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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Agron.</journal-id>
<journal-title>Frontiers in Agronomy</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Agron.</abbrev-journal-title>
<issn pub-type="epub">2673-3218</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fagro.2025.1602166</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Agronomy</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Nitrogen use efficiency of silage corn with contrasting nitrogen fertility sources in a semi-arid system</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Miller</surname>
<given-names>Phearen</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kakkar</surname>
<given-names>Avneet</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Norton</surname>
<given-names>Jeanette M.</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/18784/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib-group>
<aff id="aff1">
<institution>Department of Plants, Soils and Climate, Utah State University</institution>, <addr-line>Logan, UT</addr-line>,&#xa0;<country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Behnam Asgari Lajayer, Dalhousie University, Canada</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Hermes P&#xe9;rez Hern&#xe1;ndez, National Institute of Forestry and Agricultural Research (INIFAP), Mexico</p>
<p>Salar Farhangi-Abriz, Cotton Research Institute of Iran, Iran</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Jeanette M. Norton, <email xlink:href="mailto:jeanette.norton@usu.edu">jeanette.norton@usu.edu</email>
</p>
</fn>
<fn fn-type="present-address" id="fn003">
<p>&#x2020;Present address: Avneet Kakkar, County of San Mateo, Department of Agriculture, San Mateo, CA, United States</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>7</volume>
<elocation-id>1602166</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Miller, Kakkar and Norton</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Miller, Kakkar and Norton</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Silage corn production in semi-arid environments poses challenges for sustainable intensification and soil health due to the removal of aboveground biomass during harvest. A nine-year field study in northern Utah, USA, evaluated the effects of different nitrogen (N) fertility sources on silage yield, nitrogen use efficiency (NUE), and soil total nitrogen (STN). Treatments included no fertilizer (Control), ammonium sulfate at two rates (112 and 224 kg N ha<sup>-1</sup> year<sup>-1</sup>; AS100 and AS200), and steer manure compost (224 kg total N ha<sup>-1</sup> year<sup>-1</sup>). Compost increased STN by 23% compared to synthetic fertilizer treatments but produced 31% lower yields than AS-based treatments. While AS100 and AS200 yielded similarly, AS100 exhibited superior NUE. Despite lower yields and NUE under compost treatment, compost contributed to higher STN. These findings suggest that farmers should integrate compost applications with reduced nitrogen fertilizer rates and adopt additional soil health practices, such as crop rotation and cover cropping, to enhance sustainable soil fertility management in silage corn.</p>
</abstract>
<kwd-group>
<kwd>nitrogen use efficiency</kwd>
<kwd>silage corn</kwd>
<kwd>compost</kwd>
<kwd>total nitrogen</kwd>
<kwd>semi-arid environments</kwd>
</kwd-group>
<contract-num rid="cn001">2011-67019-30178</contract-num>
<contract-sponsor id="cn001">U.S. Department of Agriculture<named-content content-type="fundref-id">10.13039/100000199</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Utah Agricultural Experiment Station<named-content content-type="fundref-id">10.13039/100007199</named-content>
</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="68"/>
<page-count count="12"/>
<word-count count="6147"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Plant-Soil Interactions</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Arid and semi-arid regions are essential to global food security due to their agricultural potential (<xref ref-type="bibr" rid="B6">Ayangbenro and Babalola, 2021</xref>). However, these areas are highly susceptible to land degradation (<xref ref-type="bibr" rid="B53">Reynolds et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B7">Badapalli et&#xa0;al., 2023</xref>) and face distinct challenges such as limited water availability, short growing seasons, soil nutrient deficiencies, and salinity issues (<xref ref-type="bibr" rid="B19">Creswell et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B34">Idowu and Grover, 2000</xref>; <xref ref-type="bibr" rid="B6">Ayangbenro and Babalola, 2021</xref>). For the past 50 years, farmers around the world have used synthetic fertilizers to increase crop yields, sometimes over-fertilizing, as a form of insurance or because of public policies subsidizing fertilizer costs (<xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B54">Scholz and Geissler, 2018</xref>; <xref ref-type="bibr" rid="B64">Wang et&#xa0;al., 2023</xref>). Growers may be less concerned about the indirect costs of environmental pollution from excessive nitrogen (N) application due to short-term goals of economic survival (<xref ref-type="bibr" rid="B67">Yadav et&#xa0;al., 2017</xref>).