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: USP48

Gene summary for USP48

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP48

Gene ID

84196

Gene nameubiquitin specific peptidase 48
Gene AliasRAP1GA1
Cytomap1p36.12
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q86UV5


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
84196USP48EEC-subject3HumanEndometriumEEC2.23e-02-5.49e-02-0.2525
84196USP48GSM5276934HumanEndometriumEEC1.92e-03-2.09e-01-0.0913
84196USP48GSM5276937HumanEndometriumEEC4.22e-02-1.65e-01-0.0897
84196USP48GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC9.17e-145.98e-02-0.1869
84196USP48GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.23e-12-3.79e-02-0.1875
84196USP48GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC5.44e-15-9.17e-02-0.1883
84196USP48GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC9.31e-09-1.56e-02-0.1934
84196USP48GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.62e-13-1.38e-01-0.1917
84196USP48GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC9.65e-18-9.28e-02-0.1916
84196USP48LZE4THumanEsophagusESCC2.49e-114.31e-010.0811
84196USP48LZE7THumanEsophagusESCC5.93e-073.59e-010.0667
84196USP48LZE22THumanEsophagusESCC1.16e-042.42e-010.068
84196USP48LZE24THumanEsophagusESCC1.02e-124.72e-010.0596
84196USP48P1T-EHumanEsophagusESCC3.86e-063.01e-010.0875
84196USP48P2T-EHumanEsophagusESCC1.72e-326.67e-010.1177
84196USP48P4T-EHumanEsophagusESCC3.25e-175.30e-010.1323
84196USP48P5T-EHumanEsophagusESCC1.56e-121.53e-010.1327
84196USP48P8T-EHumanEsophagusESCC3.59e-294.61e-010.0889
84196USP48P9T-EHumanEsophagusESCC1.22e-082.83e-010.1131
84196USP48P10T-EHumanEsophagusESCC1.39e-439.97e-010.116
Page: 1 2 3 4 5 6 7 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

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:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:00706462Oral cavityOSCCprotein modification by small protein removal77/7305157/187236.55e-032.43e-0277
GO:007064611Oral cavityEOLPprotein modification by small protein removal33/2218157/187237.04e-045.78e-0333
GO:00165792Oral cavityEOLPprotein deubiquitination28/2218139/187233.29e-031.90e-0228
GO:00706464SkincSCCprotein modification by small protein removal55/4864157/187237.29e-033.46e-0255
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
USP48SNVMissense_Mutationnovelc.2039C>Gp.Pro680Argp.P680RQ86UV5protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
USP48SNVMissense_Mutationnovelc.2755A>Gp.Ile919Valp.I919VQ86UV5protein_codingtolerated(0.39)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP48SNVMissense_Mutationrs778692028c.2732N>Gp.Asn911Serp.N911SQ86UV5protein_codingtolerated(0.18)benign(0.024)TCGA-AR-A2LM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
USP48SNVMissense_Mutationc.248G>Cp.Arg83Thrp.R83TQ86UV5protein_codingdeleterious(0)probably_damaging(0.972)TCGA-GI-A2C8-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificAdriamycinSD
USP48deletionFrame_Shift_Delnovelc.2738delGp.Gly913GlufsTer13p.G913Efs*13Q86UV5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
USP48deletionFrame_Shift_Delnovelc.411delAp.Asp138IlefsTer83p.D138Ifs*83Q86UV5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
USP48SNVMissense_Mutationrs748095023c.2260N>Tp.Arg754Trpp.R754WQ86UV5protein_codingdeleterious(0)possibly_damaging(0.857)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
USP48SNVMissense_Mutationnovelc.1153N>Tp.Gly385Trpp.G385WQ86UV5protein_codingdeleterious(0)probably_damaging(0.985)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
USP48SNVMissense_Mutationrs765982927c.1408N>Ap.Glu470Lysp.E470KQ86UV5protein_codingtolerated(0.2)benign(0.009)TCGA-EA-A5FO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
USP48SNVMissense_Mutationc.2747N>Ap.Arg916Glnp.R916QQ86UV5protein_codingdeleterious(0.02)possibly_damaging(0.637)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
Page: 1 2 3 4 5 6 7 8 9 10 11 

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