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: BTBD1

Gene summary for BTBD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTBD1

Gene ID

53339

Gene nameBTB domain containing 1
Gene AliasC15orf1
Cytomap15q25.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9H0C5


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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
53339BTBD1LZE2THumanEsophagusESCC1.42e-023.97e-010.082
53339BTBD1LZE24THumanEsophagusESCC3.93e-031.70e-010.0596
53339BTBD1P2T-EHumanEsophagusESCC2.51e-092.35e-010.1177
53339BTBD1P4T-EHumanEsophagusESCC7.10e-164.76e-010.1323
53339BTBD1P5T-EHumanEsophagusESCC3.17e-122.54e-010.1327
53339BTBD1P8T-EHumanEsophagusESCC4.67e-272.85e-010.0889
53339BTBD1P9T-EHumanEsophagusESCC9.73e-144.58e-010.1131
53339BTBD1P10T-EHumanEsophagusESCC2.50e-254.89e-010.116
53339BTBD1P11T-EHumanEsophagusESCC2.47e-112.80e-010.1426
53339BTBD1P12T-EHumanEsophagusESCC1.53e-153.31e-010.1122
53339BTBD1P15T-EHumanEsophagusESCC4.39e-205.52e-010.1149
53339BTBD1P16T-EHumanEsophagusESCC6.97e-143.25e-010.1153
53339BTBD1P17T-EHumanEsophagusESCC6.35e-052.46e-010.1278
53339BTBD1P19T-EHumanEsophagusESCC4.96e-026.52e-010.1662
53339BTBD1P20T-EHumanEsophagusESCC4.64e-072.73e-010.1124
53339BTBD1P21T-EHumanEsophagusESCC7.59e-192.77e-010.1617
53339BTBD1P22T-EHumanEsophagusESCC2.74e-183.35e-010.1236
53339BTBD1P23T-EHumanEsophagusESCC2.67e-223.99e-010.108
53339BTBD1P24T-EHumanEsophagusESCC3.83e-112.25e-010.1287
53339BTBD1P26T-EHumanEsophagusESCC1.08e-182.45e-010.1276
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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:00071786CervixCCtransmembrane receptor protein serine/threonine kinase signaling pathway67/2311355/187232.39e-042.67e-0367
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:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
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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
BTBD1SNVMissense_Mutationc.1027G>Tp.Gly343Cysp.G343CQ9H0C5protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
BTBD1SNVMissense_Mutationnovelc.1106C>Gp.Ser369Cysp.S369CQ9H0C5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
BTBD1SNVMissense_Mutationc.1195N>Cp.Ser399Argp.S399RQ9H0C5protein_codingtolerated(0.35)probably_damaging(0.932)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
BTBD1SNVMissense_Mutationnovelc.711A>Cp.Glu237Aspp.E237DQ9H0C5protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BTBD1SNVMissense_Mutationc.1420N>Ap.Gln474Lysp.Q474KQ9H0C5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
BTBD1SNVMissense_Mutationnovelc.655N>Gp.Ile219Valp.I219VQ9H0C5protein_codingtolerated(0.1)benign(0.107)TCGA-DS-A3LQ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
BTBD1SNVMissense_Mutationc.860N>Tp.Ala287Valp.A287VQ9H0C5protein_codingtolerated(0.35)benign(0.196)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
BTBD1SNVMissense_Mutationnovelc.1268N>Gp.Tyr423Cysp.Y423CQ9H0C5protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BTBD1SNVMissense_Mutationnovelc.1090N>Gp.Phe364Valp.F364VQ9H0C5protein_codingdeleterious(0)probably_damaging(0.948)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
BTBD1SNVMissense_Mutationc.832N>Tp.Pro278Serp.P278SQ9H0C5protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
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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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