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: BTBD3

Gene summary for BTBD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTBD3

Gene ID

22903

Gene nameBTB domain containing 3
Gene AliasdJ742J24.1
Cytomap20p12.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

B4DRI6


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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
22903BTBD3LZE4THumanEsophagusESCC1.93e-024.19e-020.0811
22903BTBD3LZE5THumanEsophagusESCC3.66e-022.51e-010.0514
22903BTBD3LZE24THumanEsophagusESCC2.14e-027.05e-020.0596
22903BTBD3P1T-EHumanEsophagusESCC3.48e-021.27e-010.0875
22903BTBD3P2T-EHumanEsophagusESCC1.22e-152.42e-010.1177
22903BTBD3P4T-EHumanEsophagusESCC1.66e-061.65e-010.1323
22903BTBD3P5T-EHumanEsophagusESCC1.18e-131.83e-010.1327
22903BTBD3P8T-EHumanEsophagusESCC1.99e-061.30e-010.0889
22903BTBD3P9T-EHumanEsophagusESCC4.72e-121.51e-010.1131
22903BTBD3P10T-EHumanEsophagusESCC1.16e-203.64e-010.116
22903BTBD3P11T-EHumanEsophagusESCC6.52e-083.57e-010.1426
22903BTBD3P12T-EHumanEsophagusESCC6.51e-112.39e-010.1122
22903BTBD3P15T-EHumanEsophagusESCC4.69e-071.17e-010.1149
22903BTBD3P16T-EHumanEsophagusESCC1.22e-264.93e-010.1153
22903BTBD3P19T-EHumanEsophagusESCC4.66e-052.25e-010.1662
22903BTBD3P20T-EHumanEsophagusESCC4.48e-101.87e-010.1124
22903BTBD3P21T-EHumanEsophagusESCC6.01e-071.71e-010.1617
22903BTBD3P22T-EHumanEsophagusESCC8.16e-111.28e-010.1236
22903BTBD3P23T-EHumanEsophagusESCC5.49e-154.74e-010.108
22903BTBD3P24T-EHumanEsophagusESCC5.72e-099.84e-020.1287
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00215436EsophagusESCCpallium development94/8552169/187235.79e-032.14e-0294
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:00163586LungIACdendrite development55/2061243/187231.35e-071.18e-0555
GO:00488134LungIACdendrite morphogenesis34/2061146/187231.68e-054.79e-0434
GO:00219872LungIACcerebral cortex development27/2061114/187238.78e-051.77e-0327
GO:00215432LungIACpallium development33/2061169/187237.51e-049.82e-0333
GO:00309002LungIACforebrain development61/2061379/187231.52e-031.61e-0261
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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
BTBD3SNVMissense_Mutationc.1343N>Ap.Ser448Asnp.S448NQ9Y2F9protein_codingtolerated(0.05)probably_damaging(1)TCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BTBD3SNVMissense_Mutationc.452C>Tp.Ala151Valp.A151VQ9Y2F9protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AO-A12F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapypaclitaxelSD
BTBD3SNVMissense_Mutationc.1210N>Gp.Arg404Glyp.R404GQ9Y2F9protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BTBD3SNVMissense_Mutationc.304N>Tp.Leu102Phep.L102FQ9Y2F9protein_codingtolerated(0.23)benign(0.003)TCGA-BH-A1FH-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
BTBD3SNVMissense_Mutationnovelc.1039N>Ap.Asp347Asnp.D347NQ9Y2F9protein_codingtolerated(0.59)benign(0.028)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BTBD3SNVMissense_Mutationnovelc.475N>Ap.Glu159Lysp.E159KQ9Y2F9protein_codingtolerated(0.13)benign(0.321)TCGA-VS-A954-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
BTBD3SNVMissense_Mutationc.1248N>Ap.Ser416Argp.S416RQ9Y2F9protein_codingdeleterious(0.03)probably_damaging(0.966)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BTBD3SNVMissense_Mutationrs150544423c.529N>Gp.Met177Valp.M177VQ9Y2F9protein_codingtolerated(0.1)benign(0.155)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BTBD3SNVMissense_Mutationc.151G>Ap.Glu51Lysp.E51KQ9Y2F9protein_codingdeleterious_low_confidence(0.03)benign(0.005)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BTBD3SNVMissense_Mutationc.1244N>Gp.Ser415Cysp.S415CQ9Y2F9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A022-01Colorectumcolon 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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