{"title":"通过转录组、元基因组和机器视觉分析揭示林下模式种植的山茶的生长和转录调控情况","authors":"Jialin Liao, Shaolei Xu, Lisha Zhong, Jiayu Liang, Jianxiu Liu, Yuxing Shi, Jiashuang Qin, Yanhua Mo, Jiangming Ma, Yang Huang, Yu Liang","doi":"10.1007/s42729-024-01916-5","DOIUrl":null,"url":null,"abstract":"<p><i>Camellia sinensis</i> is a significant economic and medical plant. The plant is short and thrives in shaded environments, making it suitable for cultivation under forest canopies. However, the mechanisms governing the growth of <i>C. sinensis</i> in understory conditions need to be fully understood. The study aims to delve into the growth regulatory mechanisms of <i>C. sinensis</i> in understory mode and the impact of the environment on its growth efficiency and bioactive compound synthesis. Through physiological measurements, transcriptomics, metagenomics, and machine vision analysis, a systematic investigation of <i>C. sinensis</i> characteristics in different environments was conducted. Transcriptome data comparisons unveiled key gene expression changes, and the role of these genes in biosynthetic pathways was validated using quantitative Polymerase Chain Reaction (qPCR). Concurrently, metagenomic analysis of soil microbial communities revealed the environmental effects on microbial diversity. <i>C. sinensis</i> in understory mode exhibited higher stomatal density and smaller pore sizes under low light and humidity conditions; phenolic and flavonoid compounds were identified as the main regulatory pathways, with enhanced expression of key genes such as <i>Dihydroflavonol-4-Reductase</i> (<i>DFR</i>), <i>Anthocyanidin Reductase</i> (<i>ANR</i>), and <i>Leucoanthocyanidin Reductase</i> (<i>LAR</i>), which promoted the synthesis of tea polyphenols and lignin, the abundance of Acidobacteria might be related to the growth of <i>C. sinensis</i> in understory mode. Furthermore, machine vision models indicated that <i>C. sinensis</i> displayed higher growth efficiency in the understory mode environment. This research discovered the characteristics of <i>C. sinensis</i> in understory mode and elucidated its growth efficiency in understory mode by modulating phenolic and flavonoid metabolism key genes and promoting the accumulation of secondary metabolites. Differences in soil microbial communities could also affect vegetation coverage and other aspects. These findings provide a scientific basis for optimizing understory mode cultivation and highlight the crucial importance of multidisciplinary approaches in understanding plant adaptability.</p>","PeriodicalId":17042,"journal":{"name":"Journal of Soil Science and Plant Nutrition","volume":"25 1","pages":""},"PeriodicalIF":3.4000,"publicationDate":"2024-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Growth and Transcriptional Regulation of Camellia sinensis Planted in Understory Mode Revealed by Transcriptomic, Metagenomic, and Machine-Vision Analyses\",\"authors\":\"Jialin Liao, Shaolei Xu, Lisha Zhong, Jiayu Liang, Jianxiu Liu, Yuxing Shi, Jiashuang Qin, Yanhua Mo, Jiangming Ma, Yang Huang, Yu Liang\",\"doi\":\"10.1007/s42729-024-01916-5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><i>Camellia sinensis</i> is a significant economic and medical plant. The plant is short and thrives in shaded environments, making it suitable for cultivation under forest canopies. However, the mechanisms governing the growth of <i>C. sinensis</i> in understory conditions need to be fully understood. The study aims to delve into the growth regulatory mechanisms of <i>C. sinensis</i> in understory mode and the impact of the environment on its growth efficiency and bioactive compound synthesis. Through physiological measurements, transcriptomics, metagenomics, and machine vision analysis, a systematic investigation of <i>C. sinensis</i> characteristics in different environments was conducted. Transcriptome data comparisons unveiled key gene expression changes, and the role of these genes in biosynthetic pathways was validated using quantitative Polymerase Chain Reaction (qPCR). Concurrently, metagenomic analysis of soil microbial communities revealed the environmental effects on microbial diversity. <i>C. sinensis</i> in understory mode exhibited higher stomatal density and smaller pore sizes under low light and humidity conditions; phenolic and flavonoid compounds were identified as the main regulatory pathways, with enhanced expression of key genes such as <i>Dihydroflavonol-4-Reductase</i> (<i>DFR</i>), <i>Anthocyanidin Reductase</i> (<i>ANR</i>), and <i>Leucoanthocyanidin Reductase</i> (<i>LAR</i>), which promoted the synthesis of tea polyphenols and lignin, the abundance of Acidobacteria might be related to the growth of <i>C. sinensis</i> in understory mode. Furthermore, machine vision models indicated that <i>C. sinensis</i> displayed higher growth efficiency in the understory mode environment. This research discovered the characteristics of <i>C. sinensis</i> in understory mode and elucidated its growth efficiency in understory mode by modulating phenolic and flavonoid metabolism key genes and promoting the accumulation of secondary metabolites. Differences in soil microbial communities could also affect vegetation coverage and other aspects. These findings provide a scientific basis for optimizing understory mode cultivation and highlight the crucial importance of multidisciplinary approaches in understanding plant adaptability.