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: BRF2

Gene summary for BRF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BRF2

Gene ID

55290

Gene nameBRF2 RNA polymerase III transcription initiation factor subunit
Gene AliasBRFU
Cytomap8p11.23
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9HAW0


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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
55290BRF2LZE4THumanEsophagusESCC2.12e-071.83e-010.0811
55290BRF2LZE7THumanEsophagusESCC2.44e-041.37e-010.0667
55290BRF2LZE24THumanEsophagusESCC3.49e-071.31e-010.0596
55290BRF2P2T-EHumanEsophagusESCC4.40e-193.36e-010.1177
55290BRF2P4T-EHumanEsophagusESCC1.24e-193.92e-010.1323
55290BRF2P5T-EHumanEsophagusESCC1.11e-088.04e-020.1327
55290BRF2P8T-EHumanEsophagusESCC8.69e-191.80e-010.0889
55290BRF2P9T-EHumanEsophagusESCC4.70e-054.73e-020.1131
55290BRF2P10T-EHumanEsophagusESCC1.58e-152.25e-010.116
55290BRF2P11T-EHumanEsophagusESCC5.13e-093.49e-010.1426
55290BRF2P12T-EHumanEsophagusESCC3.54e-191.98e-010.1122
55290BRF2P15T-EHumanEsophagusESCC4.51e-284.68e-010.1149
55290BRF2P16T-EHumanEsophagusESCC6.50e-322.77e-010.1153
55290BRF2P17T-EHumanEsophagusESCC3.65e-051.67e-010.1278
55290BRF2P19T-EHumanEsophagusESCC4.51e-063.95e-010.1662
55290BRF2P20T-EHumanEsophagusESCC2.08e-141.69e-010.1124
55290BRF2P21T-EHumanEsophagusESCC4.64e-162.71e-010.1617
55290BRF2P22T-EHumanEsophagusESCC1.81e-201.50e-010.1236
55290BRF2P23T-EHumanEsophagusESCC7.29e-123.03e-010.108
55290BRF2P24T-EHumanEsophagusESCC1.72e-101.87e-010.1287
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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
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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:00063833EsophagusESCCtranscription by RNA polymerase III41/855246/187237.69e-101.90e-0841
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00708973EsophagusESCCtranscription preinitiation complex assembly30/855236/187233.60e-063.95e-0530
GO:0006359EsophagusESCCregulation of transcription by RNA polymerase III19/855222/187239.52e-056.78e-0419
GO:000697920Oral cavityOSCCresponse to oxidative stress273/7305446/187238.35e-221.65e-19273
GO:006219720Oral cavityOSCCcellular response to chemical stress204/7305337/187236.89e-165.19e-14204
GO:003459920Oral cavityOSCCcellular response to oxidative stress173/7305288/187232.90e-131.43e-11173
GO:00063832Oral cavityOSCCtranscription by RNA polymerase III34/730546/187231.61e-062.11e-0534
GO:00063522Oral cavityOSCCDNA-templated transcription, initiation74/7305130/187232.56e-052.39e-0474
GO:00708972Oral cavityOSCCtranscription preinitiation complex assembly24/730536/187237.18e-043.95e-0324
GO:0006979110Oral cavityLPresponse to oxidative stress181/4623446/187235.74e-146.10e-12181
GO:0062197110Oral cavityLPcellular response to chemical stress130/4623337/187238.94e-093.52e-07130
GO:0034599110Oral cavityLPcellular response to oxidative stress110/4623288/187232.19e-076.65e-06110
GO:007089711Oral cavityLPtranscription preinitiation complex assembly17/462336/187232.74e-031.92e-0217
GO:00063831Oral cavityLPtranscription by RNA polymerase III20/462346/187234.03e-032.61e-0220
GO:00063521Oral cavityLPDNA-templated transcription, initiation45/4623130/187237.03e-033.96e-0245
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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
BRF2SMCOral cavityADJENOX2,FASTKD1,TIMM8A, etc.3.06e-01The 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.
BRF2SMCStomachADJAC098829.1,KCNE4,TIMM9, etc.1.20e-01The 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.
∗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
BRF2SNVMissense_Mutationnovelc.746G>Ap.Arg249Glnp.R249QQ9HAW0protein_codingtolerated(0.14)benign(0)TCGA-A7-A5ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
BRF2SNVMissense_Mutationc.877G>Tp.Val293Leup.V293LQ9HAW0protein_codingdeleterious(0)possibly_damaging(0.625)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
BRF2insertionFrame_Shift_Insnovelc.158_159insCp.Thr54AsnfsTer13p.T54Nfs*13Q9HAW0protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
BRF2insertionFrame_Shift_Insnovelc.157_158insGAGGCGGAGCTTGCAGTGAGCCGAGAp.Val53GlyfsTer10p.V53Gfs*10Q9HAW0protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
BRF2insertionIn_Frame_Insnovelc.707_708insTTCTAATATGTCTGTp.Ser236_Leu237insSerAsnMetSerValp.S236_L237insSNMSVQ9HAW0protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BRF2insertionFrame_Shift_Insnovelc.259_260insATGTAAAAGGATGTGGGp.Pro87HisfsTer43p.P87Hfs*43Q9HAW0protein_codingTCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
BRF2insertionFrame_Shift_Insnovelc.258_259insTCTCTTTTTTACCAAAGCCp.Pro87SerfsTer10p.P87Sfs*10Q9HAW0protein_codingTCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
BRF2SNVMissense_Mutationc.247N>Ap.Leu83Metp.L83MQ9HAW0protein_codingdeleterious(0)possibly_damaging(0.729)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BRF2SNVMissense_Mutationc.994G>Ap.Gly332Argp.G332RQ9HAW0protein_codingtolerated(0.47)benign(0.003)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
BRF2SNVMissense_Mutationrs140725525c.497C>Tp.Ser166Phep.S166FQ9HAW0protein_codingtolerated(0.06)possibly_damaging(0.553)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<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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