用形态生理和生化变量的线性回归模型获得的β值作为辣椒品种的新型干旱胁迫评估指标

IF 6.8 Q1 PLANT SCIENCES Plant Stress Pub Date : 2024-09-07 DOI:10.1016/j.stress.2024.100588
Diana Victoria Melo-Sabogal , Ramon Gerardo Guevara-Gonzalez , Irineo Torres-Pacheco , Jesus Roberto Millan-Almaraz , Rosario Guzmán-Cruz , Luis Miguel Contreras-Medina
{"title":"用形态生理和生化变量的线性回归模型获得的β值作为辣椒品种的新型干旱胁迫评估指标","authors":"Diana Victoria Melo-Sabogal ,&nbsp;Ramon Gerardo Guevara-Gonzalez ,&nbsp;Irineo Torres-Pacheco ,&nbsp;Jesus Roberto Millan-Almaraz ,&nbsp;Rosario Guzmán-Cruz ,&nbsp;Luis Miguel Contreras-Medina","doi":"10.1016/j.stress.2024.100588","DOIUrl":null,"url":null,"abstract":"<div><p><em>Capsicum annuum</em> varieties are highly sensitive to drought. Under water stress conditions, these can show yield losses of up to 70 %. Due to the above, this work proposes a novel approach to obtain estimators of drought stress based on linear regression models for morpho-physiological and biochemical variables in jalapeño pepper (<em>C. annuum</em> cv. jalapeno M), bell pepper (<em>C. annuum</em> cv. california wonder), and serrano pepper (<em>C. annnuum</em> cv. serrano tampiqueno). Jalapeno pepper plants were grown for 69 days under permanent water deficit conditions at 40, 60, 80 % and 100 % of field capacity (FC) (100 % FC as control). Throughout the crop cycle, we monitored the plant's height and weight, basal stem diameter, transpiration, photosynthesis, stomatal conductance, NDVI, and proline. This monitoring allowed us to obtain linear regression models from the accumulated values for these variables, from which the slope values (<em>β</em>) were used as estimators of drought stress using the interval estimation method, in the same way, this method was used to estimate water status in bell pepper and serrano pepper. For bell pepper, drought levels of 40, 60, 80 and 100 % FC were imposed for 12 days and serrano pepper 60 and 100 % FC for 63 days. The results showed that this method can be used to estimate drought stress in jalapeno pepper for all the irrigation levels through photosynthesis and NDVI and can be applied for bell pepper and serrano pepper using stem diameter and plant height, and in the case of serrano pepper, NDVI showed adequate results. Also, this work establishes the relationship between the jalapeno pepper responses (morpho-physiological and biochemical) to drought stress during vegetative, flowering, and fruiting stages through a Principal Component Analysis (PCA). The PCA found that interaction among morphological, physiological, and biochemical responses change concerning the phenological stage of the plant. The results suggested several direct and inverse relationships between the variables and showed that drought can be described by stomatal conductance during any phenological stage of the crop. In parallel, the proline content, NDVI and plant height can also describe drought stress during the vegetative and flowering stages. This research is the first to apply this methodology to drought stress estimation in jalapeno, bell pepper, and serrano pepper cultivation. The results could significantly contribute to precision agriculture, sensor development, and water management.</p></div>","PeriodicalId":34736,"journal":{"name":"Plant Stress","volume":"14 ","pages":"Article 100588"},"PeriodicalIF":6.8000,"publicationDate":"2024-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2667064X24002410/pdfft?md5=478ddedb337ee6adb8757324a910c379&pid=1-s2.0-S2667064X24002410-main.pdf","citationCount":"0","resultStr":"{\"title\":\"β values obtained by linear regression models of morpho-physiological and biochemical variables as novel drought stress estimators in Capsicum annuum varieties\",\"authors\":\"Diana Victoria Melo-Sabogal ,&nbsp;Ramon Gerardo Guevara-Gonzalez ,&nbsp;Irineo Torres-Pacheco ,&nbsp;Jesus Roberto Millan-Almaraz ,&nbsp;Rosario Guzmán-Cruz ,&nbsp;Luis Miguel Contreras-Medina\",\"doi\":\"10.1016/j.stress.2024.100588\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p><em>Capsicum annuum</em> varieties are highly sensitive to drought. Under water stress conditions, these can show yield losses of up to 70 %. Due to the above, this work proposes a novel approach to obtain estimators of drought stress based on linear regression models for morpho-physiological and biochemical variables in jalapeño pepper (<em>C. annuum</em> cv. jalapeno M), bell pepper (<em>C. annuum</em> cv. california wonder), and serrano pepper (<em>C. annnuum</em> cv. serrano tampiqueno). Jalapeno pepper plants were grown for 69 days under permanent water deficit conditions at 40, 60, 80 % and 100 % of field capacity (FC) (100 % FC as control). Throughout the crop cycle, we monitored the plant's height and weight, basal stem diameter, transpiration, photosynthesis, stomatal conductance, NDVI, and proline. This monitoring allowed us to obtain linear regression models from the accumulated values for these variables, from which the slope values (<em>β</em>) were used as estimators of drought stress using the interval estimation method, in the same way, this method was used to estimate water status in bell pepper and serrano pepper. For bell pepper, drought levels of 40, 60, 80 and 100 % FC were imposed for 12 days and serrano pepper 60 and 100 % FC for 63 days. The results showed that this method can be used to estimate drought stress in jalapeno pepper for all the irrigation levels through photosynthesis and NDVI and can be applied for bell pepper and serrano pepper using stem diameter and plant height, and in the case of serrano pepper, NDVI showed adequate results. Also, this work establishes the relationship between the jalapeno pepper responses (morpho-physiological and biochemical) to drought stress during vegetative, flowering, and fruiting stages through a Principal Component Analysis (PCA). The PCA found that interaction among morphological, physiological, and biochemical responses change concerning the phenological stage of the plant. The results suggested several direct and inverse relationships between the variables and showed that drought can be described by stomatal conductance during any phenological stage of the crop. In parallel, the proline content, NDVI and plant height can also describe drought stress during the vegetative and flowering stages. This research is the first to apply this methodology to drought stress estimation in jalapeno, bell pepper, and serrano pepper cultivation. The results could significantly contribute to precision agriculture, sensor development, and water management.</p></div>\",\"PeriodicalId\":34736,\"journal\":{\"name\":\"Plant Stress\",\"volume\":\"14 \",\"pages\":\"Article 100588\"},\"PeriodicalIF\":6.8000,\"publicationDate\":\"2024-09-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S2667064X24002410/pdfft?md5=478ddedb337ee6adb8757324a910c379&pid=1-s2.0-S2667064X24002410-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Plant Stress\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2667064X24002410\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PLANT SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Plant Stress","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2667064X24002410","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PLANT SCIENCES","Score":null,"Total":0}
引用次数: 0

