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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: USP54

Gene summary for USP54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP54

Gene ID

159195

Gene nameubiquitin specific peptidase 54
Gene AliasC10orf29
Cytomap10q22.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B7Z7X1


Top

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
159195USP54HTA11_3410_2000001011HumanColorectumAD2.42e-03-3.15e-010.0155
159195USP54HTA11_7862_2000001011HumanColorectumAD1.37e-03-4.16e-01-0.0179
159195USP54HTA11_99999970781_79442HumanColorectumMSS8.74e-10-3.43e-010.294
159195USP54HTA11_99999974143_84620HumanColorectumMSS3.70e-09-4.34e-010.3005
159195USP54A002-C-010HumanColorectumFAP4.04e-021.69e-010.242
159195USP54A015-C-203HumanColorectumFAP1.34e-25-1.68e-01-0.1294
159195USP54A015-C-204HumanColorectumFAP1.15e-02-1.14e-01-0.0228
159195USP54A014-C-040HumanColorectumFAP1.14e-02-1.38e-01-0.1184
159195USP54A002-C-201HumanColorectumFAP2.22e-11-5.18e-020.0324
159195USP54A001-C-119HumanColorectumFAP1.74e-045.18e-02-0.1557
159195USP54A001-C-108HumanColorectumFAP9.11e-15-1.19e-01-0.0272
159195USP54A002-C-021HumanColorectumFAP4.23e-023.10e-010.1171
159195USP54A002-C-205HumanColorectumFAP8.28e-19-9.34e-02-0.1236
159195USP54A015-C-006HumanColorectumFAP4.18e-16-3.45e-01-0.0994
159195USP54A015-C-106HumanColorectumFAP3.86e-08-1.30e-01-0.0511
159195USP54A002-C-114HumanColorectumFAP2.69e-16-5.99e-02-0.1561
159195USP54A015-C-104HumanColorectumFAP5.98e-27-1.58e-01-0.1899
159195USP54A001-C-014HumanColorectumFAP4.07e-10-1.40e-010.0135
159195USP54A002-C-016HumanColorectumFAP1.92e-20-1.05e-010.0521
159195USP54A015-C-002HumanColorectumFAP9.95e-11-2.22e-01-0.0763
Page: 1 2 3 4 5 

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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:00165794ThyroidPTCprotein deubiquitination59/5968139/187235.50e-032.50e-0259
GO:007064613ThyroidATCprotein modification by small protein removal71/6293157/187231.59e-037.99e-0371
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
USP54SNVMissense_Mutationnovelc.2081N>Tp.Ser694Leup.S694LQ70EL1protein_codingtolerated(0.11)benign(0)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
USP54SNVMissense_Mutationrs369153358c.1414G>Ap.Asp472Asnp.D472NQ70EL1protein_codingdeleterious(0.03)benign(0.2)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
USP54SNVMissense_Mutationc.4012N>Cp.Gly1338Argp.G1338RQ70EL1protein_codingtolerated(0.16)benign(0.028)TCGA-B6-A0RN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP54SNVMissense_Mutationc.4235N>Cp.Leu1412Serp.L1412SQ70EL1protein_codingdeleterious(0)benign(0)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
USP54SNVMissense_Mutationnovelc.663T>Gp.Asp221Glup.D221EQ70EL1protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
USP54SNVMissense_Mutationrs368763438c.2590C>Tp.Arg864Cysp.R864CQ70EL1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A249-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
USP54SNVMissense_Mutationnovelc.2441N>Ap.Gly814Glup.G814EQ70EL1protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-OL-A97C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP54SNVMissense_Mutationnovelc.2774N>Tp.Ser925Leup.S925LQ70EL1protein_codingtolerated_low_confidence(0.54)benign(0.015)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
USP54insertionFrame_Shift_Insnovelc.2254_2255insTCAGACAGGTCAGATGCAAAGGACAAp.Ala752ValfsTer23p.A752Vfs*23Q70EL1protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
USP54insertionNonsense_Mutationnovelc.2247_2248insTTCAAAATAGTTCAGCCAAGCTGAAGTATCTACCTTAAATAGGCCATp.Arg750PhefsTer8p.R750Ffs*8Q70EL1protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 

Top

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
Page: 1