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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:PPP4R1-DPP4

Fusion Gene and Fusion Protein Summary

check button Fusion gene summary
Fusion partner gene informationFusion gene name: PPP4R1-DPP4
FusionPDB ID: 68181
FusionGDB2.0 ID: 68181
HgeneTgene
Gene symbol

PPP4R1

DPP4

Gene ID

9989

1803

Gene nameprotein phosphatase 4 regulatory subunit 1dipeptidyl peptidase 4
SynonymsMEG1|PP4(Rmeg)|PP4R1ADABP|ADCP2|CD26|DPPIV|TP103
Cytomap

18p11.22

2q24.2

Type of geneprotein-codingprotein-coding
Descriptionserine/threonine-protein phosphatase 4 regulatory subunit 1serine/threonine phosphatase 4dipeptidyl peptidase 4ADCP-2DPP IVT-cell activation antigen CD26adenosine deaminase complexing protein 2dipeptidyl peptidase IVdipeptidylpeptidase 4dipeptidylpeptidase IV (CD26, adenosine deaminase complexing protein 2)
Modification date2020031320200322
UniProtAcc.

P27487

Main function of 5'-partner protein: FUNCTION: Cell surface glycoprotein receptor involved in the costimulatory signal essential for T-cell receptor (TCR)-mediated T-cell activation (PubMed:10951221, PubMed:10900005, PubMed:11772392, PubMed:17287217). Acts as a positive regulator of T-cell coactivation, by binding at least ADA, CAV1, IGF2R, and PTPRC (PubMed:10951221, PubMed:10900005, PubMed:11772392, PubMed:14691230). Its binding to CAV1 and CARD11 induces T-cell proliferation and NF-kappa-B activation in a T-cell receptor/CD3-dependent manner (PubMed:17287217). Its interaction with ADA also regulates lymphocyte-epithelial cell adhesion (PubMed:11772392). In association with FAP is involved in the pericellular proteolysis of the extracellular matrix (ECM), the migration and invasion of endothelial cells into the ECM (PubMed:16651416, PubMed:10593948). May be involved in the promotion of lymphatic endothelial cells adhesion, migration and tube formation (PubMed:18708048). When overexpressed, enhanced cell proliferation, a process inhibited by GPC3 (PubMed:17549790). Acts also as a serine exopeptidase with a dipeptidyl peptidase activity that regulates various physiological processes by cleaving peptides in the circulation, including many chemokines, mitogenic growth factors, neuropeptides and peptide hormones such as brain natriuretic peptide 32 (PubMed:16254193, PubMed:10570924). Removes N-terminal dipeptides sequentially from polypeptides having unsubstituted N-termini provided that the penultimate residue is proline (PubMed:10593948). {ECO:0000269|PubMed:10570924, ECO:0000269|PubMed:10593948, ECO:0000269|PubMed:10900005, ECO:0000269|PubMed:10951221, ECO:0000269|PubMed:11772392, ECO:0000269|PubMed:14691230, ECO:0000269|PubMed:16254193, ECO:0000269|PubMed:16651416, ECO:0000269|PubMed:17287217, ECO:0000269|PubMed:17549790, ECO:0000269|PubMed:18708048}.; FUNCTION: (Microbial infection) Acts as a receptor for human coronavirus MERS-CoV-2. {ECO:0000269|PubMed:23835475}.
Ensembl transtripts involved in fusion geneENST idsENST00000400555, ENST00000400556, 
ENST00000580583, 
ENST00000491591, 
ENST00000360534, 
Fusion gene scores for assessment (based on all fusion genes of FusionGDB 2.0)* DoF score13 X 13 X 9=15214 X 4 X 2=32
# samples 145
** MAII scorelog2(14/1521*10)=-3.44152142077953
possibly effective Gene in Pan-Cancer Fusion Genes (peGinPCFGs).
DoF>8 and MAII<0
log2(5/32*10)=0.643856189774725
effective Gene in Pan-Cancer Fusion Genes (eGinPCFGs).
DoF>8 and MAII>0
Fusion gene context

PubMed: PPP4R1 [Title/Abstract] AND DPP4 [Title/Abstract] AND fusion [Title/Abstract]

Fusion neoantigen context

PubMed: PPP4R1 [Title/Abstract] AND DPP4 [Title/Abstract] AND neoantigen [Title/Abstract]

Most frequent breakpoint (based on all fusion genes of FusionGDB 2.0)PPP4R1(9561978)-DPP4(162851882), # samples:3
Anticipated loss of major functional domain due to fusion event.
* 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
TgeneDPP4

