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: STX7

Gene summary for STX7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STX7

Gene ID

8417

Gene namesyntaxin 7
Gene AliasSTX7
Cytomap6q23.2
Gene Typeprotein-coding
GO ID

GO:0001906

UniProtAcc

O15400


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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
8417STX7LZE4THumanEsophagusESCC6.52e-112.19e-010.0811
8417STX7LZE7THumanEsophagusESCC2.38e-051.49e-010.0667
8417STX7LZE20THumanEsophagusESCC3.28e-021.88e-020.0662
8417STX7LZE24THumanEsophagusESCC2.44e-123.72e-010.0596
8417STX7LZE21THumanEsophagusESCC4.54e-021.19e-010.0655
8417STX7LZE6THumanEsophagusESCC3.63e-038.53e-020.0845
8417STX7P1T-EHumanEsophagusESCC1.98e-143.76e-010.0875
8417STX7P2T-EHumanEsophagusESCC3.63e-243.40e-010.1177
8417STX7P4T-EHumanEsophagusESCC1.32e-275.00e-010.1323
8417STX7P5T-EHumanEsophagusESCC3.47e-213.98e-010.1327
8417STX7P8T-EHumanEsophagusESCC1.75e-254.21e-010.0889
8417STX7P9T-EHumanEsophagusESCC3.92e-051.37e-010.1131
8417STX7P10T-EHumanEsophagusESCC1.85e-192.61e-010.116
8417STX7P11T-EHumanEsophagusESCC6.11e-093.19e-010.1426
8417STX7P12T-EHumanEsophagusESCC2.94e-193.26e-010.1122
8417STX7P15T-EHumanEsophagusESCC1.18e-123.42e-010.1149
8417STX7P16T-EHumanEsophagusESCC3.62e-184.36e-010.1153
8417STX7P17T-EHumanEsophagusESCC1.01e-073.48e-010.1278
8417STX7P19T-EHumanEsophagusESCC8.93e-068.26e-010.1662
8417STX7P20T-EHumanEsophagusESCC5.19e-183.44e-010.1124
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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:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
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: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:199077811LiverCirrhoticprotein localization to cell periphery135/4634333/187231.18e-106.21e-09135
GO:007265911LiverCirrhoticprotein localization to plasma membrane119/4634284/187231.30e-106.80e-09119
GO:19054755LiverCirrhoticregulation of protein localization to membrane76/4634175/187234.55e-081.45e-0676
GO:190437511LiverCirrhoticregulation of protein localization to cell periphery57/4634125/187232.97e-077.18e-0657
GO:190307611LiverCirrhoticregulation of protein localization to plasma membrane47/4634104/187234.29e-067.15e-0547
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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
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
hsa0413011Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
hsa04145113Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa0414529Oral cavityLPPhagosome73/2418152/84652.37e-073.29e-062.12e-0673
hsa0413021Oral cavityLPSNARE interactions in vesicular transport22/241833/84656.00e-064.76e-053.07e-0522
hsa0414536Oral cavityLPPhagosome73/2418152/84652.37e-073.29e-062.12e-0673
hsa0413031Oral cavityLPSNARE interactions in vesicular transport22/241833/84656.00e-064.76e-053.07e-0522
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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
STX7SNVMissense_Mutationnovelc.226C>Ap.Leu76Metp.L76MO15400protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STX7SNVMissense_Mutationc.727N>Gp.Leu243Valp.L243VO15400protein_codingtolerated(0.64)benign(0)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
STX7SNVMissense_Mutationrs747083359c.101G>Tp.Arg34Ilep.R34IO15400protein_codingdeleterious(0.01)probably_damaging(0.937)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
STX7SNVMissense_Mutationrs746429926c.695G>Ap.Arg232Hisp.R232HO15400protein_codingdeleterious(0.04)possibly_damaging(0.767)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
STX7SNVMissense_Mutationrs747083359c.101N>Tp.Arg34Ilep.R34IO15400protein_codingdeleterious(0.01)probably_damaging(0.937)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
STX7SNVMissense_Mutationnovelc.130G>Tp.Asp44Tyrp.D44YO15400protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
STX7SNVMissense_Mutationc.402G>Tp.Glu134Aspp.E134DO15400protein_codingtolerated(0.68)benign(0.001)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STX7SNVMissense_Mutationnovelc.326G>Tp.Arg109Metp.R109MO15400protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STX7SNVMissense_Mutationrs747083359c.101G>Tp.Arg34Ilep.R34IO15400protein_codingdeleterious(0.01)probably_damaging(0.937)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STX7SNVMissense_Mutationc.216N>Tp.Glu72Aspp.E72DO15400protein_codingtolerated(0.41)benign(0.007)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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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