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: USP36

Gene summary for USP36

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP36

Gene ID

57602

Gene nameubiquitin specific peptidase 36
Gene AliasDUB1
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

A0A024R8V6


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
57602USP36LZE4THumanEsophagusESCC6.53e-059.17e-020.0811
57602USP36LZE7THumanEsophagusESCC1.21e-053.23e-010.0667
57602USP36LZE21D1HumanEsophagusHGIN8.31e-034.01e-010.0632
57602USP36LZE24THumanEsophagusESCC2.90e-082.98e-010.0596
57602USP36LZE21THumanEsophagusESCC1.51e-041.68e-010.0655
57602USP36LZE6THumanEsophagusESCC4.20e-023.76e-020.0845
57602USP36P1T-EHumanEsophagusESCC2.77e-061.84e-010.0875
57602USP36P2T-EHumanEsophagusESCC1.53e-263.50e-010.1177
57602USP36P4T-EHumanEsophagusESCC1.68e-06-1.40e-030.1323
57602USP36P5T-EHumanEsophagusESCC8.08e-15-4.51e-020.1327
57602USP36P8T-EHumanEsophagusESCC1.98e-236.52e-020.0889
57602USP36P9T-EHumanEsophagusESCC3.96e-151.40e-010.1131
57602USP36P10T-EHumanEsophagusESCC1.65e-191.75e-010.116
57602USP36P11T-EHumanEsophagusESCC5.74e-095.80e-010.1426
57602USP36P12T-EHumanEsophagusESCC4.28e-172.04e-010.1122
57602USP36P15T-EHumanEsophagusESCC2.26e-102.03e-010.1149
57602USP36P16T-EHumanEsophagusESCC4.19e-272.46e-010.1153
57602USP36P20T-EHumanEsophagusESCC9.49e-391.02e+000.1124
57602USP36P21T-EHumanEsophagusESCC1.24e-131.21e-010.1617
57602USP36P22T-EHumanEsophagusESCC5.75e-131.27e-010.1236
Page: 1 2 3 4 

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
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:002261327EsophagusHGINribonucleoprotein complex biogenesis158/2587463/187232.61e-295.23e-26158
GO:004225426EsophagusHGINribosome biogenesis101/2587299/187238.74e-194.03e-16101
GO:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:007259420EsophagusHGINestablishment of protein localization to organelle120/2587422/187231.73e-154.00e-13120
GO:005082127EsophagusHGINprotein stabilization64/2587191/187233.11e-124.24e-1064
GO:001607219EsophagusHGINrRNA metabolic process72/2587236/187232.26e-112.56e-0972
GO:000636419EsophagusHGINrRNA processing69/2587225/187234.53e-115.04e-0969
GO:000683920EsophagusHGINmitochondrial transport74/2587254/187231.32e-101.32e-0874
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:003133026EsophagusHGINnegative regulation of cellular catabolic process74/2587262/187236.27e-105.30e-0874
GO:001050616EsophagusHGINregulation of autophagy84/2587317/187231.39e-091.08e-0784
GO:190382926EsophagusHGINpositive regulation of cellular protein localization75/2587276/187233.19e-092.30e-0775
GO:007058520EsophagusHGINprotein localization to mitochondrion43/2587125/187234.43e-093.03e-0743
GO:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:001623616EsophagusHGINmacroautophagy77/2587291/187237.15e-094.61e-0777
GO:007265520EsophagusHGINestablishment of protein localization to mitochondrion41/2587120/187231.26e-087.96e-0741
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:000660525EsophagusHGINprotein targeting78/2587314/187231.08e-075.47e-0678
GO:000662620EsophagusHGINprotein targeting to mitochondrion33/2587100/187237.99e-073.35e-0533
GO:19030089EsophagusHGINorganelle disassembly36/2587114/187238.60e-073.58e-0536
Page: 1 2 3 4 5 6 7 8 9 10 11 

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
USP36SNVMissense_Mutationc.1030N>Cp.Gly344Argp.G344RQ9P275protein_codingdeleterious(0.03)possibly_damaging(0.754)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
USP36SNVMissense_Mutationrs750823481c.967N>Ap.Val323Ilep.V323IQ9P275protein_codingdeleterious(0.04)probably_damaging(0.949)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
USP36SNVMissense_Mutationrs140856412c.2728N>Ap.Ala910Thrp.A910TQ9P275protein_codingtolerated(0.07)benign(0.038)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP36SNVMissense_Mutationc.540C>Ap.Asn180Lysp.N180KQ9P275protein_codingdeleterious(0.01)possibly_damaging(0.882)TCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP36SNVMissense_Mutationrs140856412c.2728N>Ap.Ala910Thrp.A910TQ9P275protein_codingtolerated(0.07)benign(0.038)TCGA-B6-A0RI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
USP36SNVMissense_Mutationrs763717745c.2900N>Ap.Arg967Glnp.R967QQ9P275protein_codingtolerated(1)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP36SNVMissense_Mutationc.3334N>Tp.His1112Tyrp.H1112YQ9P275protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
USP36SNVMissense_Mutationrs747079506c.1538N>Tp.Ser513Phep.S513FQ9P275protein_codingtolerated(0.1)possibly_damaging(0.894)TCGA-E2-A15J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
USP36insertionFrame_Shift_Insnovelc.1454_1455insCTTTTTTTTCCp.Gly486PhefsTer17p.G486Ffs*17Q9P275protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
USP36insertionNonsense_Mutationnovelc.1452_1453insGTTGGAAAATAAATCCTCACGGGp.Ile485ValfsTer4p.I485Vfs*4Q9P275protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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