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Center for Computational Systems Medicine
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Fusion Gene and Fusion Protein Summary

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Fusion Amino Acid Sequences (multiple BPs and multiple gene isoforms)

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Fusion Protein Breakpoint Sequences - (for the Screening of the FusionNeoAntigens)

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Potential FusionNeoAntigens in HLA I - (netMHCpan v4.1 + deepHLApan v1.1)

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Potential FusionNeoAntigens in HLA II - (netMHCIIpan v4.1)

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Fusion Breakpoint 14 AA Peptide Structure - (RoseTTAFold)

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Filtering FusionNeoAntigens Through Checking the Interaction with HLAs in 3D - (Glide)

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Vaccine Design for the FusionNeoAntigens (RNA/protein sequences)

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Potential target of CAR-T therapy development

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Information on the samples that have these potential fusion neoantigens

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Fusion Protein Targeting Drugs - (Manual Curation)

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Fusion Protein Related diseases - (Manual Curation)

Fusion Protein:USP7-SMARCA2

Fusion Gene and Fusion Protein Summary

check button Fusion gene summary
Fusion partner gene informationFusion gene name: USP7-SMARCA2
FusionPDB ID: 97633
FusionGDB2.0 ID: 97633
HgeneTgene
Gene symbol

USP7

SMARCA2

Gene ID

7874

6595

Gene nameubiquitin specific peptidase 7SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a, member 2
SynonymsHAUSP|TEF1BAF190|BRM|NCBRS|SNF2|SNF2L2|SNF2LA|SWI2|Sth1p|hBRM|hSNF2a
Cytomap

16p13.2

9p24.3

Type of geneprotein-codingprotein-coding
Descriptionubiquitin carboxyl-terminal hydrolase 7Herpes virus-associated ubiquitin-specific proteasedeubiquitinating enzyme 7ubiquitin specific peptidase 7 (herpes virus-associated)ubiquitin specific protease 7 (herpes virus-associated)ubiquitin thioesterase 7probable global transcription activator SNF2L2ATP-dependent helicase SMARCA2BAF190BBRG1-associated factor 190BSNF2-alphaSNF2/SWI2-like protein 2SWI/SNF-related matrix-associated actin-dependent regulator of chromatin a2brahma homologglobal transcr
Modification date2020031320200315
UniProtAcc..
Ensembl transtripts involved in fusion geneENST idsENST00000344836, ENST00000381886, 
ENST00000535863, ENST00000566224, 
ENST00000302401, ENST00000324954, 
ENST00000382185, ENST00000382186, 
ENST00000491574, ENST00000349721, 
ENST00000357248, ENST00000382194, 
ENST00000382203, 
Fusion gene scores for assessment (based on all fusion genes of FusionGDB 2.0)* DoF score9 X 6 X 6=32415 X 14 X 8=1680
# samples 1116
** MAII scorelog2(11/324*10)=-1.55849028935997
possibly effective Gene in Pan-Cancer Fusion Genes (peGinPCFGs).
DoF>8 and MAII<0
log2(16/1680*10)=-3.39231742277876
possibly effective Gene in Pan-Cancer Fusion Genes (peGinPCFGs).
DoF>8 and MAII<0
Fusion gene context

PubMed: USP7 [Title/Abstract] AND SMARCA2 [Title/Abstract] AND fusion [Title/Abstract]

Fusion neoantigen context

PubMed: USP7 [Title/Abstract] AND SMARCA2 [Title/Abstract] AND neoantigen [Title/Abstract]

Most frequent breakpoint (based on all fusion genes of FusionGDB 2.0)USP7(9057064)-SMARCA2(2161686), # samples:2
Anticipated loss of major functional domain due to fusion event.USP7-SMARCA2 seems lost the major protein functional domain in Hgene partner, which is a CGC by not retaining the major functional domain in the partially deleted in-frame ORF.
USP7-SMARCA2 seems lost the major protein functional domain in Hgene partner, which is a CGC by not retaining the major functional domain in the partially deleted in-frame ORF.
USP7-SMARCA2 seems lost the major protein functional domain in Hgene partner, which is a essential gene by not retaining the major functional domain in the partially deleted in-frame ORF.
USP7-SMARCA2 seems lost the major protein functional domain in Hgene partner, which is a essential gene by not retaining the major functional domain in the partially deleted in-frame ORF.
* DoF score (Degree of Frequency) = # partners X # break points X # cancer types
** MAII score (Major Active Isofusion Index) = log2(# samples/DoF score*10)

check button Gene ontology of each fusion partner gene with evidence of Inferred from Direct Assay (IDA) from Entrez
PartnerGeneGO IDGO termPubMed ID
HgeneUSP7

