{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,4]],"date-time":"2026-09-04T15:23:12Z","timestamp":1788535392040,"version":"build-2803163510"},"reference-count":232,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,9,3]],"date-time":"2026-09-03T00:00:00Z","timestamp":1788393600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Plant Sci."],"abstract":"<jats:p>\n                    Glandular trichomes serve as critical cellular factories for plant secondary metabolism, playing a central role in the biosynthesis, transport, and storage of diverse secondary metabolites. However, traditional macro-scale omics approaches often overlook the cellular heterogeneity within tissues, making it difficult to resolve the specific dynamics of different cell types in glandular trichomes. This limitation has hindered a deeper understanding of secondary metabolic pathways and their regulatory mechanisms. Recent advances in single-cell and spatial omics technologies are now helping to address this challenge. Single-cell omics enables researchers to elucidate the complex mechanisms of metabolic biosynthesis and intercellular transport at higher resolution. Meanwhile, spatial omics reveals their precise three-dimensional organization within intact glandular trichomes. By integrating these complementary approaches, researchers can identify candidate genes, spatial distribution of metabolic enzymes and transporters across distinct cell types, thereby constructing more refined and predictive metabolic network models. This review systematically summarizes the latest applications of single-cell and spatial omics technologies in research on glandular trichomes. Particularly focusing on the biosynthetic pathways of alkaloids and terpenoids in key model plants, including\n                    <jats:italic>Catharanthus roseus<\/jats:italic>\n                    (L.) G. Don,\n                    <jats:italic>Nicotiana tabacum<\/jats:italic>\n                    L.,\n                    <jats:italic>Cannabis sativa<\/jats:italic>\n                    L.,\n                    <jats:italic>Artemisia argyi<\/jats:italic>\n                    and\n                    <jats:italic>Artemisia annua<\/jats:italic>\n                    . It also envisions the promising prospects of deeply integrating single-cell omics, spatial omics, and synthetic biology. This integration will enhance the efficient bio-manufacturing of plant natural products and provide new technological avenues for sustainable development in agriculture and medicine.\n                  <\/jats:p>","DOI":"10.3389\/fpls.2026.1911787","type":"journal-article","created":{"date-parts":[[2026,9,4]],"date-time":"2026-09-04T14:54:16Z","timestamp":1788533656000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Cell-type-specific alkaloid and terpenoid biosynthesis in glandular trichomes: single-cell and spatial transcriptomic perspectives"],"prefix":"10.3389","volume":"17","author":[{"given":"Hao","family":"Wei","sequence":"first","affiliation":[{"name":"School of Life Sciences, Qufu Normal University","place":["Qufu, Shandong, China"]},{"name":"Shandong Key Laboratory of Wetland Ecology and Biodiversity Conservation in the Lower Yellow River","place":["Qufu, Shandong, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hengyu","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Life Sciences, Qufu Normal University","place":["Qufu, Shandong, China"]},{"name":"Shandong Key Laboratory of Wetland Ecology and Biodiversity Conservation in the Lower Yellow River","place":["Qufu, Shandong, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jinrong","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Life Sciences, Qufu Normal University","place":["Qufu, Shandong, China"]},{"name":"Shandong Key Laboratory of Wetland Ecology and Biodiversity Conservation in the Lower Yellow River","place":["Qufu, Shandong, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jingyi","family":"Wei","sequence":"additional","affiliation":[{"name":"Division of Life Science Department, Gyeongsang National University","place":["Jinju, Republic of Korea"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mengxin","family":"Zhu","sequence":"additional","affiliation":[{"name":"School of Life Sciences, Qufu Normal University","place":["Qufu, Shandong, China"]},{"name":"Shandong Key Laboratory of Wetland Ecology and Biodiversity Conservation in the Lower Yellow River","place":["Qufu, Shandong, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abinaya","family":"Manivannan","sequence":"additional","affiliation":[{"name":"School of Computational and Integrative Sciences, Jawaharlal Nehru University","place":["New Delhi, India"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,9,3]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"1232","DOI":"10.1086\/arlisnanews.6.4_5.27946037","article-title":"Isotope labelling of Rubisco subunits provides in vivo information on subcellular biosynthesis and exchange of amino acids between compartments","volume":"35","author":"Allen","year":"2012","journal-title":"Plant Cell Environ."},{"key":"B2","doi-asserted-by":"publisher","DOI":"10.1126\/science.aax2656","article-title":"Expansion sequencing: Spatially precise in situ transcriptomics in intact biological systems","volume":"371","author":"Alon","year":"2021","journal-title":"Science."},{"key":"B3","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1038\/s41590-018-0276-y","article-title":"Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage","volume":"20","author":"Aran","year":"2019","journal-title":"Nat. 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