RRC ID 59247
著者 Escamilla Molgora JM, Sedda L, Atkinson PM.
タイトル Biospytial: spatial graph-based computing for ecological Big Data.
ジャーナル Gigascience
Abstract BACKGROUND:The exponential accumulation of environmental and ecological data together with the adoption of open data initiatives bring opportunities and challenges for integrating and synthesising relevant knowledge that need to be addressed, given the ongoing environmental crises.
FINDINGS:Here we present Biospytial, a modular open source knowledge engine designed to import, organise, analyse and visualise big spatial ecological datasets using the power of graph theory. The engine uses a hybrid graph-relational approach to store and access information. A graph data structure uses linkage relationships to build semantic structures represented as complex data structures stored in a graph database, while tabular and geospatial data are stored in an efficient spatial relational database system. We provide an application using information on species occurrences, their taxonomic classification and climatic datasets. We built a knowledge graph of the Tree of Life embedded in an environmental and geographical grid to perform an analysis on threatened species co-occurring with jaguars (Panthera onca).
CONCLUSIONS:The Biospytial approach reduces the complexity of joining datasets using multiple tabular relations, while its scalable design eases the problem of merging datasets from different sources. Its modular design makes it possible to distribute several instances simultaneously, allowing fast and efficient handling of big ecological datasets. The provided example demonstrates the engine's capabilities in performing basic graph manipulation, analysis and visualizations of taxonomic groups co-occurring in space. The example shows potential avenues for performing novel ecological analyses, biodiversity syntheses and species distribution models aided by a network of taxonomic and spatial relationships.
巻・号 9(5)
公開日 2020-5-11
DOI 10.1093/gigascience/giaa039
PII 5835779
PMID 32391910
PMC PMC7213554
MeSH Big Data* Databases, Factual* Ecology Geography Models, Theoretical Software*
IF 4.688
引用数 0
リソース情報
GBIF Mollusca collection of National Museum of Nature and Science Hymenoptera specimen database of Kyushu University Biological Resource Center, Department of Biotechnology, National Institute of Technology and Evaluation Seaweed (Plantae) Collection of the Seto Marine Biological Laboratory, Kyoto University Mollusca Collection of Natural History Museum and Institute, Chiba Bird specimens of the Yamashina Institute for Ornithology Flora of Japan Specimen Database Entomological Specimens of Museum of Nature and Human Activities, Hyogo Pref., Japan Mollusca specimens of Toyama Science Museum Bird Specimens in the Museum of Nature and Human Activities, Hyogo, Japan Invertebrate specimens in the Wakayama Prefectural Museum of Natural History, Japan. Lepidoptera specimen database of Japan Marine Invertebrata specimens deposited in the Fukui City Museum of Natural History, Japan Akita Prefectural Museum, Hiroki Watanabe Collection Image Database of Fishes in the Kanagawa Prefectural Museum of Natural History Echigo-Matsunoyama Museum of Natural Science, Usuke Shiga butterfly collection Ehime University Coleoptera Collection Molluscus specimens of Toyohashi Museum of Natural History Shellfish specimens of the Nishinomiya Shell Museum, Japan Japan Collection of Microorganisms, RIKEN BioResource Center Fish Collection of Yokosuka City Museum Fish Collection of Hokkaido University Lichen specimens of National Museum of Nature and Science (TNS) Macroalgal collection of National Museum of Nature and Science (TNS) Insect specimens of Kashihara City Museum of Insect Osaka Prefectural Minoh Park Insects Museum Fish specimen database of Osaka Museum of Natural History Fish collection of National Museum of Nature and Science Mammal collection of National Museum of Nature and Science Fish Collection of Natural History Museum and Institute, Chiba Rust fungus specimen of Research Group of Plant Parasitic Mycology, Faculty of Life and Environmental Sciences, University of Tsukuba Fish Collection of Kanagawa Prefectural Museum of Natural History Mollusca collection, Museum of Natural and Environmental History, Shizuoka Plant specimens in the Museum of Nature and Human Activities, Hyogo Prefecture, Japan Molluscan collection of Osaka Museum of Natural History Plant specimens deposited in Osaka Museum of Natural History, Japan Insect collection of Itami City Museum of Insects Coleoptera collection of National Museum of Nature and Science NIAES Coleoptera Specimen Database