GO:0006111

regulation of gluconeogenesis

28655758

HgeneUSP7

GO:0016579

protein deubiquitination

16964248|21258371|21745816|25172512

HgeneUSP7

GO:0031647

regulation of protein stability

27123980

HgeneUSP7

GO:0032088

negative regulation of NF-kappaB transcription factor activity

11279055

HgeneUSP7

GO:0035520

monoubiquitinated protein deubiquitination

26280536

HgeneUSP7

GO:0042752

regulation of circadian rhythm

27123980

HgeneUSP7

GO:0050821

protein stabilization

21258371|25172512

HgeneUSP7

GO:0051090

regulation of DNA-binding transcription factor activity

16964248

HgeneUSP7

GO:0070536

protein K63-linked deubiquitination

28655758

HgeneUSP7

GO:1901537

positive regulation of DNA demethylation

25944111

TgeneSMARCA2

GO:0008285

negative regulation of cell proliferation

14660596

TgeneSMARCA2

GO:0045892

negative regulation of transcription, DNA-templated

12065415

TgeneSMARCA2

GO:0045893

positive regulation of transcription, DNA-templated

17984088

TgeneSMARCA2

GO:0045944

positive regulation of transcription by RNA polymerase II

15774904



check button Four levels of functional features of fusion genes
Go to FGviewer search page for the most frequent breakpoint (https://ccsmweb.uth.edu/FGviewer/chr16:9057064/chr9:2161686)
- FGviewer provides the online visualization of the retention search of the protein functional features across DNA, RNA, protein, and pathological levels.
- How to search
1. Put your fusion gene symbol.
2. Press the tab key until there will be shown the breakpoint information filled.
4. Go down and press 'Search' tab twice.
4. Go down to have the hyperlink of the search result.
5. Click the hyperlink.
6. See the FGviewer result for your fusion gene.
FGviewer

check buttonRetention analysis results of each fusion partner protein across 39 protein features of UniProt such as six molecule processing features, 13 region features, four site features, six amino acid modification features, two natural variation features, five experimental info features, and 3 secondary structure features, are available here.

check buttonFusion gene breakpoints across USP7 (5'-gene)
* Click on the image to open the UCSC genome browser with custom track showing this image in a new window.
all structure

check buttonFusion gene breakpoints across SMARCA2 (3'-gene)
* Click on the image to open the UCSC genome browser with custom track showing this image in a new window.
all structure


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Fusion Amino Acid Sequences


check buttonFusion information from ORFfinder translation from full-length transcript sequence from FusionPDB.
HenstTenstHgeneHchrHbpHstrandTgeneTchrTbpTstrandSeq length
(transcript)
BP loci
(transcript)
Predicted start
(transcript)
Predicted stop
(transcript)
Seq length
(amino acids)
ENST00000344836USP7chr169057064-ENST00000357248SMARCA2chr92161686+19012782961015239
ENST00000344836USP7chr169057064-ENST00000349721SMARCA2chr92161686+19552782961069257
ENST00000344836USP7chr169057064-ENST00000382203SMARCA2chr92161686+19552782961069257
ENST00000344836USP7chr169057064-ENST00000382194SMARCA2chr92161686+18542782961015239

check buttonDeepORF prediction of the coding potential based on the fusion transcript sequence of in-frame fusion genes. DeepORF is a coding potential classifier based on convolutional neural network by comparing the real Ribo-seq data. If the no-coding score < 0.5 and coding score > 0.5, then the in-frame fusion transcript is predicted as being likely translated.
HenstTenstHgeneHchrHbpHstrandTgeneTchrTbpTstrandNo-coding scoreCoding score
ENST00000344836ENST00000357248USP7chr169057064-SMARCA2chr92161686+0.0005844380.99941564
ENST00000344836ENST00000349721USP7chr169057064-SMARCA2chr92161686+0.0003693550.9996306
ENST00000344836ENST00000382203USP7chr169057064-SMARCA2chr92161686+0.0003693550.9996306
ENST00000344836ENST00000382194USP7chr169057064-SMARCA2chr92161686+0.0006480990.9993519

check button Predicted full-length fusion amino acid sequences. For individual full-length fusion transcript sequence from FusionPDB, we ran ORFfinder and chose the longest ORF among all the predicted ones.

Get the fusion protein sequences from here.

