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
11135CDC42EP1GSM4909285HumanBreastIDC5.16e-04-2.28e-010.21
11135CDC42EP1GSM4909286HumanBreastIDC1.48e-07-2.70e-010.1081
11135CDC42EP1GSM4909293HumanBreastIDC4.57e-13-3.08e-010.1581
11135CDC42EP1GSM4909294HumanBreastIDC2.45e-11-3.13e-010.2022
11135CDC42EP1GSM4909296HumanBreastIDC3.71e-17-3.49e-010.1524
11135CDC42EP1GSM4909297HumanBreastIDC3.48e-12-2.64e-010.1517
11135CDC42EP1GSM4909298HumanBreastIDC4.57e-03-2.24e-010.1551
11135CDC42EP1GSM4909301HumanBreastIDC5.65e-26-4.01e-010.1577
11135CDC42EP1GSM4909302HumanBreastIDC1.14e-09-2.96e-010.1545
11135CDC42EP1GSM4909304HumanBreastIDC5.34e-17-3.74e-010.1636
11135CDC42EP1GSM4909307HumanBreastIDC3.71e-11-2.94e-010.1569
11135CDC42EP1GSM4909308HumanBreastIDC4.14e-09-3.19e-010.158
11135CDC42EP1GSM4909311HumanBreastIDC1.35e-22-3.39e-010.1534
11135CDC42EP1GSM4909312HumanBreastIDC9.56e-10-2.49e-010.1552
11135CDC42EP1GSM4909315HumanBreastIDC2.07e-02-2.37e-010.21
11135CDC42EP1GSM4909318HumanBreastIDC2.29e-04-2.11e-010.2031
11135CDC42EP1GSM4909319HumanBreastIDC2.72e-27-3.65e-010.1563
11135CDC42EP1GSM4909320HumanBreastIDC6.45e-09-4.01e-010.1575
11135CDC42EP1GSM4909321HumanBreastIDC2.45e-16-3.28e-010.1559
11135CDC42EP1brca3HumanBreastPrecancer1.40e-195.82e-01-0.0263
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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:00329562ColorectumMSSregulation of actin cytoskeleton organization113/3467358/187231.46e-091.07e-07113
GO:19029052ColorectumMSSpositive regulation of supramolecular fiber organization75/3467209/187231.89e-091.35e-0775
GO:00308332ColorectumMSSregulation of actin filament polymerization65/3467172/187232.05e-091.45e-0765
GO:00313342ColorectumMSSpositive regulation of protein-containing complex assembly82/3467237/187232.49e-091.75e-0782
GO:00512582ColorectumMSSprotein polymerization97/3467297/187232.98e-092.07e-0797
GO:01100532ColorectumMSSregulation of actin filament organization92/3467278/187233.61e-092.42e-0792
GO:00322732ColorectumMSSpositive regulation of protein polymerization55/3467138/187233.84e-092.55e-0755
GO:00514952ColorectumMSSpositive regulation of cytoskeleton organization78/3467226/187236.86e-094.32e-0778
GO:00308382ColorectumMSSpositive regulation of actin filament polymerization42/346799/187233.12e-081.72e-0642
GO:00083602ColorectumMSSregulation of cell shape52/3467154/187234.40e-061.24e-0452
GO:00313462ColorectumMSSpositive regulation of cell projection organization96/3467353/187233.44e-056.70e-0496
GO:00072651ColorectumMSSRas protein signal transduction91/3467337/187237.20e-051.21e-0391
GO:01200322ColorectumMSSregulation of plasma membrane bounded cell projection assembly51/3467186/187231.78e-031.58e-0251
GO:00604911ColorectumMSSregulation of cell projection assembly51/3467188/187232.28e-031.87e-0251
GO:01200341ColorectumMSSpositive regulation of plasma membrane bounded cell projection assembly30/3467105/187237.74e-034.84e-0230
GO:00226043ColorectumMSI-Hregulation of cell morphogenesis45/1319309/187232.70e-061.54e-0445
GO:00432543ColorectumMSI-Hregulation of protein-containing complex assembly56/1319428/187235.25e-062.70e-0456
GO:00313343ColorectumMSI-Hpositive regulation of protein-containing complex assembly36/1319237/187231.02e-054.79e-0436
GO:00329703ColorectumMSI-Hregulation of actin filament-based process49/1319397/187238.99e-052.90e-0349
GO:00322733ColorectumMSI-Hpositive regulation of protein polymerization23/1319138/187239.40e-052.98e-0323
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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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