</p>
<p>Corn silage serves as a high-energy feed for dairy cows and beef cattle (<xref ref-type="bibr" rid="B1">Allen et&#xa0;al., 2015</xref>) and provides a practical solution for utilizing stressed or damaged corn fields (<xref ref-type="bibr" rid="B13">Cecava, 1995</xref>). The global market for corn silage is expected to expand at an annual growth rate of 7.84% from 2021 to 2030 (<xref ref-type="bibr" rid="B37">Karnatam et&#xa0;al., 2023</xref>). However, its production comes with challenges. Transporting and marketing silage over long distances can be difficult. Furthermore, the extensive removal of aboveground biomass during harvest reduces crop residues, which can heighten the risk of soil erosion, degrade soil quality, and limit soil organic matter inputs (<xref ref-type="bibr" rid="B10">Blanco-Canqui and Lal, 2009</xref>; <xref ref-type="bibr" rid="B60">Stella et&#xa0;al., 2019</xref>). To sustain yields without degrading the environment, growers often rely on increased fertilizer inputs, which can be costly and may not necessarily improve profitability or soil health (<xref ref-type="bibr" rid="B57">Sheriff, 2005</xref>). Improved N management is essential for balancing productivity with environmental stewardship (<xref ref-type="bibr" rid="B44">Olivo et&#xa0;al., 2024</xref>). Assessing N use efficiency (NUE) is a crucial approach for assessing and enhancing nutrient management in agriculture, enabling farmers to optimize N fertilizer use by increasing crop yield while reducing environmental risks associated with N leaching (<xref ref-type="bibr" rid="B20">Curtin et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B29">Govindasamy et&#xa0;al., 2023</xref>). Fertilizer applications are often increased to reach yield targets yet add significant cost not always leading to greater profits and which can negatively affect soils and the environment (<xref ref-type="bibr" rid="B57">Sheriff, 2005</xref>). The goal of assessing NUE is to increase the use and uptake of N inputs, while achieving an economically viable yield and reducing the loss of N to the environment (<xref ref-type="bibr" rid="B18">Congreves et&#xa0;al., 2021</xref>). However, a low NUE does not always indicate environmental harm, nor does a high NUE guarantee environmentally safe N management (<xref ref-type="bibr" rid="B38">Langholtz et&#xa0;al., 2021</xref>). Various factors, including soil conditions, climate, and farm management practices, influence NUE outcomes (<xref ref-type="bibr" rid="B18">Congreves et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B38">Langholtz et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B29">Govindasamy et&#xa0;al., 2023</xref>).</p>
<p>NUE can be assessed using different metrics such as partial factor productivity (PFP), agronomic efficiency (AE), partial nutrient balance (PNB) and uptake efficiency (UE) (<xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B26">Fixen et&#xa0;al., 2015</xref>). Uptake efficiency (UE) is used to examines plant N uptake in response to N input (<xref ref-type="bibr" rid="B26">Fixen et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B18">Congreves et&#xa0;al., 2021</xref>). Agronomic efficiency (AE) is commonly used to address the question of how much productivity is improved by application of a unit of N (<xref ref-type="bibr" rid="B14">&#x10c;ern&#xfd; et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>). Partial factor productivity (PFP) is used to evaluate the productivity of the cropping system compared to nitrogen application (<xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>). Partial nutrient balance (PNB) is used to calculate how much N is being taken out of the system compared to how much was added (<xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>).</p>
