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: USP14

Gene summary for USP14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP14

Gene ID

9097

Gene nameubiquitin specific peptidase 14
Gene AliasTGT
Cytomap18p11.32
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

P54578


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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
9097USP14GSM4909287HumanBreastIDC2.36e-074.04e-010.2057
9097USP14GSM4909291HumanBreastIDC3.60e-054.08e-010.1753
9097USP14GSM4909293HumanBreastIDC2.13e-225.00e-010.1581
9097USP14GSM4909296HumanBreastIDC1.86e-02-1.04e-010.1524
9097USP14GSM4909311HumanBreastIDC1.12e-06-1.85e-010.1534
9097USP14GSM4909312HumanBreastIDC1.06e-02-1.62e-010.1552
9097USP14GSM4909319HumanBreastIDC4.32e-10-1.33e-010.1563
9097USP14brca2HumanBreastPrecancer5.30e-051.68e-01-0.024
9097USP14P1HumanBreastIDC1.71e-021.58e-020.1527
9097USP14DCIS2HumanBreastDCIS4.49e-592.92e-010.0085
9097USP14LZE2THumanEsophagusESCC5.73e-142.38e+000.082
9097USP14LZE3DHumanEsophagusHGIN2.75e-024.34e-010.0668
9097USP14LZE4THumanEsophagusESCC2.91e-104.23e-010.0811
9097USP14LZE7THumanEsophagusESCC1.67e-056.25e-010.0667
9097USP14LZE8THumanEsophagusESCC5.28e-103.19e-020.067
9097USP14LZE20THumanEsophagusESCC7.72e-081.37e-010.0662
9097USP14LZE24THumanEsophagusESCC2.72e-144.40e-010.0596
9097USP14LZE21THumanEsophagusESCC8.77e-073.78e-010.0655
9097USP14LZE6THumanEsophagusESCC1.05e-105.51e-010.0845
9097USP14P1T-EHumanEsophagusESCC3.46e-094.80e-010.0875
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:200005922LiverHCCnegative regulation of ubiquitin-dependent protein catabolic process37/795848/187231.12e-061.66e-0537
GO:005254822LiverHCCregulation of endopeptidase activity230/7958432/187233.58e-064.68e-05230
GO:004217721LiverHCCnegative regulation of protein catabolic process76/7958121/187235.11e-066.41e-0576
GO:003243521LiverHCCnegative regulation of proteasomal ubiquitin-dependent protein catabolic process28/795835/187236.54e-067.88e-0528
GO:1904292LiverHCCregulation of ERAD pathway18/795820/187231.38e-051.51e-0418
GO:004586122LiverHCCnegative regulation of proteolysis186/7958351/187234.19e-054.11e-04186
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:190305121LiverHCCnegative regulation of proteolysis involved in cellular protein catabolic process42/795864/187231.58e-041.26e-0342
GO:005134622LiverHCCnegative regulation of hydrolase activity195/7958379/187232.44e-041.82e-03195
GO:190336321LiverHCCnegative regulation of cellular protein catabolic process47/795875/187233.36e-042.35e-0347
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:19017994LiverHCCnegative regulation of proteasomal protein catabolic process32/795849/187231.06e-036.11e-0332
GO:001095121LiverHCCnegative regulation of endopeptidase activity129/7958252/187233.17e-031.47e-02129
GO:001046621LiverHCCnegative regulation of peptidase activity132/7958262/187235.82e-032.42e-02132
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:004217620Oral cavityOSCCregulation of protein catabolic process254/7305391/187231.07e-253.22e-23254
GO:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:190336220Oral cavityOSCCregulation of cellular protein catabolic process174/7305255/187232.04e-213.70e-19174
GO:190305020Oral cavityOSCCregulation of proteolysis involved in cellular protein catabolic process152/7305221/187232.16e-193.15e-17152
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
USP14SNVMissense_Mutationnovelc.1482N>Cp.Gln494Hisp.Q494HP54578protein_codingtolerated_low_confidence(0.23)benign(0.005)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP14insertionIn_Frame_Insnovelc.1484_1485insACAGGAGAACCCp.Ter495delinsTerp.*495delins*P54578protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP14deletionFrame_Shift_Delnovelc.874delNp.Leu292CysfsTer33p.L292Cfs*33P54578protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
USP14SNVMissense_Mutationrs374300842c.760N>Gp.Thr254Alap.T254AP54578protein_codingtolerated(0.36)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
USP14SNVMissense_Mutationc.40N>Cp.Lys14Glnp.K14QP54578protein_codingtolerated(0.13)possibly_damaging(0.823)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
USP14SNVMissense_Mutationc.911N>Tp.Thr304Metp.T304MP54578protein_codingdeleterious(0.01)possibly_damaging(0.896)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
USP14SNVMissense_Mutationnovelc.288N>Tp.Gln96Hisp.Q96HP54578protein_codingdeleterious(0)possibly_damaging(0.679)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
USP14insertionNonsense_Mutationnovelc.286_287insACATATAACATAATTCTp.Gln96HisfsTer3p.Q96Hfs*3P54578protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
USP14insertionFrame_Shift_Insnovelc.990_991insTp.Tyr333LeufsTer2p.Y333Lfs*2P54578protein_codingTCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
USP14SNVMissense_Mutationnovelc.1384N>Tp.Asp462Tyrp.D462YP54578protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A5-A0G1-01Endometriumuterine 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
9097USP14ENZYME, CELL SURFACE, PROTEASEinhibitor252827537
9097USP14ENZYME, CELL SURFACE, PROTEASEPMID26077642-Compound-Figure3A
9097USP14ENZYME, CELL SURFACE, PROTEASEinhibitor328083515
9097USP14ENZYME, CELL SURFACE, PROTEASETricyclic heterocycle derivative 4
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