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: PXN

Gene summary for PXN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PXN

Gene ID

5829

Gene namepaxillin
Gene AliasPXN
Cytomap12q24.23
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

A0A140VJQ8


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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
5829PXNHTA11_2487_2000001011HumanColorectumSER7.83e-033.82e-01-0.1808
5829PXNHTA11_78_2000001011HumanColorectumAD3.93e-033.77e-01-0.1088
5829PXNHTA11_347_2000001011HumanColorectumAD3.51e-145.84e-01-0.1954
5829PXNHTA11_696_2000001011HumanColorectumAD7.69e-043.13e-01-0.1464
5829PXNHTA11_866_2000001011HumanColorectumAD1.05e-022.92e-01-0.1001
5829PXNA015-C-203HumanColorectumFAP4.49e-04-9.19e-02-0.1294
5829PXNA002-C-205HumanColorectumFAP2.26e-05-2.33e-01-0.1236
5829PXNA015-C-104HumanColorectumFAP4.73e-06-1.07e-01-0.1899
5829PXNA002-C-016HumanColorectumFAP8.81e-06-1.80e-010.0521
5829PXNA002-C-116HumanColorectumFAP3.78e-11-2.04e-01-0.0452
5829PXNF034HumanColorectumFAP2.87e-05-1.85e-01-0.0665
5829PXNF072BHumanColorectumFAP2.94e-03-1.77e-010.257
5829PXNLZE4THumanEsophagusESCC4.28e-08-1.01e-010.0811
5829PXNLZE7THumanEsophagusESCC2.23e-04-9.42e-030.0667
5829PXNLZE8THumanEsophagusESCC8.23e-052.36e-020.067
5829PXNLZE20THumanEsophagusESCC4.81e-04-8.51e-020.0662
5829PXNLZE22D1HumanEsophagusHGIN6.59e-03-9.25e-020.0595
5829PXNLZE24THumanEsophagusESCC9.31e-101.76e-020.0596
5829PXNLZE6THumanEsophagusESCC3.02e-021.31e-010.0845
5829PXNP2T-EHumanEsophagusESCC1.24e-255.04e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00071798Oral cavityOSCCtransforming growth factor beta receptor signaling pathway109/7305198/187233.21e-063.86e-05109
GO:000716016Oral cavityOSCCcell-matrix adhesion125/7305233/187233.76e-064.45e-05125
GO:000166719Oral cavityOSCCameboidal-type cell migration228/7305475/187233.46e-053.10e-04228
GO:005101720Oral cavityOSCCactin filament bundle assembly86/7305157/187234.28e-053.70e-0486
GO:006157220Oral cavityOSCCactin filament bundle organization87/7305161/187237.49e-055.84e-0487
GO:001063118Oral cavityOSCCepithelial cell migration174/7305357/187231.04e-047.70e-04174
GO:009013218Oral cavityOSCCepithelium migration175/7305360/187231.18e-048.54e-04175
GO:009013018Oral cavityOSCCtissue migration176/7305365/187231.92e-041.29e-03176
GO:003223317Oral cavityOSCCpositive regulation of actin filament bundle assembly38/730563/187234.95e-042.92e-0338
GO:003444618Oral cavityOSCCsubstrate adhesion-dependent cell spreading59/7305108/187237.01e-043.89e-0359
GO:003003819Oral cavityOSCCcontractile actin filament bundle assembly57/7305106/187231.42e-036.84e-0357
GO:004314919Oral cavityOSCCstress fiber assembly57/7305106/187231.42e-036.84e-0357
GO:003223119Oral cavityOSCCregulation of actin filament bundle assembly56/7305105/187231.99e-039.23e-0356
GO:00071789Oral cavityOSCCtransmembrane receptor protein serine/threonine kinase signaling pathway165/7305355/187232.31e-031.02e-02165
GO:00514969Oral cavityOSCCpositive regulation of stress fiber assembly30/730552/187234.84e-031.92e-0230
GO:005149220Oral cavityOSCCregulation of stress fiber assembly48/730591/187235.32e-032.07e-0248
GO:003103217Oral cavityOSCCactomyosin structure organization93/7305196/187239.63e-033.41e-0293
GO:011002020Oral cavityOSCCregulation of actomyosin structure organization51/7305100/187239.74e-033.45e-0251
GO:0006979110Oral cavityLPresponse to oxidative stress181/4623446/187235.74e-146.10e-12181
GO:0000302110Oral cavityLPresponse to reactive oxygen species95/4623222/187232.23e-099.98e-0895
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa05100ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa05135ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa05170ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa05163ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa04810ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa04670ColorectumADLeukocyte transendothelial migration41/2092114/84654.60e-032.20e-021.40e-0241
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051001ColorectumADBacterial invasion of epithelial cells44/209277/84651.13e-092.22e-081.42e-0844
hsa051351ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa051701ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa051631ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa048101ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa046701ColorectumADLeukocyte transendothelial migration41/2092114/84654.60e-032.20e-021.40e-0241
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa051002ColorectumSERBacterial invasion of epithelial cells36/158077/84651.56e-083.45e-072.50e-0736
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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
PXNinsertionNonsense_Mutationnovelc.1223_1224insTGTGTGAGAACTAAATGAGATAATGCp.Asn409ValfsTer2p.N409Vfs*2P49023protein_codingTCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PXNSNVMissense_Mutationrs201427575c.1127N>Gp.Lys376Argp.K376RP49023protein_codingtolerated(0.07)benign(0.022)TCGA-EA-A3HR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PXNSNVMissense_Mutationnovelc.1346N>Tp.Thr449Metp.T449MP49023protein_codingdeleterious(0)probably_damaging(0.992)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PXNSNVMissense_Mutationnovelc.1185C>Gp.His395Glnp.H395QP49023protein_codingdeleterious(0)probably_damaging(0.994)TCGA-VS-AA62-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PXNSNVMissense_Mutationc.1067A>Gp.Gln356Argp.Q356RP49023protein_codingdeleterious(0.02)probably_damaging(0.948)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PXNSNVMissense_Mutationc.742N>Ap.Val248Ilep.V248IP49023protein_codingtolerated(0.35)benign(0.236)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
PXNSNVMissense_Mutationrs766354430c.1189N>Ap.Val397Ilep.V397IP49023protein_codingtolerated(0.07)benign(0.428)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PXNSNVMissense_Mutationc.1618C>Tp.His540Tyrp.H540YP49023protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PXNSNVMissense_Mutationc.1602N>Tp.Gln534Hisp.Q534HP49023protein_codingdeleterious(0.02)benign(0.236)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PXNSNVMissense_Mutationrs748821995c.16N>Ap.Ala6Thrp.A6TP49023protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
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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
5829PXNNAH2O29590268
5829PXNNA1,2,4,5-BENZENETETRAAMINE TETRAHYDROCHLORIDECHEMBL45655918989950
5829PXNNAANTISENSE OLIGONUCLEOTIDES14576084
5829PXNNALOVASTATINLOVASTATIN11581207
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