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: CDC42BPB

Gene summary for CDC42BPB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC42BPB

Gene ID

9578

Gene nameCDC42 binding protein kinase beta
Gene AliasMRCKB
Cytomap14q32.32
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024R6N2


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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
9578CDC42BPBCA_HPV_2HumanCervixCC3.15e-021.73e-010.0391
9578CDC42BPBCCI_1HumanCervixCC1.17e-098.59e-010.528
9578CDC42BPBCCI_3HumanCervixCC1.53e-046.70e-010.516
9578CDC42BPBsample3HumanCervixCC7.38e-091.89e-010.1387
9578CDC42BPBT3HumanCervixCC2.61e-051.76e-010.1389
9578CDC42BPBAEH-subject3HumanEndometriumAEH3.58e-02-1.62e-02-0.2576
9578CDC42BPBGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.30e-09-3.89e-02-0.1869
9578CDC42BPBGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.12e-12-2.03e-02-0.1875
9578CDC42BPBGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.33e-12-7.16e-02-0.1883
9578CDC42BPBGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC5.43e-10-9.26e-02-0.1934
9578CDC42BPBGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC9.13e-161.96e-02-0.1917
9578CDC42BPBGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.86e-131.46e-01-0.1916
9578CDC42BPBGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.08e-026.97e-02-0.1269
9578CDC42BPBLZE8THumanEsophagusESCC2.25e-036.47e-020.067
9578CDC42BPBLZE20THumanEsophagusESCC1.36e-042.28e-010.0662
9578CDC42BPBLZE24THumanEsophagusESCC6.11e-081.65e-010.0596
9578CDC42BPBP1T-EHumanEsophagusESCC1.77e-052.85e-010.0875
9578CDC42BPBP2T-EHumanEsophagusESCC7.28e-121.04e-010.1177
9578CDC42BPBP4T-EHumanEsophagusESCC2.51e-071.47e-010.1323
9578CDC42BPBP5T-EHumanEsophagusESCC8.48e-142.48e-010.1327
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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
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
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
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:00071639CervixCCestablishment or maintenance of cell polarity63/2311218/187234.25e-118.76e-0963
GO:00315328CervixCCactin cytoskeleton reorganization31/2311107/187233.34e-068.99e-0531
GO:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
GO:00181076CervixCCpeptidyl-threonine phosphorylation25/2311116/187233.59e-032.30e-0225
GO:00182106CervixCCpeptidyl-threonine modification26/2311125/187234.98e-032.97e-0226
GO:000716310EndometriumAEHestablishment or maintenance of cell polarity54/2100218/187231.30e-088.47e-0754
GO:00315329EndometriumAEHactin cytoskeleton reorganization32/2100107/187231.24e-075.80e-0632
GO:003103210EndometriumAEHactomyosin structure organization46/2100196/187238.00e-072.91e-0546
GO:00181077EndometriumAEHpeptidyl-threonine phosphorylation24/2100116/187232.14e-031.65e-0224
GO:00182107EndometriumAEHpeptidyl-threonine modification25/2100125/187232.84e-032.04e-0225
GO:000716315EndometriumEECestablishment or maintenance of cell polarity56/2168218/187235.41e-093.57e-0756
GO:003153214EndometriumEECactin cytoskeleton reorganization33/2168107/187237.46e-083.89e-0633
GO:003103214EndometriumEECactomyosin structure organization46/2168196/187231.94e-065.80e-0546
GO:001821013EndometriumEECpeptidyl-threonine modification28/2168125/187234.23e-044.42e-0328
GO:001810713EndometriumEECpeptidyl-threonine phosphorylation26/2168116/187236.60e-046.37e-0326
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:003153218EsophagusESCCactin cytoskeleton reorganization72/8552107/187235.03e-065.31e-0572
GO:003103219EsophagusESCCactomyosin structure organization108/8552196/187234.86e-031.88e-02108
GO:001810710EsophagusESCCpeptidyl-threonine phosphorylation66/8552116/187239.76e-033.37e-0266
GO:001821010EsophagusESCCpeptidyl-threonine modification70/8552125/187231.29e-024.25e-0270
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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
CDC42BPBSNVMissense_Mutationnovelc.4793N>Cp.Gly1598Alap.G1598AQ9Y5S2protein_codingdeleterious(0.01)possibly_damaging(0.677)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CDC42BPBSNVMissense_Mutationnovelc.4638N>Cp.Gln1546Hisp.Q1546HQ9Y5S2protein_codingdeleterious(0.03)possibly_damaging(0.615)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CDC42BPBSNVMissense_Mutationc.2095N>Cp.Glu699Glnp.E699QQ9Y5S2protein_codingdeleterious(0.01)possibly_damaging(0.73)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CDC42BPBSNVMissense_Mutationnovelc.1017T>Ap.His339Glnp.H339QQ9Y5S2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CDC42BPBSNVMissense_Mutationrs367927706c.3169N>Ap.Glu1057Lysp.E1057KQ9Y5S2protein_codingdeleterious(0)possibly_damaging(0.801)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDC42BPBSNVMissense_Mutationrs374402137c.2300N>Tp.Ala767Valp.A767VQ9Y5S2protein_codingtolerated(0.39)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDC42BPBSNVMissense_Mutationnovelc.5131N>Cp.Thr1711Prop.T1711PQ9Y5S2protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CDC42BPBSNVMissense_Mutationnovelc.2815N>Ap.Asp939Asnp.D939NQ9Y5S2protein_codingtolerated(0.22)benign(0.189)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
CDC42BPBSNVMissense_Mutationc.271N>Ap.Ala91Thrp.A91TQ9Y5S2protein_codingdeleterious(0)possibly_damaging(0.758)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CDC42BPBSNVMissense_Mutationc.1579C>Tp.Arg527Trpp.R527WQ9Y5S2protein_codingdeleterious(0)possibly_damaging(0.757)TCGA-BH-A18G-01Breastbreast invasive 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
9578CDC42BPBDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEinhibitor249565884A-443654
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