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: RAB23

Gene summary for RAB23

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB23

Gene ID

51715

Gene nameRAB23, member RAS oncogene family
Gene AliasHSPC137
Cytomap6p12.1-p11.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A0A024RD41


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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
51715RAB23LZE24THumanEsophagusESCC1.95e-102.24e-010.0596
51715RAB23P2T-EHumanEsophagusESCC1.64e-078.23e-020.1177
51715RAB23P4T-EHumanEsophagusESCC4.01e-112.68e-010.1323
51715RAB23P5T-EHumanEsophagusESCC5.31e-058.15e-020.1327
51715RAB23P8T-EHumanEsophagusESCC3.37e-047.07e-020.0889
51715RAB23P9T-EHumanEsophagusESCC2.30e-041.54e-010.1131
51715RAB23P10T-EHumanEsophagusESCC6.11e-081.49e-010.116
51715RAB23P11T-EHumanEsophagusESCC1.49e-052.73e-010.1426
51715RAB23P12T-EHumanEsophagusESCC2.05e-203.15e-010.1122
51715RAB23P15T-EHumanEsophagusESCC1.05e-081.51e-010.1149
51715RAB23P16T-EHumanEsophagusESCC8.82e-091.48e-010.1153
51715RAB23P17T-EHumanEsophagusESCC3.65e-031.87e-010.1278
51715RAB23P21T-EHumanEsophagusESCC4.74e-035.00e-020.1617
51715RAB23P22T-EHumanEsophagusESCC1.92e-026.26e-020.1236
51715RAB23P23T-EHumanEsophagusESCC1.88e-061.93e-010.108
51715RAB23P24T-EHumanEsophagusESCC1.21e-091.24e-010.1287
51715RAB23P26T-EHumanEsophagusESCC6.14e-112.58e-010.1276
51715RAB23P27T-EHumanEsophagusESCC6.47e-122.25e-010.1055
51715RAB23P28T-EHumanEsophagusESCC1.89e-071.16e-010.1149
51715RAB23P31T-EHumanEsophagusESCC5.84e-151.07e-010.1251
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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
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:0046822110EsophagusESCCregulation of nucleocytoplasmic transport88/8552106/187231.88e-151.19e-1388
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:190018018EsophagusESCCregulation of protein localization to nucleus102/8552136/187232.84e-121.13e-10102
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:005117014EsophagusESCCimport into nucleus111/8552159/187235.69e-101.44e-08111
GO:000660613EsophagusESCCprotein import into nucleus108/8552155/187231.16e-092.77e-08108
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:190458914EsophagusESCCregulation of protein import49/855263/187231.91e-072.97e-0649
GO:0009141111EsophagusESCCnucleoside triphosphate metabolic process78/8552112/187232.36e-073.59e-0678
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
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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
RAB23SNVMissense_Mutationc.269N>Gp.Ser90Cysp.S90CQ9ULC3protein_codingdeleterious(0)probably_damaging(1)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationc.128G>Ap.Gly43Glup.G43EQ9ULC3protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAB23SNVMissense_Mutationc.422N>Cp.Lys141Thrp.K141TQ9ULC3protein_codingdeleterious(0.03)possibly_damaging(0.447)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RAB23SNVMissense_Mutationnovelc.109N>Tp.Asp37Tyrp.D37YQ9ULC3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationc.422N>Cp.Lys141Thrp.K141TQ9ULC3protein_codingdeleterious(0.03)possibly_damaging(0.447)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationnovelc.18G>Ap.Met6Ilep.M6IQ9ULC3protein_codingtolerated(0.37)benign(0)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationrs145669565c.239N>Ap.Arg80Glnp.R80QQ9ULC3protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB23SNVMissense_Mutationc.328N>Ap.Glu110Lysp.E110KQ9ULC3protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RAB23SNVMissense_Mutationnovelc.446G>Tp.Arg149Ilep.R149IQ9ULC3protein_codingdeleterious(0)probably_damaging(0.987)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
RAB23SNVMissense_Mutationrs150655349c.25G>Ap.Ala9Thrp.A9TQ9ULC3protein_codingtolerated(0.32)benign(0.263)TCGA-BK-A13B-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
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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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