cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57907/mirri/bjtixf
title: MIRRI0135840

description: Organism type: Filamentous Fungi ; Taxon name: Phytophthora cactorum var. cactorum ; Collection: MUCL 9638
DOI: 10.57907/mirri/d5aka8/qudrcd
title: MIRRI0133582.json

description: Strain json file
DOI: 10.57907/mirri/hnuksz/umoes7
title: MIRRI0136423.json

description: Strain json file
DOI: 10.57907/mirri/hpakka
title: MIRRI0136453

description: Organism type: Bacteria ; Taxon name: Pseudomonas syringae ; Collection: CECT 312
DOI: 10.57907/mirri/jwsqwf
title: MIRRI0133577

description: Organism type: Filamentous Fungi ; Taxon name: Mycosphaerella graminicola ; Collection: MUCL 53421 ; Country: Luxembourg
DOI: 10.57907/mirri/kdmpxg
title: MIRRI0135833

description: Organism type: Filamentous Fungi ; Taxon name: Zalerion maritimum ; Collection: MUCL 9631 ; Country: United Kingdom
DOI: 10.57907/mirri/m998o1/wqtjat
title: MIRRI0136698.json

description: Strain json file
DOI: 10.57907/mirri/oh9xkd/ppwnyg
title: MIRRI0135854.json

description: Strain json file
DOI: 10.57907/mirri/qdpziz
title: MIRRI0136428

description: Organism type: Bacteria ; Taxon name: Staphylococcus aureus subsp. aureus ; Collection: CECT 239
DOI: 10.57907/mirri/r4cg7v/bbrwmo
title: MIRRI0133570.json

description: Strain json file
DOI: 10.57907/mirri/rnichn
title: MIRRI0135830

description: Organism type: Filamentous Fungi ; Taxon name: Zalerion maritimum ; Collection: MUCL 9627 ; Country: Germany
DOI: 10.57907/mirri/sms1ow
title: MIRRI0135898

description: Organism type: Filamentous Fungi ; Taxon name: Acremonium chrysogenum ; Collection: MUCL 9718 ; Country: India
DOI: 10.57907/mirri/su6gbo/p5taiy
title: MIRRI0135826.json

description: Strain json file
DOI: 10.57907/mirri/tawlur/vgv3co
title: MIRRI0135829.json

description: Strain json file
DOI: 10.57907/mirri/u5fg3z/vr6khl
title: MIRRI0136483.json

description: Strain json file
DOI: 10.57907/mirri/ufzrfb
title: MIRRI0133653

description: Organism type: Filamentous Fungi ; Taxon name: Truncospora oboensis ; Collection: MUCL 53565 ; Country: Sao Tome and Principe
DOI: 10.57907/mirri/va6dad
title: MIRRI0133597

description: Organism type: Filamentous Fungi ; Taxon name: Fusarium graminearum ; Collection: MUCL 53453 ; Country: Belgium
DOI: 10.57907/mirri/wjcumh
title: MIRRI0136721

description: Organism type: Bacteria ; Taxon name: Escherichia coli ; Collection: CECT 735
DOI: 10.57907/mirri/xlaxz5/oge4gx
title: MIRRI0135842.json

description: Strain json file
DOI: 10.57907/mirri/xxw5dm
title: MIRRI0133586

description: Organism type: Filamentous Fungi ; Taxon name: Mycosphaerella graminicola ; Collection: MUCL 53430 ; Country: Luxembourg
DOI: 10.3535/0nd-dt3-e0s
title: Lavatera thuringiaca L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d7p-rp4-85b
title: Arenaria ciliata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.57907/mirri/4pjfmo/nosdsk
title: MIRRI0136300.json

description: Strain json file
DOI: 10.57907/mirri/9wdjkx/k1nqoi
title: MIRRI0136464.json

description: Strain json file
DOI: 10.57907/mirri/adyarp
title: MIRRI0136277

description: Organism type: Cyanobacteria ; Taxon name: Arthrospira platensis ; Collection: ULC 0445 ; Country: Bolivia
DOI: 10.57907/mirri/bl698w/tpqfbi
title: MIRRI0136451.json

