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: 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


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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
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
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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
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:003133318Oral cavityOSCCnegative regulation of protein-containing complex assembly79/7305141/187233.01e-052.76e-0479
GO:001049828SkincSCCproteasomal protein catabolic process243/4864490/187237.85e-304.10e-27243
GO:004316128SkincSCCproteasome-mediated ubiquitin-dependent protein catabolic process205/4864412/187231.46e-254.16e-23205
GO:004325429SkincSCCregulation of protein-containing complex assembly167/4864428/187231.60e-095.97e-08167
GO:0031334112SkincSCCpositive regulation of protein-containing complex assembly97/4864237/187233.22e-076.51e-0697
GO:003133326SkincSCCnegative regulation of protein-containing complex assembly55/4864141/187234.57e-043.49e-0355
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:0043254113ThyroidPTCregulation of protein-containing complex assembly215/5968428/187231.23e-159.09e-14215
GO:0031334113ThyroidPTCpositive regulation of protein-containing complex assembly121/5968237/187235.70e-101.81e-08121
GO:0031333112ThyroidPTCnegative regulation of protein-containing complex assembly68/5968141/187233.61e-053.37e-0468
GO:00510518ThyroidPTCnegative regulation of transport176/5968470/187235.44e-032.49e-02176
GO:001049832ThyroidATCproteasomal protein catabolic process309/6293490/187231.78e-411.13e-37309
GO:0043161210ThyroidATCproteasome-mediated ubiquitin-dependent protein catabolic process265/6293412/187237.09e-381.49e-34265
GO:0043254210ThyroidATCregulation of protein-containing complex assembly225/6293428/187232.72e-162.33e-14225
GO:003133428ThyroidATCpositive regulation of protein-containing complex assembly127/6293237/187231.64e-104.93e-09127
GO:003133333ThyroidATCnegative regulation of protein-containing complex assembly71/6293141/187232.83e-052.38e-0471
GO:005105114ThyroidATCnegative regulation of transport183/6293470/187238.12e-033.13e-02183
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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
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
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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
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
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