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: PBK

Gene summary for PBK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PBK

Gene ID

55872

Gene namePDZ binding kinase
Gene AliasCT84
Cytomap8p21.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q96KB5


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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
55872PBKLZE2THumanEsophagusESCC9.54e-065.13e-010.082
55872PBKP2T-EHumanEsophagusESCC9.35e-103.58e-010.1177
55872PBKP4T-EHumanEsophagusESCC1.40e-186.33e-010.1323
55872PBKP5T-EHumanEsophagusESCC9.44e-072.18e-010.1327
55872PBKP9T-EHumanEsophagusESCC2.30e-021.14e-010.1131
55872PBKP10T-EHumanEsophagusESCC4.44e-083.11e-010.116
55872PBKP15T-EHumanEsophagusESCC3.26e-021.22e-010.1149
55872PBKP16T-EHumanEsophagusESCC3.75e-031.32e-010.1153
55872PBKP17T-EHumanEsophagusESCC4.79e-042.68e-010.1278
55872PBKP20T-EHumanEsophagusESCC1.51e-021.51e-010.1124
55872PBKP21T-EHumanEsophagusESCC1.76e-123.40e-010.1617
55872PBKP22T-EHumanEsophagusESCC1.66e-021.47e-010.1236
55872PBKP24T-EHumanEsophagusESCC2.06e-082.87e-010.1287
55872PBKP26T-EHumanEsophagusESCC3.75e-031.24e-010.1276
55872PBKP28T-EHumanEsophagusESCC9.53e-092.30e-010.1149
55872PBKP30T-EHumanEsophagusESCC2.13e-033.18e-010.137
55872PBKP31T-EHumanEsophagusESCC2.05e-071.87e-010.1251
55872PBKP32T-EHumanEsophagusESCC7.31e-144.13e-010.1666
55872PBKP36T-EHumanEsophagusESCC2.11e-033.45e-010.1187
55872PBKP37T-EHumanEsophagusESCC1.09e-082.78e-010.1371
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:003464413EsophagusESCCcellular response to UV70/855290/187234.59e-101.20e-0870
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:0031330111EsophagusESCCnegative regulation of cellular catabolic process166/8552262/187235.17e-091.08e-07166
GO:007147816EsophagusESCCcellular response to radiation122/8552186/187233.07e-085.73e-07122
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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
PBKSNVMissense_Mutationc.640N>Ap.Glu214Lysp.E214KQ96KB5protein_codingtolerated(0.31)benign(0.006)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
PBKSNVMissense_Mutationnovelc.118N>Cp.Phe40Leup.F40LQ96KB5protein_codingtolerated(0.13)benign(0.005)TCGA-E9-A54Y-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PBKinsertionFrame_Shift_Insnovelc.50_51insAp.Lys18GlufsTer50p.K18Efs*50Q96KB5protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PBKSNVMissense_Mutationc.224G>Ap.Arg75Glnp.R75QQ96KB5protein_codingtolerated(1)benign(0.003)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PBKSNVMissense_Mutationc.35A>Gp.Lys12Argp.K12RQ96KB5protein_codingtolerated(0.46)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PBKSNVMissense_Mutationc.172N>Ap.His58Asnp.H58NQ96KB5protein_codingtolerated(0.07)benign(0.139)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PBKSNVMissense_Mutationnovelc.316N>Ap.Ala106Thrp.A106TQ96KB5protein_codingtolerated(0.1)benign(0.088)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PBKSNVMissense_Mutationc.265N>Gp.Leu89Valp.L89VQ96KB5protein_codingdeleterious(0.01)possibly_damaging(0.651)TCGA-AF-3911-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5-fuPD
PBKSNVMissense_Mutationnovelc.725T>Gp.Phe242Cysp.F242CQ96KB5protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PBKSNVMissense_Mutationnovelc.176N>Tp.Ser59Phep.S59FQ96KB5protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AJ-A3EL-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
55872PBKDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, DRUG RESISTANCE, TYROSINE KINASE, ENZYMELINIFANIBLINIFANIB
55872PBKDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, DRUG RESISTANCE, TYROSINE KINASE, ENZYMEBAY-613606CHEMBL541400
55872PBKDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, DRUG RESISTANCE, TYROSINE KINASE, ENZYMEinhibitor223366144
55872PBKDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, DRUG RESISTANCE, TYROSINE KINASE, ENZYMESP-600125SP-600125
55872PBKDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, DRUG RESISTANCE, TYROSINE KINASE, ENZYMEGEFITINIBGEFITINIB26745678
55872PBKDRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, DRUG RESISTANCE, TYROSINE KINASE, ENZYMEPHA-767491CHEMBL225519
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