description: Strain json file
DOI: 10.57907/mirri/ebklo5
title: MIRRI0136501

description: Organism type: Bacteria ; Taxon name: Enterococcus faecalis ; Collection: CECT 408
DOI: 10.57907/mirri/eg5vpm
title: MIRRI0136309

description: Organism type: Bacteria ; Taxon name: Acidiluteibacter ; Collection: CECT 7269
DOI: 10.57907/mirri/ejy7uv
title: MIRRI0136308

description: Organism type: Bacteria ; Taxon name: Bacillus subtilis ; Collection: CECT 35
DOI: 10.57907/mirri/i9y1ez/x26hrv
title: MIRRI0136279.json

description: Strain json file
DOI: 10.57907/mirri/ietwwp
title: MIRRI0135853

description: Organism type: Filamentous Fungi ; Taxon name: Paecilomyces cremeoroseus ; Collection: MUCL 9652 ; Country: Brazil
DOI: 10.57907/mirri/o5njci/lrem3s
title: MIRRI0136437.json

description: Strain json file
DOI: 10.57907/mirri/o7sbz8
title: MIRRI0136297

description: Organism type: Bacteria ; Taxon name: Bacillus coagulans ; Collection: CECT 12
DOI: 10.57907/mirri/obv8mh/5b3rqa
title: MIRRI0136447.json

description: Strain json file
DOI: 10.57907/mirri/odqqoh
title: MIRRI0136457

description: Organism type: Bacteria ; Taxon name: Brevundimonas diminuta ; Collection: CECT 317
DOI: 10.57907/mirri/r6tjpj/yxaoce
title: MIRRI0136700.json

description: Strain json file
DOI: 10.57907/mirri/s3zia3/loz2pz
title: MIRRI0136450.json

description: Strain json file
DOI: 10.57907/mirri/uahwvl
title: MIRRI0136281

description: Organism type: Cyanobacteria ; Taxon name: Pseudanabaena ; Collection: ULC 0476 ; Country: India
DOI: 10.57907/mirri/ucrx8d/w73i4c
title: MIRRI0136484.json

description: Strain json file
DOI: 10.57907/mirri/ujqrj5/urhaxg
title: MIRRI0136459.json

description: Strain json file
DOI: 10.57907/mirri/vogl1s
title: MIRRI0136356

description: Organism type: Bacteria ; Taxon name: Stenotrophomonas maltophilia ; Collection: CECT 112
DOI: 10.57907/mirri/ykwcrt
title: MIRRI0135888

description: Organism type: Filamentous Fungi ; Taxon name: Plectosphaerella cucumerina ; Collection: MUCL 9704 ; Country: Italy
DOI: 10.57907/mirri/zoq3ay/dw5ne2
title: MIRRI0136454.json

description: Strain json file
DOI: 10.3535/cct-paw-rgp
title: Cerastium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kpb-g85-n0t
title: Euphorbia lucida Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.57907/mirri/4pzjoo
title: MIRRI0135880

description: Organism type: Filamentous Fungi ; Taxon name: Drechslera biseptata ; Collection: MUCL 9691 ; Country: Belgium
DOI: 10.57907/mirri/6qauwd/pdcxpv
title: MIRRI0136463.json

description: Strain json file
DOI: 10.57907/mirri/9ydjq2
title: MIRRI0135856

description: Organism type: Filamentous Fungi ; Taxon name: Papulaspora aspergilliformis ; Collection: MUCL 9655 ; Country: Italy
DOI: 10.57907/mirri/bvfs6k/2u8e8v
title: MIRRI0136458.json

description: Strain json file
DOI: 10.57907/mirri/edeknt
title: MIRRI0133636

description: Organism type: Yeast ; Taxon name: Candida apicola ; Collection: MUCL 53494 ; Country: Brazil
DOI: 10.57907/mirri/f5bezc/pifw8m
title: MIRRI0133591.json

description: Strain json file
DOI: 10.57907/mirri/ff2fdn/sfk4fk
title: MIRRI0133605.json

