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: UCHL5

Gene summary for UCHL5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UCHL5

Gene ID

51377

Gene nameubiquitin C-terminal hydrolase L5
Gene AliasCGI-70
Cytomap1q31.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9Y5K5


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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
51377UCHL5LZE2THumanEsophagusESCC9.05e-069.70e-010.082
51377UCHL5LZE4THumanEsophagusESCC3.64e-144.26e-010.0811
51377UCHL5LZE7THumanEsophagusESCC1.94e-075.55e-010.0667
51377UCHL5LZE8THumanEsophagusESCC8.15e-061.91e-010.067
51377UCHL5LZE20THumanEsophagusESCC8.81e-032.28e-010.0662
51377UCHL5LZE22THumanEsophagusESCC1.16e-054.74e-010.068
51377UCHL5LZE24THumanEsophagusESCC4.54e-144.54e-010.0596
51377UCHL5LZE6THumanEsophagusESCC2.34e-053.87e-010.0845
51377UCHL5P1T-EHumanEsophagusESCC6.38e-124.91e-010.0875
51377UCHL5P2T-EHumanEsophagusESCC4.90e-467.54e-010.1177
51377UCHL5P4T-EHumanEsophagusESCC1.29e-247.26e-010.1323
51377UCHL5P5T-EHumanEsophagusESCC2.39e-368.11e-010.1327
51377UCHL5P8T-EHumanEsophagusESCC1.97e-202.96e-010.0889
51377UCHL5P9T-EHumanEsophagusESCC2.33e-143.93e-010.1131
51377UCHL5P10T-EHumanEsophagusESCC9.60e-275.19e-010.116
51377UCHL5P11T-EHumanEsophagusESCC1.05e-134.14e-010.1426
51377UCHL5P12T-EHumanEsophagusESCC1.05e-213.18e-010.1122
51377UCHL5P15T-EHumanEsophagusESCC3.69e-144.17e-010.1149
51377UCHL5P16T-EHumanEsophagusESCC5.05e-296.28e-010.1153
51377UCHL5P17T-EHumanEsophagusESCC5.52e-085.21e-010.1278
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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
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
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0031330111EsophagusESCCnegative regulation of cellular catabolic process166/8552262/187235.17e-091.08e-07166
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0042177111EsophagusESCCnegative regulation of protein catabolic process84/8552121/187231.03e-071.69e-0684
GO:2000059111EsophagusESCCnegative regulation of ubiquitin-dependent protein catabolic process37/855248/187238.99e-068.65e-0537
GO:003243510EsophagusESCCnegative regulation of proteasomal ubiquitin-dependent protein catabolic process28/855235/187233.40e-052.78e-0428
GO:1903363110EsophagusESCCnegative regulation of cellular protein catabolic process51/855275/187237.70e-055.74e-0451
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:1903051110EsophagusESCCnegative regulation of proteolysis involved in cellular protein catabolic process44/855264/187231.59e-041.05e-0344
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
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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
UCHL5SNVMissense_Mutationc.419A>Gp.His140Argp.H140RQ9Y5K5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
UCHL5SNVMissense_Mutationc.754N>Gp.Gln252Glup.Q252EQ9Y5K5protein_codingtolerated(0.84)benign(0.001)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
UCHL5SNVMissense_Mutationc.218G>Ap.Arg73Glnp.R73QQ9Y5K5protein_codingdeleterious(0.03)benign(0.056)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UCHL5insertionFrame_Shift_Insnovelc.410_411insTCTCCCATTAp.Gln138LeufsTer16p.Q138Lfs*16Q9Y5K5protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
UCHL5SNVMissense_Mutationnovelc.671N>Cp.Val224Alap.V224AQ9Y5K5protein_codingdeleterious(0)possibly_damaging(0.688)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
UCHL5SNVMissense_Mutationnovelc.650N>Ap.Arg217Glnp.R217QQ9Y5K5protein_codingtolerated(0.05)benign(0.172)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UCHL5SNVMissense_Mutationnovelc.931C>Tp.Pro311Serp.P311SQ9Y5K5protein_codingdeleterious(0.04)benign(0.186)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UCHL5SNVMissense_Mutationnovelc.152N>Ap.Gly51Glup.G51EQ9Y5K5protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UCHL5SNVMissense_Mutationc.839N>Tp.Arg280Ilep.R280IQ9Y5K5protein_codingdeleterious(0)benign(0.063)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
UCHL5SNVMissense_Mutationc.812N>Cp.Ile271Thrp.I271TQ9Y5K5protein_codingdeleterious(0)possibly_damaging(0.811)TCGA-AX-A06B-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
51377UCHL5DNA REPAIR, TUMOR SUPPRESSOR, ENZYME, PROTEASEPMID26077642-Compound-Figure3A
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