摘要

辣椒品种对干旱非常敏感。在水分胁迫条件下,这些品种的产量损失可达 70%。有鉴于此,本研究提出了一种新方法,根据墨西哥辣椒(C. annuum cv. jalapeno M)、甜椒(C. annuum cv. california wonder)和塞拉诺辣椒(C. annnuum cv. serrano tampiqueno)的形态生理和生化变量的线性回归模型,获得干旱胁迫的估计值。墨西哥胡椒植株在长期缺水条件下生长了 69 天,缺水量分别为田间持水量的 40%、60%、80% 和 100%(100% 持水量为对照)。在整个作物周期中,我们监测了植株的高度和重量、茎基部直径、蒸腾作用、光合作用、气孔导度、NDVI 和脯氨酸。通过监测,我们可以从这些变量的累积值中得到线性回归模型,并利用区间估计法将斜率值(β)用作干旱胁迫的估计值,同样,这种方法也用于估计甜椒和塞拉诺胡椒的水分状况。对甜椒施加 40%、60%、80% 和 100% FC 的干旱水平,持续 12 天;对丝兰胡椒施加 60% 和 100% FC 的干旱水平,持续 63 天。结果表明,该方法可用于通过光合作用和 NDVI 估算所有灌溉水平下墨西哥胡椒的干旱胁迫,也可用于通过茎直径和株高估算甜椒和塞拉诺胡椒的干旱胁迫。此外,这项研究还通过主成分分析(PCA)确定了墨西哥胡椒在营养期、开花期和结果期对干旱胁迫的反应(形态生理和生物化学)之间的关系。PCA 发现,形态、生理和生化反应之间的相互作用随植株的物候阶段而变化。结果表明,变量之间存在多种直接和反向关系,并表明在作物的任何物候期,干旱都可以通过气孔导度来描述。同时,脯氨酸含量、NDVI 和植株高度也能描述植物生长期和开花期的干旱胁迫。这项研究首次将这种方法应用于墨西哥胡椒、甜椒和塞拉诺胡椒种植中的干旱胁迫评估。研究结果将为精准农业、传感器开发和水资源管理做出重大贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

