation of cell junction assembly109/8552204/187231.53e-024.96e-02109
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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
RAB17SNVMissense_Mutationnovelc.595C>Ap.Leu199Metp.L199MQ9H0T7protein_codingdeleterious(0.01)possibly_damaging(0.869)TCGA-A2-A0YT-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
RAB17SNVMissense_Mutationrs775097225c.631G>Ap.Ala211Thrp.A211TQ9H0T7protein_codingdeleterious(0.02)benign(0.003)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RAB17SNVMissense_Mutationrs761536358c.112N>Tp.Arg38Trpp.R38WQ9H0T7protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-3968-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB17SNVMissense_Mutationc.619N>Ap.Ala207Thrp.A207TQ9H0T7protein_codingtolerated(0.33)benign(0)TCGA-AD-6963-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RAB17SNVMissense_Mutationc.496A>Gp.Asn166Aspp.N166DQ9H0T7protein_codingtolerated(0.5)benign(0.202)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB17SNVMissense_Mutationc.191C>Tp.Ala64Valp.A64VQ9H0T7protein_codingtolerated(0.21)benign(0.005)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB17SNVMissense_Mutationrs374317302c.149N>Tp.Thr50Metp.T50MQ9H0T7protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RAB17SNVMissense_Mutationnovelc.559N>Ap.Glu187Lysp.E187KQ9H0T7protein_codingtolerated(1)benign(0.017)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB17SNVMissense_Mutationrs761536358c.112N>Tp.Arg38Trpp.R38WQ9H0T7protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB17SNVMissense_Mutationrs755087792c.610N>Ap.Ala204Thrp.A204TQ9H0T7protein_codingtolerated(0.52)benign(0)TCGA-AP-A1DK-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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