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: BTN3A3

Gene summary for BTN3A3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BTN3A3

Gene ID

10384

Gene namebutyrophilin subfamily 3 member A3
Gene AliasBTF3
Cytomap6p22.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

O00478


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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
10384BTN3A3LZE24THumanEsophagusESCC1.79e-134.32e-010.0596
10384BTN3A3LZE6THumanEsophagusESCC2.79e-031.70e-010.0845
10384BTN3A3P2T-EHumanEsophagusESCC4.19e-254.34e-010.1177
10384BTN3A3P4T-EHumanEsophagusESCC9.33e-061.98e-010.1323
10384BTN3A3P8T-EHumanEsophagusESCC3.97e-041.19e-010.0889
10384BTN3A3P9T-EHumanEsophagusESCC3.50e-102.28e-010.1131
10384BTN3A3P11T-EHumanEsophagusESCC9.99e-113.84e-010.1426
10384BTN3A3P16T-EHumanEsophagusESCC1.66e-027.28e-020.1153
10384BTN3A3P17T-EHumanEsophagusESCC8.84e-031.56e-010.1278
10384BTN3A3P19T-EHumanEsophagusESCC7.88e-032.96e-010.1662
10384BTN3A3P20T-EHumanEsophagusESCC7.96e-031.41e-010.1124
10384BTN3A3P21T-EHumanEsophagusESCC1.31e-183.23e-010.1617
10384BTN3A3P22T-EHumanEsophagusESCC1.96e-051.26e-010.1236
10384BTN3A3P23T-EHumanEsophagusESCC1.67e-041.74e-010.108
10384BTN3A3P24T-EHumanEsophagusESCC3.28e-142.33e-010.1287
10384BTN3A3P26T-EHumanEsophagusESCC1.88e-047.40e-020.1276
10384BTN3A3P27T-EHumanEsophagusESCC8.00e-081.91e-010.1055
10384BTN3A3P31T-EHumanEsophagusESCC3.28e-142.33e-010.1251
10384BTN3A3P36T-EHumanEsophagusESCC2.35e-083.28e-010.1187
10384BTN3A3P37T-EHumanEsophagusESCC9.12e-131.85e-010.1371
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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
∗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:00508528EsophagusESCCT cell receptor signaling pathway73/8552123/187231.54e-037.24e-0373
GO:00508527Oral cavityOSCCT cell receptor signaling pathway68/7305123/187231.80e-041.22e-0368
GO:00027646Oral cavityOSCCimmune response-regulating signaling pathway212/7305468/187232.93e-031.27e-02212
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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
BTN3A3SNVMissense_Mutationc.17N>Ap.Ser6Tyrp.S6YO00478protein_codingdeleterious(0.01)benign(0.243)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
BTN3A3SNVMissense_Mutationnovelc.1405A>Cp.Thr469Prop.T469PO00478protein_codingdeleterious(0.02)possibly_damaging(0.558)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
BTN3A3SNVMissense_Mutationc.731N>Cp.Ser244Thrp.S244TO00478protein_codingtolerated(0.28)benign(0.007)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTN3A3SNVMissense_Mutationnovelc.1211N>Tp.Arg404Ilep.R404IO00478protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
BTN3A3SNVMissense_Mutationc.1404N>Cp.Glu468Aspp.E468DO00478protein_codingtolerated(0.09)probably_damaging(0.987)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BTN3A3SNVMissense_Mutationc.379T>Cp.Tyr127Hisp.Y127HO00478protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
BTN3A3SNVMissense_Mutationc.136G>Ap.Glu46Lysp.E46KO00478protein_codingdeleterious(0.03)benign(0.166)TCGA-D8-A1JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
BTN3A3SNVMissense_Mutationnovelc.145G>Tp.Asp49Tyrp.D49YO00478protein_codingdeleterious(0)probably_damaging(0.979)TCGA-LL-A441-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
BTN3A3SNVMissense_Mutationnovelc.1696N>Ap.Pro566Thrp.P566TO00478protein_codingdeleterious(0.02)benign(0.011)TCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BTN3A3SNVMissense_Mutationrs140844974c.632N>Cp.Arg211Thrp.R211TO00478protein_codingtolerated(0.1)benign(0.01)TCGA-IR-A3LL-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
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