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: CDC42EP2

Gene summary for CDC42EP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC42EP2

Gene ID

10435

Gene nameCDC42 effector protein 2
Gene AliasBORG1
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O14613


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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
10435CDC42EP2LZE4THumanEsophagusESCC2.29e-053.14e-010.0811
10435CDC42EP2LZE20THumanEsophagusESCC1.68e-269.72e-010.0662
10435CDC42EP2LZE21THumanEsophagusESCC5.86e-042.32e-010.0655
10435CDC42EP2P2T-EHumanEsophagusESCC6.20e-039.95e-020.1177
10435CDC42EP2P4T-EHumanEsophagusESCC3.38e-164.91e-010.1323
10435CDC42EP2P5T-EHumanEsophagusESCC3.10e-134.08e-010.1327
10435CDC42EP2P8T-EHumanEsophagusESCC6.58e-071.59e-010.0889
10435CDC42EP2P9T-EHumanEsophagusESCC1.49e-042.06e-010.1131
10435CDC42EP2P10T-EHumanEsophagusESCC1.88e-037.09e-020.116
10435CDC42EP2P12T-EHumanEsophagusESCC1.78e-337.01e-010.1122
10435CDC42EP2P15T-EHumanEsophagusESCC6.21e-225.00e-010.1149
10435CDC42EP2P16T-EHumanEsophagusESCC1.62e-072.27e-010.1153
10435CDC42EP2P19T-EHumanEsophagusESCC1.71e-034.41e-010.1662
10435CDC42EP2P20T-EHumanEsophagusESCC6.35e-055.98e-020.1124
10435CDC42EP2P21T-EHumanEsophagusESCC8.11e-092.80e-010.1617
10435CDC42EP2P22T-EHumanEsophagusESCC3.28e-071.10e-010.1236
10435CDC42EP2P23T-EHumanEsophagusESCC6.13e-093.47e-010.108
10435CDC42EP2P24T-EHumanEsophagusESCC9.87e-031.31e-010.1287
10435CDC42EP2P26T-EHumanEsophagusESCC1.77e-072.27e-010.1276
10435CDC42EP2P27T-EHumanEsophagusESCC7.49e-031.49e-010.1055
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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
∗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:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:0032273111EsophagusESCCpositive regulation of protein polymerization95/8552138/187232.97e-085.57e-0795
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:0032271111EsophagusESCCregulation of protein polymerization143/8552233/187239.21e-071.17e-05143
GO:011005327EsophagusESCCregulation of actin filament organization166/8552278/187231.54e-061.85e-05166
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:003083819EsophagusESCCpositive regulation of actin filament polymerization66/855299/187231.96e-051.72e-0466
GO:000815420EsophagusESCCactin polymerization or depolymerization130/8552218/187232.19e-051.88e-04130
GO:0030041110EsophagusESCCactin filament polymerization114/8552191/187236.46e-054.92e-04114
GO:000806419EsophagusESCCregulation of actin polymerization or depolymerization112/8552188/187238.31e-056.06e-04112
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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
CDC42EP2SNVMissense_Mutationc.158G>Cp.Gly53Alap.G53AO14613protein_codingdeleterious(0)probably_damaging(0.995)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDC42EP2SNVMissense_Mutationc.98N>Tp.Pro33Leup.P33LO14613protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CDC42EP2SNVMissense_Mutationc.541N>Ap.Leu181Metp.L181MO14613protein_codingtolerated(0.06)possibly_damaging(0.65)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CDC42EP2SNVMissense_Mutationc.111N>Ap.Phe37Leup.F37LO14613protein_codingdeleterious(0.05)probably_damaging(0.939)TCGA-44-5645-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
CDC42EP2SNVMissense_Mutationnovelc.307N>Gp.Leu103Valp.L103VO14613protein_codingtolerated(0.49)benign(0.152)TCGA-55-8089-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
CDC42EP2SNVMissense_Mutationnovelc.614N>Ap.Ser205Asnp.S205NO14613protein_codingtolerated_low_confidence(0.21)benign(0.003)TCGA-77-A5GB-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
CDC42EP2SNVMissense_Mutationnovelc.202A>Gp.Thr68Alap.T68AO14613protein_codingtolerated(0.49)possibly_damaging(0.642)TCGA-CR-7402-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIChemotherapycarboplatinSD
CDC42EP2SNVMissense_Mutationc.305C>Ap.Pro102Hisp.P102HO14613protein_codingdeleterious(0)probably_damaging(0.956)TCGA-HU-8602-01Stomachstomach adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
CDC42EP2deletionFrame_Shift_Delnovelc.218delCp.Pro73LeufsTer91p.P73Lfs*91O14613protein_codingTCGA-HU-A4GX-01Stomachstomach adenocarcinomaFemale>=65III/IVChemotherapytaxolSD
CDC42EP2SNVMissense_Mutationnovelc.424C>Ap.Pro142Thrp.P142TO14613protein_codingtolerated(0.28)benign(0.154)TCGA-EM-A2CJ-01Thyroidthyroid 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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