{
  "abstract": "Genomics, including all molecular omics, is driven by molecular data, while phenomics and enviromics rely on phenotypic and environmental data. Yet phenotyping is often conducted under poorly characterized environments, limiting the interpretation of phenotypic variation and constraining genetic gain. Integrating high-throughput phenotyping with envirotyping is hence vital to resolve genomic effects. This perspective introduces phenomics-enviromics (PE) crosstalk as a framework for coordinated data collection and integration to advance omics and precision plant breeding. Satellites, unmanned aerial and ground vehicles, and controlled indoor facilities, combined with AI-assisted typing technologies and modeling, are establishing the basis for synchronous, high-throughput PE crosstalk to enhance interpretability, prediction, and crop resilience. Genomics, phenomics, and enviromics constitute the G–P–E triangle in plant breeding, yet enviromics and its interaction with phenomics remain underexplored. Here, the authors introduce phenomics–enviromics (PE) crosstalk and discuss its coordinated data-collection and -integration into next-generation plant breeding.",
  "abstract_shown": true,
  "affiliations": [
    "National Nanfan Research Institute (Sanya), Chinese Academy of Agricultural Sciences, Sanya, Hainan, China. lihuihui@caas.cn",
    "State Key Laboratory of Crop Gene Resources and Breeding, National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China. lihuihui@caas.cn",
    "National Nanfan Research Institute (Sanya), Chinese Academy of Agricultural Sciences, Sanya, Hainan, China",
    "State Key Laboratory of Crop Gene Resources and Breeding, National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China",
    "State Key Laboratory of Wheat Improvement, Peking University Institute of Advanced Agricultural Sciences, Shandong Laboratory of Advanced Agricultural Sciences in Weifang, Shandong, China",
    "MetaPheno Laboratory, Shanghai, China",
    "PhenoTrait Technology Co. Ltd., Beijing, China",
    "International Maize and Wheat Improvement Center (CIMMYT), Apdo. Postal 6-64, Mexico, DF, Mexico",
    "Univ. de Barcelona, Barcelona 08028 and Agrotecnio, Lleida, Spain",
    "BGI Bioverse, Shenzhen, China. xuyunbi@caas.cn",
    "State Key Laboratory of Crop Gene Resources and Breeding, National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China. xuyunbi@caas.cn",
    "State Key Laboratory of Wheat Improvement, Peking University Institute of Advanced Agricultural Sciences, Shandong Laboratory of Advanced Agricultural Sciences in Weifang, Shandong, China. xuyunbi@caas.cn"
  ],
  "article_type": "review",
  "arxiv": null,
  "author_total": 10,
  "authors": [
    {
      "affs": [
        0,
        1
      ],
      "name": "Huihui Li",
      "orcid": "0000-0002-9117-5011"
    },
    {
      "affs": [
        2,
        3
      ],
      "name": "Shang Gao",
      "orcid": "0009-0008-2535-467X"
    },
    {
      "affs": [
        2,
        3,
        4
      ],
      "name": "Takele Weldu Gebrewahid",
      "orcid": "0000-0002-8468-0255"
    },
    {
      "affs": [
        3
      ],
      "name": "Wenxue Li",
      "orcid": "0000-0002-0346-5300"
    },
    {
      "affs": [
        2,
        3
      ],
      "name": "Jiankang Wang",
      "orcid": "0000-0002-8069-5329"
    },
    {
      "affs": [
        5,
        6
      ],
      "name": "Zanping Han",
      "orcid": "0000-0001-9974-3258"
    },
    {
      "affs": [
        7
      ],
      "name": "Matthew Paul Reynolds",
      "orcid": "0000-0002-4291-4316"
    },
    {
      "affs": [
        8
      ],
      "name": "J. L. Araus",
      "orcid": "0000-0002-8866-2388"
    },
    {
      "affs": [
        7
      ],
      "name": "Sarah Hearne"
    },
    {
      "affs": [
        9,
        10,
        11
      ],
      "name": "Yunbi Xu",
      "orcid": "0000-0003-3361-4650"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/d2g0p8tadf3dx.bib",
  "cited_by": 9,
  "doi": "10.1038/s41467-026-73097-x",
  "fulltext_url": null,
  "id": "d2g0p8tadf3dx",
  "issns": [
    "2041-1723"
  ],
  "landing_url": "https://doi.org/10.1038/s41467-026-73097-x",
  "language": "en",
  "licence": "CC-BY-NC-ND",
  "licence_label": "CC BY-NC-ND",
  "licence_source": "journal",
  "licence_url": "https://creativecommons.org/licenses/by-nc-nd/4.0/",
  "metadata_licence": null,
  "native_subjects": [
    [
      "openalex",
      "1110|Genetics and Plant Breeding"
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  "pdf_url": "https://www.nature.com/articles/s41467-026-73097-x_reference.pdf",
  "pmcid": "PMC13279992",
  "pmid": "42285930",
  "published": "2026-06-12",
  "publisher": "Nature Portfolio",
  "ris": "https://research.draconitic.com/paper/d2g0p8tadf3dx.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T13:26:50Z",
      "native_id": "W7164567433",
      "source": "openalex",
      "url": "https://doi.org/10.1038/s41467-026-73097-x"
    }
  ],
  "subjects": [
    {
      "field": "biology",
      "origin": "openalex:1110|Genetics and Plant Breeding",
      "subfield": "plant-biology"
    }
  ],
  "title": "Omics-driven plant breeding through phenomics-enviromics crosstalk",
  "title_text": "Omics-driven plant breeding through phenomics-enviromics crosstalk",
  "type": "peer-reviewed",
  "updated_at": "2026-11-08T13:20:44Z",
  "url": "https://research.draconitic.com/paper/d2g0p8tadf3dx",
  "venue": "Nature Communications",
  "versions": []
}