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: CDC42

Gene summary for CDC42

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC42

Gene ID

998

Gene namecell division cycle 42
Gene AliasCDC42Hs
Cytomap1p36.12
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024RAE4


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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
998CDC42GSM4909285HumanBreastIDC2.21e-18-5.83e-010.21
998CDC42GSM4909286HumanBreastIDC3.63e-12-4.65e-010.1081
998CDC42GSM4909294HumanBreastIDC1.64e-111.58e-010.2022
998CDC42GSM4909296HumanBreastIDC1.08e-13-3.28e-010.1524
998CDC42GSM4909297HumanBreastIDC1.54e-343.48e-010.1517
998CDC42GSM4909301HumanBreastIDC3.06e-04-3.66e-010.1577
998CDC42GSM4909304HumanBreastIDC6.71e-093.00e-010.1636
998CDC42GSM4909307HumanBreastIDC3.64e-09-4.78e-010.1569
998CDC42GSM4909309HumanBreastIDC7.03e-06-3.95e-010.0483
998CDC42GSM4909311HumanBreastIDC2.49e-45-6.70e-010.1534
998CDC42GSM4909312HumanBreastIDC1.49e-14-2.74e-010.1552
998CDC42GSM4909313HumanBreastIDC4.68e-02-2.87e-020.0391
998CDC42GSM4909315HumanBreastIDC3.05e-113.01e-010.21
998CDC42GSM4909316HumanBreastIDC5.68e-052.94e-010.21
998CDC42GSM4909319HumanBreastIDC9.52e-47-5.80e-010.1563
998CDC42GSM4909320HumanBreastIDC2.23e-12-6.54e-010.1575
998CDC42GSM4909321HumanBreastIDC1.91e-22-4.40e-010.1559
998CDC42ctrl6HumanBreastPrecancer5.69e-033.63e-01-0.0061
998CDC42NCCBC14HumanBreastDCIS8.35e-304.21e-010.2021
998CDC42NCCBC5HumanBreastDCIS3.21e-161.10e-010.2046
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00217629BreastPrecancersubstantia nigra development15/108044/187231.12e-087.98e-0715
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00309018BreastPrecancermidbrain development20/108090/187231.50e-077.93e-0620
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00488578BreastPrecancerneural nucleus development16/108064/187234.76e-072.11e-0516
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:19012149BreastPrecancerregulation of neuron death41/1080319/187231.27e-064.80e-0541
GO:00432549BreastPrecancerregulation of protein-containing complex assembly50/1080428/187231.63e-065.97e-0550
GO:00435237BreastPrecancerregulation of neuron apoptotic process31/1080212/187231.69e-066.08e-0531
GO:00313349BreastPrecancerpositive regulation of protein-containing complex assembly33/1080237/187232.39e-068.21e-0533
GO:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:00300999BreastPrecancermyeloid cell differentiation45/1080381/187234.00e-061.25e-0445
GO:00190799BreastPrecancerviral genome replication22/1080131/187235.63e-061.66e-0422
GO:00487329BreastPrecancergland development49/1080436/187236.11e-061.73e-0449
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:00506736BreastPrecancerepithelial cell proliferation46/1080437/187236.02e-051.23e-0346
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0493216BreastPrecancerNon-alcoholic fatty liver disease48/684155/84656.16e-171.50e-151.15e-1548
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513018BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0510018BreastPrecancerBacterial invasion of epithelial cells16/68477/84653.55e-042.80e-032.15e-0316
hsa0467018BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0520514BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0452018BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa051206BreastPrecancerEpithelial cell signaling in Helicobacter pylori infection14/68470/84651.21e-037.99e-036.12e-0314
hsa052036BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0493217BreastPrecancerNon-alcoholic fatty liver disease48/684155/84656.16e-171.50e-151.15e-1548
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513019BreastPrecancerPathogenic Escherichia coli infection38/684197/84653.12e-075.81e-064.45e-0638
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0453019BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0510019BreastPrecancerBacterial invasion of epithelial cells16/68477/84653.55e-042.80e-032.15e-0316
hsa0467019BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
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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
CDC42SNVMissense_Mutationnovelc.560G>Tp.Arg187Metp.R187MP60953protein_codingdeleterious_low_confidence(0.01)benign(0.102)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDC42SNVMissense_Mutationc.248N>Tp.Ser83Leup.S83LP60953protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
CDC42SNVMissense_Mutationc.498N>Tp.Lys166Asnp.K166NP60953protein_codingdeleterious(0.01)benign(0.288)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
CDC42SNVMissense_Mutationc.511N>Ap.Glu171Lysp.E171KP60953protein_codingdeleterious(0.03)probably_damaging(0.976)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CDC42SNVMissense_Mutationc.498G>Tp.Lys166Asnp.K166NP60953protein_codingdeleterious(0.01)benign(0.288)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CDC42SNVMissense_Mutationrs756680625c.557G>Ap.Arg186Hisp.R186HP60953protein_codingtolerated(0.15)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CDC42SNVMissense_Mutationnovelc.80A>Cp.Lys27Thrp.K27TP60953protein_codingtolerated(0.11)benign(0.281)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CDC42SNVMissense_Mutationrs756680625c.557G>Ap.Arg186Hisp.R186HP60953protein_codingtolerated(0.15)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CDC42SNVMissense_Mutationc.498N>Tp.Lys166Asnp.K166NP60953protein_codingdeleterious(0.01)benign(0.288)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CDC42SNVMissense_Mutationc.450G>Tp.Lys150Asnp.K150NP60953protein_codingtolerated(0.15)benign(0.068)TCGA-AP-A051-01Endometriumuterine 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
998CDC42DRUGGABLE GENOMESECRAMINE BSECRAMINE B16408091
998CDC42DRUGGABLE GENOMESECRAMINE ASECRAMINE A16408091
998CDC42DRUGGABLE GENOMEZU-0073945CHEMBL56377719527032
998CDC42DRUGGABLE GENOMEGNRHGONADORELIN ACETATE9626657
998CDC42DRUGGABLE GENOMEZU-4194738CHEMBL55447519527032
998CDC42DRUGGABLE GENOMEZU-3594419CHEMBL56209519527032
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