description: Strain json file
DOI: 10.57907/mirri/h9iqsi
title: MIRRI0133588

description: Organism type: Filamentous Fungi ; Taxon name: Fomitiporia bambusarum ; Collection: MUCL 53437 ; Country: Argentina
DOI: 10.57907/mirri/kjle4w
title: MIRRI0133654

description: Organism type: Filamentous Fungi ; Taxon name: Trichocladium acropullum ; Collection: MUCL 53567 ; Country: China
DOI: 10.57907/mirri/mdstz3
title: MIRRI0136488

description: Organism type: Bacteria ; Taxon name: Escherichia coli ; Collection: CECT 379
DOI: 10.57907/mirri/ope1or/srjhp6
title: MIRRI0136492.json

description: Strain json file
DOI: 10.57907/mirri/oz2vrb
title: MIRRI0135530

description: Organism type: Filamentous Fungi ; Taxon name: Scopulariopsis brevicaulis ; Collection: MUCL 9037
DOI: 10.57907/mirri/rlmjox
title: MIRRI0136485

description: Organism type: Bacteria ; Taxon name: Clostridium perfringens ; Collection: CECT 376
DOI: 10.57907/mirri/t0eybr/ye3yun
title: MIRRI0136544.json

description: Strain json file
DOI: 10.57907/mirri/u5fg3z
title: MIRRI0136483

description: Organism type: Bacteria ; Taxon name: Lactobacillus delbrueckii subsp. lactis ; Collection: CECT 372
DOI: 10.57907/mirri/ybsxbm
title: MIRRI0136481

description: Organism type: Bacteria ; Taxon name: Bacillus megaterium ; Collection: CECT 370
DOI: 10.57907/mirri/zgt6oe/pqzcrf
title: MIRRI0136503.json

description: Strain json file
DOI: 10.57907/mirri/zxovja/gdpshj
title: MIRRI0136519.json

description: Strain json file
DOI: 10.3535/15z-y8c-0k7
title: Centaurea scabiosa subsp. fritschii (Hayek) Soó

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6h7-dyf-g46
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.57907/mirri/1dme2p/xz1p3v
title: MIRRI0135871.json

description: Strain json file
DOI: 10.57907/mirri/6trail
title: MIRRI0135893

description: Organism type: Filamentous Fungi ; Taxon name: Ramichloridium subulatum ; Collection: MUCL 971 ; Country: Belgium
DOI: 10.57907/mirri/93ubsm
title: MIRRI0136667

description: Organism type: Bacteria ; Taxon name: Vibrio splendidus ; Collection: CECT 618
DOI: 10.57907/mirri/98rlra
title: MIRRI0136739

description: Organism type: Bacteria ; Taxon name: Corynebacterium ; Collection: CECT 759
DOI: 10.57907/mirri/bohfq4
title: MIRRI0136731

description: Organism type: Bacteria ; Taxon name: Escherichia coli ; Collection: CECT 745
DOI: 10.57907/mirri/hg4j8l/rpzlvf
title: MIRRI0136722.json

description: Strain json file
DOI: 10.57907/mirri/iuy6e2/zd3ome
title: MIRRI0135878.json

description: Strain json file
DOI: 10.57907/mirri/j2y3n0/jxwpta
title: MIRRI0136724.json

description: Strain json file
DOI: 10.57907/mirri/l82wvu/etiger
title: MIRRI0135867.json

description: Strain json file
DOI: 10.57907/mirri/lv2yhl/oq5joh
title: MIRRI0136727.json

description: Strain json file
DOI: 10.57907/mirri/lvamj3
title: MIRRI0135901

description: Organism type: Filamentous Fungi ; Taxon name: Nectria vilior ; Collection: MUCL 9721 ; Country: United States of America
DOI: 10.57907/mirri/mzn3gp/am1nil
title: MIRRI0135873.json

description: Strain json file
DOI: 10.57907/mirri/nncqc8/qsf5qf
title: MIRRI0135897.json

description: Strain json file
DOI: 10.57907/mirri/o61nni/geylr1
title: MIRRI0136815.json

