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
6810STX4C38HumanOral cavityOSCC6.35e-081.21e+000.172
6810STX4C43HumanOral cavityOSCC5.86e-508.61e-010.1704
6810STX4C46HumanOral cavityOSCC1.08e-237.10e-010.1673
6810STX4C51HumanOral cavityOSCC1.79e-128.06e-010.2674
6810STX4C57HumanOral cavityOSCC1.57e-043.27e-010.1679
6810STX4C06HumanOral cavityOSCC3.94e-081.42e+000.2699
6810STX4C08HumanOral cavityOSCC2.15e-265.43e-010.1919
6810STX4C09HumanOral cavityOSCC2.15e-092.84e-010.1431
6810STX4LN46HumanOral cavityOSCC5.58e-107.11e-010.1666
6810STX4LP15HumanOral cavityLP1.41e-029.57e-010.2174
6810STX4LP17HumanOral cavityLP2.35e-036.23e-010.2349
6810STX4SYSMH1HumanOral cavityOSCC1.24e-061.89e-010.1127
6810STX4SYSMH2HumanOral cavityOSCC6.99e-286.76e-010.2326
6810STX4SYSMH3HumanOral cavityOSCC2.44e-266.52e-010.2442
6810STX4SYSMH4HumanOral cavityOSCC1.57e-051.65e-010.1226
6810STX4SYSMH5HumanOral cavityOSCC2.28e-072.68e-010.0647
6810STX4SYSMH6HumanOral cavityOSCC2.17e-062.66e-010.1275
6810STX4P5_S10_cSCCHumanSkincSCC3.88e-03-6.19e-04-0.299
6810STX4P1_cSCCHumanSkincSCC3.33e-166.87e-010.0292
6810STX4P2_cSCCHumanSkincSCC1.92e-062.85e-01-0.024
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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:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:2001236111EsophagusESCCregulation of extrinsic apoptotic signaling pathway111/8552151/187232.97e-121.18e-10111
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:190437519EsophagusESCCregulation of protein localization to cell periphery85/8552125/187233.63e-075.06e-0685
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00224069EsophagusESCCmembrane docking62/855286/187235.93e-077.79e-0662
GO:1903076110EsophagusESCCregulation of protein localization to plasma membrane72/8552104/187239.74e-071.23e-0572
GO:190547719EsophagusESCCpositive regulation of protein localization to membrane73/8552106/187231.13e-061.40e-0573
GO:000862519EsophagusESCCextrinsic apoptotic signaling pathway via death domain receptors59/855282/187231.23e-061.52e-0559
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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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