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: CRBN

Gene summary for CRBN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRBN

Gene ID

51185

Gene namecereblon
Gene AliasMRT2
Cytomap3p26.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96SW2


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
51185CRBNLZE4THumanEsophagusESCC8.87e-102.53e-010.0811
51185CRBNLZE7THumanEsophagusESCC3.88e-042.34e-010.0667
51185CRBNLZE24THumanEsophagusESCC2.43e-093.14e-010.0596
51185CRBNLZE6THumanEsophagusESCC1.10e-021.81e-010.0845
51185CRBNP1T-EHumanEsophagusESCC9.84e-051.59e-010.0875
51185CRBNP2T-EHumanEsophagusESCC1.24e-192.01e-010.1177
51185CRBNP4T-EHumanEsophagusESCC3.20e-164.18e-010.1323
51185CRBNP5T-EHumanEsophagusESCC2.38e-153.32e-010.1327
51185CRBNP8T-EHumanEsophagusESCC2.36e-182.61e-010.0889
51185CRBNP9T-EHumanEsophagusESCC2.58e-111.96e-010.1131
51185CRBNP10T-EHumanEsophagusESCC5.38e-173.05e-010.116
51185CRBNP11T-EHumanEsophagusESCC1.63e-052.21e-010.1426
51185CRBNP12T-EHumanEsophagusESCC2.14e-294.86e-010.1122
51185CRBNP15T-EHumanEsophagusESCC1.35e-152.15e-010.1149
51185CRBNP16T-EHumanEsophagusESCC5.61e-213.64e-010.1153
51185CRBNP17T-EHumanEsophagusESCC7.92e-063.14e-010.1278
51185CRBNP20T-EHumanEsophagusESCC7.04e-204.37e-010.1124
51185CRBNP21T-EHumanEsophagusESCC3.63e-091.28e-010.1617
51185CRBNP22T-EHumanEsophagusESCC1.63e-182.60e-010.1236
51185CRBNP23T-EHumanEsophagusESCC7.92e-306.48e-010.108
Page: 1 2 3 4 5 6 

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
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: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:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:0031333110EsophagusESCCnegative regulation of protein-containing complex assembly86/8552141/187231.74e-041.14e-0386
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:004325412LiverCirrhoticregulation of protein-containing complex assembly169/4634428/187237.40e-124.99e-10169
GO:00313337LiverCirrhoticnegative regulation of protein-containing complex assembly64/4634141/187237.08e-082.14e-0664
GO:00313347LiverCirrhoticpositive regulation of protein-containing complex assembly95/4634237/187231.21e-073.39e-0695
GO:00510514LiverCirrhoticnegative regulation of transport141/4634470/187235.06e-032.62e-02141
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:003133412LiverHCCpositive regulation of protein-containing complex assembly150/7958237/187237.35e-112.63e-09150
GO:003133312LiverHCCnegative regulation of protein-containing complex assembly91/7958141/187231.01e-071.98e-0691
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:004325420Oral cavityOSCCregulation of protein-containing complex assembly255/7305428/187232.94e-183.15e-16255
GO:003133420Oral cavityOSCCpositive regulation of protein-containing complex assembly153/7305237/187231.18e-158.33e-14153
Page: 1 2 

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
CRBNSNVMissense_Mutationnovelc.1240N>Cp.Phe414Leup.F414LQ96SW2protein_codingdeleterious(0)probably_damaging(0.931)TCGA-LL-A5YO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CRBNinsertionFrame_Shift_Insnovelc.948_949insGGTCTTAGCAp.Lys317GlyfsTer11p.K317Gfs*11Q96SW2protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CRBNSNVMissense_Mutationnovelc.311C>Ap.Pro104Hisp.P104HQ96SW2protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CRBNSNVMissense_Mutationrs758183266c.316N>Ap.Glu106Lysp.E106KQ96SW2protein_codingtolerated(0.13)probably_damaging(0.992)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CRBNSNVMissense_Mutationc.193G>Ap.Glu65Lysp.E65KQ96SW2protein_codingdeleterious(0.01)possibly_damaging(0.676)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CRBNSNVMissense_Mutationrs151127854c.332G>Ap.Arg111Glnp.R111QQ96SW2protein_codingtolerated(0.18)probably_damaging(0.992)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRBNSNVMissense_Mutationrs566932471c.1274N>Tp.Thr425Metp.T425MQ96SW2protein_codingtolerated(0.11)benign(0.003)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CRBNSNVMissense_Mutationnovelc.1153G>Ap.Ala385Thrp.A385TQ96SW2protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRBNSNVMissense_Mutationc.707N>Cp.Asn236Thrp.N236TQ96SW2protein_codingtolerated(0.28)benign(0.042)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CRBNSNVMissense_Mutationnovelc.431A>Gp.Tyr144Cysp.Y144CQ96SW2protein_codingdeleterious(0.01)probably_damaging(0.947)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 

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
51185CRBNENZYME, DRUG RESISTANCEinhibitorCHEMBL43452POMALIDOMIDE
51185CRBNENZYME, DRUG RESISTANCEinhibitorCHEMBL468THALIDOMIDE
51185CRBNENZYME, DRUG RESISTANCE178103899THALIDOMIDE
51185CRBNENZYME, DRUG RESISTANCE178103903LENALIDOMIDE
51185CRBNENZYME, DRUG RESISTANCE178103920POMALIDOMIDE
51185CRBNENZYME, DRUG RESISTANCECC-122AVADOMIDE
51185CRBNENZYME, DRUG RESISTANCE387065615
51185CRBNENZYME, DRUG RESISTANCE387065622
51185CRBNENZYME, DRUG RESISTANCE340590248IBERDOMIDE
51185CRBNENZYME, DRUG RESISTANCE387065604AVADOMIDE
Page: 1 2