description: Strain json file
DOI: 10.57907/mirri/rfrcdy/bzispw
title: MIRRI0136784.json

description: Strain json file
DOI: 10.57907/mirri/rlmjox/nzdkbs
title: MIRRI0136485.json

description: Strain json file
DOI: 10.57907/mirri/sbhixf
title: MIRRI0135868

description: Organism type: Filamentous Fungi ; Taxon name: Hyalodendron lignicola ; Collection: MUCL 9673 ; Country: Sweden
DOI: 10.57907/mirri/x7zxnq
title: MIRRI0136734

description: Organism type: Bacteria ; Taxon name: Acetobacter liquefaciens ; Collection: CECT 749
DOI: 10.57907/mirri/x7zxnq/aij1up
title: MIRRI0136734.json

description: Strain json file
DOI: 10.57907/mirri/xlvuqj
title: MIRRI0135890

description: Organism type: Filamentous Fungi ; Taxon name: Sarocladium kiliense ; Collection: MUCL 9706 ; Country: India
DOI: 10.57907/mirri/xwqkxa
title: MIRRI0136715

description: Organism type: Bacteria ; Taxon name: Escherichia coli ; Collection: CECT 728
DOI: 10.57907/mirri/ykwcrt/fpg1jw
title: MIRRI0135888.json

description: Strain json file
DOI: 10.3535/vkf-4xq-k8l
title: Lobularia maritima (L.) Desv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.57907/mirri/126bdz/h0unsq
title: MIRRI0135581.json

description: Strain json file
DOI: 10.57907/mirri/1wnx6f
title: MIRRI0133714

description: Organism type: Filamentous Fungi ; Taxon name: Fusarium oxysporum ; Collection: MUCL 53649 ; Country: Belgium
DOI: 10.57907/mirri/1yqwqo/krdulh
title: MIRRI0133723.json

description: Strain json file
DOI: 10.57907/mirri/2sz0tj
title: MIRRI0136729

description: Organism type: Bacteria ; Taxon name: Escherichia coli ; Collection: CECT 743
DOI: 10.57907/mirri/6t68vt
title: MIRRI0135920

description: Organism type: Filamentous Fungi ; Taxon name: Rhinocladiella pedrosoi ; Collection: MUCL 9757
DOI: 10.57907/mirri/6trail/bkgqlj
title: MIRRI0135893.json

description: Strain json file
DOI: 10.57907/mirri/7hav1w
title: MIRRI0136846

description: Organism type: Bacteria ; Taxon name: Lactobacillus acidophilus ; Collection: CECT 903
DOI: 10.57907/mirri/8pjx35
title: MIRRI0135603

description: Organism type: Filamentous Fungi ; Taxon name: Trichocladium asperum ; Collection: MUCL 919 ; Country: Belgium
DOI: 10.57907/mirri/9u0hux
title: MIRRI0136810

description: Organism type: Bacteria ; Taxon name: Citrobacter amalonaticus ; Collection: CECT 863
DOI: 10.57907/mirri/a4ahqk
title: MIRRI0135596

description: Organism type: Filamentous Fungi ; Taxon name: Cochliobolus spicifer ; Collection: MUCL 9154 ; Country: Portugal
DOI: 10.57907/mirri/a9qpmj/iort0v
title: MIRRI0135931.json

description: Strain json file
DOI: 10.57907/mirri/appuai
title: MIRRI0136768

description: Organism type: Bacteria ; Taxon name: Corynebacterium pseudotuberculosis ; Collection: CECT 808
DOI: 10.3535/0bn-gr4-9kt
title: Saccorhiza ramosa (Brady, 1879)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pd6-d84-ms6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3lj-bl1-zqz
title: Crioceratites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xaq-9nm-13x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/90a-n6e-nkn
title: Cribrobulimina polystoma (Parker & Jones, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f6f-k6j-4lg
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3la-7b8-42c
title: Textularia mexicana Cushman, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xzm-j04-2r8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dpp-m3b-trf
title: Teschenites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/drn-rf0-be8
title: Amphistegina lessonii d'Orbigny in Deshayes, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lsy-rth-b86
title: †Ammonoidea

