Image-based sensing of salt stress in grapevine

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-02-06 DOI:10.20870/oeno-one.2024.58.1.7757
Giuseppe Montanaro, N. Briglia, A. Petrozza, Antonio Carlomagno, Laura Rustioni, F. Cellini, V. Nuzzo
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Abstract

Grapevine is among the most economically important crops suffering environmental constraints, including drought and salt stress. Although imaging is increasingly used to detect abiotic stress in agriculture, image-based phenotyping in grapevine still needs optimisation. This study presents the RGB-(red, green, blue)-based phenotyping of the early stage of salt stress response in potted grapevine (Aleatico/SO4) irrigated with saline water (100 mM NaCl) for 9 days in contrast with vines irrigated with fresh water. The response was measured using stomatal conductance (gs), net photosynthetic rate (A), transpiration (E), maximum potential photosynthetic efficiency (Fv/Fm), stem water potential (SWP) concurrently with RGB imaging via a robotised platform.The image-based phenotyping of salt-stressed vines employed two sets of measurements: (i) the pixel fraction of specific colour bands (Yellow, Green, Brown and Dark Green) and (ii) the mean pixel value of R, G and B and other RGB-based colorimetric indexes. Results show that the responses of gs, A, E, Fv/Fm were closely related to increasing soil electrical conductivity (EC) and that imaging could detect the EC threshold of approx. 4 dS m-1 causing a ~60 % decrease in these physiological traits compared to the pre-stress level. The SWP declined to about –0.7 MPa at the end of the experiment. The change of the relative pixel fraction of Dark Green to increasing EC has been analysed within a dose-response context, showing that a decrease of 1 % of the Dark Green colour band corresponded to the 4 dS m-1 EC threshold. This study also examined the use of the mean pixel value of the R, G and B channels as proxies of EC along with new RGB-based indexes resulting from the rearrangement of original R, G and B mean pixel values. Results show the suitability of the mean pixel value of R and Coloration Index [(R-B)/R] to serve as predictors of EC (R2 >= 0.80).
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基于图像的葡萄盐胁迫传感
葡萄是受环境制约(包括干旱和盐胁迫)最严重的经济作物之一。虽然成像技术越来越多地用于农业非生物胁迫的检测,但基于图像的葡萄表型分析仍需优化。本研究采用基于 RGB(红、绿、蓝)的表型技术,对灌溉盐水(100 mM NaCl)9 天的盆栽葡萄树(Aleatico/SO4)与灌溉淡水的葡萄树的早期盐胁迫反应进行对比分析。通过机器人平台,利用气孔导度(gs)、净光合速率(A)、蒸腾(E)、最大潜在光合效率(Fv/Fm)、茎干水势(SWP)和 RGB 成像同时测量反应:(基于图像的表型分析采用了两套测量方法:(i) 特定色带(黄色、绿色、棕色和深绿色)的像素分数;(ii) R、G、B 和其他基于 RGB 色度指标的平均像素值。结果表明,gs、A、E、Fv/Fm 的响应与土壤导电率(EC)的增加密切相关,成像可检测到约 4 dS m-1 的导电率阈值,该阈值会导致这些生理特征与应力前水平相比下降约 60%。实验结束时,SWP 下降到约 -0.7 MPa。在剂量-反应背景下,分析了深绿色相对像素分数随 EC 值增加而发生的变化,结果表明,深绿色色带减少 1 % 相当于 4 dS m-1 EC 临界值。这项研究还检验了使用 R、G 和 B 信道的平均像素值作为导电率的代理值,以及对原始 R、G 和 B 平均像素值重新排列后产生的基于 RGB 的新指数。结果表明,R 的平均像素值和色彩指数[(R-B)/R]适用于预测 EC(R2 >= 0.80)。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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