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: STX16

Gene summary for STX16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STX16

Gene ID

8675

Gene namesyntaxin 16
Gene AliasSYN16
Cytomap20q13.32
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O14662


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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
8675STX16SYSMH5HumanOral cavityOSCC1.31e-062.83e-010.0647
8675STX16SYSMH6HumanOral cavityOSCC7.96e-052.48e-010.1275
8675STX16P5_S10_cSCCHumanSkincSCC1.25e-082.49e-01-0.299
8675STX16P1_cSCCHumanSkincSCC1.24e-083.76e-010.0292
8675STX16P2_cSCCHumanSkincSCC3.19e-072.71e-01-0.024
8675STX16P10_cSCCHumanSkincSCC3.03e-082.37e-010.1017
8675STX16male-WTAHumanThyroidPTC1.38e-322.92e-010.1037
8675STX16PTC01HumanThyroidPTC2.36e-122.70e-010.1899
8675STX16PTC03HumanThyroidPTC3.93e-042.54e-010.1784
8675STX16PTC04HumanThyroidPTC6.65e-283.95e-010.1927
8675STX16PTC05HumanThyroidPTC4.53e-259.78e-010.2065
8675STX16PTC06HumanThyroidPTC2.60e-491.04e+000.2057
8675STX16PTC07HumanThyroidPTC1.12e-426.18e-010.2044
8675STX16ATC09HumanThyroidATC4.39e-238.38e-010.2871
8675STX16ATC11HumanThyroidATC2.43e-077.04e-010.3386
8675STX16ATC12HumanThyroidATC9.08e-368.22e-010.34
8675STX16ATC13HumanThyroidATC1.98e-396.66e-010.34
8675STX16ATC1HumanThyroidATC2.09e-239.31e-010.2878
8675STX16ATC2HumanThyroidATC1.88e-068.54e-010.34
8675STX16ATC3HumanThyroidATC1.54e-055.67e-010.338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0022406ColorectumADmembrane docking31/391886/187238.67e-048.45e-0331
GO:0140056ColorectumADorganelle localization by membrane tethering28/391877/187231.29e-031.14e-0228
GO:0048284ColorectumADorganelle fusion42/3918141/187238.04e-034.73e-0242
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:00164821ColorectumSERcytosolic transport46/2897168/187235.20e-051.25e-0346
GO:00160501ColorectumSERvesicle organization69/2897300/187233.59e-045.61e-0369
GO:00224061ColorectumSERmembrane docking25/289786/187239.88e-041.17e-0225
GO:01400561ColorectumSERorganelle localization by membrane tethering22/289777/187232.46e-032.32e-0222
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00160502ColorectumMSSvesicle organization93/3467300/187231.04e-074.97e-0693
GO:00164822ColorectumMSScytosolic transport59/3467168/187232.29e-079.79e-0659
GO:00421471ColorectumMSSretrograde transport, endosome to Golgi33/346791/187234.78e-058.71e-0433
GO:00224062ColorectumMSSmembrane docking28/346786/187231.27e-031.21e-0228
GO:01400562ColorectumMSSorganelle localization by membrane tethering25/346777/187232.34e-031.91e-0225
GO:00482841ColorectumMSSorganelle fusion39/3467141/187234.91e-033.42e-0239
GO:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
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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
hsa0413012EsophagusESCCSNARE interactions in vesicular transport28/420533/84652.75e-051.32e-046.75e-0528
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
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
hsa0413011Oral cavityOSCCSNARE interactions in vesicular transport28/370433/84651.31e-067.18e-063.66e-0628
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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
STX16SNVMissense_Mutationc.974N>Ap.Arg325Glnp.R325QO14662protein_codingdeleterious_low_confidence(0)benign(0.007)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STX16SNVMissense_Mutationc.780G>Ap.Met260Ilep.M260IO14662protein_codingtolerated(0.11)benign(0.326)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
STX16SNVMissense_Mutationc.460N>Cp.Glu154Glnp.E154QO14662protein_codingdeleterious(0.05)possibly_damaging(0.788)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
STX16SNVMissense_Mutationc.395N>Gp.Leu132Argp.L132RO14662protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AA-3679-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicSD
STX16deletionFrame_Shift_Delc.593delTp.Phe198SerfsTer7p.F198Sfs*7O14662protein_codingTCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
STX16SNVMissense_Mutationnovelc.742N>Gp.Ser248Alap.S248AO14662protein_codingtolerated(0.35)benign(0.015)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
STX16SNVMissense_Mutationrs370017047c.931N>Gp.Ile311Valp.I311VO14662protein_codingtolerated(1)benign(0.015)TCGA-AP-A0LS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
STX16SNVMissense_Mutationc.487N>Ap.Ala163Thrp.A163TO14662protein_codingtolerated(0.32)benign(0.142)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
STX16SNVMissense_Mutationrs371863588c.776C>Tp.Ala259Valp.A259VO14662protein_codingtolerated(0.35)benign(0.073)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
STX16SNVMissense_Mutationrs761484020c.437N>Ap.Arg146Glnp.R146QO14662protein_codingtolerated(0.53)benign(0.003)TCGA-BK-A56F-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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