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: BTBD6

Gene summary for BTBD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTBD6

Gene ID

90135

Gene nameBTB domain containing 6
Gene AliasBDPL
Cytomap14q32.33
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

Q96KE9


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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
90135BTBD6HTA11_3410_2000001011HumanColorectumAD5.59e-062.74e-010.0155
90135BTBD6HTA11_2487_2000001011HumanColorectumSER1.63e-094.65e-01-0.1808
90135BTBD6HTA11_2951_2000001011HumanColorectumAD7.99e-033.74e-010.0216
90135BTBD6HTA11_1938_2000001011HumanColorectumAD1.16e-094.58e-01-0.0811
90135BTBD6HTA11_78_2000001011HumanColorectumAD3.95e-125.27e-01-0.1088
90135BTBD6HTA11_347_2000001011HumanColorectumAD5.48e-205.06e-01-0.1954
90135BTBD6HTA11_2112_2000001011HumanColorectumSER8.64e-045.44e-01-0.2196
90135BTBD6HTA11_3361_2000001011HumanColorectumAD2.19e-075.23e-01-0.1207
90135BTBD6HTA11_83_2000001011HumanColorectumSER1.11e-053.90e-01-0.1526
90135BTBD6HTA11_696_2000001011HumanColorectumAD1.91e-143.58e-01-0.1464
90135BTBD6HTA11_866_2000001011HumanColorectumAD1.33e-153.67e-01-0.1001
90135BTBD6HTA11_1391_2000001011HumanColorectumAD1.27e-165.80e-01-0.059
90135BTBD6HTA11_2992_2000001011HumanColorectumSER1.49e-054.65e-01-0.1706
90135BTBD6HTA11_5212_2000001011HumanColorectumAD2.81e-023.81e-01-0.2061
90135BTBD6HTA11_5216_2000001011HumanColorectumSER4.16e-044.74e-01-0.1462
90135BTBD6HTA11_546_2000001011HumanColorectumAD3.47e-044.14e-01-0.0842
90135BTBD6HTA11_7862_2000001011HumanColorectumAD5.66e-034.11e-01-0.0179
90135BTBD6HTA11_866_3004761011HumanColorectumAD7.36e-134.45e-010.096
90135BTBD6HTA11_8622_2000001021HumanColorectumSER8.31e-033.62e-010.0528
90135BTBD6HTA11_10711_2000001011HumanColorectumAD2.31e-053.22e-010.0338
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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
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.

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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: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:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00166019EsophagusESCCRac protein signal transduction33/855242/187231.35e-051.23e-0433
GO:0035020EsophagusESCCregulation of Rac protein signal transduction17/855221/187231.03e-035.19e-0317
GO:00465789EsophagusESCCregulation of Ras protein signal transduction106/8552189/187232.49e-031.08e-02106
GO:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
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:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
GO:000698612LiverHCCresponse to unfolded protein103/7958137/187236.50e-154.48e-13103
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:007093621LiverHCCprotein K48-linked ubiquitination52/795865/187236.70e-102.11e-0852
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:001660121LiverHCCRac protein signal transduction28/795842/187231.35e-037.26e-0328
GO:004657811LiverHCCregulation of Ras protein signal transduction100/7958189/187232.42e-031.18e-02100
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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
BTBD6SNVMissense_Mutationc.1031C>Tp.Ser344Phep.S344FQ96KE9protein_codingtolerated(0.19)probably_damaging(0.934)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BTBD6SNVMissense_Mutationrs775849620c.1055N>Ap.Arg352Glnp.R352QQ96KE9protein_codingtolerated(0.08)benign(0.248)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BTBD6SNVMissense_Mutationrs747308975c.1312N>Ap.Gly438Serp.G438SQ96KE9protein_codingdeleterious(0.03)probably_damaging(1)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
BTBD6SNVMissense_Mutationc.583A>Tp.Ser195Cysp.S195CQ96KE9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BTBD6SNVMissense_Mutationnovelc.1072G>Ap.Asp358Asnp.D358NQ96KE9protein_codingdeleterious(0.01)possibly_damaging(0.858)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
BTBD6SNVMissense_Mutationc.1262C>Tp.Pro421Leup.P421LQ96KE9protein_codingtolerated(0.06)probably_damaging(0.995)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BTBD6SNVMissense_Mutationnovelc.707T>Cp.Val236Alap.V236AQ96KE9protein_codingdeleterious(0)benign(0.393)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BTBD6SNVMissense_Mutationnovelc.637N>Ap.Ala213Thrp.A213TQ96KE9protein_codingtolerated(0.07)possibly_damaging(0.552)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
BTBD6SNVMissense_Mutationc.1083G>Tp.Gln361Hisp.Q361HQ96KE9protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BTBD6SNVMissense_Mutationc.737N>Tp.Ala246Valp.A246VQ96KE9protein_codingtolerated(1)benign(0.009)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
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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
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