{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,16]],"date-time":"2026-10-16T20:37:10Z","timestamp":1792183030432,"version":"4.4.0"},"reference-count":205,"publisher":"Oxford University Press (OUP)","license":[{"start":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T00:00:00Z","timestamp":1777420800000},"content-version":"vor","delay-in-days":118,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001711","name":"Swiss National Science Foundation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001711","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100018693","name":"Horizon Europe","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100018693","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,1,21]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>In recent years, biodiversity data management has emerged as a critical pillar in global conservation efforts. Today, the ability to efficiently collect, structure, and analyze biodiversity data is central to breakthroughs in conservation, drug development, disease monitoring, ecological forecasting, and agri-tech innovation. However, due to the vastness and heterogeneity of biodiversity data, it is often confined to databases for specific research areas in isolated formats and disconnected from other relevant resources. Crucial components of such data in the kingdom Plantae comprise metabolomes, with the vast array of compounds produced by plants; traits, which are measurable characteristics of plants that influence their growth, survival, and reproduction and affect ecosystem processes; and biotic interactions, including relationships of plants with other living organisms, affecting the ecosystem functions.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>In this work, we present METRIN-KG (MEtabolomes, TRaits, and INteractions-Knowledge Graph), a powerful data resource simplifying the integration of diverse and heterogeneous data resources such as plant metabolomes, traits, and biotic interactions.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>The proposed knowledge graph provides an interface to interactively search for data relating to plant metabolomes, traits, and interactions. This, in turn, will facilitate the development of research questions in life sciences. In this context, we provide representative case studies on how to frame queries that can be used to search for relevant data in the knowledge graph.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1093\/gigascience\/giag051","type":"journal-article","created":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T11:43:45Z","timestamp":1777376625000},"source":"Crossref","is-referenced-by-count":2,"title":["METRIN-KG: A knowledge graph integrating plant metabolites, traits, and biotic interactions"],"prefix":"10.1093","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-5515-1230","authenticated-orcid":false,"given":"Disha","family":"Tandon","sequence":"first","affiliation":[{"name":"Faculty of Science, Institute of Biology, University of Neuch\u00e2tel , Rue Emile-Argand 11, 2000 Neuch\u00e2tel ,","place":["Switzerland"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3175-5372","authenticated-orcid":false,"given":"Tarcisio Mendes","family":"De\u00a0Farias","sequence":"additional","affiliation":[{"name":"SIB Swiss Institute of Bioinformatics , Amphip\u00f4le, Quartier UNIL-Sorge, 1015 Lausanne ,","place":["Switzerland"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3389-2191","authenticated-orcid":false,"given":"Pierre-Marie","family":"Allard","sequence":"additional","affiliation":[{"name":"SIB Swiss Institute of Bioinformatics , Amphip\u00f4le, Quartier UNIL-Sorge, 1015 Lausanne ,","place":["Switzerland"]},{"name":"Faculty of Science and Medicine, Department of Biology, University of Fribourg , Chemin du Mus\u00e9e 10, 1700 Fribourg ,","place":["Switzerland"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3279-9190","authenticated-orcid":false,"given":"Emmanuel","family":"Defossez","sequence":"additional","affiliation":[{"name":"Faculty of Science, Institute of Biology, University of Neuch\u00e2tel , Rue Emile-Argand 11, 2000 Neuch\u00e2tel ,","place":["Switzerland"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"286","published-online":{"date-parts":[[2026,4,29]]},"reference":[{"key":"2026062511464099800_bib1","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1146\/annurev-ecolsys-112414-054400","article-title":"Seven shortfalls that beset large-scale knowledge of biodiversity","volume":"46","author":"Hortal","year":"2015","journal-title":"Annu Rev Ecol Evol Syst"},{"key":"2026062511464099800_bib2","doi-asserted-by":"publisher","first-page":"2647","DOI":"10.1016\/j.biocon.2011.07.024","article-title":"The seven impediments in invertebrate conservation and how to overcome them","volume":"144","author":"Cardoso","year":"2011","journal-title":"Biol Conserv"},{"key":"2026062511464099800_bib3","doi-asserted-by":"publisher","first-page":"166","DOI":"10.1038\/s44358-025-00022-3","article-title":"Harnessing artificial intelligence to fill global shortfalls in biodiversity knowledge","volume":"1","author":"Pollock","year":"2025","journal-title":"Nat Rev Biodivers"},{"key":"2026062511464099800_bib4","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1111\/1365-2745.13826","article-title":"Functional traits 2.0: the power of the metabolome for ecology","volume":"110","author":"Walker","year":"2022","journal-title":"J Ecol"},{"key":"2026062511464099800_bib5","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1007\/s10886-014-0402-8","article-title":"New synthesis: parallels between biodiversity and chemodiversity","volume":"40","author":"Hilker","year":"2014","journal-title":"J Chem Ecol"},{"key":"2026062511464099800_bib6","doi-asserted-by":"publisher","first-page":"373","DOI":"10.1146\/annurev-ento-010715-023851","article-title":"The layers of plant responses to insect herbivores","volume":"61","author":"Schuman","year":"2016","journal-title":"Annu Rev Entomol"},{"key":"2026062511464099800_bib7","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/S0031-9422(03)00300-5","article-title":"Evolution of secondary metabolites from an ecological and molecular phylogenetic perspective","volume":"64","author":"Wink","year":"2003","journal-title":"Phytochemistry"},{"key":"2026062511464099800_bib8","doi-asserted-by":"crossref","unstructured":"Hart C E, Gadiya Y, Kind T \u00a0et al. \u00a0Defining the limits of plant chemical space: challenges and estimations. 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