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: PNCK

Gene summary for PNCK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PNCK

Gene ID

139728

Gene namepregnancy up-regulated nonubiquitous CaM kinase
Gene AliasBSTK3
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q6P2M8


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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
139728PNCKLZE4THumanEsophagusESCC6.35e-031.62e-010.0811
139728PNCKLZE7THumanEsophagusESCC2.56e-053.99e-010.0667
139728PNCKLZE8THumanEsophagusESCC4.41e-021.21e-010.067
139728PNCKLZE20THumanEsophagusESCC5.57e-104.09e-010.0662
139728PNCKLZE22THumanEsophagusESCC1.57e-033.36e-010.068
139728PNCKP2T-EHumanEsophagusESCC7.98e-133.52e-010.1177
139728PNCKP4T-EHumanEsophagusESCC2.45e-123.34e-010.1323
139728PNCKP5T-EHumanEsophagusESCC1.46e-286.03e-010.1327
139728PNCKP9T-EHumanEsophagusESCC1.08e-072.47e-010.1131
139728PNCKP10T-EHumanEsophagusESCC7.31e-143.38e-010.116
139728PNCKP15T-EHumanEsophagusESCC5.19e-071.97e-010.1149
139728PNCKP26T-EHumanEsophagusESCC6.03e-561.58e+000.1276
139728PNCKP28T-EHumanEsophagusESCC7.32e-387.48e-010.1149
139728PNCKP37T-EHumanEsophagusESCC5.37e-051.89e-010.1371
139728PNCKP44T-EHumanEsophagusESCC4.95e-072.73e-010.1096
139728PNCKP47T-EHumanEsophagusESCC9.35e-102.66e-010.1067
139728PNCKP49T-EHumanEsophagusESCC6.53e-042.82e-010.1768
139728PNCKP54T-EHumanEsophagusESCC7.62e-031.23e-010.0975
139728PNCKP56T-EHumanEsophagusESCC1.10e-034.15e-010.1613
139728PNCKP62T-EHumanEsophagusESCC2.57e-021.05e-010.1302
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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
∗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:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
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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
PNCKSNVMissense_Mutationc.542N>Cp.Leu181Prop.L181PQ6P2M8protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
PNCKSNVMissense_Mutationc.461N>Tp.Pro154Leup.P154LQ6P2M8protein_codingdeleterious(0)possibly_damaging(0.812)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PNCKSNVMissense_Mutationnovelc.968N>Tp.Ser323Leup.S323LQ6P2M8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PNCKSNVMissense_Mutationrs782013647c.847N>Ap.Val283Ilep.V283IQ6P2M8protein_codingtolerated(0.06)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PNCKSNVMissense_Mutationnovelc.329N>Tp.Ser110Phep.S110FQ6P2M8protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
PNCKSNVMissense_Mutationc.1234N>Ap.Arg412Serp.R412SQ6P2M8protein_codingtolerated(0.19)benign(0.003)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PNCKSNVMissense_Mutationc.370N>Ap.Val124Metp.V124MQ6P2M8protein_codingtolerated(0.05)probably_damaging(0.998)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PNCKSNVMissense_Mutationnovelc.719N>Cp.Asp240Alap.D240AQ6P2M8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PNCKSNVMissense_Mutationc.1208N>Tp.Glu403Valp.E403VQ6P2M8protein_codingdeleterious(0.01)possibly_damaging(0.9)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
PNCKSNVMissense_Mutationnovelc.1082G>Tp.Arg361Metp.R361MQ6P2M8protein_codingdeleterious(0.02)possibly_damaging(0.617)TCGA-AF-2691-01Colorectumrectum adenocarcinomaFemale<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
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