GO:0001666

response to hypoxia

16670267

TgeneDPP4

GO:0006508

proteolysis

27198182

TgeneDPP4

GO:0008284

positive regulation of cell proliferation

17549790

TgeneDPP4

GO:0010716

negative regulation of extracellular matrix disassembly

16651416

TgeneDPP4

GO:0031295

T cell costimulation

10900005|17287217

TgeneDPP4

GO:0033632

regulation of cell-cell adhesion mediated by integrin

11772392

TgeneDPP4

GO:0042110

T cell activation

7594462

TgeneDPP4

GO:0043542

endothelial cell migration

16651416



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/chr18:9561978/chr2:162851882)
- 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 PPP4R1 (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 DPP4 (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)
ENST00000400556PPP4R1chr189561978-ENST00000360534DPP4chr2162851882-32071916742164696
ENST00000400555PPP4R1chr189561978-ENST00000360534DPP4chr2162851882-31671876852124679
ENST00000400556PPP4R1chr189561977-ENST00000360534DPP4chr2162851882-32071916742164696
ENST00000400555PPP4R1chr189561977-ENST00000360534DPP4chr2162851882-31671876852124679

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
ENST00000400556ENST00000360534PPP4R1chr189561978-DPP4chr2162851882-0.0003852470.9996147
ENST00000400555ENST00000360534PPP4R1chr189561978-DPP4chr2162851882-0.0009300010.99907
ENST00000400556ENST00000360534PPP4R1chr189561977-DPP4chr2162851882-0.0003852470.9996147
ENST00000400555ENST00000360534PPP4R1chr189561977-DPP4chr2162851882-0.0009300010.99907

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 PPP4R1-DPP4

check button +/-13 AA sequence from the breakpoints of the fusion protein sequences.
HgeneHchrHbpTgeneTchrTbpLength(fusion protein)BP in fusion proteinPeptide
PPP4R1chr189561977DPP4chr21628518821876596SSFSPDEERRTKVQNSTVMSRAENFK
PPP4R1chr189561977DPP4chr21628518821916613SSFSPDEERRTKVQNSTVMSRAENFK
PPP4R1chr189561978DPP4chr21628518821876596SSFSPDEERRTKVQNSTVMSRAENFK
PPP4R1chr189561978DPP4chr21628518821916613SSFSPDEERRTKVQNSTVMSRAENFK

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Potential FusionNeoAntigen Information of PPP4R1-DPP4 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.
PPP4R1-DPP4_9561977_162851882.msa

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)
PPP4R1-DPP4chr189561977chr21628518821876HLA-A30:08RTKVQNSTV0.99790.5644918
PPP4R1-DPP4chr189561977chr21628518821876HLA-B39:01TKVQNSTVM0.99150.79361019
PPP4R1-DPP4chr189561977chr21628518821876HLA-A74:03VQNSTVMSR0.92240.67081221
PPP4R1-DPP4chr189561977chr21628518821876HLA-A74:09VQNSTVMSR0.92240.67081221
PPP4R1-DPP4chr189561977chr21628518821876HLA-A74:11VQNSTVMSR0.92240.67081221
PPP4R1-DPP4chr189561977chr21628518821876HLA-B15:10TKVQNSTVM0.91440.63531019
PPP4R1-DPP4chr189561977chr21628518821876HLA-A31:02VQNSTVMSR0.88360.71611221
PPP4R1-DPP4chr189561977chr21628518821876HLA-B15:37TKVQNSTVM0.63940.67021019
PPP4R1-DPP4chr189561977chr21628518821876HLA-B15:18TKVQNSTVM0.56350.80711019
PPP4R1-DPP4chr189561977chr21628518821876HLA-B15:03TKVQNSTVM0.48020.84681019
PPP4R1-DPP4chr189561977chr21628518821876HLA-A74:09KVQNSTVMSR0.98790.69121121
PPP4R1-DPP4chr189561977chr21628518821876HLA-A74:03KVQNSTVMSR0.98790.69121121
PPP4R1-DPP4chr189561977chr21628518821876HLA-A74:11KVQNSTVMSR0.98790.69121121
PPP4R1-DPP4chr189561977chr21628518821876HLA-A31:02KVQNSTVMSR0.96090.73371121
PPP4R1-DPP4chr189561977chr21628518821876HLA-B39:09TKVQNSTVM0.99210.62021019
PPP4R1-DPP4chr189561977chr21628518821876HLA-B27:14RRTKVQNST0.99050.5722817
PPP4R1-DPP4chr189561977chr21628518821876HLA-B39:05TKVQNSTVM0.97320.77961019
PPP4R1-DPP4chr189561977chr21628518821876HLA-A31:01VQNSTVMSR0.93340.66211221
PPP4R1-DPP4chr189561977chr21628518821876HLA-A31:01KVQNSTVMSR0.98680.69111121
PPP4R1-DPP4chr189561977chr21628518821876HLA-C15:02RTKVQNSTV0.99850.773918
PPP4R1-DPP4chr189561977chr21628518821876HLA-A30:01RTKVQNSTV0.9980.7422918
PPP4R1-DPP4chr189561977chr21628518821876HLA-A74:01VQNSTVMSR0.92240.67081221
PPP4R1-DPP4chr189561977chr21628518821876HLA-B15:09TKVQNSTVM0.79810.80761019
PPP4R1-DPP4chr189561977chr21628518821876HLA-B48:02TKVQNSTVM0.66160.91271019
PPP4R1-DPP4chr189561977chr21628518821876HLA-B15:54TKVQNSTVM0.07210.84691019
PPP4R1-DPP4chr189561977chr21628518821876HLA-A74:01KVQNSTVMSR0.98790.69121121

