柑橘开花期高温诱导生殖生长失衡的定量研究:CF-ASPM模型的启示

IF 7.7 1区 农林科学 Q1 AGRICULTURE, MULTIDISCIPLINARY
Xia Qiu , Feiyu Zhu , Ping Huang , Hongwen Chen , YaLi Li , Changbing Pu , Zongnan Li , Dan Zhong , Chao Xiang , Jin Chen , Si Wang
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引用次数: 0

摘要

全球气候变化引起的环境胁迫对柑橘等经济作物的稳定发展提出了严峻挑战。花期高温会导致授粉不畅、落花过多,严重影响果实产量和品质。为了全面分析柑橘花期对高温胁迫的发育动态和形态响应,建立了全花表型精确提取和雄蕊状态分类方法。为了准确识别和量化柑橘花的关键结构,将预先训练好的片段任意模型(SAM)与轻量级分类模块相结合,构建了柑橘花的自动分割与表型定量模型(CF-ASPM)。表型参数提取相关系数为0.90 ~ 0.98。采用预分割策略和差分特征设计了少芽雄蕊分类方法,分类准确率为96.39%。以柑橘爱媛为材料,研究了不同温度下柑橘花器官的动态变化及其生理机制。结果表明,高温胁迫下柑橘表现出明显的繁殖优先策略。花器官生长受到抑制,开花加速,雌雄器官之间存在不同步补偿机制。HTs加速了花的老化,导致了卵巢和花蜜盘的发育不平衡。这可能导致花和果的下降和改变果实形状。本研究利用CF-ASPM模型揭示了高温胁迫下柑橘花器官的生殖优先策略和生长不平衡。这为进一步探索高温胁迫的分子机制和调控策略提供了重要数据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantifying high-temperature-induced reproductive growth imbalance in citrus at anthesis: Insights from the CF-ASPM model
Global climate change-induced environmental stress poses critical challenges to the stable development of economic crops such as citrus. High temperatures (HTs) at anthesis may cause poor pollination and excessive flower/fruit drop, seriously affecting fruit yield and quality. To comprehensively analyze the developmental dynamics and morphological responses of citrus to HT stress at anthesis, methods for precise whole-flower phenotypic extraction and stamen state classification were developed. A citrus flower automatic segmentation and phenotypic quantitative model (CF-ASPM) that combines the pre-trained Segment Anything Model (SAM) with a lightweight classification module was constructed to accurately identify and quantify key citrus flower structures. Phenotypic parameter extraction correlation coefficients were 0.90–0.98. A few-shot stamen classification method was also designed using a pre-segmentation strategy and differential features, and its classification accuracy was 96.39%. Experiments with Ehime mandarin were conducted to analyze dynamic citrus floral organ changes at different temperatures and the underlying physiological mechanisms. The results showed that citrus exhibits a distinct reproductive priority strategy under HTs. Floral organ growth is inhibited, blooming is accelerated, and an asynchronous compensation mechanism occurs between male and female organs. HTs accelerated flower aging and caused developmental imbalances in the ovary and nectar disc. This may lead to increased flower and fruit drop and altered fruit shape. This study revealed the reproductive priority strategy and growth imbalance of citrus floral organs under HTs using the CF-ASPM model. It provides important data for further exploring the molecular mechanisms and management strategies of HT stress.
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来源期刊
Computers and Electronics in Agriculture
Computers and Electronics in Agriculture 工程技术-计算机:跨学科应用
CiteScore
15.30
自引率
14.50%
发文量
800
审稿时长
62 days
期刊介绍: Computers and Electronics in Agriculture provides international coverage of advancements in computer hardware, software, electronic instrumentation, and control systems applied to agricultural challenges. Encompassing agronomy, horticulture, forestry, aquaculture, and animal farming, the journal publishes original papers, reviews, and applications notes. It explores the use of computers and electronics in plant or animal agricultural production, covering topics like agricultural soils, water, pests, controlled environments, and waste. The scope extends to on-farm post-harvest operations and relevant technologies, including artificial intelligence, sensors, machine vision, robotics, networking, and simulation modeling. Its companion journal, Smart Agricultural Technology, continues the focus on smart applications in production agriculture.
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