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: PAXBP1

Gene summary for PAXBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAXBP1

Gene ID

94104

Gene namePAX3 and PAX7 binding protein 1
Gene AliasBM020
Cytomap21q22.11
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q8N6E6


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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
94104PAXBP1CA_HPV_1HumanCervixCC4.74e-03-5.24e-020.0264
94104PAXBP1CCI_2HumanCervixCC8.92e-046.28e-010.5249
94104PAXBP1CCI_3HumanCervixCC4.78e-066.21e-010.516
94104PAXBP1HTA11_3410_2000001011HumanColorectumAD2.02e-15-6.08e-010.0155
94104PAXBP1HTA11_2487_2000001011HumanColorectumSER6.71e-05-5.51e-01-0.1808
94104PAXBP1HTA11_78_2000001011HumanColorectumAD2.19e-02-4.08e-01-0.1088
94104PAXBP1HTA11_347_2000001011HumanColorectumAD1.25e-02-3.44e-01-0.1954
94104PAXBP1HTA11_3361_2000001011HumanColorectumAD2.55e-07-6.56e-01-0.1207
94104PAXBP1HTA11_696_2000001011HumanColorectumAD9.73e-23-5.96e-01-0.1464
94104PAXBP1HTA11_866_2000001011HumanColorectumAD3.30e-14-5.22e-01-0.1001
94104PAXBP1HTA11_1391_2000001011HumanColorectumAD3.52e-05-4.52e-01-0.059
94104PAXBP1HTA11_2992_2000001011HumanColorectumSER4.38e-03-7.10e-01-0.1706
94104PAXBP1HTA11_5212_2000001011HumanColorectumAD1.35e-02-6.67e-01-0.2061
94104PAXBP1HTA11_866_3004761011HumanColorectumAD1.60e-11-6.18e-010.096
94104PAXBP1HTA11_8622_2000001021HumanColorectumSER9.42e-04-6.95e-010.0528
94104PAXBP1HTA11_10711_2000001011HumanColorectumAD2.99e-08-6.12e-010.0338
94104PAXBP1HTA11_7696_3000711011HumanColorectumAD9.28e-13-5.01e-010.0674
94104PAXBP1HTA11_6818_2000001011HumanColorectumAD8.36e-04-6.62e-010.0112
94104PAXBP1HTA11_11156_2000001011HumanColorectumAD2.53e-02-7.66e-010.0397
94104PAXBP1HTA11_99999971662_82457HumanColorectumMSS2.89e-05-3.39e-010.3859
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:0033002CervixCCmuscle cell proliferation49/2311248/187235.43e-045.24e-0349
GO:00310565CervixCCregulation of histone modification33/2311152/187237.97e-047.00e-0333
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:00165715CervixCChistone methylation30/2311141/187231.88e-031.39e-0230
GO:00064795CervixCCprotein methylation36/2311181/187232.46e-031.71e-0236
GO:00082135CervixCCprotein alkylation36/2311181/187232.46e-031.71e-0236
GO:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:0014855CervixCCstriated muscle cell proliferation18/231176/187234.45e-032.71e-0218
GO:000037710CervixCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile55/2311320/187236.71e-033.70e-0255
GO:000039810CervixCCmRNA splicing, via spliceosome55/2311320/187236.71e-033.70e-0255
GO:000037510CervixCCRNA splicing, via transesterification reactions55/2311324/187238.61e-034.44e-0255
GO:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:0031056ColorectumADregulation of histone modification45/3918152/187237.05e-034.31e-0245
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00003751ColorectumSERRNA splicing, via transesterification reactions90/2897324/187238.68e-097.50e-0790
GO:00003771ColorectumSERRNA splicing, via transesterification reactions with bulged adenosine as nucleophile89/2897320/187239.82e-098.14e-0789
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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
PAXBP1SNVMissense_Mutationc.1675N>Ap.Asp559Asnp.D559NQ9Y5B6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAXBP1SNVMissense_Mutationnovelc.650N>Tp.Gly217Valp.G217VQ9Y5B6protein_codingdeleterious(0)probably_damaging(0.989)TCGA-E2-A573-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PAXBP1SNVMissense_Mutationc.2126N>Cp.Gly709Alap.G709AQ9Y5B6protein_codingtolerated(1)benign(0)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
PAXBP1SNVMissense_Mutationc.877G>Cp.Glu293Glnp.E293QQ9Y5B6protein_codingtolerated(0.1)possibly_damaging(0.71)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PAXBP1SNVMissense_Mutationnovelc.1085N>Tp.Ser362Leup.S362LQ9Y5B6protein_codingtolerated(0.34)benign(0.073)TCGA-LL-A5YP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PAXBP1deletionFrame_Shift_Delc.762_786delNNNNNNNNNNNNNNNNNNNNNNNNNp.Arg255MetfsTer11p.R255Mfs*11Q9Y5B6protein_codingTCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAXBP1deletionFrame_Shift_Delc.1885delNp.Leu629SerfsTer43p.L629Sfs*43Q9Y5B6protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAXBP1insertionNonsense_Mutationnovelc.754_755insATGCGTAAATTCATATp.Arg252HisfsTer3p.R252Hfs*3Q9Y5B6protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PAXBP1deletionIn_Frame_Delc.840_851delNNNNNNNNNNNNp.Ser281_Gln284delp.S281_Q284delQ9Y5B6protein_codingTCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAXBP1SNVMissense_Mutationnovelc.1594N>Tp.Arg532Trpp.R532WQ9Y5B6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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