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: YKT6

Gene summary for YKT6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YKT6

Gene ID

10652

Gene nameYKT6 v-SNARE homolog
Gene AliasYKT6
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A4D2J0


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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
10652YKT6HTA11_3410_2000001011HumanColorectumAD1.36e-021.69e-010.0155
10652YKT6HTA11_2487_2000001011HumanColorectumSER1.38e-125.48e-01-0.1808
10652YKT6HTA11_1938_2000001011HumanColorectumAD2.16e-022.87e-01-0.0811
10652YKT6HTA11_78_2000001011HumanColorectumAD9.08e-073.57e-01-0.1088
10652YKT6HTA11_347_2000001011HumanColorectumAD1.08e-133.73e-01-0.1954
10652YKT6HTA11_411_2000001011HumanColorectumSER1.75e-088.75e-01-0.2602
10652YKT6HTA11_2112_2000001011HumanColorectumSER2.17e-025.56e-01-0.2196
10652YKT6HTA11_3361_2000001011HumanColorectumAD9.34e-073.65e-01-0.1207
10652YKT6HTA11_83_2000001011HumanColorectumSER2.78e-053.77e-01-0.1526
10652YKT6HTA11_696_2000001011HumanColorectumAD6.58e-236.10e-01-0.1464
10652YKT6HTA11_866_2000001011HumanColorectumAD1.49e-062.32e-01-0.1001
10652YKT6HTA11_1391_2000001011HumanColorectumAD1.68e-134.95e-01-0.059
10652YKT6HTA11_2992_2000001011HumanColorectumSER4.03e-065.12e-01-0.1706
10652YKT6HTA11_5212_2000001011HumanColorectumAD5.05e-064.79e-01-0.2061
10652YKT6HTA11_5216_2000001011HumanColorectumSER6.62e-044.61e-01-0.1462
10652YKT6HTA11_546_2000001011HumanColorectumAD1.47e-044.01e-01-0.0842
10652YKT6HTA11_866_3004761011HumanColorectumAD1.04e-072.86e-010.096
10652YKT6HTA11_8622_2000001021HumanColorectumSER2.42e-033.67e-010.0528
10652YKT6HTA11_6801_2000001011HumanColorectumSER9.91e-043.61e-010.0171
10652YKT6HTA11_7696_3000711011HumanColorectumAD7.59e-123.32e-010.0674
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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:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00069038EsophagusESCCvesicle targeting38/855245/187238.42e-081.43e-0638
GO:00224069EsophagusESCCmembrane docking62/855286/187235.93e-077.79e-0662
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
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:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000688821LiverHCCendoplasmic reticulum to Golgi vesicle-mediated transport100/7958130/187231.15e-158.67e-14100
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:001648221LiverHCCcytosolic transport117/7958168/187238.83e-134.48e-11117
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
GO:005165021LiverHCCestablishment of vesicle localization103/7958161/187232.94e-086.69e-07103
GO:005164821LiverHCCvesicle localization107/7958177/187231.05e-061.57e-05107
GO:004214721LiverHCCretrograde transport, endosome to Golgi61/795891/187231.94e-062.68e-0561
GO:000690311LiverHCCvesicle targeting34/795845/187236.75e-068.08e-0534
GO:002240611LiverHCCmembrane docking57/795886/187237.14e-068.47e-0557
GO:014005611LiverHCCorganelle localization by membrane tethering49/795877/187231.46e-041.18e-0349
GO:0061025LiverHCCmembrane fusion88/7958163/187231.98e-031.00e-0288
GO:0048278LiverHCCvesicle docking34/795859/187231.36e-024.84e-0234
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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
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
hsa0413021Oral cavityLPSNARE interactions in vesicular transport22/241833/84656.00e-064.76e-053.07e-0522
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
YKT6SNVMissense_Mutationnovelc.491G>Ap.Gly164Aspp.G164DO15498protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
YKT6insertionNonsense_Mutationnovelc.148_149insCCTTTGTATGAp.Arg50ProfsTer4p.R50Pfs*4O15498protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
YKT6insertionNonsense_Mutationnovelc.150_151insCATTTCCCACTTCTTTGTCTTGGATGAGCAGTp.Ser51HisfsTer9p.S51Hfs*9O15498protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
YKT6SNVMissense_Mutationnovelc.457N>Gp.Leu153Valp.L153VO15498protein_codingdeleterious(0.02)benign(0.029)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
YKT6SNVMissense_Mutationrs780133803c.433G>Ap.Glu145Lysp.E145KO15498protein_codingdeleterious(0)possibly_damaging(0.906)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
YKT6SNVMissense_Mutationnovelc.316N>Ap.Asp106Asnp.D106NO15498protein_codingtolerated(0.08)benign(0.001)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
YKT6SNVMissense_Mutationc.557A>Cp.Lys186Thrp.K186TO15498protein_codingtolerated(0.32)benign(0.158)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
YKT6SNVMissense_Mutationc.331N>Tp.Pro111Serp.P111SO15498protein_codingtolerated(0.21)benign(0.104)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
YKT6SNVMissense_Mutationnovelc.511G>Ap.Val171Metp.V171MO15498protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B5-A5OC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycisplatinSD
YKT6SNVMissense_Mutationnovelc.512N>Cp.Val171Alap.V171AO15498protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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