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: STX18

Gene summary for STX18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STX18

Gene ID

53407

Gene namesyntaxin 18
Gene AliasUfe1
Cytomap4p16.3-p16.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9P2W9


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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
53407STX18sample3HumanCervixCC4.66e-02-1.25e-010.1387
53407STX18H2HumanCervixHSIL_HPV9.18e-165.42e-010.0632
53407STX18T1HumanCervixCC4.20e-02-1.33e-010.0918
53407STX18AEH-subject1HumanEndometriumAEH1.90e-114.63e-01-0.3059
53407STX18AEH-subject2HumanEndometriumAEH3.61e-031.74e-01-0.2525
53407STX18AEH-subject3HumanEndometriumAEH1.43e-427.98e-01-0.2576
53407STX18AEH-subject4HumanEndometriumAEH6.19e-073.91e-01-0.2657
53407STX18AEH-subject5HumanEndometriumAEH6.96e-125.73e-01-0.2953
53407STX18EEC-subject1HumanEndometriumEEC2.68e-113.80e-01-0.2682
53407STX18EEC-subject3HumanEndometriumEEC8.10e-12-3.02e-01-0.2525
53407STX18EEC-subject4HumanEndometriumEEC5.28e-094.15e-01-0.2571
53407STX18EEC-subject5HumanEndometriumEEC3.05e-084.50e-01-0.249
53407STX18GSM5276934HumanEndometriumEEC1.37e-27-6.24e-01-0.0913
53407STX18GSM5276937HumanEndometriumEEC7.38e-03-3.41e-01-0.0897
53407STX18GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.09e-14-2.30e-01-0.1869
53407STX18GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC7.30e-15-2.17e-01-0.1875
53407STX18GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.71e-14-1.97e-01-0.1883
53407STX18GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.20e-051.26e-02-0.1934
53407STX18GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.91e-27-9.64e-02-0.1917
53407STX18GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC4.56e-22-3.72e-02-0.1916
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:003238822Oral cavityEOLPpositive regulation of intracellular transport54/2218202/187234.95e-092.74e-0754
GO:190211712Oral cavityEOLPpositive regulation of organelle assembly22/221867/187234.97e-061.02e-0422
GO:190211521Oral cavityEOLPregulation of organelle assembly43/2218186/187231.11e-051.94e-0443
GO:000703014Oral cavityEOLPGolgi organization37/2218157/187232.83e-054.12e-0437
GO:000688822Oral cavityEOLPendoplasmic reticulum to Golgi vesicle-mediated transport29/2218130/187235.29e-044.56e-0329
GO:00610252Oral cavityEOLPmembrane fusion31/2218163/187235.09e-032.67e-0231
GO:19033584Oral cavityEOLPregulation of Golgi organization6/221817/187231.07e-024.75e-026
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:0032386111ThyroidPTCregulation of intracellular transport202/5968337/187231.12e-263.93e-24202
GO:0032388112ThyroidPTCpositive regulation of intracellular transport132/5968202/187231.10e-222.57e-20132
GO:000688817ThyroidPTCendoplasmic reticulum to Golgi vesicle-mediated transport83/5968130/187236.19e-143.52e-1283
GO:000689019ThyroidPTCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum37/596852/187236.98e-091.75e-0737
GO:000702915ThyroidPTCendoplasmic reticulum organization51/596887/187232.37e-074.15e-0651
GO:000703010ThyroidPTCGolgi organization79/5968157/187231.11e-061.64e-0579
GO:190211516ThyroidPTCregulation of organelle assembly88/5968186/187237.41e-068.65e-0588
GO:00610256ThyroidPTCmembrane fusion77/5968163/187232.86e-052.78e-0477
GO:19021176ThyroidPTCpositive regulation of organelle assembly35/596867/187234.24e-042.83e-0335
GO:00606282ThyroidPTCregulation of ER to Golgi vesicle-mediated transport10/596815/187235.94e-032.64e-0210
GO:0048193111ThyroidATCGolgi vesicle transport189/6293296/187239.58e-275.05e-24189
GO:003238632ThyroidATCregulation of intracellular transport203/6293337/187236.16e-241.85e-21203
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414523CervixHSIL_HPVPhagosome27/459152/84653.58e-081.50e-061.21e-0627
hsa0414533CervixHSIL_HPVPhagosome27/459152/84653.58e-081.50e-061.21e-0627
hsa0414524EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa04145111EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa0414525EndometriumEECPhagosome42/1237152/84652.01e-052.28e-041.70e-0442
hsa0414534EndometriumEECPhagosome42/1237152/84652.01e-052.28e-041.70e-0442
hsa041305EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0413012EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0414514LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa04130LiverCirrhoticSNARE interactions in vesicular transport18/253033/84652.64e-031.10e-026.76e-0318
hsa0414515LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa041301LiverCirrhoticSNARE interactions in vesicular transport18/253033/84652.64e-031.10e-026.76e-0318
hsa0414521LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa041302LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
hsa0414531LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa041303LiverHCCSNARE interactions in vesicular transport25/402033/84658.78e-043.38e-031.88e-0325
hsa041304Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
hsa0414528Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
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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
STX18SNVMissense_Mutationnovelc.191N>Ap.Arg64Lysp.R64KQ9P2W9protein_codingtolerated(0.59)benign(0.003)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
STX18SNVMissense_Mutationrs141662322c.670N>Ap.Glu224Lysp.E224KQ9P2W9protein_codingdeleterious(0)benign(0.238)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
STX18SNVMissense_Mutationc.542N>Tp.Thr181Ilep.T181IQ9P2W9protein_codingtolerated(0.22)benign(0)TCGA-AA-3844-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapycapecitabinePD
STX18SNVMissense_Mutationnovelc.649N>Tp.Thr217Serp.T217SQ9P2W9protein_codingtolerated(0.79)benign(0)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
STX18SNVMissense_Mutationc.35G>Ap.Ser12Asnp.S12NQ9P2W9protein_codingtolerated(0.12)probably_damaging(0.983)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
STX18SNVMissense_Mutationc.460G>Ap.Ala154Thrp.A154TQ9P2W9protein_codingdeleterious(0)possibly_damaging(0.804)TCGA-D5-5537-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
STX18SNVMissense_Mutationrs570534465c.938N>Ap.Arg313Hisp.R313HQ9P2W9protein_codingdeleterious(0)probably_damaging(0.958)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STX18SNVMissense_Mutationrs375534518c.278N>Ap.Arg93Glnp.R93QQ9P2W9protein_codingdeleterious(0)possibly_damaging(0.736)TCGA-AG-A01N-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapycapecitabineSD
STX18SNVMissense_Mutationnovelc.280N>Tp.Asp94Tyrp.D94YQ9P2W9protein_codingdeleterious(0.02)probably_damaging(0.954)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
STX18SNVMissense_Mutationnovelc.493N>Gp.Arg165Glyp.R165GQ9P2W9protein_codingdeleterious(0)possibly_damaging(0.503)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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