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Article|28 Feb 2026|OPEN
Single-nucleus sequencing and spatial metabolomics analysis reveal the regulatory mechanism of ginkgolic acid biosynthesis in the episperm of Ginkgo biloba
Zhi Feng1,2 ,† , Zhi Yao3 ,† , Qiye Wang4 ,† , Bei Zhang2 , Hui Wang3 , Yuanqing Wang1 , Binlin Ai5 , Xingyu Zhang1 , Hailan Jiang3 , Yifan Xiao3 and Yiqiang Wang1 , , Meng Li,3 ,
1Key Laboratory of Forestry Biotechnology of Hunan Province, Central South University of Forestry and Technology, Changsha 410004, China
2Central South Academy of Inventory and Planning of National Forestry and Grassland Administration, Changsha 410014, China
3Yuelushan Laboratory Carbon Sinks Forests Variety Innovation Center, Central South University of Forestry and Technology, Central South University of Forestry and Technology, Changsha 410004, China
4College of Biological, Hunan Normal University, Changsha 410081, China
5Institute of Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, Haikou, Hainan 571101, China
*Corresponding author. E-mail: wangyiqiang12@csuft.edu.cn,limeng0422@csuft.edu.cn
Zhi Feng and Zhi Yao,Qiye Wang contributed equally to the study.

Horticulture Research 13,
Article number: uhag064 (2026)
doi: https://doi.org/10.1093/hr/uhag064
Views: 4

Received: 06 Dec 2025
Accepted: 15 Feb 2026
Published online: 28 Feb 2026

Abstract

Ginkgo biloba is a singular and relict gymnosperm indigenous to China. Its distinctive fleshy episperm is rich in unique metabolites, ginkgolic acids, which protect the developing seed from biotic stresses. The unique nature of the tissue and its metabolites has made it highly challenging to elucidate the molecular and cellular mechanisms governing ginkgolic acid biosynthesis and regulation. In this study, we performed the mass spectrometry imaging of G. biloba seed, revealing that ginkgolic acids primarily accumulate in the secretory cavities of the episperm. We constructed a single-cell expression atlas of the G. biloba episperm and identified seven cellular types: meristem cells, subepidermal cells, lignified cells, trancheid cells, parenchymal cells, secretory cavity cells, and epidermis cells. Based on the analysis of upregulated gene expression in secretory cavity cells, pseudotime analysis of cell differentiation, and gene expression trajectory analysis, we precisely identified the key enzyme-encoding genes highly associated with ginkgolic acid biosynthesis. This approach elucidated the cellular and molecular mechanisms underlying secretory cell differentiation, secretory cavity formation, and ginkgolic acid biosynthesis and accumulation in response to exogenous jasmonic acid induction. By constructing a molecular interaction network, it was determined that the GbWRKY35, encoded by Gb_25334, is the core transcription factor. We further identified the signaling proteins that interact with GbWRKY35, confirming its central positive regulatory role in ginkgolic acid biosynthesis. As a core transcription factor, GbWRKY35 regulates ginkgolic acid biosynthesis through stimulating the expression of GbAAE16. This study provides the first spatially resolved investigation into the molecular and cellular regulatory mechanisms of ginkgolic acid biosynthesis in the episperm under jasmonic acid induction.