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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CDC42SE2

Gene summary for CDC42SE2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC42SE2

Gene ID

56990

Gene nameCDC42 small effector 2
Gene AliasSPEC2
Cytomap5q31.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9NRR3


Top

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
56990CDC42SE2CA_HPV_1HumanCervixCC2.98e-063.20e-010.0264
56990CDC42SE2CCI_2HumanCervixCC3.61e-027.80e-010.5249
56990CDC42SE2CCI_3HumanCervixCC4.73e-025.59e-010.516
56990CDC42SE2HTA11_3410_2000001011HumanColorectumAD3.20e-16-5.83e-010.0155
56990CDC42SE2HTA11_347_2000001011HumanColorectumAD8.16e-187.30e-01-0.1954
56990CDC42SE2HTA11_866_3004761011HumanColorectumAD1.91e-07-4.75e-010.096
56990CDC42SE2HTA11_9408_2000001011HumanColorectumAD4.35e-02-6.90e-010.0451
56990CDC42SE2HTA11_7696_3000711011HumanColorectumAD1.18e-06-3.87e-010.0674
56990CDC42SE2HTA11_11156_2000001011HumanColorectumAD1.97e-03-5.23e-010.0397
56990CDC42SE2HTA11_6818_2000001021HumanColorectumAD3.83e-03-4.82e-010.0588
56990CDC42SE2HTA11_99999965062_69753HumanColorectumMSI-H1.34e-046.91e-010.3487
56990CDC42SE2HTA11_99999973899_84307HumanColorectumMSS3.48e-03-5.72e-010.2585
56990CDC42SE2HTA11_99999974143_84620HumanColorectumMSS2.12e-21-6.17e-010.3005
56990CDC42SE2F007HumanColorectumFAP1.24e-09-6.02e-010.1176
56990CDC42SE2A002-C-010HumanColorectumFAP4.11e-04-2.87e-010.242
56990CDC42SE2A001-C-207HumanColorectumFAP1.81e-07-4.42e-010.1278
56990CDC42SE2A015-C-203HumanColorectumFAP4.23e-41-5.86e-01-0.1294
56990CDC42SE2A015-C-204HumanColorectumFAP2.50e-09-4.44e-01-0.0228
56990CDC42SE2A014-C-040HumanColorectumFAP4.34e-07-5.68e-01-0.1184
56990CDC42SE2A002-C-201HumanColorectumFAP9.43e-23-5.98e-010.0324
Page: 1 2 3 4 5 6 7 8 9 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:002260410CervixCCregulation of cell morphogenesis84/2311309/187231.00e-124.29e-1084
GO:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:00072666CervixCCRho protein signal transduction35/2311137/187231.77e-053.33e-0435
GO:00083608CervixCCregulation of cell shape38/2311154/187231.86e-053.46e-0438
GO:00465785CervixCCregulation of Ras protein signal transduction44/2311189/187232.05e-053.73e-0444
GO:00350235CervixCCregulation of Rho protein signal transduction22/231186/187235.93e-045.60e-0322
GO:0006909CervixCCphagocytosis53/2311308/187237.49e-034.01e-0253
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0008360ColorectumADregulation of cell shape56/3918154/187237.01e-061.73e-0456
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0046578ColorectumADregulation of Ras protein signal transduction56/3918189/187232.85e-032.14e-0256
GO:0007266ColorectumADRho protein signal transduction42/3918137/187234.64e-033.16e-0242
GO:00226042ColorectumMSSregulation of cell morphogenesis103/3467309/187232.70e-102.56e-08103
GO:00083602ColorectumMSSregulation of cell shape52/3467154/187234.40e-061.24e-0452
GO:00072651ColorectumMSSRas protein signal transduction91/3467337/187237.20e-051.21e-0391
GO:00510561ColorectumMSSregulation of small GTPase mediated signal transduction82/3467302/187231.31e-041.99e-0382
GO:00226043ColorectumMSI-Hregulation of cell morphogenesis45/1319309/187232.70e-061.54e-0445
GO:00226044ColorectumFAPregulation of cell morphogenesis87/2622309/187234.89e-111.87e-0887
Page: 1 2 3 4 5 6 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CDC42SE2deletionFrame_Shift_Delnovelc.118delNp.His40MetfsTer11p.H40Mfs*11Q9NRR3protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CDC42SE2SNVMissense_Mutationrs373834432c.242N>Tp.Thr81Metp.T81MQ9NRR3protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.791)TCGA-BR-8487-01Stomachstomach adenocarcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 

Top

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
Page: 1