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: STX10

Gene summary for STX10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STX10

Gene ID

8677

Gene namesyntaxin 10
Gene AliasSYN10
Cytomap19p13.13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

X6R2W0


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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
8677STX10LZE4THumanEsophagusESCC1.72e-041.95e-010.0811
8677STX10LZE5THumanEsophagusESCC4.78e-063.65e-010.0514
8677STX10LZE7THumanEsophagusESCC6.50e-087.31e-010.0667
8677STX10LZE8THumanEsophagusESCC2.01e-042.17e-010.067
8677STX10LZE20THumanEsophagusESCC8.48e-097.99e-020.0662
8677STX10LZE22THumanEsophagusESCC1.09e-042.39e-010.068
8677STX10LZE24THumanEsophagusESCC1.35e-155.20e-010.0596
8677STX10LZE6THumanEsophagusESCC2.72e-085.69e-010.0845
8677STX10P1T-EHumanEsophagusESCC1.27e-159.04e-010.0875
8677STX10P2T-EHumanEsophagusESCC4.83e-193.14e-010.1177
8677STX10P4T-EHumanEsophagusESCC8.84e-266.83e-010.1323
8677STX10P5T-EHumanEsophagusESCC1.21e-347.17e-010.1327
8677STX10P8T-EHumanEsophagusESCC1.33e-325.45e-010.0889
8677STX10P9T-EHumanEsophagusESCC2.95e-216.20e-010.1131
8677STX10P10T-EHumanEsophagusESCC2.45e-254.25e-010.116
8677STX10P11T-EHumanEsophagusESCC1.49e-198.33e-010.1426
8677STX10P12T-EHumanEsophagusESCC2.74e-295.26e-010.1122
8677STX10P15T-EHumanEsophagusESCC5.37e-214.12e-010.1149
8677STX10P16T-EHumanEsophagusESCC3.30e-234.69e-010.1153
8677STX10P17T-EHumanEsophagusESCC3.06e-145.54e-010.1278
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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:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00224069EsophagusESCCmembrane docking62/855286/187235.93e-077.79e-0662
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
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:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
GO:001648211LiverCirrhoticcytosolic transport74/4634168/187233.34e-081.12e-0674
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:00224065LiverCirrhoticmembrane docking39/463486/187232.47e-053.22e-0439
GO:01400565LiverCirrhoticorganelle localization by membrane tethering32/463477/187238.65e-046.23e-0332
GO:00482842LiverCirrhoticorganelle fusion52/4634141/187238.77e-046.31e-0352
GO:0006906LiverCirrhoticvesicle fusion40/4634106/187232.01e-031.24e-0240
GO:0090174LiverCirrhoticorganelle membrane fusion40/4634110/187234.32e-032.29e-0240
GO:004214711LiverCirrhoticretrograde transport, endosome to Golgi34/463491/187235.01e-032.60e-0234
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa05132210Oral cavityLPSalmonella infection128/2418249/84651.17e-142.79e-131.80e-13128
hsa0513238Oral cavityLPSalmonella infection128/2418249/84651.17e-142.79e-131.80e-13128
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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
STX10SNVMissense_Mutationnovelc.301N>Ap.Glu101Lysp.E101KO60499protein_codingtolerated(0.24)benign(0.057)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STX10SNVMissense_Mutationc.616N>Gp.Gln206Glup.Q206EO60499protein_codingtolerated(0.65)benign(0.193)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
STX10SNVMissense_Mutationnovelc.34N>Cp.Gly12Argp.G12RO60499protein_codingtolerated(0.12)probably_damaging(1)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
STX10SNVMissense_Mutationc.685N>Cp.Trp229Argp.W229RO60499protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
STX10SNVMissense_Mutationc.727N>Tp.Leu243Phep.L243FO60499protein_codingdeleterious(0.01)benign(0.062)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STX10SNVMissense_Mutationrs757034889c.331G>Tp.Ala111Serp.A111SO60499protein_codingtolerated(0.2)benign(0.026)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
STX10SNVMissense_Mutationnovelc.641N>Tp.Arg214Metp.R214MO60499protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
STX10SNVMissense_Mutationnovelc.629A>Tp.Asp210Valp.D210VO60499protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
STX10SNVMissense_Mutationrs574785224c.697N>Ap.Ala233Thrp.A233TO60499protein_codingtolerated(0.18)benign(0.007)TCGA-BG-A221-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STX10SNVMissense_Mutationnovelc.208A>Gp.Ile70Valp.I70VO60499protein_codingdeleterious(0.05)probably_damaging(0.92)TCGA-DD-AACJ-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
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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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