摘要图片

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
β values obtained by linear regression models of morpho-physiological and biochemical variables as novel drought stress estimators in Capsicum annuum varieties

Capsicum annuum varieties are highly sensitive to drought. Under water stress conditions, these can show yield losses of up to 70 %. Due to the above, this work proposes a novel approach to obtain estimators of drought stress based on linear regression models for morpho-physiological and biochemical variables in jalapeño pepper (C. annuum cv. jalapeno M), bell pepper (C. annuum cv. california wonder), and serrano pepper (C. annnuum cv. serrano tampiqueno). Jalapeno pepper plants were grown for 69 days under permanent water deficit conditions at 40, 60, 80 % and 100 % of field capacity (FC) (100 % FC as control). Throughout the crop cycle, we monitored the plant's height and weight, basal stem diameter, transpiration, photosynthesis, stomatal conductance, NDVI, and proline. This monitoring allowed us to obtain linear regression models from the accumulated values for these variables, from which the slope values (β) were used as estimators of drought stress using the interval estimation method, in the same way, this method was used to estimate water status in bell pepper and serrano pepper. For bell pepper, drought levels of 40, 60, 80 and 100 % FC were imposed for 12 days and serrano pepper 60 and 100 % FC for 63 days. The results showed that this method can be used to estimate drought stress in jalapeno pepper for all the irrigation levels through photosynthesis and NDVI and can be applied for bell pepper and serrano pepper using stem diameter and plant height, and in the case of serrano pepper, NDVI showed adequate results. Also, this work establishes the relationship between the jalapeno pepper responses (morpho-physiological and biochemical) to drought stress during vegetative, flowering, and fruiting stages through a Principal Component Analysis (PCA). The PCA found that interaction among morphological, physiological, and biochemical responses change concerning the phenological stage of the plant. The results suggested several direct and inverse relationships between the variables and showed that drought can be described by stomatal conductance during any phenological stage of the crop. In parallel, the proline content, NDVI and plant height can also describe drought stress during the vegetative and flowering stages. This research is the first to apply this methodology to drought stress estimation in jalapeno, bell pepper, and serrano pepper cultivation. The results could significantly contribute to precision agriculture, sensor development, and water management.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Plant Stress
Plant Stress PLANT SCIENCES-
CiteScore
5.20
自引率
8.00%
发文量
76
审稿时长
63 days
期刊介绍: The journal Plant Stress deals with plant (or other photoautotrophs, such as algae, cyanobacteria and lichens) responses to abiotic and biotic stress factors that can result in limited growth and productivity. Such responses can be analyzed and described at a physiological, biochemical and molecular level. Experimental approaches/technologies aiming to improve growth and productivity with a potential for downstream validation under stress conditions will also be considered. Both fundamental and applied research manuscripts are welcome, provided that clear mechanistic hypotheses are made and descriptive approaches are avoided. In addition, high-quality review articles will also be considered, provided they follow a critical approach and stimulate thought for future research avenues. Plant Stress welcomes high-quality manuscripts related (but not limited) to interactions between plants and: Lack of water (drought) and excess (flooding), Salinity stress, Elevated temperature and/or low temperature (chilling and freezing), Hypoxia and/or anoxia, Mineral nutrient excess and/or deficiency, Heavy metals and/or metalloids, Plant priming (chemical, biological, physiological, nanomaterial, biostimulant) approaches for improved stress protection, Viral, phytoplasma, bacterial and fungal plant-pathogen interactions. The journal welcomes basic and applied research articles, as well as review articles and short communications. All submitted manuscripts will be subject to a thorough peer-reviewing process.
期刊最新文献
The dynamic transcriptome reveals response patterns to black shank disease in tobacco (Nicotiana tabacum L.) Drought-mediated oxidative stress and its scavenging differ between citrus hybrids with medium and late fruit maturation Histochemical and gene expression changes in Cannabis sativa hypocotyls exposed to increasing concentrations of cadmium and zinc Physiological mechanisms regulating source-sink interactions and grain yield formation in heat-stressed wheat Roots of resistance: Unraveling microbiome-driven plant immunity
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1