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: CDC42EP1

Gene summary for CDC42EP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC42EP1

Gene ID

11135

Gene nameCDC42 effector protein 1
Gene AliasBORG5
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q00587


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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
11135CDC42EP1P16T-EHumanEsophagusESCC1.27e-257.68e-010.1153
11135CDC42EP1P17T-EHumanEsophagusESCC3.30e-081.09e+000.1278
11135CDC42EP1P19T-EHumanEsophagusESCC3.00e-111.61e+000.1662
11135CDC42EP1P20T-EHumanEsophagusESCC1.25e-241.00e+000.1124
11135CDC42EP1P21T-EHumanEsophagusESCC1.23e-741.76e+000.1617
11135CDC42EP1P22T-EHumanEsophagusESCC1.48e-184.48e-010.1236
11135CDC42EP1P23T-EHumanEsophagusESCC2.02e-351.70e+000.108
11135CDC42EP1P24T-EHumanEsophagusESCC3.50e-631.58e+000.1287
11135CDC42EP1P26T-EHumanEsophagusESCC2.53e-409.96e-010.1276
11135CDC42EP1P27T-EHumanEsophagusESCC3.07e-177.20e-010.1055
11135CDC42EP1P28T-EHumanEsophagusESCC7.27e-218.05e-010.1149
11135CDC42EP1P30T-EHumanEsophagusESCC8.13e-171.07e+000.137
11135CDC42EP1P31T-EHumanEsophagusESCC4.72e-176.75e-010.1251
11135CDC42EP1P32T-EHumanEsophagusESCC2.86e-198.08e-010.1666
11135CDC42EP1P36T-EHumanEsophagusESCC1.13e-168.43e-010.1187
11135CDC42EP1P37T-EHumanEsophagusESCC1.44e-348.64e-010.1371
11135CDC42EP1P38T-EHumanEsophagusESCC1.41e-074.86e-010.127
11135CDC42EP1P39T-EHumanEsophagusESCC3.25e-221.04e+000.0894
11135CDC42EP1P40T-EHumanEsophagusESCC6.64e-261.53e+000.109
11135CDC42EP1P42T-EHumanEsophagusESCC3.39e-351.30e+000.1175
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00432549BreastPrecancerregulation of protein-containing complex assembly50/1080428/187231.63e-065.97e-0550
GO:00313349BreastPrecancerpositive regulation of protein-containing complex assembly33/1080237/187232.39e-068.21e-0533
GO:19029059BreastPrecancerpositive regulation of supramolecular fiber organization28/1080209/187232.79e-056.28e-0428
GO:19029039BreastPrecancerregulation of supramolecular fiber organization42/1080383/187234.92e-051.04e-0342
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
GO:00514959BreastPrecancerpositive regulation of cytoskeleton organization28/1080226/187231.13e-042.04e-0328
GO:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:00329569BreastPrecancerregulation of actin cytoskeleton organization36/1080358/187238.56e-049.88e-0336
GO:00322739BreastPrecancerpositive regulation of protein polymerization18/1080138/187239.85e-041.11e-0218
GO:01100539BreastPrecancerregulation of actin filament organization29/1080278/187231.50e-031.55e-0229
GO:00226049BreastPrecancerregulation of cell morphogenesis29/1080309/187236.88e-034.67e-0229
GO:190290514BreastIDCpositive regulation of supramolecular fiber organization37/1434209/187231.33e-065.75e-0537
GO:004325414BreastIDCregulation of protein-containing complex assembly61/1434428/187231.77e-067.31e-0561
GO:003133414BreastIDCpositive regulation of protein-containing complex assembly40/1434237/187231.77e-067.31e-0540
GO:003297014BreastIDCregulation of actin filament-based process56/1434397/187236.37e-061.99e-0456
GO:190290314BreastIDCregulation of supramolecular fiber organization54/1434383/187239.40e-062.66e-0454
GO:003227314BreastIDCpositive regulation of protein polymerization25/1434138/187234.46e-051.01e-0325
GO:005149513BreastIDCpositive regulation of cytoskeleton organization35/1434226/187235.04e-051.09e-0335
GO:003295614BreastIDCregulation of actin cytoskeleton organization48/1434358/187231.03e-041.96e-0348
GO:000701514BreastIDCactin filament organization55/1434442/187232.45e-043.84e-0355
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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
CDC42EP1SNVMissense_Mutationnovelc.440N>Gp.Ser147Cysp.S147CQ00587protein_codingtolerated(0.18)possibly_damaging(0.628)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
CDC42EP1SNVMissense_Mutationnovelc.388N>Cp.Tyr130Hisp.Y130HQ00587protein_codingtolerated(0.09)possibly_damaging(0.903)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CDC42EP1insertionFrame_Shift_Insnovelc.558_559insCTACAGGCp.Arg188GlnfsTer27p.R188Qfs*27Q00587protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDC42EP1SNVMissense_Mutationnovelc.11N>Ap.Pro4Hisp.P4HQ00587protein_codingdeleterious_low_confidence(0)possibly_damaging(0.888)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDC42EP1SNVMissense_Mutationrs368492182c.56N>Tp.Ser19Leup.S19LQ00587protein_codingdeleterious(0.05)benign(0.129)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDC42EP1SNVMissense_Mutationnovelc.311C>Tp.Ala104Valp.A104VQ00587protein_codingtolerated(0.18)benign(0.084)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CDC42EP1SNVMissense_Mutationc.1094N>Ap.Ser365Asnp.S365NQ00587protein_codingdeleterious_low_confidence(0.05)benign(0.001)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CDC42EP1insertionFrame_Shift_Insrs774440829c.282_283insCp.Arg97ProfsTer78p.R97Pfs*78Q00587protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDC42EP1insertionFrame_Shift_Insrs774440829c.289dupCp.Arg97ProfsTer78p.R97Pfs*78Q00587protein_codingTCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDC42EP1SNVMissense_Mutationrs772130894c.790N>Ap.Ala264Thrp.A264TQ00587protein_codingtolerated(0.71)benign(0)TCGA-A5-A2K5-01Endometriumuterine 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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