用决策树评价泰国东北部水稻品种干旱期间与卷叶相关的解剖特征

IF 2.1 Q2 PLANT SCIENCES Acta Agrobotanica Pub Date : 2022-12-07 DOI:10.5586/aa.7510
W. Gunnula, Nantawan Kanawapee, P. Somta, P. Phansak
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引用次数: 0

摘要

卷叶是草科成员对干旱的常见反应。详细了解水稻叶片因干旱而滚动时发生的结构变化,可能有助于确定这一特征的生理机制,并确定其在植物育种中的潜在用途。本研究评估了原产于泰国东北部的水稻品种在干旱胁迫下的解剖特征。将聚乙二醇(PEG)处理应用于28个本地水稻品种和2个水稻育种品种的幼苗10d。当在干旱易发环境中栽培时,本地水稻品种的卷叶指数在4至7之间,属于中度至高度卷叶。水稻叶片解剖结构在干旱反应中表现出深刻的变化,具有较小的欺凌细胞(36.8%)、较厚的表皮(10.98%)、较小的维管束(7.41%)和较小的束鞘细胞(11.95%)。根据基于增益比、信息增益和基尼指数生成的决策树模型,表皮、叶片厚度和欺凌细胞是影响根节点的主要因素,模型的最大准确率为70.90%,小维管束在干旱胁迫条件下更有可能表现出较高的卷叶适应性。
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Evaluating Anatomical Characteristics Associated With Leaf Rolling in Northeastern Thai Rice Cultivars During Drought by Decision Tree
Leaf rolling is a common response to drought among members of the grass family. A detailed understanding of the structural changes that occur when rice leaves roll in response to drought may assist in determining the physiological mechanisms underlying this feature and determining its potential utility in plant breeding. The anatomical characteristics of rice cultivars native to northeastern Thailand in response to drought stress were evaluated in this study. Polyethylene glycol (PEG) treatments were applied to seedlings of 28 native rice cultivars and two rice breeding cultivars for 10 d. When cultivated in drought-prone environments, the native rice cultivars had a leaf rolling index between 4 and 7, which was classified as moderate to high leaf rolling. Rice leaf anatomy exhibited profound changes in response to drought, with smaller bulliform cells (36.8%), thicker epidermis (10.98%), smaller vascular bundles (7.41%), and smaller bundle sheath cells (11.95%). Decision trees were used to explore the association between the degree of leaf rolling and anatomical traits. According to the decision tree models generated on the basis of the gain ratio, information gain, and Gini index, the epidermis, leaf thickness, and bulliform cells were the major factors of the root nodes, and the maximum accuracy of the models was 70.90%. Overall, the models indicated that rice leaves with a thin epidermis, large bulliform cells, thin leaves, and small vascular bundles are more likely to display high leaf rolling adaptations under drought stress conditions.
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来源期刊
Acta Agrobotanica
Acta Agrobotanica Agricultural and Biological Sciences-Agronomy and Crop Science
CiteScore
2.90
自引率
25.00%
发文量
8
审稿时长
16 weeks
期刊介绍: The Acta Agrobotanica publishes mainly significant, original research papers presenting the results new to the biology of cultivable or wild plants accompanying crops. The submissions dedicated particularly to flora and phytocenoses of anthropogenically transformed areas, bee pastures, nectariferous and polleniferous taxa, plant-pollinator relationships, urban and rural habitats for entomofauna, cultivated plants, weeds, aerobiology, plant pathogens and parasites are encouraged and accepted. Besides the original research papers, authors may submit short communications and reviews. The journal also publishes the invited papers in case of new developments in plant science. All submissions must be written in good English, which is solely a responsibility of the authors.
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