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: TBL2

Gene summary for TBL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBL2

Gene ID

26608

Gene nametransducin beta like 2
Gene AliasWBSCR13
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

Q9Y4P3


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
26608TBL2LZE7THumanEsophagusESCC8.95e-041.52e-010.0667
26608TBL2LZE24THumanEsophagusESCC5.65e-113.65e-010.0596
26608TBL2P1T-EHumanEsophagusESCC5.55e-032.34e-010.0875
26608TBL2P2T-EHumanEsophagusESCC8.50e-152.96e-010.1177
26608TBL2P4T-EHumanEsophagusESCC2.39e-153.49e-010.1323
26608TBL2P5T-EHumanEsophagusESCC6.26e-112.96e-010.1327
26608TBL2P8T-EHumanEsophagusESCC3.64e-112.75e-010.0889
26608TBL2P9T-EHumanEsophagusESCC5.77e-153.52e-010.1131
26608TBL2P10T-EHumanEsophagusESCC1.92e-143.00e-010.116
26608TBL2P11T-EHumanEsophagusESCC7.98e-093.71e-010.1426
26608TBL2P12T-EHumanEsophagusESCC2.63e-276.57e-010.1122
26608TBL2P15T-EHumanEsophagusESCC1.23e-204.87e-010.1149
26608TBL2P16T-EHumanEsophagusESCC2.87e-357.72e-010.1153
26608TBL2P17T-EHumanEsophagusESCC3.04e-063.00e-010.1278
26608TBL2P19T-EHumanEsophagusESCC5.22e-065.80e-010.1662
26608TBL2P20T-EHumanEsophagusESCC2.15e-123.52e-010.1124
26608TBL2P21T-EHumanEsophagusESCC4.73e-447.43e-010.1617
26608TBL2P22T-EHumanEsophagusESCC2.16e-214.14e-010.1236
26608TBL2P23T-EHumanEsophagusESCC1.53e-225.82e-010.108
26608TBL2P24T-EHumanEsophagusESCC1.29e-112.94e-010.1287
Page: 1 2 3 4 5 

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
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:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:0034620111EsophagusESCCcellular response to unfolded protein74/855296/187233.10e-108.66e-0974
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:003096818EsophagusESCCendoplasmic reticulum unfolded protein response59/855274/187231.90e-094.36e-0859
GO:0071453110EsophagusESCCcellular response to oxygen levels114/8552177/187233.63e-075.06e-06114
GO:0036294110EsophagusESCCcellular response to decreased oxygen levels105/8552161/187234.20e-075.73e-06105
GO:007145616EsophagusESCCcellular response to hypoxia97/8552151/187233.12e-063.51e-0597
GO:00421492EsophagusESCCcellular response to glucose starvation36/855248/187233.43e-052.80e-0436
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
Page: 1 2 3 4 5 

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
TBL2SNVMissense_Mutationc.789G>Tp.Lys263Asnp.K263NQ9Y4P3protein_codingtolerated(0.37)benign(0.001)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBL2SNVMissense_Mutationc.565G>Tp.Ala189Serp.A189SQ9Y4P3protein_codingtolerated(0.23)possibly_damaging(0.73)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
TBL2SNVMissense_Mutationc.616N>Ap.Ala206Thrp.A206TQ9Y4P3protein_codingtolerated(0.05)possibly_damaging(0.486)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TBL2SNVMissense_Mutationc.1198N>Gp.His400Aspp.H400DQ9Y4P3protein_codingdeleterious(0.01)probably_damaging(0.919)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TBL2SNVMissense_Mutationnovelc.560A>Cp.His187Prop.H187PQ9Y4P3protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
TBL2SNVMissense_Mutationnovelc.584G>Ap.Gly195Aspp.G195DQ9Y4P3protein_codingtolerated(0.17)probably_damaging(0.949)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TBL2SNVMissense_Mutationnovelc.308A>Cp.Lys103Thrp.K103TQ9Y4P3protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TBL2SNVMissense_Mutationnovelc.1003T>Gp.Cys335Glyp.C335GQ9Y4P3protein_codingdeleterious(0.02)benign(0.185)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
TBL2SNVMissense_Mutationrs539449965c.974G>Ap.Arg325Hisp.R325HQ9Y4P3protein_codingtolerated(0.13)benign(0)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
TBL2SNVMissense_Mutationnovelc.164C>Ap.Ser55Tyrp.S55YQ9Y4P3protein_codingdeleterious(0.02)benign(0.198)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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
Page: 1