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: GORAB

Gene summary for GORAB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GORAB

Gene ID

92344

Gene namegolgin, RAB6 interacting
Gene AliasGO
Cytomap1q24.2
Gene Typeprotein-coding
GO ID

GO:0001942

UniProtAcc

Q5T7V8


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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
92344GORABLZE4THumanEsophagusESCC1.00e-031.40e-010.0811
92344GORABLZE7THumanEsophagusESCC6.67e-083.87e-010.0667
92344GORABLZE8THumanEsophagusESCC2.81e-031.43e-010.067
92344GORABLZE22THumanEsophagusESCC2.76e-022.39e-010.068
92344GORABLZE24THumanEsophagusESCC2.07e-042.00e-010.0596
92344GORABLZE21THumanEsophagusESCC4.86e-053.32e-010.0655
92344GORABLZE6THumanEsophagusESCC9.54e-031.43e-010.0845
92344GORABP1T-EHumanEsophagusESCC2.09e-043.01e-010.0875
92344GORABP2T-EHumanEsophagusESCC7.24e-234.38e-010.1177
92344GORABP4T-EHumanEsophagusESCC2.93e-184.19e-010.1323
92344GORABP5T-EHumanEsophagusESCC7.54e-122.43e-010.1327
92344GORABP8T-EHumanEsophagusESCC7.28e-071.58e-010.0889
92344GORABP9T-EHumanEsophagusESCC2.57e-112.72e-010.1131
92344GORABP10T-EHumanEsophagusESCC4.13e-203.61e-010.116
92344GORABP11T-EHumanEsophagusESCC1.35e-113.63e-010.1426
92344GORABP12T-EHumanEsophagusESCC2.66e-061.96e-010.1122
92344GORABP15T-EHumanEsophagusESCC1.49e-164.07e-010.1149
92344GORABP16T-EHumanEsophagusESCC1.01e-254.42e-010.1153
92344GORABP19T-EHumanEsophagusESCC4.44e-022.04e-010.1662
92344GORABP20T-EHumanEsophagusESCC7.60e-173.23e-010.1124
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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:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:00219159EsophagusESCCneural tube development101/8552152/187231.78e-072.79e-06101
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00224043EsophagusESCCmolting cycle process53/855284/187239.62e-044.88e-0353
GO:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:0001942EsophagusESCChair follicle development51/855281/187231.27e-036.14e-0351
GO:0098773EsophagusESCCskin epidermis development53/855285/187231.43e-036.77e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
GO:19055153EsophagusESCCnon-motile cilium assembly39/855261/187233.08e-031.28e-0239
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
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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
GORABSNVMissense_Mutationnovelc.101N>Tp.Ser34Phep.S34FQ5T7V8protein_codingdeleterious(0)probably_damaging(0.939)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
GORABSNVMissense_Mutationc.31N>Ap.Ala11Thrp.A11TQ5T7V8protein_codingtolerated_low_confidence(0.13)benign(0.006)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GORABSNVMissense_Mutationc.454N>Tp.Pro152Serp.P152SQ5T7V8protein_codingtolerated(0.11)benign(0.014)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GORABSNVMissense_Mutationc.454N>Ap.Pro152Thrp.P152TQ5T7V8protein_codingtolerated(0.08)benign(0.014)TCGA-BH-A0GZ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
GORABSNVMissense_Mutationrs200615427c.836N>Tp.Thr279Metp.T279MQ5T7V8protein_codingdeleterious(0)probably_damaging(0.953)TCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
GORABSNVMissense_Mutationc.149C>Tp.Pro50Leup.P50LQ5T7V8protein_codingtolerated(0.08)probably_damaging(0.943)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
GORABSNVMissense_Mutationnovelc.833N>Tp.Cys278Phep.C278FQ5T7V8protein_codingtolerated(0.1)benign(0.219)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
GORABSNVMissense_Mutationnovelc.742N>Tp.Arg248Trpp.R248WQ5T7V8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
GORABSNVMissense_Mutationc.171G>Tp.Lys57Asnp.K57NQ5T7V8protein_codingtolerated(0.49)benign(0.003)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GORABSNVMissense_Mutationc.549N>Tp.Glu183Aspp.E183DQ5T7V8protein_codingdeleterious(0.04)possibly_damaging(0.783)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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