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: CDC42EP3

Gene summary for CDC42EP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC42EP3

Gene ID

10602

Gene nameCDC42 effector protein 3
Gene AliasBORG2
Cytomap2p22.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9UKI2


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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
10602CDC42EP3LZE4THumanEsophagusESCC1.65e-331.45e+000.0811
10602CDC42EP3LZE7THumanEsophagusESCC7.44e-138.93e-010.0667
10602CDC42EP3LZE8THumanEsophagusESCC2.78e-053.01e-010.067
10602CDC42EP3LZE20THumanEsophagusESCC3.12e-024.77e-010.0662
10602CDC42EP3LZE22D1HumanEsophagusHGIN1.65e-062.53e-010.0595
10602CDC42EP3LZE22THumanEsophagusESCC4.33e-141.57e+000.068
10602CDC42EP3LZE24THumanEsophagusESCC1.17e-208.69e-010.0596
10602CDC42EP3LZE21THumanEsophagusESCC6.16e-059.94e-010.0655
10602CDC42EP3LZE6THumanEsophagusESCC1.32e-032.49e-010.0845
10602CDC42EP3P1T-EHumanEsophagusESCC9.03e-078.86e-010.0875
10602CDC42EP3P2T-EHumanEsophagusESCC1.66e-281.02e+000.1177
10602CDC42EP3P4T-EHumanEsophagusESCC1.86e-136.49e-010.1323
10602CDC42EP3P5T-EHumanEsophagusESCC4.09e-671.96e+000.1327
10602CDC42EP3P8T-EHumanEsophagusESCC1.79e-175.76e-010.0889
10602CDC42EP3P9T-EHumanEsophagusESCC1.09e-114.62e-010.1131
10602CDC42EP3P10T-EHumanEsophagusESCC2.17e-165.02e-010.116
10602CDC42EP3P11T-EHumanEsophagusESCC2.95e-282.07e+000.1426
10602CDC42EP3P12T-EHumanEsophagusESCC7.11e-541.68e+000.1122
10602CDC42EP3P15T-EHumanEsophagusESCC1.02e-421.19e+000.1149
10602CDC42EP3P16T-EHumanEsophagusESCC1.59e-258.00e-010.1153
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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
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
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:003133425EsophagusHGINpositive regulation of protein-containing complex assembly61/2587237/187237.10e-073.00e-0561
GO:004325427EsophagusHGINregulation of protein-containing complex assembly94/2587428/187232.39e-068.55e-0594
GO:005125826EsophagusHGINprotein polymerization66/2587297/187234.96e-051.19e-0366
GO:190290327EsophagusHGINregulation of supramolecular fiber organization79/2587383/187231.40e-042.81e-0379
GO:003297027EsophagusHGINregulation of actin filament-based process77/2587397/187231.14e-031.39e-0277
GO:003227126EsophagusHGINregulation of protein polymerization49/2587233/187231.56e-031.79e-0249
GO:003227320EsophagusHGINpositive regulation of protein polymerization32/2587138/187231.95e-032.07e-0232
GO:003295627EsophagusHGINregulation of actin cytoskeleton organization69/2587358/187232.35e-032.39e-0269
GO:003004120EsophagusHGINactin filament polymerization40/2587191/187234.29e-033.82e-0240
GO:190290526EsophagusHGINpositive regulation of supramolecular fiber organization43/2587209/187234.42e-033.87e-0243
GO:006049117EsophagusHGINregulation of cell projection assembly39/2587188/187235.61e-034.57e-0239
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
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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
CDC42EP3SNVMissense_Mutationnovelc.494N>Ap.Val165Aspp.V165DQ9UKI2protein_codingtolerated(0.34)benign(0.006)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDC42EP3SNVMissense_Mutationnovelc.143G>Tp.Gly48Valp.G48VQ9UKI2protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CDC42EP3SNVMissense_Mutationc.304N>Ap.Val102Metp.V102MQ9UKI2protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CDC42EP3SNVMissense_Mutationc.252C>Ap.Phe84Leup.F84LQ9UKI2protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDC42EP3SNVMissense_Mutationc.272N>Tp.Ser91Leup.S91LQ9UKI2protein_codingdeleterious(0.04)benign(0.091)TCGA-D5-5541-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycalciumSD
CDC42EP3SNVMissense_Mutationnovelc.488N>Ap.Gly163Glup.G163EQ9UKI2protein_codingtolerated(0.9)benign(0.007)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CDC42EP3SNVMissense_Mutationrs760291443c.220N>Tp.His74Tyrp.H74YQ9UKI2protein_codingtolerated(1)benign(0.033)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CDC42EP3SNVMissense_Mutationnovelc.388N>Ap.Ser130Thrp.S130TQ9UKI2protein_codingtolerated(1)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CDC42EP3SNVMissense_Mutationnovelc.89N>Cp.Met30Thrp.M30TQ9UKI2protein_codingdeleterious(0)benign(0.237)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CDC42EP3SNVMissense_Mutationrs771605083c.634N>Ap.Glu212Lysp.E212KQ9UKI2protein_codingtolerated(0.19)benign(0)TCGA-AP-A056-01Endometriumuterine 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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