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:00308327LiverCirrhoticregulation of actin filament length74/4634189/187237.83e-061.18e-0474
GO:000726511LiverCirrhoticRas protein signal transduction119/4634337/187238.16e-061.22e-04119
GO:000726611LiverCirrhoticRho protein signal transduction53/4634137/187232.05e-041.89e-0353
GO:00308387LiverCirrhoticpositive regulation of actin filament polymerization40/463499/187234.21e-043.46e-0340
GO:01200326LiverCirrhoticregulation of plasma membrane bounded cell projection assembly63/4634186/187233.16e-031.78e-0263
GO:00604915LiverCirrhoticregulation of cell projection assembly63/4634188/187234.17e-032.22e-0263
GO:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:003133412LiverHCCpositive regulation of protein-containing complex assembly150/7958237/187237.35e-112.63e-09150
GO:190290322LiverHCCregulation of supramolecular fiber organization224/7958383/187231.54e-105.33e-09224
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:190290522LiverHCCpositive regulation of supramolecular fiber organization131/7958209/187232.85e-097.69e-08131
GO:005149522LiverHCCpositive regulation of cytoskeleton organization138/7958226/187231.26e-083.12e-07138
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:003227122LiverHCCregulation of protein polymerization141/7958233/187232.00e-084.72e-07141
GO:003297022LiverHCCregulation of actin filament-based process222/7958397/187233.81e-088.30e-07222
GO:003227322LiverHCCpositive regulation of protein polymerization90/7958138/187235.73e-081.21e-0690
GO:003295622LiverHCCregulation of actin cytoskeleton organization202/7958358/187236.18e-081.29e-06202
GO:000815422LiverHCCactin polymerization or depolymerization130/7958218/187232.31e-074.14e-06130
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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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