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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:ZNF609-PDCD7

Fusion Gene and Fusion Protein Summary

check button Fusion gene summary
Fusion partner gene informationFusion gene name: ZNF609-PDCD7
FusionPDB ID: 102545
FusionGDB2.0 ID: 102545
HgeneTgene
Gene symbol

ZNF609

PDCD7

Gene ID

23060

10081

Gene namezinc finger protein 609programmed cell death 7
Synonyms-ES18|HES18
Cytomap

15q22.31

15q22.31

Type of geneprotein-codingprotein-coding
Descriptionzinc finger protein 609programmed cell death protein 7U11/U12 snRNP 59Kapoptosis-related protein ES18
Modification date2020031320200313
UniProtAcc..
Ensembl transtripts involved in fusion geneENST idsENST00000326648, ENST00000416172, 
ENST00000559364, 
ENST00000204549, 
Fusion gene scores for assessment (based on all fusion genes of FusionGDB 2.0)* DoF score14 X 16 X 6=13442 X 2 X 2=8
# samples 172
** MAII scorelog2(17/1344*10)=-2.98292648664106
possibly effective Gene in Pan-Cancer Fusion Genes (peGinPCFGs).
DoF>8 and MAII<0
log2(2/8*10)=1.32192809488736
Fusion gene context

PubMed: ZNF609 [Title/Abstract] AND PDCD7 [Title/Abstract] AND fusion [Title/Abstract]

Fusion neoantigen context

PubMed: ZNF609 [Title/Abstract] AND PDCD7 [Title/Abstract] AND neoantigen [Title/Abstract]

Most frequent breakpoint (based on all fusion genes of FusionGDB 2.0)ZNF609(64792365)-PDCD7(65421508), # samples:1
Anticipated loss of major functional domain due to fusion event.ZNF609-PDCD7 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.
ZNF609-PDCD7 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
HgeneZNF609

GO:2000291

regulation of myoblast proliferation

28344082



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/chr15:64792365/chr15:65421508)
- 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 ZNF609 (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 PDCD7 (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)
ENST00000326648ZNF609chr1564792365-ENST00000204549PDCD7chr1565421508-28018751041462452
ENST00000416172ZNF609chr1564792365-ENST00000204549PDCD7chr1565421508-4915298929503576208

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
ENST00000326648ENST00000204549ZNF609chr1564792365-PDCD7chr1565421508-0.0017978330.9982022
ENST00000416172ENST00000204549ZNF609chr1564792365-PDCD7chr1565421508-0.0043157740.99568427

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 ZNF609-PDCD7

check button +/-13 AA sequence from the breakpoints of the fusion protein sequences.
HgeneHchrHbpTgeneTchrTbpLength(fusion protein)BP in fusion proteinPeptide
ZNF609chr1564792365PDCD7chr1565421508875257NECRLLKKVKSEKEQELKAAADGVLS

