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: USP31

Gene summary for USP31

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP31

Gene ID

57478

Gene nameubiquitin specific peptidase 31
Gene AliasUSP31
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q70CQ4


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
57478USP31CA_HPV_3HumanCervixCC2.16e-031.03e-010.0414
57478USP31CCI_2HumanCervixCC1.26e-081.09e+000.5249
57478USP31CCI_3HumanCervixCC6.98e-131.10e+000.516
57478USP31LZE4THumanEsophagusESCC3.81e-081.88e-010.0811
57478USP31LZE7THumanEsophagusESCC2.67e-041.69e-010.0667
57478USP31LZE24THumanEsophagusESCC3.90e-023.98e-020.0596
57478USP31P2T-EHumanEsophagusESCC2.38e-235.88e-010.1177
57478USP31P4T-EHumanEsophagusESCC1.85e-061.97e-010.1323
57478USP31P5T-EHumanEsophagusESCC1.20e-112.20e-010.1327
57478USP31P8T-EHumanEsophagusESCC2.30e-184.15e-010.0889
57478USP31P10T-EHumanEsophagusESCC2.32e-224.15e-010.116
57478USP31P11T-EHumanEsophagusESCC1.69e-073.96e-010.1426
57478USP31P12T-EHumanEsophagusESCC9.92e-204.69e-010.1122
57478USP31P15T-EHumanEsophagusESCC1.87e-133.32e-010.1149
57478USP31P16T-EHumanEsophagusESCC9.54e-071.27e-010.1153
57478USP31P17T-EHumanEsophagusESCC2.70e-072.40e-010.1278
57478USP31P21T-EHumanEsophagusESCC2.96e-152.44e-010.1617
57478USP31P22T-EHumanEsophagusESCC1.29e-152.73e-010.1236
57478USP31P23T-EHumanEsophagusESCC2.03e-041.34e-010.108
57478USP31P24T-EHumanEsophagusESCC8.52e-081.76e-010.1287
Page: 1 2 3 4 5 

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
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
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
∗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:00706462Oral cavityOSCCprotein modification by small protein removal77/7305157/187236.55e-032.43e-0277
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
USP31SNVMissense_Mutationc.2254G>Tp.Val752Phep.V752FQ70CQ4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A06Y-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
USP31SNVMissense_Mutationc.2597N>Tp.Ser866Leup.S866LQ70CQ4protein_codingtolerated(0.06)benign(0.009)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP31SNVMissense_Mutationc.2309N>Tp.Ser770Leup.S770LQ70CQ4protein_codingdeleterious(0.03)probably_damaging(0.983)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP31SNVMissense_Mutationnovelc.2380N>Tp.Pro794Serp.P794SQ70CQ4protein_codingtolerated(0.22)possibly_damaging(0.841)TCGA-AC-A62Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP31SNVMissense_Mutationnovelc.2504G>Ap.Arg835Glnp.R835QQ70CQ4protein_codingdeleterious(0.01)benign(0.049)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP31SNVMissense_Mutationc.1337N>Tp.Ser446Phep.S446FQ70CQ4protein_codingtolerated(0.19)benign(0.066)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
USP31SNVMissense_Mutationc.1751G>Ap.Arg584Hisp.R584HQ70CQ4protein_codingdeleterious(0.02)probably_damaging(0.961)TCGA-E2-A14T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
USP31insertionFrame_Shift_Insnovelc.1063_1064insATGCTCCTGTGAACATTCCACACAAGTTTTTGTGTGGp.Met355AsnfsTer20p.M355Nfs*20Q70CQ4protein_codingTCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
USP31deletionFrame_Shift_Delnovelc.2458delGp.Glu820ArgfsTer2p.E820Rfs*2Q70CQ4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
USP31deletionFrame_Shift_Delnovelc.2138delGp.Cys713SerfsTer78p.C713Sfs*78Q70CQ4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 

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