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:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:00458619BreastPrecancernegative regulation of proteolysis50/1080351/187232.99e-092.39e-0750
GO:00513468BreastPrecancernegative regulation of hydrolase activity50/1080379/187233.85e-082.34e-0650
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:00104668BreastPrecancernegative regulation of peptidase activity38/1080262/187231.46e-077.82e-0638
GO:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:00109519BreastPrecancernegative regulation of endopeptidase activity37/1080252/187231.55e-078.05e-0637
GO:19033629BreastPrecancerregulation of cellular protein catabolic process36/1080255/187236.03e-072.55e-0536
GO:00421769BreastPrecancerregulation of protein catabolic process47/1080391/187231.50e-065.58e-0547
GO:19030509BreastPrecancerregulation of proteolysis involved in cellular protein catabolic process31/1080221/187234.10e-061.27e-0431
GO:00313309BreastPrecancernegative regulation of cellular catabolic process34/1080262/187238.16e-062.20e-0434
GO:19058979BreastPrecancerregulation of response to endoplasmic reticulum stress16/108082/187231.53e-053.75e-0416
GO:19033638BreastPrecancernegative regulation of cellular protein catabolic process14/108075/187238.54e-051.63e-0314
GO:00098959BreastPrecancernegative regulation of catabolic process36/1080320/187239.92e-051.83e-0336
GO:19035739BreastPrecancernegative regulation of response to endoplasmic reticulum stress10/108044/187231.61e-042.69e-0310
GO:00611369BreastPrecancerregulation of proteasomal protein catabolic process24/1080187/187231.99e-043.14e-0324
GO:00431619BreastPrecancerproteasome-mediated ubiquitin-dependent protein catabolic process42/1080412/187232.49e-043.72e-0342
GO:19030518BreastPrecancernegative regulation of proteolysis involved in cellular protein catabolic process12/108064/187232.58e-043.83e-0312
GO:20000599BreastPrecancernegative regulation of ubiquitin-dependent protein catabolic process10/108048/187233.43e-044.81e-0310
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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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