<p>NUE is often discussed regarding the corn grain system, and these values should not be used as the benchmark for the NUE of corn silage. More N is removed with corn silage production than for corn grain since the entire aboveground biomass is removed at harvest; while corn grain production removes the grain, leaving the stalk residue in the field. Because of these differences in N removal rates, the NUE of corn silage should be assessed independently of the NUE for grain production (<xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>). Sparse data on NUE for corn silage production suggests that this additional research on NUE of corn silage will be helpful for assessing the sustainability of these management systems.</p>
<p>Despite this critical distinction, studies specifically targeting NUE in corn silage remain limited&#x2014;particularly in semi-arid regions like Utah, USA. Most existing research has been conducted in the Midwest USA (<xref ref-type="bibr" rid="B50">Powell et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B30">Green et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B65">Weaver et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B11">Bond, 2025</xref>), where environmental conditions differ markedly. Semi-arid regions present unique challenges, including water scarcity, low soil organic matter, limited nutrient availability, and salinity (<xref ref-type="bibr" rid="B19">Creswell et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B34">Idowu and Grover, 2000</xref>; <xref ref-type="bibr" rid="B6">Ayangbenro and Babalola, 2021</xref>), all of which necessitate site-specific management strategies. The lack of research tailored to these environments leaves a significant gap in our understanding and limits opportunities for sustainable system improvements. Advancing corn silage production in semi-arid areas is essential to support reliable livestock feed supplies, enhance regional economies, and promote long-term agricultural sustainability.</p>
<p>To address this gap, a long-term field experiment was initiated in 2011 to investigate the impacts of contrasting N fertility sources on soil microbial communities and enzyme activities under corn silage production (<xref ref-type="bibr" rid="B45">Ouyang, 2016</xref>; <xref ref-type="bibr" rid="B47">Ouyang et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B46">Ouyang and Norton, 2020</xref>). This project included multiple N treatments, including ammonium sulfate at two application rates (112 and 224 kg N ha<sup>-1</sup> year<sup>-1</sup>) and steer manure compost at 224 kg N ha<sup>-1</sup> year<sup>-1</sup>. Ammonium sulfate fertilizer is a widely used fertilizer in neutral to alkaline soils because it provides essential N and sulfur (S), nutrients that are often deficient in soils (<xref ref-type="bibr" rid="B16">Chien et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B51">Powlson and Dawson, 2021</xref>). Additionally, its ability to enhance soil structure in saline-sodic conditions, improve phosphorus and micronutrient availability through soil acidification in calcareous soils, and reduce N losses via minimizing ammonia volatilization makes it a valuable fertilizer choice in this system (<xref ref-type="bibr" rid="B16">Chien et&#xa0;al., 2011</xref>).</p>
<p>Building on this foundation, our research specifically evaluates the effects of these N sources on corn silage yield, N uptake, NUE metrics&#x2014;UE, AE, PFP, and PNB, and soil total nitrogen (STN). Unlike prior studies that focused on microbial and enzymatic responses, this research directly measures agronomic outcomes, offering practical insights into optimizing N inputs for sustainable silage production in semi-arid environments. We hypothesize that N fertility sources differ in their effects on corn silage productivity, N use efficiency (NUE), and soil total N (STN), with composted manure providing long-term benefits to both crop performance and soil health under semi-arid conditions. This study quantifies the agronomic benefits of ammonium sulfate and compost over multiple years of repeat application, providing practical insights into optimizing N management for sustainable corn silage production.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Site description and experimental design</title>