Fusion protein sequence information is available in the fasta format.
>FusionGDB ID_FusionGDB isoform ID_FGname_Hgene_Hchr_Hbp_Henst_Tgene_Tchr_Tbp_Tenst_length(fusion AA) seq_BP

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Fusion Protein Breakpoint Sequences for USP7-SMARCA2

check button +/-13 AA sequence from the breakpoints of the fusion protein sequences.
HgeneHchrHbpTgeneTchrTbpLength(fusion protein)BP in fusion proteinPeptide

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Potential FusionNeoAntigen Information of USP7-SMARCA2 in HLA I

check button Multiple sequence alignments of the potential FusionNeoAntigens per fusion breakpoints. If the MSA is empty, then it means that there were predicted fusion neoantigens in this fusion breakpoint, but those predicted fusion neoantigens were not across the breakpoint, which is not fusion-specific.

check button Potential FusionNeoAntigen Information
* We used NetMHCpan v4.1 (%rank<0.5) and deepHLApan v1.1 (immunogenic score>0.5)
Fusion geneHchrHbpTgeneTchrTbpHLA IFusionNeoAntigen peptideBinding scoreImmunogenic scoreNeoantigen start (at BP 13)Neoantigen end (at BP 13)

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Potential FusionNeoAntigen Information of USP7-SMARCA2 in HLA II

check button Multiple sequence alignments of the potential FusionNeoAntigens per fusion breakpoints. If the MSA is empty, then it means that there were predicted fusion neoantigens in this fusion breakpoint, but those predicted fusion neoantigens were not across the breakpoint, which is not fusion-specific.

check button Potential FusionNeoAntigen Information
* We used NetMHCIIpan v4.1 (%rank<0.5).
Fusion geneHchrHbpTgeneTchrTbpHLA IIFusionNeoAntigen peptideNeoantigen start (at BP 13)Neoantigen end (at BP 13)

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Fusion breakpoint peptide structures of USP7-SMARCA2

check button3D structures of the fusion breakpoint peptide of 14AA sequence that have potential fusion neoantigens
* The minimum length of the amino acid sequence in RoseTTAFold is 14AA. Here, we predicted the 14AA fusion protein breakpoint sequence not the fusion neoantigen peptide, which is shorter than 14 AA.

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Filtering FusionNeoAntigens Through Checking the Interaction with HLAs in 3D of USP7-SMARCA2

check buttonVirtual screening between 25 HLAs (from PDB) and FusionNeoAntigens
* We used Glide to predict the interaction between HLAs and neoantigens.
HLA allelePDB IDFile nameBPseqDocking scoreGlide score

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Vaccine Design for the FusionNeoAntigens of USP7-SMARCA2

check button mRNA and peptide sequences of FusionNeoAntigens that have potential interaction with HLA-Is.
Fusion geneHchrHbpTchrTbpStart in +/-13AAEnd in +/-13AAFusionNeoAntigen peptide sequenceFusionNeoAntigen RNA sequence

check button mRNA and peptide sequences of FusionNeoAntigens that have potential interaction with HLA-IIs.
Fusion geneHchrHbpTchrTbpStart in +/-13AAEnd in +/-13AAFusionNeoAntigen peptideFusionNEoAntigen RNA sequence

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Information of the samples that have these potential fusion neoantigens of USP7-SMARCA2

check button These samples were reported as having these fusion breakpoints. For individual breakpoints, we checked the open reading frames considering multiple gene isoforms and chose the in-frame fusion genes only. Then, we made fusion protein sequences and predicted the fusion neoantigens. These fusion-positive samples may have these potential fusion neoantigens.
Cancer typeFusion geneHchrHbpHenstTchrTbpTenstSample

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Potential target of CAR-T therapy development for USP7-SMARCA2

check button Predicted 3D structure. We used RoseTTAFold.

check buttonRetention analysis result of each fusion partner protein across 39 protein features of UniProt such as six molecule processing features, 13 region features, four site features, six amino acid modification features, two natural variation features, five experimental info features, and 3 secondary structure features. Here, to provide the retention of the transmembrane domain, we only show the protein feature retention information of those transmembrane features


* Minus value of BPloci means that the break point is located before the CDS.
- In-frame and retained 'Transmembrane'.
PartnerGeneHbpTbpENSTStrandBPexonTotalExonProtein feature loci*BPlociTotalLenProtein featureProtein feature note

check button Subcellular localization prediction of the transmembrane domain retained fusion proteins
* We used DeepLoc 1.0. The order of the X-axis of the barplot is as follows: Entry_ID, Localization, Type, Nucleus, Cytoplasm, Extracellular, Mitochondrion, Cell_membrane, Endoplasmic_reticulum, Plastid, Golgi.apparatus, Lysosome.Vacuole, Peroxisome. Y-axis is the output score of DeepLoc. Clicking the image will open a new tab with a large image.
HgeneHchrHbpHenstTgeneTchrTbpTenstDeepLoc result

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Related Drugs to USP7-SMARCA2

check button Drugs used for this fusion-positive patient.
(Manual curation of PubMed, 04-30-2022 + MyCancerGenome)
HgeneTgeneDrugSourcePMID

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Related Diseases to USP7-SMARCA2

check button Diseases that have this fusion gene.
(Manual curation of PubMed, 04-30-2022 + MyCancerGenome)
HgeneTgeneDiseaseSourcePMID

check button Diseases associated with fusion partners.
(DisGeNet 4.0)
PartnerGeneDisease IDDisease name# pubmedsSource