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一个用于预测在不同环境下生长的植物多种组织中氮和碳含量的近红外光谱测量综合数据集。

A comprehensive dataset of near infrared spectroscopy measurements to predict nitrogen and carbon contents in a wide range of tissues from plants grown under contrasted environments.

作者信息

Rolland Sophie, Leprince Françoise, Guichard Solenn, Cahérec Françoise Le, Laperche Anne, Nesi Nathalie

机构信息

IGEPP, INRAE, Institut Agro, Université de Rennes, Le Rheu 35650, France.

出版信息

Data Brief. 2024 Nov 23;57:111163. doi: 10.1016/j.dib.2024.111163. eCollection 2024 Dec.

DOI:10.1016/j.dib.2024.111163
PMID:39717130
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11663971/
Abstract

Winter oilseed rape (WOSR, L.) is the third largest oil crop worldwide that also provides a source of high quality plant-based proteins. Nitrogen (N) and carbon (C) play a key role in plant growth. Determination of N and C contents of plant tissues throughout the growth cycle is crucial in assessing plant nutritional status and allowing precise input management. In the dataset presented in this article, 2427 WOSR samples arising from a large diversity of tissues collected on WOSR diversity were analyzed by near infrared spectroscopy from 4000 to 12,000 cm. At the same time, reference chemical data for the N and C contents of the same samples were determined by elemental analysis using the Dumas method. Partial least squares regression has been used to develop predictive models linking spectral and chemical data, so that new samples can be characterized without the need for reference methods. This dataset could be used to test new calculation algorithms in order to enhance prediction performance or for training purposes. These models can be used as a rapid method for determining N and/or C content, adding to decision-support tools for fertilizer application throughout the plant developmental cycle.

摘要

冬油菜(WOSR,L.)是全球第三大油料作物,还提供优质植物蛋白来源。氮(N)和碳(C)在植物生长中起关键作用。在整个生长周期中测定植物组织的N和C含量对于评估植物营养状况和实现精确投入管理至关重要。在本文呈现的数据集中,对来自冬油菜多样性上采集的多种组织的2427个冬油菜样本,通过4000至12,000厘米的近红外光谱进行了分析。同时,使用杜马斯方法通过元素分析确定了相同样本的N和C含量的参考化学数据。偏最小二乘回归已用于开发将光谱数据和化学数据联系起来的预测模型,这样无需参考方法就能对新样本进行表征。该数据集可用于测试新的计算算法以提高预测性能或用于训练目的。这些模型可作为一种快速测定N和/或C含量的方法,为整个植物发育周期的肥料施用决策支持工具增添内容。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/0389b5bb5639/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/db6e80fd347d/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/fab027b61502/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/2aec411f81e9/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/ade19c700edb/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/0389b5bb5639/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/db6e80fd347d/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/fab027b61502/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/2aec411f81e9/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/ade19c700edb/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f1d5/11663971/0389b5bb5639/gr5.jpg

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本文引用的文献

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Theor Appl Genet. 2024 Jun 19;137(7):164. doi: 10.1007/s00122-024-04664-3.
2
Identification of transcriptional modules linked to the drought response of Brassica napus during seed development and their mitigation by early biotic stress.鉴定与油菜种子发育过程中干旱响应相关的转录模块及其通过早期生物胁迫缓解。
Physiol Plant. 2024 Jan-Feb;176(1):e14130. doi: 10.1111/ppl.14130.