<p>The site is located at the UAES Greenville Research Farm (41&#xb0;45&#x2019;56.6&#x201d;N 111&#xb0;48&#x2019;52.2&#x201d;W) in North Logan, Utah, USA. The soil is a highly calcareous Millville silt loam (coarse-silty, carbonatic, mesic Typic Haploxeroll) with a pH of 8.2 (1:2 soil: water). The plots were established in 2011 to investigate N cycling and different N transformations under contrasting N management, as outlined in previous studies (<xref ref-type="bibr" rid="B45">Ouyang, 2016</xref>; <xref ref-type="bibr" rid="B36">Kakkar, 2017</xref>). Prior to 2011 the field was utilized for conventional cultivation of small grains, involving an annual application of 70 kg N ha<sup>-1</sup> in the form of urea. The experimental design in this study was a randomized complete block design (RCBD) with four N fertility source treatments and four replications, totaling 16 plots. Each plot measured 9.1 m in length and 3.8 m in width. Treatments were assigned to the same plot each year. The treatments include a no N control (Control), low ammonium sulfate at 112 kg N ha<sup>-1</sup> year<sup>-1</sup> (AS100), high ammonium sulfate at 224 kg N ha<sup>-1</sup> year<sup>-1</sup> (AS200), and steer manure compost at 224 kg total N ha<sup>-1</sup> year<sup>-1</sup> (Compost). Compost was obtained commercially and consisted of composted steer manure, slaughter by-products and woodchips (Miller companies LLC, Hyrum, Utah). Compost N and dry matter content were determined yearly, and these parameters were used to apply the desired total N rate of 224 kg total N ha<sup>-1</sup> year<sup>-1</sup> equivalent to approximately 14 &#xb1; 1.8 metric ton of dry weight compost ha<sup>-1</sup> year<sup>-1</sup>. Average compost analysis was 27.1%C, 1.7%N and 14.5 C/N (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). Silage corn was planted every May from 2012 until 2021 except for 2017 when a cover crop of vetch was grown.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Field operations</title>
<p>During early spring of each year pre-plant soil samples were collected from each plot using a Giddings probe with two cores per plot at depths of 0&#x2013;15 cm, 15&#x2013;30 cm and 30&#x2013;60 cm. Soil was weighed, sieved (2 mm) and air-dried before analysis for available P and K. To meet the crop requirement of P and K, fertilization for P and K in each plot was carried out according to the recommendations outlined in the Utah Fertilizer Guide for silage corn (<xref ref-type="bibr" rid="B35">James and Topper, 1993</xref>). The fertilizer applications and compost amendments took place in early May of each year. N, P, K fertilizers were applied to the field using an Edge Guard mini push broadcast spreader (The Scotts Company LLC. USA). For compost treatment, the amendment was applied manually and subsequently, bow rakes were utilized to evenly distribute the fertilizers and compost amendments within individual plots. Following this, the amendments were incorporated into the soil through tillage within one day of application.</p>
<p>After the amendments were added and incorporated, the seedbed was prepared, and seeds (DEKALB<sup>&#xae;</sup> Corn Hybrids (glyphosate tolerant) were planted with a row spacing of 76 cm. Within each block, approximately 4 rows of silage corn were planted at a density of 50,000 plants per hectare using a John Deere planter. Throughout the growing season, an overhead sprinkler irrigation system was used to apply water on a weekly basis as required and as available. To control weed growth, glyphosate herbicide (Killzall 41% glyphosate) was applied at a rate of 1.12 kg ha<sup>-1</sup>. This application was done once via broadcast before the corn reached a height of 30 inches.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Plant and soil analysis</title>
<p>To analyze STN, topsoil samples were manually collected every year from 2012&#x2013;2021 in August from the 0&#x2013;15 cm layer (four cores per plot) using slide hammer soil probe. The soil samples were sieved through a 2 mm mesh, air-dried, and then a subsample was finely ground to pass through a 0.25 mm sieve (60-mesh) for TN analysis using dry combustion with a PrimacsSN (Skalar, Inc. GA, USA). Soil macro and micronutrients were analyzed using the ammonium bicarbonate -DTPA method (<xref ref-type="bibr" rid="B58">Soltanpour, 1985</xref>) followed by inductively coupled plasma spectrophotometric analysis (USU Analytical Laboratory, Logan UT USA).</p>
<p>For leaf tissue N analysis, samples of the corn ear leaf were collected approximately 80 days after planting each year. Four corn leaves from each row, located in the middles of the plots, were harvested. In total, eight leaves were sampled per plot. Leaves were dried at 60&#xb0;C to constant weight, followed by grinding using a Wiley Mill. Subsequently, the subsample was further ground to achieve a particle size equivalent to 0.25 mm (60 mesh).</p>