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Potential FusionNeoAntigen Information of PPP4R1-DPP4 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.
PPP4R1-DPP4_9561977_162851882.msa

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)
PPP4R1-DPP4chr189561977chr21628518821876DRB1-0303RTKVQNSTVMSRAEN924

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Fusion breakpoint peptide structures of PPP4R1-DPP4

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.
File nameBPseqHgeneTgeneHchrHbpTchrTbpAAlen
1696EERRTKVQNSTVMSPPP4R1DPP4chr189561977chr21628518821876

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Filtering FusionNeoAntigens Through Checking the Interaction with HLAs in 3D of PPP4R1-DPP4

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
HLA-B14:023BVN1696EERRTKVQNSTVMS-7.15543-7.26883
HLA-B14:023BVN1696EERRTKVQNSTVMS-4.77435-5.80965
HLA-B52:013W391696EERRTKVQNSTVMS-6.80875-6.92215
HLA-B52:013W391696EERRTKVQNSTVMS-4.20386-5.23916
HLA-A11:014UQ21696EERRTKVQNSTVMS-7.5194-8.5547
HLA-A11:014UQ21696EERRTKVQNSTVMS-6.9601-7.0735
HLA-A24:025HGA1696EERRTKVQNSTVMS-7.52403-7.63743
HLA-A24:025HGA1696EERRTKVQNSTVMS-5.82433-6.85963
HLA-B27:056PYJ1696EERRTKVQNSTVMS-3.28285-4.31815
HLA-B44:053DX81696EERRTKVQNSTVMS-5.91172-6.94702
HLA-B44:053DX81696EERRTKVQNSTVMS-4.24346-4.35686

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Vaccine Design for the FusionNeoAntigens of PPP4R1-DPP4

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
PPP4R1-DPP4chr189561977chr21628518821019TKVQNSTVMAAAGTACAAAATTCAACAGTCATGAGC
PPP4R1-DPP4chr189561977chr21628518821121KVQNSTVMSRGTACAAAATTCAACAGTCATGAGCAGAGCT
PPP4R1-DPP4chr189561977chr21628518821221VQNSTVMSRCAAAATTCAACAGTCATGAGCAGAGCT
PPP4R1-DPP4chr189561977chr2162851882817RRTKVQNSTAGAACTAAAGTACAAAATTCAACAGTC
PPP4R1-DPP4chr189561977chr2162851882918RTKVQNSTVACTAAAGTACAAAATTCAACAGTCATG

check button mRNA and peptide sequences of FusionNeoAntigens that have potential interaction with HLA-IIs.
Fusion geneHchrHbpTchrTbpStart in +/-13AAEnd in +/-13AAFusionNeoAntigen peptideFusionNEoAntigen RNA sequence
PPP4R1-DPP4chr189561977chr2162851882924RTKVQNSTVMSRAENACTAAAGTACAAAATTCAACAGTCATGAGCAGAGCTGAAAATTTT

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Information of the samples that have these potential fusion neoantigens of PPP4R1-DPP4

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
UCECPPP4R1-DPP4chr189561977ENST00000400555chr2162851882ENST00000360534TCGA-EY-A3L3

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Potential target of CAR-T therapy development for PPP4R1-DPP4

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 PPP4R1-DPP4

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 PPP4R1-DPP4

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