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: USP15

Gene summary for USP15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP15

Gene ID

9958

Gene nameubiquitin specific peptidase 15
Gene AliasUNPH-2
Cytomap12q14.1
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

Q9Y4E8


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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
9958USP15CA_HPV_1HumanCervixCC3.31e-052.46e-010.0264
9958USP15CA_HPV_2HumanCervixCC5.30e-032.41e-010.0391
9958USP15CCI_2HumanCervixCC6.18e-071.23e+000.5249
9958USP15CCI_3HumanCervixCC6.49e-058.11e-010.516
9958USP15HTA11_3410_2000001011HumanColorectumAD1.22e-16-7.22e-010.0155
9958USP15HTA11_2487_2000001011HumanColorectumSER3.82e-04-5.65e-01-0.1808
9958USP15HTA11_2951_2000001011HumanColorectumAD2.59e-02-6.93e-010.0216
9958USP15HTA11_1938_2000001011HumanColorectumAD3.11e-02-4.37e-01-0.0811
9958USP15HTA11_3361_2000001011HumanColorectumAD4.68e-09-7.54e-01-0.1207
9958USP15HTA11_696_2000001011HumanColorectumAD9.52e-19-5.50e-01-0.1464
9958USP15HTA11_866_2000001011HumanColorectumAD9.30e-06-3.83e-01-0.1001
9958USP15HTA11_5212_2000001011HumanColorectumAD1.97e-03-7.30e-01-0.2061
9958USP15HTA11_546_2000001011HumanColorectumAD2.49e-04-5.70e-01-0.0842
9958USP15HTA11_7862_2000001011HumanColorectumAD3.30e-04-5.24e-01-0.0179
9958USP15HTA11_866_3004761011HumanColorectumAD2.05e-19-7.50e-010.096
9958USP15HTA11_9408_2000001011HumanColorectumAD5.16e-03-9.03e-010.0451
9958USP15HTA11_8622_2000001021HumanColorectumSER1.01e-06-8.73e-010.0528
9958USP15HTA11_7663_2000001011HumanColorectumSER6.52e-03-4.68e-010.0131
9958USP15HTA11_10711_2000001011HumanColorectumAD1.71e-07-6.25e-010.0338
9958USP15HTA11_7696_3000711011HumanColorectumAD9.47e-30-7.21e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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: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:0039535LiverNAFLDregulation of RIG-I signaling pathway7/188220/187232.44e-032.27e-027
GO:00028313LiverNAFLDregulation of response to biotic stimulus49/1882327/187232.94e-032.66e-0249
GO:0032102LiverNAFLDnegative regulation of response to external stimulus60/1882420/187233.34e-032.93e-0260
GO:0039529LiverNAFLDRIG-I signaling pathway8/188227/187233.97e-033.34e-028
GO:00711082LiverNAFLDprotein K48-linked deubiquitination9/188235/187236.47e-034.69e-029
GO:0045088LiverNAFLDregulation of innate immune response34/1882218/187236.47e-034.69e-0234
GO:003052212LiverCirrhoticintracellular receptor signaling pathway105/4634265/187235.44e-081.69e-06105
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:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:00096155LiverCirrhoticresponse to virus126/4634367/187232.10e-052.77e-04126
GO:000717911LiverCirrhotictransforming growth factor beta receptor signaling pathway71/4634198/187233.02e-042.65e-0371
GO:0002832LiverCirrhoticnegative regulation of response to biotic stimulus41/4634108/187231.56e-031.01e-0241
GO:00321032LiverCirrhoticpositive regulation of response to external stimulus131/4634427/187232.90e-031.66e-02131
GO:000717811LiverCirrhotictransmembrane receptor protein serine/threonine kinase signaling pathway111/4634355/187232.98e-031.70e-02111
GO:00458242LiverCirrhoticnegative regulation of innate immune response28/463471/187234.37e-032.31e-0228
GO:0051607LiverCirrhoticdefense response to virus84/4634265/187236.02e-033.00e-0284
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0413718CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0413719CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041372ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa041373ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa041374ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041375ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041378ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa041379ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa0413710ColorectumCRCMitophagy - animal17/109172/84658.74e-034.00e-022.71e-0217
hsa0413711ColorectumCRCMitophagy - animal17/109172/84658.74e-034.00e-022.71e-0217
hsa0413730EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
hsa04137113EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413712LiverNAFLDMitophagy - animal18/104372/84652.27e-032.46e-021.99e-0218
hsa0413713LiverNAFLDMitophagy - animal18/104372/84652.27e-032.46e-021.99e-0218
hsa0413721LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa0413731LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
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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
USP15SNVMissense_Mutationc.2426N>Ap.Cys809Tyrp.C809YQ9Y4E8protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
USP15SNVMissense_Mutationc.832N>Cp.Glu278Glnp.E278QQ9Y4E8protein_codingtolerated(0.09)possibly_damaging(0.821)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
USP15SNVMissense_Mutationc.2701N>Ap.Asp901Asnp.D901NQ9Y4E8protein_codingtolerated(1)benign(0.163)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP15SNVMissense_Mutationnovelc.1552N>Ap.Asp518Asnp.D518NQ9Y4E8protein_codingtolerated(0.09)possibly_damaging(0.601)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
USP15SNVMissense_Mutationc.2581A>Gp.Met861Valp.M861VQ9Y4E8protein_codingdeleterious(0.04)probably_damaging(0.932)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP15SNVMissense_Mutationc.874N>Gp.Ser292Glyp.S292GQ9Y4E8protein_codingtolerated(0.51)benign(0.086)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
USP15SNVMissense_Mutationc.963N>Cp.Lys321Asnp.K321NQ9Y4E8protein_codingtolerated(0.07)benign(0.023)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP15SNVMissense_Mutationc.2654N>Tp.Gly885Valp.G885VQ9Y4E8protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP15SNVMissense_Mutationc.2899N>Cp.Asp967Hisp.D967HQ9Y4E8protein_codingdeleterious(0.03)benign(0.243)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
USP15SNVMissense_Mutationc.1867G>Ap.Glu623Lysp.E623KQ9Y4E8protein_codingtolerated(0.49)benign(0.007)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
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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
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