<p>Once the silage reached maturity in late September, aboveground plant material from the inner two rows of each plot, covering a distance of 3 meters, was harvested using machetes. Plant counts and fresh wet weight were recorded for each row per plot. The harvested corn was subsequently dried at 60&#xb0;C for approximately one week, and its dry weight was determined. The dried stalks were then coarsely chopped, and a subsample was finely ground using a cutting mill (Wiley Mill). The subsamples were then finely ground with a rolling ball mill to 0.25 mm sieve before total N analysis by combustion (PrimacsSN Skalar, Inc., GA, USA).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Nitrogen use efficiency</title>
<p>Uptake efficiency (UE), agronomic efficiency (AE), partial factor productivity (PFP), partial nutrient balance (PNB) are important metrics for interpreting NUE. The equations for NUE are adapted from previous studies (<xref ref-type="bibr" rid="B56">Sindelar et al., 2015</xref>; <xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>). The metrics and their equations are shown <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Nitrogen use efficiency metrics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Trait</th>
<th valign="top" align="left">Description</th>
<th valign="top" align="left">Equation</th>
<th valign="top" align="left">Unit</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">UE</td>
<td valign="top" align="left">Uptake efficiency</td>
<td valign="top" align="left">(NUptake &#x2013; NUptake<sub>0</sub>)/FN*100</td>
<td valign="top" align="left">%</td>
</tr>
<tr>
<td valign="top" align="left">AE</td>
<td valign="top" align="left">Agronomic efficiency</td>
<td valign="top" align="left">(YN-Y0)/FN</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">PFP</td>
<td valign="top" align="left">Partial factor productivity</td>
<td valign="middle" align="left">Y/FN</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">PNB</td>
<td valign="top" align="left">Partial nutrient balance</td>
<td valign="top" align="left">NUptake/FN</td>
<td valign="top" align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>NUptake = the total N uptake in aboveground biomass in N fertilizer treatment; NUptake<sub>0</sub> = the total N uptake in aboveground biomass in plot that received no N fertilizer; YN = the yield of corn silage from the treatments which received N fertilizer; Y0 = yield of control treatment which received no N fertilizer; Y = yield of crop; FN is amount of fertilizer N applied.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Data analysis</title>
<p>The parameters in this study included 80-day leaf nitrogen content, dry matter yield, N uptake at harvest, NUE indicators (including uptake efficiency (UE), agronomic efficiency (AE), partial factor productivity (PFP), and partial nutrient balance (PNB), and STN content collected annually from the years 2012 to 2021. There was no data collected during 2017 due to the planting and management of a cover crop of hairy vetch.</p>
<p>For each year within the study duration, we performed an analysis of variance (ANOVA) to assess the impact of different fertilizer sources on the above-mentioned parameters. The PROC MIXED procedure available in SAS<sup>&#xae;</sup> OnDemand was utilized. Our examination focused on the significant differences among the treatment groups at each year. Mean differences were considered significant at p &#x2264; 0.05.</p>
<p>To gain a comprehensive understanding of the overall treatment effects across the study years, we employed repeated measures analysis of variance (ANOVA) using the PROC MIXED procedure. In this analysis, year was considered a fixed and repeated effect. Blocks and interactions with treatment were considered as random effects. Several covariance structures were evaluated, and the compound symmetry (CS) covariance structure was used. The mean separations were conducted at p &#x2264; 0.05 using Tukey&#x2019;s test. To ensure the validity of our statistical tests, we assessed the normality of residuals using the UNIVARIATE procedure in SAS. Additionally, we generated scatterplots of residuals against predicted values to ascertain the presence of common variance. These steps were undertaken to verify the assumptions or to indicate that transformations were needed. This approach enables the detection of treatment differences in datasets collected over multiple years in agronomic field trials (<xref ref-type="bibr" rid="B48">Pagliari et&#xa0;al., 2022</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Silage yield and nitrogen uptake</title>
