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: USP9Y

Gene summary for USP9Y

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP9Y

Gene ID

8287

Gene nameubiquitin specific peptidase 9 Y-linked
Gene AliasDFFRY
CytomapYq11.221
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O00507


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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
8287USP9YLZE4THumanEsophagusESCC1.70e-215.88e-010.0811
8287USP9YP5T-EHumanEsophagusESCC4.70e-03-1.52e-020.1327
8287USP9YP10T-EHumanEsophagusESCC3.09e-071.48e-010.116
8287USP9YP12T-EHumanEsophagusESCC2.91e-082.98e-020.1122
8287USP9YP22T-EHumanEsophagusESCC1.46e-086.73e-030.1236
8287USP9YP28T-EHumanEsophagusESCC7.82e-094.58e-020.1149
8287USP9YP37T-EHumanEsophagusESCC5.77e-082.46e-020.1371
8287USP9YP44T-EHumanEsophagusESCC3.82e-024.24e-020.1096
8287USP9YP52T-EHumanEsophagusESCC1.98e-065.67e-020.1555
8287USP9YP56T-EHumanEsophagusESCC1.15e-026.90e-010.1613
8287USP9YP57T-EHumanEsophagusESCC1.63e-06-1.81e-030.0926
8287USP9YP79T-EHumanEsophagusESCC5.71e-043.01e-030.1154
8287USP9YP127T-EHumanEsophagusESCC4.33e-181.82e-010.0826
8287USP9YNAFLD1HumanLiverNAFLD2.31e-035.44e-01-0.04
8287USP9YHCC2_MengHumanLiverHCC1.93e-02-1.19e-010.0107
8287USP9Ycirrhotic1HumanLiverCirrhotic1.93e-02-1.19e-010.0202
8287USP9YHCC1HumanLiverHCC3.97e-125.13e-010.5336
8287USP9YHCC2HumanLiverHCC6.55e-092.99e+000.5341
8287USP9YPt14.dHumanLiverHCC4.06e-02-1.19e-010.0143
8287USP9YRNA-P23T2-P23T2-1HumanLungMIAC6.80e-058.52e-01-0.037
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00715599EsophagusESCCresponse to transforming growth factor beta157/8552256/187232.95e-074.23e-06157
GO:00715609EsophagusESCCcellular response to transforming growth factor beta stimulus151/8552250/187231.78e-062.10e-05151
GO:00071799EsophagusESCCtransforming growth factor beta receptor signaling pathway121/8552198/187238.26e-068.03e-05121
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:000717810EsophagusESCCtransmembrane receptor protein serine/threonine kinase signaling pathway195/8552355/187232.58e-041.58e-03195
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:00715593LiverNAFLDresponse to transforming growth factor beta51/1882256/187231.43e-066.58e-0551
GO:00715603LiverNAFLDcellular response to transforming growth factor beta stimulus48/1882250/187238.27e-062.76e-0448
GO:00071793LiverNAFLDtransforming growth factor beta receptor signaling pathway37/1882198/187231.53e-042.82e-0337
GO:00071784LiverNAFLDtransmembrane receptor protein serine/threonine kinase signaling pathway56/1882355/187234.50e-046.62e-0356
GO:0070646LiverNAFLDprotein modification by small protein removal29/1882157/187239.11e-041.09e-0229
GO:0016579LiverNAFLDprotein deubiquitination26/1882139/187231.35e-031.52e-0226
GO:007155911LiverCirrhoticresponse to transforming growth factor beta96/4634256/187233.55e-066.09e-0596
GO:007156011LiverCirrhoticcellular response to transforming growth factor beta stimulus93/4634250/187237.34e-061.13e-0493
GO:000717911LiverCirrhotictransforming growth factor beta receptor signaling pathway71/4634198/187233.02e-042.65e-0371
GO:000717811LiverCirrhotictransmembrane receptor protein serine/threonine kinase signaling pathway111/4634355/187232.98e-031.70e-02111
GO:007155921LiverHCCresponse to transforming growth factor beta141/7958256/187233.08e-053.16e-04141
GO:007156021LiverHCCcellular response to transforming growth factor beta stimulus137/7958250/187235.47e-055.14e-04137
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
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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
USP9YSNVMissense_Mutationnovelc.383N>Ap.Ser128Tyrp.S128YO00507protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
USP9YSNVMissense_Mutationc.6124N>Gp.Thr2042Alap.T2042AO00507protein_codingtolerated(0.89)benign(0.001)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
USP9YSNVMissense_Mutationc.4171N>Ap.Gly1391Serp.G1391SO00507protein_codingtolerated(1)benign(0)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
USP9YSNVMissense_Mutationnovelc.1978A>Cp.Asn660Hisp.N660HO00507protein_codingdeleterious(0.02)possibly_damaging(0.887)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
USP9YSNVMissense_Mutationnovelc.3739A>Gp.Ile1247Valp.I1247VO00507protein_codingtolerated(0.66)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
USP9YSNVMissense_Mutationrs377271136c.6193C>Tp.Arg2065Cysp.R2065CO00507protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
USP9YSNVMissense_Mutationc.4780N>Tp.Gly1594Cysp.G1594CO00507protein_codingtolerated(0.06)possibly_damaging(0.778)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
USP9YSNVMissense_Mutationnovelc.890N>Cp.Lys297Thrp.K297TO00507protein_codingdeleterious(0.04)probably_damaging(0.971)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
USP9YSNVMissense_Mutationc.3073N>Ap.Val1025Ilep.V1025IO00507protein_codingtolerated(0.08)benign(0.083)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
USP9YSNVMissense_Mutationc.2383N>Gp.Lys795Glup.K795EO00507protein_codingdeleterious(0)possibly_damaging(0.867)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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
8287USP9YENZYME, PROTEASETESTOSTERONETESTOSTERONE10439009
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