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Potential FusionNeoAntigen Information of ZNF609-PDCD7 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.
ZNF609-PDCD7_64792365_65421508.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)
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:02KEQELKAA0.99980.76341220
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B45:01KEQELKAA0.99970.88641220
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B41:01KEQELKAA0.99790.88531220
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:01KEQELKAA0.9820.7961220
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B45:01KEQELKAAA0.9990.85241221
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:02KEQELKAAA0.99870.77361221
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B45:01SEKEQELKA0.99760.78181019
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:02SEKEQELKA0.99330.70461019
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B39:24VKSEKEQEL0.98190.6247817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B39:01VKSEKEQEL0.97120.9654817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B14:01VKSEKEQEL0.96360.8717817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B14:02VKSEKEQEL0.96360.8717817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B39:13VKSEKEQEL0.91530.9744817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B38:02VKSEKEQEL0.91530.9762817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B41:01SEKEQELKA0.80540.81081019
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B41:01KEQELKAAA0.80360.93381221
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B15:10VKSEKEQEL0.79890.7368817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:01KEQELKAAA0.55190.83111221
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B15:37VKSEKEQEL0.53880.8404817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:01SEKEQELKA0.46860.7781019
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B45:01SEKEQELKAA0.99670.82471020
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:02SEKEQELKAA0.98730.71681020
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B41:01SEKEQELKAA0.93260.74751020
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:02EKEQELKAAA0.91660.61721121
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B45:01EKEQELKAAA0.91220.76051121
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:01SEKEQELKAA0.87940.78011020
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B45:01KSEKEQELKA0.84860.8124919
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B41:01KSEKEQELKA0.77620.8425919
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:02KSEKEQELKA0.75010.7285919
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:01KSEKEQELKA0.74240.7897919
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B45:01SEKEQELKAAA0.99980.79051021
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:02SEKEQELKAAA0.99960.6651021
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B41:01SEKEQELKAAA0.99810.72071021
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:01SEKEQELKAAA0.990.73991021
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B40:06KEQELKAA0.99990.69121220
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B40:06KEQELKAAA0.99950.74951221
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B40:06SEKEQELKA0.99420.70871019
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B39:09VKSEKEQEL0.97430.8242817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B39:12VKSEKEQEL0.96680.9687817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C07:13VKSEKEQEL0.91770.9576817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B39:05VKSEKEQEL0.88540.9609817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C07:29VKSEKEQEL0.86390.9588817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B14:03VKSEKEQEL0.34660.8582817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C12:16VKSEKEQEL0.09310.9439817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B40:06SEKEQELKAA0.99190.65461020
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B40:06KSEKEQELKA0.81490.7543919
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B40:06SEKEQELKAAA0.99980.67061021
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:05KEQELKAA0.9820.7961220
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:04KEQELKAA0.9820.7961220
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B40:04KEQELKAAA0.99210.81931221
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B39:31VKSEKEQEL0.97350.9659817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B39:02VKSEKEQEL0.97320.9747817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B41:03KEQELKAAA0.93640.71791221
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B40:04SEKEQELKA0.92750.75161019
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C07:22VKSEKEQEL0.74190.7454817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B39:11VKSEKEQEL0.66680.7394817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B15:09VKSEKEQEL0.60860.8115817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C03:67VKSEKEQEL0.56650.9886817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:05KEQELKAAA0.55190.83111221
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:04KEQELKAAA0.55190.83111221
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C07:04VKSEKEQEL0.52470.9007817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C06:06VKSEKEQEL0.520.9921817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:05SEKEQELKA0.46860.7781019
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:04SEKEQELKA0.46860.7781019
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C06:08VKSEKEQEL0.40850.9939817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C06:17VKSEKEQEL0.19920.9953817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-C06:02VKSEKEQEL0.19920.9953817
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:04SEKEQELKAA0.87940.78011020
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:05SEKEQELKAA0.87940.78011020
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:05KSEKEQELKA0.74240.7897919
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:04KSEKEQELKA0.74240.7897919
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:05SEKEQELKAAA0.990.73991021
ZNF609-PDCD7chr1564792365chr1565421508875HLA-B50:04SEKEQELKAAA0.990.73991021

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Potential FusionNeoAntigen Information of ZNF609-PDCD7 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.
ZNF609-PDCD7_64792365_65421508.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)
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1503LKKVKSEKEQELKAA520
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1503LLKKVKSEKEQELKA419
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1503KKVKSEKEQELKAAA621
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1503RLLKKVKSEKEQELK318
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1523LKKVKSEKEQELKAA520
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1523LLKKVKSEKEQELKA419
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1523KKVKSEKEQELKAAA621
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1523RLLKKVKSEKEQELK318
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1525LKKVKSEKEQELKAA520
ZNF609-PDCD7chr1564792365chr1565421508875DRB1-1525LLKKVKSEKEQELKA419

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Fusion breakpoint peptide structures of ZNF609-PDCD7

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
4365KKVKSEKEQELKAAZNF609PDCD7chr1564792365chr1565421508875

