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: BTN3A1

Gene summary for BTN3A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTN3A1

Gene ID

11119

Gene namebutyrophilin subfamily 3 member A1
Gene AliasBT3.1
Cytomap6p22.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

O00481


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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
11119BTN3A1LZE4THumanEsophagusESCC3.80e-041.25e-010.0811
11119BTN3A1LZE20THumanEsophagusESCC1.28e-031.27e-010.0662
11119BTN3A1LZE24THumanEsophagusESCC2.02e-165.29e-010.0596
11119BTN3A1P2T-EHumanEsophagusESCC7.17e-254.03e-010.1177
11119BTN3A1P4T-EHumanEsophagusESCC2.18e-051.12e-010.1323
11119BTN3A1P5T-EHumanEsophagusESCC1.03e-022.54e-020.1327
11119BTN3A1P8T-EHumanEsophagusESCC1.40e-172.07e-010.0889
11119BTN3A1P9T-EHumanEsophagusESCC1.07e-121.64e-010.1131
11119BTN3A1P11T-EHumanEsophagusESCC7.72e-113.77e-010.1426
11119BTN3A1P12T-EHumanEsophagusESCC1.01e-064.59e-020.1122
11119BTN3A1P15T-EHumanEsophagusESCC1.31e-037.94e-020.1149
11119BTN3A1P16T-EHumanEsophagusESCC1.66e-079.78e-020.1153
11119BTN3A1P17T-EHumanEsophagusESCC7.16e-051.53e-010.1278
11119BTN3A1P21T-EHumanEsophagusESCC2.01e-152.09e-010.1617
11119BTN3A1P22T-EHumanEsophagusESCC5.68e-071.24e-010.1236
11119BTN3A1P23T-EHumanEsophagusESCC5.55e-071.91e-010.108
11119BTN3A1P24T-EHumanEsophagusESCC6.77e-102.65e-010.1287
11119BTN3A1P26T-EHumanEsophagusESCC1.16e-111.20e-010.1276
11119BTN3A1P27T-EHumanEsophagusESCC9.56e-161.52e-010.1055
11119BTN3A1P28T-EHumanEsophagusESCC6.52e-036.25e-020.1149
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:00508528EsophagusESCCT cell receptor signaling pathway73/8552123/187231.54e-037.24e-0373
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:00508527Oral cavityOSCCT cell receptor signaling pathway68/7305123/187231.80e-041.22e-0368
GO:004209816Oral cavityOSCCT cell proliferation100/7305199/187237.93e-044.27e-03100
GO:000181910Oral cavityOSCCpositive regulation of cytokine production213/7305467/187231.93e-038.96e-03213
GO:00027646Oral cavityOSCCimmune response-regulating signaling pathway212/7305468/187232.93e-031.27e-02212
GO:00706618Oral cavityOSCCleukocyte proliferation145/7305318/187239.31e-033.33e-02145
GO:00466517Oral cavityOSCClymphocyte proliferation131/7305288/187231.41e-024.67e-02131
GO:004211017Oral cavityLPT cell activation146/4623487/187234.13e-032.66e-02146
GO:000276413Oral cavityEOLPimmune response-regulating signaling pathway108/2218468/187234.04e-127.34e-10108
GO:004211023Oral cavityEOLPT cell activation111/2218487/187234.67e-128.17e-10111
GO:00027683Oral cavityEOLPimmune response-regulating cell surface receptor signaling pathway66/2218315/187232.44e-065.45e-0566
GO:005085214Oral cavityEOLPT cell receptor signaling pathway33/2218123/187234.19e-068.76e-0533
GO:007066112Oral cavityEOLPleukocyte proliferation65/2218318/187236.86e-061.33e-0465
GO:000181915Oral cavityEOLPpositive regulation of cytokine production87/2218467/187231.08e-051.92e-0487
GO:00024292Oral cavityEOLPimmune response-activating cell surface receptor signaling pathway60/2218291/187231.16e-052.00e-0460
GO:00027572Oral cavityEOLPimmune response-activating signal transduction60/2218291/187231.16e-052.00e-0460
GO:00022534Oral cavityEOLPactivation of immune response72/2218375/187232.18e-053.35e-0472
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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
BTN3A1SNVMissense_Mutationc.944N>Tp.Arg315Ilep.R315IO00481protein_codingdeleterious(0.02)benign(0.003)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
BTN3A1SNVMissense_Mutationnovelc.100N>Tp.Leu34Phep.L34FO00481protein_codingtolerated(0.06)possibly_damaging(0.812)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BTN3A1SNVMissense_Mutationc.139G>Cp.Asp47Hisp.D47HO00481protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
BTN3A1SNVMissense_Mutationc.206N>Cp.Ser69Thrp.S69TO00481protein_codingdeleterious(0)possibly_damaging(0.527)TCGA-BH-A0H9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
BTN3A1SNVMissense_Mutationc.802N>Gp.Tyr268Aspp.Y268DO00481protein_codingtolerated(0.07)benign(0.272)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
BTN3A1insertionFrame_Shift_Insnovelc.381_382insAATAATTAp.Phe128AsnfsTer17p.F128Nfs*17O00481protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
BTN3A1deletionFrame_Shift_Delrs35139329c.833delAp.Lys278ArgfsTer13p.K278Rfs*13O00481protein_codingTCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTN3A1deletionFrame_Shift_Delnovelc.1375delNp.Val460TrpfsTer42p.V460Wfs*42O00481protein_codingTCGA-PL-A8LY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTN3A1SNVMissense_Mutationrs754276670c.682G>Ap.Gly228Serp.G228SO00481protein_codingtolerated(0.33)benign(0.02)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BTN3A1SNVMissense_Mutationc.974G>Cp.Arg325Thrp.R325TO00481protein_codingdeleterious(0.02)benign(0.026)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
11119BTN3A1EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME, B30_2 SPRY DOMAIN340590246
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