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: USE1

Gene summary for USE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USE1

Gene ID

55850

Gene nameunconventional SNARE in the ER 1
Gene AliasD12
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

Q9NZ43


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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
55850USE1GSM4909293HumanBreastIDC1.08e-052.21e-010.1581
55850USE1GSM4909308HumanBreastIDC2.01e-022.21e-010.158
55850USE1GSM4909311HumanBreastIDC1.20e-07-7.69e-020.1534
55850USE1GSM4909319HumanBreastIDC1.21e-16-1.09e-010.1563
55850USE1GSM4909320HumanBreastIDC5.22e-125.88e-010.1575
55850USE1GSM4909321HumanBreastIDC1.56e-317.22e-010.1559
55850USE1NCCBC5HumanBreastDCIS1.80e-04-1.18e-010.2046
55850USE1DCIS2HumanBreastDCIS1.38e-491.41e-010.0085
55850USE1LZE4THumanEsophagusESCC2.38e-104.17e-010.0811
55850USE1LZE5THumanEsophagusESCC5.14e-035.36e-010.0514
55850USE1LZE7THumanEsophagusESCC1.80e-127.77e-010.0667
55850USE1LZE20THumanEsophagusESCC4.91e-059.22e-020.0662
55850USE1LZE22D1HumanEsophagusHGIN1.98e-031.54e-010.0595
55850USE1LZE22THumanEsophagusESCC7.39e-065.15e-010.068
55850USE1LZE24THumanEsophagusESCC5.22e-237.05e-010.0596
55850USE1LZE6THumanEsophagusESCC1.01e-063.92e-010.0845
55850USE1P1T-EHumanEsophagusESCC2.11e-105.19e-010.0875
55850USE1P2T-EHumanEsophagusESCC3.03e-223.67e-010.1177
55850USE1P4T-EHumanEsophagusESCC1.70e-449.85e-010.1323
55850USE1P5T-EHumanEsophagusESCC5.47e-529.58e-010.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:00068906BreastIDCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/143452/187235.49e-034.03e-0210
GO:000689012BreastDCISretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/139052/187234.41e-033.41e-0210
GO:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:000689016EsophagusHGINretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum19/258752/187233.44e-058.67e-0419
GO:000703416EsophagusHGINvacuolar transport35/2587157/187232.52e-032.51e-0235
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:00610254EsophagusESCCmembrane fusion98/8552163/187231.39e-049.41e-0498
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:000703411LiverCirrhoticvacuolar transport75/4634157/187233.13e-101.53e-0875
GO:00068905LiverCirrhoticretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum29/463452/187231.69e-063.22e-0529
GO:000704111LiverCirrhoticlysosomal transport50/4634114/187236.15e-069.82e-0550
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000703421LiverHCCvacuolar transport108/7958157/187232.22e-118.69e-10108
GO:000704121LiverHCClysosomal transport76/7958114/187231.56e-072.88e-0676
GO:000689011LiverHCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum36/795852/187238.79e-057.66e-0436
GO:0061025LiverHCCmembrane fusion88/7958163/187231.98e-031.00e-0288
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
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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
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
USE1SNVMissense_Mutationrs189793505c.662N>Ap.Arg221Hisp.R221HQ9NZ43protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
USE1SNVMissense_Mutationnovelc.272C>Ap.Ala91Aspp.A91DQ9NZ43protein_codingtolerated(0.07)probably_damaging(0.96)TCGA-A7-A6VY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
USE1SNVMissense_Mutationnovelc.664N>Gp.Leu222Valp.L222VQ9NZ43protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A02J-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
USE1SNVMissense_Mutationnovelc.627N>Ap.Asp209Glup.D209EQ9NZ43protein_codingtolerated(0.1)possibly_damaging(0.841)TCGA-AG-A014-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
USE1SNVMissense_Mutationnovelc.560N>Tp.Thr187Ilep.T187IQ9NZ43protein_codingtolerated(0.2)possibly_damaging(0.479)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
USE1SNVMissense_Mutationrs201641941c.518N>Tp.Ala173Valp.A173VQ9NZ43protein_codingdeleterious(0)probably_damaging(0.964)TCGA-AX-A05S-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnspecificCarboplatin & PaclitaxelPD
USE1SNVMissense_Mutationrs757389318c.721N>Ap.Val241Ilep.V241IQ9NZ43protein_codingdeleterious(0)probably_damaging(0.964)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
USE1SNVMissense_Mutationnovelc.529N>Ap.Leu177Ilep.L177IQ9NZ43protein_codingtolerated(0.09)possibly_damaging(0.615)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
USE1SNVMissense_Mutationc.547C>Tp.Leu183Phep.L183FQ9NZ43protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
USE1SNVMissense_Mutationc.178G>Ap.Glu60Lysp.E60KQ9NZ43protein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-B5-A11R-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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