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Filtering FusionNeoAntigens Through Checking the Interaction with HLAs in 3D of ZNF609-PDCD7

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-B14:023BVN4365KKVKSEKEQELKAA-7.15543-7.26883
HLA-B14:023BVN4365KKVKSEKEQELKAA-4.77435-5.80965
HLA-B52:013W394365KKVKSEKEQELKAA-6.80875-6.92215
HLA-B52:013W394365KKVKSEKEQELKAA-4.20386-5.23916
HLA-A11:014UQ24365KKVKSEKEQELKAA-7.5194-8.5547
HLA-A11:014UQ24365KKVKSEKEQELKAA-6.9601-7.0735
HLA-A24:025HGA4365KKVKSEKEQELKAA-7.52403-7.63743
HLA-A24:025HGA4365KKVKSEKEQELKAA-5.82433-6.85963
HLA-B27:056PYJ4365KKVKSEKEQELKAA-3.28285-4.31815
HLA-B44:053DX84365KKVKSEKEQELKAA-5.91172-6.94702
HLA-B44:053DX84365KKVKSEKEQELKAA-4.24346-4.35686

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Vaccine Design for the FusionNeoAntigens of ZNF609-PDCD7

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
ZNF609-PDCD7chr1564792365chr15654215081019SEKEQELKATCTGAAAAGGAGCAGGAACTCAAAGCA
ZNF609-PDCD7chr1564792365chr15654215081020SEKEQELKAATCTGAAAAGGAGCAGGAACTCAAAGCAGCC
ZNF609-PDCD7chr1564792365chr15654215081021SEKEQELKAAATCTGAAAAGGAGCAGGAACTCAAAGCAGCCGCT
ZNF609-PDCD7chr1564792365chr15654215081121EKEQELKAAAGAAAAGGAGCAGGAACTCAAAGCAGCCGCT
ZNF609-PDCD7chr1564792365chr15654215081220KEQELKAAAAGGAGCAGGAACTCAAAGCAGCC
ZNF609-PDCD7chr1564792365chr15654215081221KEQELKAAAAAGGAGCAGGAACTCAAAGCAGCCGCT
ZNF609-PDCD7chr1564792365chr1565421508817VKSEKEQELGTCAAGTCTGAAAAGGAGCAGGAACTC
ZNF609-PDCD7chr1564792365chr1565421508919KSEKEQELKAAAGTCTGAAAAGGAGCAGGAACTCAAAGCA

check button mRNA and peptide sequences of FusionNeoAntigens that have potential interaction with HLA-IIs.
Fusion geneHchrHbpTchrTbpStart in +/-13AAEnd in +/-13AAFusionNeoAntigen peptideFusionNEoAntigen RNA sequence
ZNF609-PDCD7chr1564792365chr1565421508318RLLKKVKSEKEQELKCGCCTGCTAAAGAAAGTCAAGTCTGAAAAGGAGCAGGAACTCAAA
ZNF609-PDCD7chr1564792365chr1565421508419LLKKVKSEKEQELKACTGCTAAAGAAAGTCAAGTCTGAAAAGGAGCAGGAACTCAAAGCA
ZNF609-PDCD7chr1564792365chr1565421508520LKKVKSEKEQELKAACTAAAGAAAGTCAAGTCTGAAAAGGAGCAGGAACTCAAAGCAGCC
ZNF609-PDCD7chr1564792365chr1565421508621KKVKSEKEQELKAAAAAGAAAGTCAAGTCTGAAAAGGAGCAGGAACTCAAAGCAGCCGCT

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Information of the samples that have these potential fusion neoantigens of ZNF609-PDCD7

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
HNSCZNF609-PDCD7chr1564792365ENST00000326648chr1565421508ENST00000204549TCGA-CQ-6225-01A

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Potential target of CAR-T therapy development for ZNF609-PDCD7

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 ZNF609-PDCD7

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 ZNF609-PDCD7

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