<p>Contrasting N sources showed inconsistent effects on corn silage yield from 2012 to 2021 (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). In 2012, Compost displayed the lowest yield, whereas yield for AS200 and AS100 were not significantly different. In 2013, 2014, 2018, and 2021, the yield of Compost treatment was higher than Control. From 2012 to 2021, yields for AS200 were not different from AS100, except for the year 2020. In some years, the yield in the AS100 and AS200 treatments was comparable to Compost treatment (2013, 2016, and 2018), while in other years, AS100 and 200 treatments yielded more than Compost (2012, 2014, and 2020) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Similarly, the pattern of plant uptake of N at harvest was variable year to year (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The N uptake for Compost treatment was significantly higher than Control only in the year 2014 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Nitrogen uptake under Compost tended to be lower than AS treatments; however, this was only significant in 2013 and 2020.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Dry matter yield of corn silage at harvest for years 2012-2021. Error bars represent standard errors (n = 4). Different lowercases above the bars indicate a significant difference within each year (p &#x2264;0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fagro-07-1602166-g001.tif"/>
</fig>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Nitrogen uptake of silage corn in aboveground biomass at harvest from 2012 to 2021. Error bars represent standard errors (n = 4). Different lowercases above the bars indicate a significant difference within each year (p &#x2264;0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fagro-07-1602166-g002.tif"/>
</fig>
<p>The inconsistent year-to-year response in yield and plant N at harvest complicated the determination of treatment effects in the individual years. However, the impact of N source treatments on yields was significant based estimates from repeated measures analysis for the complete record of 2012-2021. The response of corn silage yield to N source was: AS200 and AS100 yielded the highest, followed by Compost, and then Control (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The estimated yields from repeated measure for control, compost, AS100, and AS200 were 7.9, 11.1, 14.9, and 17.2 Mg ha<sup>-1</sup>, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). While Compost significantly increased yield by 3.21 Mg ha<sup>-1</sup> (40.5%) compared to Control, this treatment still yielded 3.74 Mg ha<sup>-1</sup> (25.5%) and 6.12 Mg ha<sup>-1</sup> (35.51%) less than the AS100 and AS200 treatments, respectively.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Effects of contrasting nitrogen sources on yield and N uptake in silage corn. Repeated measures were employed to analysis the impacts of effects of contrasting N sources on yield and N uptake in silage corn calculated from 2012-2021. Error bars represent standard errors (n = 36). Different lowercases above the bars indicate a significant difference by treatment (p &#x2264;0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fagro-07-1602166-g003.tif"/>
</fig>
<p>The results obtained from repeated measures analysis (log -transformed) revealed that the average estimates of N uptake by corn silage were 42.0, 70.5, 105.3, and 163.1 kg N ha<sup>-1</sup> for the Control, Compost, AS100, and AS200 treatments, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Compared to Control, N uptake under Compost, AS100, and AS200 were 68%, 105% and 288% increased over control uptake, respectively.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Corn leaf N content</title>
<p>From 2012 to 2021, corn ear leaves at 80 days showed N concentrations of 1.37% in the control, 1.53% with compost, 1.81% with AS100, and 2.36% with AS200 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). AS200 had the highest N concentration, followed by AS100, while the control and compost treatments had similar N levels (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). The observed N concentrations in the corn ear leaves of this study were found to be below the sufficiency range when compared to the recommendations from the (<xref ref-type="bibr" rid="B63">University of Wisconsin, 2016</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Nitrogen use efficiency indicators</title>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Uptake efficiency</title>
