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: BTBD10

Gene summary for BTBD10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTBD10

Gene ID

84280

Gene nameBTB domain containing 10
Gene AliasGMRP-1
Cytomap11p15.3
Gene Typeprotein-coding
GO ID

GO:0006793

UniProtAcc

B7Z503


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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
84280BTBD10HTA11_3410_2000001011HumanColorectumAD1.90e-06-4.43e-010.0155
84280BTBD10HTA11_3361_2000001011HumanColorectumAD2.16e-03-4.99e-01-0.1207
84280BTBD10HTA11_696_2000001011HumanColorectumAD3.83e-03-3.39e-01-0.1464
84280BTBD10HTA11_866_3004761011HumanColorectumAD3.76e-05-4.38e-010.096
84280BTBD10HTA11_7696_3000711011HumanColorectumAD1.87e-07-4.24e-010.0674
84280BTBD10HTA11_99999970781_79442HumanColorectumMSS1.30e-05-3.47e-010.294
84280BTBD10HTA11_99999971662_82457HumanColorectumMSS1.00e-06-3.91e-010.3859
84280BTBD10HTA11_99999974143_84620HumanColorectumMSS1.00e-15-5.11e-010.3005
84280BTBD10A002-C-010HumanColorectumFAP2.22e-04-2.28e-010.242
84280BTBD10A001-C-207HumanColorectumFAP5.87e-03-2.27e-010.1278
84280BTBD10A015-C-203HumanColorectumFAP6.39e-20-3.10e-01-0.1294
84280BTBD10A015-C-204HumanColorectumFAP3.38e-03-1.38e-01-0.0228
84280BTBD10A002-C-201HumanColorectumFAP5.64e-08-2.53e-010.0324
84280BTBD10A002-C-203HumanColorectumFAP2.02e-02-1.82e-010.2786
84280BTBD10A001-C-119HumanColorectumFAP1.77e-03-3.80e-01-0.1557
84280BTBD10A001-C-108HumanColorectumFAP1.62e-10-2.61e-01-0.0272
84280BTBD10A002-C-205HumanColorectumFAP5.03e-13-3.68e-01-0.1236
84280BTBD10A001-C-104HumanColorectumFAP5.01e-04-2.89e-010.0184
84280BTBD10A015-C-005HumanColorectumFAP7.12e-04-3.33e-01-0.0336
84280BTBD10A015-C-006HumanColorectumFAP9.15e-09-4.09e-01-0.0994
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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
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
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
∗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:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:1901215ColorectumADnegative regulation of neuron death67/3918208/187238.81e-051.35e-0367
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:00709972ColorectumMSSneuron death97/3467361/187235.21e-059.31e-0497
GO:19012142ColorectumMSSregulation of neuron death83/3467319/187235.28e-045.99e-0383
GO:00506731ColorectumMSSepithelial cell proliferation108/3467437/187236.76e-047.30e-03108
GO:19012152ColorectumMSSnegative regulation of neuron death53/3467208/187237.60e-034.77e-0253
GO:00709974ColorectumFAPneuron death81/2622361/187238.35e-062.46e-0481
GO:19012144ColorectumFAPregulation of neuron death67/2622319/187233.73e-044.63e-0367
GO:19012153ColorectumFAPnegative regulation of neuron death46/2622208/187239.52e-049.42e-0346
GO:00506732ColorectumFAPepithelial cell proliferation84/2622437/187231.39e-031.25e-0284
GO:00709975ColorectumCRCneuron death65/2078361/187235.55e-051.26e-0365
GO:19012154ColorectumCRCnegative regulation of neuron death41/2078208/187231.79e-043.17e-0341
GO:19012145ColorectumCRCregulation of neuron death57/2078319/187231.90e-043.30e-0357
GO:00506733ColorectumCRCepithelial cell proliferation69/2078437/187231.61e-031.69e-0269
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:190121516EsophagusESCCnegative regulation of neuron death115/8552208/187233.24e-031.34e-02115
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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
BTBD10SNVMissense_Mutationrs760524210c.218G>Ap.Arg73Glnp.R73QQ9BSF8protein_codingtolerated_low_confidence(0.07)possibly_damaging(0.836)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
BTBD10SNVMissense_Mutationc.1426N>Tp.Pro476Serp.P476SQ9BSF8protein_codingdeleterious_low_confidence(0.04)benign(0)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BTBD10SNVMissense_Mutationnovelc.704N>Ap.Ala235Glup.A235EQ9BSF8protein_codingdeleterious(0)probably_damaging(0.94)TCGA-OL-A6VO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
BTBD10SNVMissense_Mutationrs771981722c.565G>Cp.Asp189Hisp.D189HQ9BSF8protein_codingdeleterious(0)probably_damaging(0.991)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
BTBD10SNVMissense_Mutationnovelc.1375N>Ap.Glu459Lysp.E459KQ9BSF8protein_codingtolerated(0.06)possibly_damaging(0.79)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
BTBD10SNVMissense_Mutationnovelc.370C>Gp.Gln124Glup.Q124EQ9BSF8protein_codingtolerated_low_confidence(0.16)benign(0.099)TCGA-VS-A9UM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BTBD10SNVMissense_Mutationc.152N>Tp.Gly51Valp.G51VQ9BSF8protein_codingtolerated_low_confidence(0.17)benign(0.001)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
BTBD10SNVMissense_Mutationc.529G>Ap.Val177Metp.V177MQ9BSF8protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BTBD10SNVMissense_Mutationnovelc.1020N>Cp.Glu340Aspp.E340DQ9BSF8protein_codingtolerated(0.06)possibly_damaging(0.897)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BTBD10SNVMissense_Mutationc.218G>Tp.Arg73Leup.R73LQ9BSF8protein_codingdeleterious_low_confidence(0)possibly_damaging(0.493)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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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