An in-silico approach exploring sorghum source:sink balance across sorghum hybrids: How many leaves are enough?

IF 2 3区 农林科学 Q2 AGRONOMY
Crop Science Pub Date : 2025-01-13 DOI:10.1002/csc2.21449
Lucia Marziotte, Ana J. P. Carcedo, Laura Mayor, P. V. Vara Prasad, Joaquín A. Peraza, Ignacio A. Ciampitti
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Abstract

Previous literature documented an imbalance for sorghum [Sorghum bicolor (L.) Moench] between source (leaves) and sink (grains), favoring the source. Therefore, reducing leaf number, anticipating maturity, and placing the dry-down with more favorable environment might be advantageous for producers to fit another crop in the rotation. The aims of this study were to (1) evaluate via in-silico the effects of leaf removal during the grain filling and (2) explore those impacts using a field dataset for sorghum yield. For the first objective, the APSIM (Agricultural Production Systems Simulator) sorghum model was tested with four hybrids across 12 locations in the United States (2015–2023) resulting in an RRMSE (relative root mean squared error) of 25% for yield. As a second step, an APSIM defoliation module was developed using field data of one site-year, demonstrating an RRMSE of 17% for yield. As a last step, the model was used to simulate the effect of sequential defoliations on yield, across 38 years of weather data (1984–2022), without showing any yield penalties when removing up to four leaves after flowering. Leaf area removal after flowering indicated a positive imbalance in source:sink ratio (i.e., source excess). For the second objective, a field dataset from 21 sorghum hybrids with different attainable leaf numbers and cycle duration did not result in significant yield differences. Early maturity hybrids with fewer leaves give farmers the opportunity to intensify crop sequences. Less focus in sorghum improvement for early relative to late maturing hybrids has been reported; therefore, there is still ample room for future yield gains.

Abstract Image

一种探索高粱源汇平衡的计算机方法:多少片叶子足够?
以前的文献记载了高粱的不平衡[sorghum bicolor (L.)]。在源(叶)和汇(谷)之间,偏向源。因此,减少叶数,提前成熟,并在更有利的环境中放置旱地,可能有利于生产者轮作另一种作物。本研究的目的是:(1)通过计算机评估灌浆期间叶片去除的影响;(2)利用高粱产量的田间数据集探讨这些影响。为了实现第一个目标,APSIM(农业生产系统模拟器)高粱模型在美国12个地点(2015-2023年)用四种杂交种进行了测试,结果显示产量的RRMSE(相对均方根误差)为25%。作为第二步,使用一个站点年的现场数据开发了APSIM落叶模块,显示产量的RRMSE为17%。作为最后一步,该模型用于模拟连续落叶对产量的影响,在38年的天气数据中(1984-2022),没有显示在开花后去除最多四片叶子时对产量有任何影响。开花后叶面积减少表明源汇比正失衡(即源过剩)。对于第二个目标,21个不同可得叶数和周期的高粱杂交种的田间数据没有导致显著的产量差异。叶片较少的早熟杂交品种给农民提供了强化作物序列的机会。相对于晚熟杂交种,早熟高粱改良较少受到关注;因此,未来收益率仍有充足的上涨空间。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Crop Science
Crop Science 农林科学-农艺学
CiteScore
4.50
自引率
8.70%
发文量
197
审稿时长
3 months
期刊介绍: Articles in Crop Science are of interest to researchers, policy makers, educators, and practitioners. The scope of articles in Crop Science includes crop breeding and genetics; crop physiology and metabolism; crop ecology, production, and management; seed physiology, production, and technology; turfgrass science; forage and grazing land ecology and management; genomics, molecular genetics, and biotechnology; germplasm collections and their use; and biomedical, health beneficial, and nutritionally enhanced plants. Crop Science publishes thematic collections of articles across its scope and includes topical Review and Interpretation, and Perspectives articles.
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