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: BTBD2

Gene summary for BTBD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTBD2

Gene ID

55643

Gene nameBTB domain containing 2
Gene AliasBTBD2
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

Q9BX70


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
55643BTBD2HTA11_3410_2000001011HumanColorectumAD4.89e-022.38e-010.0155
55643BTBD2HTA11_347_2000001011HumanColorectumAD5.37e-063.87e-01-0.1954
55643BTBD2HTA11_696_2000001011HumanColorectumAD7.05e-063.56e-01-0.1464
55643BTBD2HTA11_866_2000001011HumanColorectumAD4.40e-022.73e-01-0.1001
55643BTBD2HTA11_1391_2000001011HumanColorectumAD8.61e-106.89e-01-0.059
55643BTBD2HTA11_546_2000001011HumanColorectumAD2.34e-066.08e-01-0.0842
55643BTBD2HTA11_10711_2000001011HumanColorectumAD1.01e-034.75e-010.0338
55643BTBD2HTA11_7696_3000711011HumanColorectumAD6.38e-278.65e-010.0674
55643BTBD2HTA11_6818_2000001011HumanColorectumAD2.24e-036.75e-010.0112
55643BTBD2HTA11_6818_2000001021HumanColorectumAD2.62e-045.23e-010.0588
55643BTBD2HTA11_99999971662_82457HumanColorectumMSS1.51e-023.35e-010.3859
55643BTBD2HTA11_99999974143_84620HumanColorectumMSS4.70e-032.86e-010.3005
55643BTBD2A015-C-203HumanColorectumFAP1.11e-05-6.49e-02-0.1294
55643BTBD2A002-C-201HumanColorectumFAP4.35e-02-6.44e-020.0324
55643BTBD2A002-C-205HumanColorectumFAP3.27e-06-1.77e-01-0.1236
55643BTBD2A015-C-006HumanColorectumFAP3.25e-033.03e-02-0.0994
55643BTBD2A002-C-114HumanColorectumFAP2.96e-03-3.25e-02-0.1561
55643BTBD2A015-C-104HumanColorectumFAP2.17e-071.56e-02-0.1899
55643BTBD2A002-C-016HumanColorectumFAP2.01e-02-6.99e-020.0521
55643BTBD2A002-C-116HumanColorectumFAP1.75e-08-1.24e-01-0.0452
Page: 1 2 3 4 5 6 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:000600614Oral cavityLPglucose metabolic process64/4623196/187237.09e-033.98e-0264
GO:004343424Oral cavityEOLPresponse to peptide hormone89/2218414/187231.29e-086.11e-0789
GO:003286823Oral cavityEOLPresponse to insulin62/2218264/187237.78e-082.76e-0662
GO:004343427ThyroidHTresponse to peptide hormone49/1272414/187231.05e-041.75e-0349
GO:003286820ThyroidHTresponse to insulin29/1272264/187237.25e-034.35e-0229
GO:0043434113ThyroidPTCresponse to peptide hormone188/5968414/187234.13e-091.09e-07188
GO:0032868111ThyroidPTCresponse to insulin124/5968264/187231.87e-073.47e-06124
GO:001931810ThyroidPTChexose metabolic process108/5968237/187236.42e-067.65e-05108
GO:000599614ThyroidPTCmonosaccharide metabolic process115/5968257/187239.36e-061.05e-04115
GO:000600615ThyroidPTCglucose metabolic process90/5968196/187232.54e-052.50e-0490
GO:004343428ThyroidATCresponse to peptide hormone192/6293414/187233.63e-086.70e-07192
GO:003286824ThyroidATCresponse to insulin126/6293264/187231.24e-061.59e-05126
GO:001931814ThyroidATChexose metabolic process111/6293237/187231.51e-051.41e-04111
GO:000599615ThyroidATCmonosaccharide metabolic process118/6293257/187232.56e-052.20e-04118
GO:000600616ThyroidATCglucose metabolic process93/6293196/187233.85e-053.14e-0493
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
BTBD2SNVMissense_Mutationnovelc.833N>Ap.Arg278Hisp.R278HQ9BX70protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTBD2SNVMissense_Mutationc.689N>Ap.Arg230Glnp.R230QQ9BX70protein_codingdeleterious(0.05)probably_damaging(0.994)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
BTBD2SNVMissense_Mutationrs746291159c.1183T>Gp.Phe395Valp.F395VQ9BX70protein_codingdeleterious(0.01)possibly_damaging(0.855)TCGA-EW-A1J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
BTBD2insertionNonsense_Mutationnovelc.488_489insTTCACTGTGTTAGTCAGGATGp.Leu163_Pro164insSerLeuCysTerSerGlyTrpp.L163_P164insSLC*SGWQ9BX70protein_codingTCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
BTBD2deletionFrame_Shift_Delnovelc.1552delNp.Ile518SerfsTer22p.I518Sfs*22Q9BX70protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
BTBD2SNVMissense_Mutationnovelc.824N>Cp.Leu275Prop.L275PQ9BX70protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BTBD2SNVMissense_Mutationc.686N>Tp.Ala229Valp.A229VQ9BX70protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BTBD2SNVMissense_Mutationrs141098024c.412N>Ap.Val138Metp.V138MQ9BX70protein_codingdeleterious(0)probably_damaging(0.972)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
BTBD2SNVMissense_Mutationc.1127N>Ap.Arg376Hisp.R376HQ9BX70protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6317-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilPD
BTBD2SNVMissense_Mutationc.1044N>Ap.His348Glnp.H348QQ9BX70protein_codingdeleterious(0.01)possibly_damaging(0.899)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 

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