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: CDC42SE1

Gene summary for CDC42SE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC42SE1

Gene ID

56882

Gene nameCDC42 small effector 1
Gene AliasSCIP1
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9NRR8


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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
56882CDC42SE1GSM4909293HumanBreastIDC1.29e-072.81e-010.1581
56882CDC42SE1GSM4909296HumanBreastIDC2.10e-02-1.59e-010.1524
56882CDC42SE1GSM4909297HumanBreastIDC1.63e-215.44e-010.1517
56882CDC42SE1GSM4909298HumanBreastIDC2.49e-032.49e-010.1551
56882CDC42SE1GSM4909301HumanBreastIDC1.40e-03-1.75e-010.1577
56882CDC42SE1GSM4909311HumanBreastIDC3.53e-16-1.92e-010.1534
56882CDC42SE1GSM4909312HumanBreastIDC1.41e-031.29e-030.1552
56882CDC42SE1GSM4909313HumanBreastIDC1.22e-033.47e-010.0391
56882CDC42SE1GSM4909319HumanBreastIDC1.66e-15-3.07e-010.1563
56882CDC42SE1GSM4909320HumanBreastIDC1.57e-03-1.87e-010.1575
56882CDC42SE1GSM4909321HumanBreastIDC3.91e-03-1.94e-030.1559
56882CDC42SE1M2HumanBreastIDC3.21e-035.42e-010.21
56882CDC42SE1NCCBC14HumanBreastDCIS4.30e-037.24e-020.2021
56882CDC42SE1NCCBC5HumanBreastDCIS2.89e-02-2.26e-020.2046
56882CDC42SE1P1HumanBreastIDC5.82e-08-1.11e-010.1527
56882CDC42SE1DCIS2HumanBreastDCIS1.02e-561.44e-010.0085
56882CDC42SE1LZE2THumanEsophagusESCC2.31e-121.48e+000.082
56882CDC42SE1LZE4THumanEsophagusESCC2.18e-247.73e-010.0811
56882CDC42SE1LZE7THumanEsophagusESCC2.76e-137.61e-010.0667
56882CDC42SE1LZE8THumanEsophagusESCC3.25e-083.85e-010.067
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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
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
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:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:000836018EsophagusESCCregulation of cell shape92/8552154/187233.00e-041.81e-0392
GO:000726610EsophagusESCCRho protein signal transduction81/8552137/187231.03e-035.20e-0381
GO:00465789EsophagusESCCregulation of Ras protein signal transduction106/8552189/187232.49e-031.08e-02106
GO:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
GO:002260412LiverCirrhoticregulation of cell morphogenesis127/4634309/187231.45e-107.44e-09127
GO:000836012LiverCirrhoticregulation of cell shape69/4634154/187234.21e-081.36e-0669
GO:000726511LiverCirrhoticRas protein signal transduction119/4634337/187238.16e-061.22e-04119
GO:000726611LiverCirrhoticRho protein signal transduction53/4634137/187232.05e-041.89e-0353
GO:003502311LiverCirrhoticregulation of Rho protein signal transduction32/463486/187236.81e-033.35e-0232
GO:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:000836022LiverHCCregulation of cell shape92/7958154/187231.15e-051.31e-0492
GO:000726621LiverHCCRho protein signal transduction76/7958137/187231.46e-037.75e-0376
GO:004657811LiverHCCregulation of Ras protein signal transduction100/7958189/187232.42e-031.18e-02100
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:002260419Oral cavityOSCCregulation of cell morphogenesis163/7305309/187235.66e-078.19e-06163
GO:000836016Oral cavityOSCCregulation of cell shape88/7305154/187233.73e-064.42e-0588
GO:00072669Oral cavityOSCCRho protein signal transduction76/7305137/187236.64e-055.37e-0476
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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
CDC42SE1SNVMissense_Mutationnovelc.146N>Tp.Ala49Valp.A49VQ9NRR8protein_codingtolerated(0.46)possibly_damaging(0.866)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDC42SE1SNVMissense_Mutationnovelc.37N>Ap.Val13Ilep.V13IQ9NRR8protein_codingtolerated(0.33)benign(0.173)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CDC42SE1SNVMissense_Mutationc.118N>Gp.Thr40Alap.T40AQ9NRR8protein_codingtolerated(1)benign(0.376)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
CDC42SE1SNVMissense_Mutationnovelc.227N>Ap.Ser76Tyrp.S76YQ9NRR8protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.919)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CDC42SE1SNVMissense_Mutationnovelc.194N>Tp.Ser65Phep.S65FQ9NRR8protein_codingdeleterious(0)benign(0.431)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CDC42SE1SNVMissense_Mutationnovelc.92N>Tp.Gly31Valp.G31VQ9NRR8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-18-3416-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
CDC42SE1SNVMissense_Mutationc.200N>Tp.Gly67Valp.G67VQ9NRR8protein_codingdeleterious(0)benign(0.155)TCGA-D7-A4YT-01Stomachstomach adenocarcinomaMale<65III/IVUnknownUnknownSD
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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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