</p>\",\"PeriodicalId\":17042,\"journal\":{\"name\":\"Journal of Soil Science and Plant Nutrition\",\"volume\":\"25 1\",\"pages\":\"\"},\"PeriodicalIF\":3.4000,\"publicationDate\":\"2024-07-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Soil Science and Plant Nutrition\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://doi.org/10.1007/s42729-024-01916-5\",\"RegionNum\":3,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENVIRONMENTAL SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Soil Science and Plant Nutrition","FirstCategoryId":"97","ListUrlMain":"https://doi.org/10.1007/s42729-024-01916-5","RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
Growth and Transcriptional Regulation of Camellia sinensis Planted in Understory Mode Revealed by Transcriptomic, Metagenomic, and Machine-Vision Analyses
Camellia sinensis is a significant economic and medical plant. The plant is short and thrives in shaded environments, making it suitable for cultivation under forest canopies. However, the mechanisms governing the growth of C. sinensis in understory conditions need to be fully understood. The study aims to delve into the growth regulatory mechanisms of C. sinensis in understory mode and the impact of the environment on its growth efficiency and bioactive compound synthesis. Through physiological measurements, transcriptomics, metagenomics, and machine vision analysis, a systematic investigation of C. sinensis characteristics in different environments was conducted. Transcriptome data comparisons unveiled key gene expression changes, and the role of these genes in biosynthetic pathways was validated using quantitative Polymerase Chain Reaction (qPCR). Concurrently, metagenomic analysis of soil microbial communities revealed the environmental effects on microbial diversity. C. sinensis in understory mode exhibited higher stomatal density and smaller pore sizes under low light and humidity conditions; phenolic and flavonoid compounds were identified as the main regulatory pathways, with enhanced expression of key genes such as Dihydroflavonol-4-Reductase (DFR), Anthocyanidin Reductase (ANR), and Leucoanthocyanidin Reductase (LAR), which promoted the synthesis of tea polyphenols and lignin, the abundance of Acidobacteria might be related to the growth of C. sinensis in understory mode. Furthermore, machine vision models indicated that C. sinensis displayed higher growth efficiency in the understory mode environment. This research discovered the characteristics of C. sinensis in understory mode and elucidated its growth efficiency in understory mode by modulating phenolic and flavonoid metabolism key genes and promoting the accumulation of secondary metabolites. Differences in soil microbial communities could also affect vegetation coverage and other aspects. These findings provide a scientific basis for optimizing understory mode cultivation and highlight the crucial importance of multidisciplinary approaches in understanding plant adaptability.
期刊介绍:
The Journal of Soil Science and Plant Nutrition is an international, peer reviewed journal devoted to publishing original research findings in the areas of soil science, plant nutrition, agriculture and environmental science.
Soil sciences submissions may cover physics, chemistry, biology, microbiology, mineralogy, ecology, pedology, soil classification and amelioration.
Plant nutrition and agriculture submissions may include plant production, physiology and metabolism of plants, plant ecology, diversity and sustainability of agricultural systems, organic and inorganic fertilization in relation to their impact on yields, quality of plants and ecological systems, and agroecosystems studies.
Submissions covering soil degradation, environmental pollution, nature conservation, and environmental protection are also welcome.
The journal considers for publication original research articles, technical notes, short communication, and reviews (both voluntary and by invitation), and letters to the editor.