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ky3-450-78w
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p76-bag-5mj
title: Discanomalina coronata (Parker & Jones, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2pp-xbs-s4b
title: Candeina nitida d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/awv-55g-pa9
title: Rotorbinella barbadosensis Hofker, 1969

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/46k-3hb-n9s
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zt9-v7x-2km
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5t3-76k-pdq
title: Sphincterochila Ancey, 1887

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/epa-clw-bwm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j61-lt2-rs9
title: Dentalina filiformis (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jp5-fpx-qt9
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ysm-jzr-nmy
title: Geminospira bradyi Bermúdez, 1952

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h4y-f1h-bdv
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n7b-yrh-q6q
title: Laevipeneroplis malayensis (Hofker, 1952)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a7q-527-pcm
title: Amphistegina radiata (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6sn-k9j-ba7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p4t-j9e-06a
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/66q-5wv-174
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ldp-3jl-2dz
title: Massilina secans (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c23-qd4-m01
title: †Saracenaria frankei Ten Dam, 1946

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wrk-0k7-dkb
title: †Stensioeina exsculpta (Reuss, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5lr-rhy-kkq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.5umuku
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Zenaida macroura)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 21 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021921-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29580308
title: MVSO-PPIS CODE

description: Predicting protein–protein interaction (PPI) sites is essential for advancing our understanding of protein interactions, as accurate predictions can significantly reduce experimental costs and time. While considerable progress has been made in identifying binding sites at the level of individual amino acid residues, the prediction accuracy for residue subsequences at transitional boundaries—such as those represented by patterns like singular structures (mutation characteristics of contiguous interacting-residue segments) or edge structures (boundary transitions between Interacting/non-Interacting residue segments)—still requires improvement. To address this challenge, we propose a novel PPI site prediction method named MVSO-PPIS. This method integrates two complementary feature extraction modules, a subgraph-based module and an enhanced graph attention module. The extracted features are fused using an attention-based fusion mechanism, producing a composite representation that captures both local protein substructures and global contextual dependencies. MVSO-PPIS is trained to jointly optimize three objectives: overall PPI site prediction accuracy, edge structural consistency, and recognition of unique structural patterns in PPI site sequences. Experimental results on benchmark datasets demonstrate that MVSO-PPIS outperforms existing baseline models in both accuracy and structural interpretability.
DOI: 10.6084/m9.figshare.29580308.v1
title: MVSO-PPIS CODE

description: Predicting protein–protein interaction (PPI) sites is essential for advancing our understanding of protein interactions, as accurate predictions can significantly reduce experimental costs and time. While considerable progress has been made in identifying binding sites at the level of individual amino acid residues, the prediction accuracy for residue subsequences at transitional boundaries—such as those represented by patterns like singular structures (mutation characteristics of contiguous interacting-residue segments) or edge structures (boundary transitions between Interacting/non-Interacting residue segments)—still requires improvement. To address this challenge, we propose a novel PPI site prediction method named MVSO-PPIS. This method integrates two complementary feature extraction modules, a subgraph-based module and an enhanced graph attention module. The extracted features are fused using an attention-based fusion mechanism, producing a composite representation that captures both local protein substructures and global contextual dependencies. MVSO-PPIS is trained to jointly optimize three objectives: overall PPI site prediction accuracy, edge structural consistency, and recognition of unique structural patterns in PPI site sequences. Experimental results on benchmark datasets demonstrate that MVSO-PPIS outperforms existing baseline models in both accuracy and structural interpretability.
DOI: 10.15468/dl.e9c6xa
title: Occurrence Download

description: A dataset containing 20003 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muntingia calabura"
 ]
}

 The dataset includes 20003 records from 452 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021922-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfznyn
title: Occurrence Download

description: A dataset containing 25767 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Populus trichocarpa, Populus trichocarpa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25767 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021923-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g439jw
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lithocarpus havilandii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 105 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021925-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy93bf
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinochloa crus-galli",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021924-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.