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: STX4

Gene summary for STX4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STX4

Gene ID

6810

Gene namesyntaxin 4
Gene AliasSTX4A
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

B7Z425


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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
6810STX4LZE4THumanEsophagusESCC1.03e-092.64e-010.0811
6810STX4LZE7THumanEsophagusESCC3.13e-052.18e-010.0667
6810STX4LZE8THumanEsophagusESCC1.58e-102.91e-010.067
6810STX4LZE20THumanEsophagusESCC5.46e-048.54e-020.0662
6810STX4LZE24THumanEsophagusESCC2.57e-248.71e-010.0596
6810STX4LZE21THumanEsophagusESCC1.67e-023.76e-010.0655
6810STX4LZE6THumanEsophagusESCC9.25e-083.04e-010.0845
6810STX4P1T-EHumanEsophagusESCC9.20e-166.80e-010.0875
6810STX4P2T-EHumanEsophagusESCC5.67e-336.18e-010.1177
6810STX4P4T-EHumanEsophagusESCC1.41e-143.31e-010.1323
6810STX4P5T-EHumanEsophagusESCC4.49e-121.63e-010.1327
6810STX4P8T-EHumanEsophagusESCC7.80e-254.71e-010.0889
6810STX4P9T-EHumanEsophagusESCC8.03e-142.17e-010.1131
6810STX4P10T-EHumanEsophagusESCC4.19e-126.06e-020.116
6810STX4P11T-EHumanEsophagusESCC6.78e-166.54e-010.1426
6810STX4P12T-EHumanEsophagusESCC1.22e-284.74e-010.1122
6810STX4P15T-EHumanEsophagusESCC7.46e-223.97e-010.1149
6810STX4P16T-EHumanEsophagusESCC1.16e-152.11e-010.1153
6810STX4P17T-EHumanEsophagusESCC5.99e-145.24e-010.1278
6810STX4P19T-EHumanEsophagusESCC2.02e-043.58e-010.1662
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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
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:007133316Oral cavityOSCCcellular response to glucose stimulus79/7305151/187235.97e-043.39e-0379
GO:000974619Oral cavityOSCCresponse to hexose109/7305219/187237.41e-044.05e-03109
GO:00610253Oral cavityOSCCmembrane fusion84/7305163/187237.56e-044.12e-0384
GO:000167816Oral cavityOSCCcellular glucose homeostasis88/7305172/187237.74e-044.22e-0388
GO:007133116Oral cavityOSCCcellular response to hexose stimulus79/7305153/187239.92e-045.17e-0379
GO:000930610Oral cavityOSCCprotein secretion169/7305359/187231.04e-035.34e-03169
GO:000974917Oral cavityOSCCresponse to glucose105/7305212/187231.13e-035.78e-03105
GO:004259316Oral cavityOSCCglucose homeostasis125/7305258/187231.21e-036.08e-03125
GO:003559210Oral cavityOSCCestablishment of protein localization to extracellular region169/7305360/187231.21e-036.08e-03169
GO:007132616Oral cavityOSCCcellular response to monosaccharide stimulus79/7305154/187231.27e-036.33e-0379
GO:00716929Oral cavityOSCCprotein localization to extracellular region172/7305368/187231.40e-036.79e-03172
GO:003350016Oral cavityOSCCcarbohydrate homeostasis125/7305259/187231.44e-036.97e-03125
GO:00611788Oral cavityOSCCregulation of insulin secretion involved in cellular response to glucose stimulus37/730564/187231.76e-038.31e-0337
GO:01400566Oral cavityOSCCorganelle localization by membrane tethering43/730577/187232.00e-039.28e-0343
GO:007132217Oral cavityOSCCcellular response to carbohydrate stimulus82/7305163/187232.14e-039.81e-0382
GO:005071414Oral cavityOSCCpositive regulation of protein secretion70/7305137/187232.64e-031.16e-0270
GO:0036230Oral cavityOSCCgranulocyte activation26/730543/187233.55e-031.49e-0226
GO:00507089Oral cavityOSCCregulation of protein secretion126/7305268/187234.41e-031.79e-02126
GO:00357736Oral cavityOSCCinsulin secretion involved in cellular response to glucose stimulus40/730573/187234.45e-031.79e-0240
GO:00509204Oral cavityOSCCregulation of chemotaxis105/7305223/187238.27e-033.01e-02105
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041305EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa0496223EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa0413012EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa0496233EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa04130LiverCirrhoticSNARE interactions in vesicular transport18/253033/84652.64e-031.10e-026.76e-0318
hsa041301LiverCirrhoticSNARE interactions in vesicular transport18/253033/84652.64e-031.10e-026.76e-0318
hsa041302LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
hsa049624LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
hsa041303LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
hsa0496211LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
hsa041304Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
hsa049626Oral cavityOSCCVasopressin-regulated water reabsorption29/370444/84652.47e-036.52e-033.32e-0329
hsa0413011Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
hsa0496213Oral cavityOSCCVasopressin-regulated water reabsorption29/370444/84652.47e-036.52e-033.32e-0329
hsa0413021Oral cavityLPSNARE interactions in vesicular transport22/241833/84656.00e-064.76e-053.07e-0522
hsa0496222Oral cavityLPVasopressin-regulated water reabsorption20/241844/84651.24e-024.10e-022.64e-0220
hsa0413031Oral cavityLPSNARE interactions in vesicular transport22/241833/84656.00e-064.76e-053.07e-0522
hsa0496232Oral cavityLPVasopressin-regulated water reabsorption20/241844/84651.24e-024.10e-022.64e-0220
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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
STX4SNVMissense_Mutationc.37N>Ap.Asp13Asnp.D13NQ12846protein_codingtolerated(0.24)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
STX4SNVMissense_Mutationc.115N>Ap.Glu39Lysp.E39KQ12846protein_codingdeleterious(0.02)benign(0.01)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STX4SNVMissense_Mutationrs376316073c.806N>Tp.Ala269Valp.A269VQ12846protein_codingdeleterious(0.01)benign(0.314)TCGA-D8-A1XJ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
STX4insertionFrame_Shift_Insnovelc.689_690insATGCTCATTCCCAGCAAACACCTTTp.Val231CysfsTer20p.V231Cfs*20Q12846protein_codingTCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STX4SNVMissense_Mutationrs751532816c.664G>Ap.Asp222Asnp.D222NQ12846protein_codingdeleterious(0)benign(0.055)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STX4SNVMissense_Mutationc.810N>Tp.Arg270Serp.R270SQ12846protein_codingdeleterious(0)possibly_damaging(0.885)TCGA-AA-3679-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicSD
STX4SNVMissense_Mutationc.43N>Cp.Ser15Prop.S15PQ12846protein_codingtolerated(0.05)possibly_damaging(0.768)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STX4SNVMissense_Mutationc.416N>Gp.Asn139Serp.N139SQ12846protein_codingtolerated(0.34)benign(0.079)TCGA-G4-6295-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STX4SNVMissense_Mutationc.614N>Tp.Ala205Valp.A205VQ12846protein_codingdeleterious(0)benign(0.272)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
STX4SNVMissense_Mutationc.836N>Ap.Cys279Tyrp.C279YQ12846protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AG-4021-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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
6810STX4CELL SURFACEphenprocoumonPHENPROCOUMON21063236
6810STX4CELL SURFACEwarfarinWARFARIN
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