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: BFAR

Gene summary for BFAR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BFAR

Gene ID

51283

Gene namebifunctional apoptosis regulator
Gene AliasBAR
Cytomap16p13.12
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

H3BMP2


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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
51283BFARLZE4THumanEsophagusESCC2.07e-154.74e-010.0811
51283BFARLZE5THumanEsophagusESCC1.11e-021.47e-030.0514
51283BFARLZE8THumanEsophagusESCC2.51e-092.59e-010.067
51283BFARLZE20THumanEsophagusESCC5.38e-076.06e-020.0662
51283BFARLZE24THumanEsophagusESCC3.54e-113.29e-010.0596
51283BFARP1T-EHumanEsophagusESCC2.06e-054.49e-010.0875
51283BFARP2T-EHumanEsophagusESCC4.02e-501.16e+000.1177
51283BFARP4T-EHumanEsophagusESCC6.80e-195.25e-010.1323
51283BFARP5T-EHumanEsophagusESCC8.80e-213.46e-010.1327
51283BFARP8T-EHumanEsophagusESCC1.84e-316.88e-010.0889
51283BFARP9T-EHumanEsophagusESCC4.53e-182.95e-010.1131
51283BFARP10T-EHumanEsophagusESCC1.50e-123.34e-010.116
51283BFARP11T-EHumanEsophagusESCC3.81e-169.02e-010.1426
51283BFARP12T-EHumanEsophagusESCC5.61e-399.61e-010.1122
51283BFARP15T-EHumanEsophagusESCC4.38e-351.04e+000.1149
51283BFARP16T-EHumanEsophagusESCC3.81e-461.04e+000.1153
51283BFARP17T-EHumanEsophagusESCC3.68e-035.27e-010.1278
51283BFARP19T-EHumanEsophagusESCC1.36e-077.59e-010.1662
51283BFARP20T-EHumanEsophagusESCC1.07e-451.10e+000.1124
51283BFARP21T-EHumanEsophagusESCC1.29e-317.53e-010.1617
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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:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00069867LiverCirrhoticresponse to unfolded protein79/4634137/187231.99e-162.49e-1479
GO:00359677LiverCirrhoticcellular response to topologically incorrect protein64/4634116/187232.20e-121.62e-1064
GO:00346207LiverCirrhoticcellular response to unfolded protein54/463496/187234.16e-112.42e-0954
GO:00309686LiverCirrhoticendoplasmic reticulum unfolded protein response43/463474/187239.86e-104.48e-0843
GO:19058977LiverCirrhoticregulation of response to endoplasmic reticulum stress46/463482/187231.28e-095.56e-0846
GO:007093611LiverCirrhoticprotein K48-linked ubiquitination36/463465/187231.23e-073.41e-0636
GO:19035737LiverCirrhoticnegative regulation of response to endoplasmic reticulum stress26/463444/187231.30e-062.59e-0526
GO:000020911LiverCirrhoticprotein polyubiquitination89/4634236/187236.09e-069.80e-0589
GO:19001015LiverCirrhoticregulation of endoplasmic reticulum unfolded protein response19/463430/187238.57e-061.27e-0419
GO:19001022LiverCirrhoticnegative regulation of endoplasmic reticulum unfolded protein response10/463415/187237.26e-045.36e-0310
GO:00364983LiverCirrhoticIRE1-mediated unfolded protein response10/463419/187238.23e-033.83e-0210
GO:1903894LiverCirrhoticregulation of IRE1-mediated unfolded protein response8/463414/187239.65e-034.35e-028
GO:00705342LiverCirrhoticprotein K63-linked ubiquitination22/463456/187231.14e-024.96e-0222
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
GO:000698612LiverHCCresponse to unfolded protein103/7958137/187236.50e-154.48e-13103
GO:003596712LiverHCCcellular response to topologically incorrect protein89/7958116/187235.61e-143.39e-1289
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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
BFARSNVMissense_Mutationc.643N>Gp.Leu215Valp.L215VQ9NZS9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BFARinsertionIn_Frame_Insnovelc.1254_1255insACAAGGACAp.Val418_Cys419insThrArgThrp.V418_C419insTRTQ9NZS9protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
BFARinsertionIn_Frame_Insnovelc.1255_1256insTCAGCACGGp.Cys419delinsPheSerThrGlyp.C419delinsFSTGQ9NZS9protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
BFARinsertionFrame_Shift_Insrs781267226c.763dupCp.Gln255ProfsTer7p.Q255Pfs*7Q9NZS9protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BFARSNVMissense_Mutationnovelc.407C>Tp.Ala136Valp.A136VQ9NZS9protein_codingtolerated(0.29)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BFARSNVMissense_Mutationrs746810685c.1182N>Cp.Trp394Cysp.W394CQ9NZS9protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BFARSNVMissense_Mutationc.1040N>Ap.Phe347Tyrp.F347YQ9NZS9protein_codingtolerated(0.14)probably_damaging(0.989)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
BFARSNVMissense_Mutationc.547N>Gp.Thr183Alap.T183AQ9NZS9protein_codingtolerated(0.09)benign(0.018)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BFARSNVMissense_Mutationc.656N>Ap.Thr219Lysp.T219KQ9NZS9protein_codingtolerated(0.25)possibly_damaging(0.602)TCGA-CA-6715-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
BFARSNVMissense_Mutationrs777625063c.1327C>Tp.Arg443Trpp.R443WQ9NZS9protein_codingdeleterious(0.01)possibly_damaging(0.828)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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