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: STX12

Gene summary for STX12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STX12

Gene ID

23673

Gene namesyntaxin 12
Gene AliasSTX13
Cytomap1p35.3
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q86Y82


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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
23673STX12LZE4THumanEsophagusESCC1.59e-122.70e-010.0811
23673STX12LZE8THumanEsophagusESCC8.47e-101.65e-010.067
23673STX12LZE20THumanEsophagusESCC1.13e-093.20e-010.0662
23673STX12LZE24THumanEsophagusESCC1.10e-218.81e-010.0596
23673STX12LZE21THumanEsophagusESCC6.02e-046.85e-020.0655
23673STX12P1T-EHumanEsophagusESCC2.37e-096.39e-010.0875
23673STX12P2T-EHumanEsophagusESCC1.46e-223.67e-010.1177
23673STX12P4T-EHumanEsophagusESCC1.98e-154.48e-010.1323
23673STX12P5T-EHumanEsophagusESCC1.04e-184.05e-010.1327
23673STX12P8T-EHumanEsophagusESCC4.74e-132.86e-010.0889
23673STX12P9T-EHumanEsophagusESCC9.75e-123.01e-010.1131
23673STX12P10T-EHumanEsophagusESCC2.26e-356.49e-010.116
23673STX12P11T-EHumanEsophagusESCC3.68e-085.65e-010.1426
23673STX12P12T-EHumanEsophagusESCC2.61e-152.16e-010.1122
23673STX12P15T-EHumanEsophagusESCC9.17e-204.63e-010.1149
23673STX12P16T-EHumanEsophagusESCC1.44e-152.22e-010.1153
23673STX12P17T-EHumanEsophagusESCC3.03e-052.11e-010.1278
23673STX12P19T-EHumanEsophagusESCC1.18e-068.38e-010.1662
23673STX12P20T-EHumanEsophagusESCC6.13e-224.04e-010.1124
23673STX12P21T-EHumanEsophagusESCC5.42e-396.86e-010.1617
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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
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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:190503712EsophagusESCCautophagosome organization73/8552103/187231.88e-072.93e-0673
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00224069EsophagusESCCmembrane docking62/855286/187235.93e-077.79e-0662
GO:000004513EsophagusESCCautophagosome assembly69/855299/187231.10e-061.38e-0569
GO:00901743EsophagusESCCorganelle membrane fusion73/8552110/187239.29e-068.88e-0573
GO:00069063EsophagusESCCvesicle fusion70/8552106/187231.82e-051.60e-0470
GO:01400567EsophagusESCCorganelle localization by membrane tethering53/855277/187233.33e-052.74e-0453
GO:00610254EsophagusESCCmembrane fusion98/8552163/187231.39e-049.41e-0498
GO:00482781EsophagusESCCvesicle docking38/855259/187232.86e-031.21e-0238
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:005082112LiverCirrhoticprotein stabilization97/4634191/187236.67e-156.97e-1397
GO:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:00070332LiverCirrhoticvacuole organization80/4634180/187235.73e-092.25e-0780
GO:00224065LiverCirrhoticmembrane docking39/463486/187232.47e-053.22e-0439
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0414514LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0414515LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0414521LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa0414531LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa0414528Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa04145113Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa0414529Oral cavityLPPhagosome73/2418152/84652.37e-073.29e-062.12e-0673
hsa0414536Oral cavityLPPhagosome73/2418152/84652.37e-073.29e-062.12e-0673
hsa0414543Oral cavityEOLPPhagosome38/1218152/84653.42e-041.42e-038.35e-0438
hsa0414553Oral cavityEOLPPhagosome38/1218152/84653.42e-041.42e-038.35e-0438
hsa0414561Oral cavityNEOLPPhagosome32/1112152/84654.15e-031.67e-021.05e-0232
hsa0414571Oral cavityNEOLPPhagosome32/1112152/84654.15e-031.67e-021.05e-0232
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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
STX12SNVMissense_Mutationc.354N>Tp.Gln118Hisp.Q118HQ86Y82protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
STX12SNVMissense_Mutationrs377420642c.565C>Tp.Arg189Trpp.R189WQ86Y82protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STX12deletionIn_Frame_Delnovelc.40_45delCCCTCGp.Pro14_Ser15delp.P14_S15delQ86Y82protein_codingTCGA-AA-3532-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
STX12insertionIn_Frame_Insnovelc.617_618insTATTAAp.Ala206_Met207insIleAsnp.A206_M207insINQ86Y82protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
STX12SNVMissense_Mutationnovelc.132N>Tp.Lys44Asnp.K44NQ86Y82protein_codingtolerated(0.07)benign(0.091)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STX12SNVMissense_Mutationc.653N>Tp.Ser218Ilep.S218IQ86Y82protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
STX12SNVMissense_Mutationc.610N>Tp.Asp204Tyrp.D204YQ86Y82protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
STX12SNVMissense_Mutationnovelc.289N>Tp.Arg97Cysp.R97CQ86Y82protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
STX12SNVMissense_Mutationnovelc.595N>Gp.Asn199Aspp.N199DQ86Y82protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
STX12SNVMissense_Mutationnovelc.337N>Ap.Ala113Thrp.A113TQ86Y82protein_codingtolerated(0.05)probably_damaging(0.949)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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