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: PKNOX1

Gene summary for PKNOX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PKNOX1

Gene ID

5316

Gene namePBX/knotted 1 homeobox 1
Gene AliasPREP1
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

B4DGV5


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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
5316PKNOX1LZE4THumanEsophagusESCC3.56e-051.65e-010.0811
5316PKNOX1LZE7THumanEsophagusESCC2.67e-082.53e-010.0667
5316PKNOX1LZE24THumanEsophagusESCC1.36e-062.44e-010.0596
5316PKNOX1P1T-EHumanEsophagusESCC7.15e-053.84e-010.0875
5316PKNOX1P2T-EHumanEsophagusESCC1.17e-173.34e-010.1177
5316PKNOX1P4T-EHumanEsophagusESCC3.48e-122.50e-010.1323
5316PKNOX1P5T-EHumanEsophagusESCC2.09e-131.50e-010.1327
5316PKNOX1P8T-EHumanEsophagusESCC1.16e-151.55e-010.0889
5316PKNOX1P9T-EHumanEsophagusESCC5.69e-122.24e-010.1131
5316PKNOX1P10T-EHumanEsophagusESCC2.56e-223.50e-010.116
5316PKNOX1P11T-EHumanEsophagusESCC6.79e-073.28e-010.1426
5316PKNOX1P12T-EHumanEsophagusESCC2.15e-142.55e-010.1122
5316PKNOX1P15T-EHumanEsophagusESCC4.49e-072.10e-010.1149
5316PKNOX1P16T-EHumanEsophagusESCC2.43e-061.37e-010.1153
5316PKNOX1P20T-EHumanEsophagusESCC1.24e-113.05e-010.1124
5316PKNOX1P21T-EHumanEsophagusESCC1.14e-152.74e-010.1617
5316PKNOX1P22T-EHumanEsophagusESCC1.65e-081.30e-010.1236
5316PKNOX1P23T-EHumanEsophagusESCC1.21e-091.81e-010.108
5316PKNOX1P24T-EHumanEsophagusESCC1.13e-101.70e-010.1287
5316PKNOX1P26T-EHumanEsophagusESCC3.93e-091.72e-010.1276
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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:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:0002262111EsophagusESCCmyeloid cell homeostasis104/8552157/187231.49e-072.36e-06104
GO:0034101111EsophagusESCCerythrocyte homeostasis88/8552129/187231.81e-072.84e-0688
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:0030218111EsophagusESCCerythrocyte differentiation80/8552120/187232.69e-063.08e-0580
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
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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
PKNOX1CD8TEFFEndometriumADJUTP6,IER5L,TXNDC16, etc.1.10e-02The 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.
PKNOX1CD8TCMEndometriumEECUTP6,IER5L,TXNDC16, etc.1.72e-02The 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.
PKNOX1CD8TEXINTEndometriumHealthyUTP6,IER5L,TXNDC16, etc.3.32e-02The 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.
PKNOX1MVAEndometriumADJRBM38,CCDC157,BAG4, etc.0.00e+00The 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.
PKNOX1ICAFEndometriumADJRBM38,CCDC157,BAG4, etc.0.00e+00The 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.
PKNOX1MYOFIBEndometriumADJRBM38,CCDC157,BAG4, etc.-4.44e-16The 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.
PKNOX1ICAFEndometriumAEHRBM38,CCDC157,BAG4, etc.0.00e+00The 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.
PKNOX1MYOFIBEndometriumAEHRBM38,CCDC157,BAG4, etc.0.00e+00The 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.
PKNOX1MYOFIBEndometriumEECRBM38,CCDC157,BAG4, etc.1.41e-03The 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.
PKNOX1LYMENDEndometriumHealthyRBM38,CCDC157,BAG4, etc.1.18e-03The 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.
∗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
PKNOX1SNVMissense_Mutationnovelc.257N>Tp.Ser86Phep.S86FP55347protein_codingdeleterious(0)probably_damaging(0.996)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PKNOX1SNVMissense_Mutationc.649N>Ap.Val217Ilep.V217IP55347protein_codingtolerated(0.29)benign(0.217)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
PKNOX1SNVMissense_Mutationnovelc.223G>Ap.Glu75Lysp.E75KP55347protein_codingdeleterious(0)probably_damaging(0.985)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PKNOX1SNVMissense_Mutationc.1237G>Cp.Glu413Glnp.E413QP55347protein_codingtolerated_low_confidence(0.12)benign(0.026)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PKNOX1SNVMissense_Mutationnovelc.823N>Tp.Arg275Trpp.R275WP55347protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PKNOX1SNVMissense_Mutationnovelc.188N>Ap.Leu63Glnp.L63QP55347protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
PKNOX1SNVMissense_Mutationc.321N>Gp.Phe107Leup.F107LP55347protein_codingtolerated(0.23)probably_damaging(0.97)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PKNOX1SNVMissense_Mutationc.1033T>Gp.Phe345Valp.F345VP55347protein_codingdeleterious(0)possibly_damaging(0.766)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PKNOX1SNVMissense_Mutationnovelc.812N>Tp.Thr271Metp.T271MP55347protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AA-3980-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PKNOX1SNVMissense_Mutationnovelc.999N>Tp.Lys333Asnp.K333NP55347protein_codingdeleterious(0.01)benign(0.088)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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