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: PAX9

Gene summary for PAX9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAX9

Gene ID

5083

Gene namepaired box 9
Gene AliasSTHAG3
Cytomap14q13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P55771


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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
5083PAX9LZE4THumanEsophagusESCC3.64e-093.67e-010.0811
5083PAX9LZE5THumanEsophagusESCC5.06e-045.23e-020.0514
5083PAX9LZE8THumanEsophagusESCC5.22e-062.60e-010.067
5083PAX9LZE20THumanEsophagusESCC5.15e-086.07e-010.0662
5083PAX9LZE22D1HumanEsophagusHGIN1.49e-044.72e-010.0595
5083PAX9LZE22THumanEsophagusESCC2.11e-051.35e+000.068
5083PAX9LZE24THumanEsophagusESCC2.89e-165.95e-010.0596
5083PAX9LZE22D3HumanEsophagusHGIN2.90e-024.60e-010.0653
5083PAX9LZE21THumanEsophagusESCC3.17e-026.44e-010.0655
5083PAX9P1T-EHumanEsophagusESCC2.46e-232.16e+000.0875
5083PAX9P2T-EHumanEsophagusESCC9.35e-212.89e-010.1177
5083PAX9P4T-EHumanEsophagusESCC5.72e-239.86e-010.1323
5083PAX9P5T-EHumanEsophagusESCC9.96e-194.49e-010.1327
5083PAX9P8T-EHumanEsophagusESCC5.26e-691.53e+000.0889
5083PAX9P9T-EHumanEsophagusESCC3.55e-123.85e-010.1131
5083PAX9P10T-EHumanEsophagusESCC7.78e-184.37e-010.116
5083PAX9P12T-EHumanEsophagusESCC4.12e-581.40e+000.1122
5083PAX9P15T-EHumanEsophagusESCC2.12e-461.36e+000.1149
5083PAX9P16T-EHumanEsophagusESCC4.58e-338.38e-010.1153
5083PAX9P20T-EHumanEsophagusESCC1.09e-261.01e+000.1124
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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
∗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:00074926EsophagusESCCendoderm development54/855277/187231.20e-051.12e-0454
GO:00603242EsophagusESCCface development34/855244/187231.90e-051.67e-0434
GO:00101711EsophagusESCCbody morphogenesis30/855243/187231.21e-035.88e-0330
GO:00603253EsophagusESCCface morphogenesis21/855228/187231.57e-037.33e-0321
GO:00603232EsophagusESCChead morphogenesis22/855232/187237.12e-032.58e-0222
GO:20000274EsophagusESCCregulation of animal organ morphogenesis71/8552125/187237.97e-032.84e-0271
GO:00074925Oral cavityOSCCendoderm development47/730577/187237.40e-055.81e-0447
GO:0060324Oral cavityOSCCface development28/730544/187238.15e-044.35e-0328
GO:00603252Oral cavityOSCCface morphogenesis18/730528/187235.96e-032.27e-0218
GO:0060323Oral cavityOSCChead morphogenesis19/730532/187231.56e-025.00e-0219
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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
PAX9ICAFCervixHealthyELP3,RIMKLB,KRT16, etc.5.17e-04The 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.
PAX9M2MACEsophagusADJJKAMP,NHEJ1,ANKRD17, etc.3.35e-01The 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.
PAX9M1MACEsophagusADJJKAMP,NHEJ1,ANKRD17, etc.2.84e-01The 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.
PAX9M2MACEsophagusESCCJKAMP,NHEJ1,ANKRD17, etc.2.40e-01The 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.
PAX9M1MACEsophagusESCCJKAMP,NHEJ1,ANKRD17, etc.3.94e-01The 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.
PAX9GRAOral cavityADJTGM3,HOPX,VSIG8, etc.3.35e-01The 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.
PAX9iATCThyroidHTPHEX,ARHGAP36,SLIT1, etc.2.93e-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.
∗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
PAX9SNVMissense_Mutationc.1021N>Gp.Leu341Valp.L341VP55771protein_codingdeleterious_low_confidence(0)probably_damaging(0.952)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAX9SNVMissense_Mutationnovelc.761N>Gp.Lys254Argp.K254RP55771protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-B6-A401-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PAX9SNVMissense_Mutationnovelc.140N>Ap.Arg47Glnp.R47QP55771protein_codingdeleterious(0)probably_damaging(0.987)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAX9SNVMissense_Mutationnovelc.1000N>Tp.His334Tyrp.H334YP55771protein_codingdeleterious_low_confidence(0)benign(0.221)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PAX9SNVMissense_Mutationc.604C>Ap.Leu202Metp.L202MP55771protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PAX9SNVMissense_Mutationc.239N>Tp.Thr80Ilep.T80IP55771protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AZ-5403-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
PAX9SNVMissense_Mutationrs748361932c.323N>Tp.Ala108Valp.A108VP55771protein_codingdeleterious(0)probably_damaging(0.986)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PAX9SNVMissense_Mutationnovelc.599A>Gp.Asp200Glyp.D200GP55771protein_codingtolerated(0.21)probably_damaging(0.989)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PAX9SNVMissense_Mutationnovelc.415C>Ap.His139Asnp.H139NP55771protein_codingtolerated(0.31)benign(0.014)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PAX9SNVMissense_Mutationrs771366081c.959N>Tp.Ser320Leup.S320LP55771protein_codingtolerated_low_confidence(0.07)benign(0.114)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
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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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