<p>The response of UE to different treatments varied from year to year. For instance, in 2012, the UE under the compost treatment was negative because the dry matter yield was lower than that of the control treatment (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>, <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). In 2013, the UE under the compost and AS200 treatments were significantly lower than AS100. In 2014, 2016, 2019, and 2020, the UE under the compost treatment was significantly lower than UE under the AS100 and AS200 treatments. However, in 2018, differences in UE among the treatments could not be detected (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>).</p>
<p>The result from repeated measure estimated from 2012 to 2019 showed that estimate of value of UE from compost, AS100, and AS200 treatments were 13.4%, 57.8%, and 56.7%, respectively (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). From this result, it indicated that AS100 and AS200 treatment performed better than compost in terms of UE response. However, the values of UE under the AS200 and AS100 treatments were not significantly different (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Effect of contrasting N sources on nitrogen use efficiency (NUE) indicators of corn silage. Repeated measures were employed to analysis the effects of contrasting N sources on NUE indicators: <bold>(A)</bold> Uptake efficiency (UE), <bold>(B)</bold> Agronomic efficiency (AE), <bold>(C)</bold> Partial factor productivity (PFP), and <bold>(D)</bold> Partial nutrient balance (PNB). The NUE data were collected from 2012-2021. Error bars represent standard errors (n = 36). Different lowercases above the bars indicate a significant difference (p &#x2264;0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fagro-07-1602166-g004.tif"/>
</fig>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Agronomic efficiency</title>
<p>In 2013, the AE value under compost and AS200 treatments did not show a significant difference and was significantly lower than that observed under the AS100 treatment. However, in both 2014 and 2020, the AE showed a clear and significant response to N fertilizer, with the AS100 treatment producing the highest value, followed by the AS200 treatment and then the compost treatment. In 2021, the value of AE under AS100 and AS200 treatments were comparable and AS100 was significantly higher than that observed in the compost treatment (refer to <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). From 2015 to 2019, the N fertilizer treatment did not have a significant impact on AE. These variations and inconsistencies in the AE response to N treatment suggest that seasonal conditions influence corn silage AE (<xref ref-type="bibr" rid="B32">Hlisnikovsk&#xfd; et&#xa0;al., 2020</xref>). Results from repeated measures for 2012-2021 show that the estimated mean of AE for AS100, AS200, and compost were 62.1, 41.7 and 14.4, respectively (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). AS100 had the highest value of AE, followed by AS200 and compost had the lowest value.</p>
</sec>
<sec id="s3_3_3">
<label>3.3.3</label>
<title>Partial factor productivity</title>
<p>In this study, the numerical value of PFP was highest for the AS100 treatment (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). However, at a significance level of p &#x2264; 0.05, the PFP values showed inconsistency across growing seasons. Specifically, the PFP value of AS100 was the highest in all growing seasons except for 2015 and 2019, when the PFP values for AS100 and AS200 were not significantly different. The PFP values for compost and AS200 were comparable from 2012 to 2019, except in 2014. In 2014, 2020 and 2021, the PFP values for AS100 were the highest, followed by AS200 and compost.</p>
<p>Repeated measures analysis demonstrated that the PFP values for AS100, AS200, and compost were 132.56, 76.9, and 49.6, respectively (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). According to corn silage benchmark efficiency ranges from the study of <xref ref-type="bibr" rid="B5">Augarten et&#xa0;al. (2019)</xref>, the PFP value of AS100 was the highest and within the range of high efficiency (PFP &gt; 108), while the PFP values under AS200 and compost were in the low efficiency range (PFP &lt; 81).</p>
</sec>
<sec id="s3_3_4">
<label>3.3.4</label>
<title>Partial nutrient balance</title>
<p>PNB value is interpreted based on whether the value is greater than or less than 1.0 (<xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B26">Fixen et&#xa0;al., 2015</xref>). AS100 produced high PNB values in 2013 and 2018 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). However, over the years, PNB under AS100 were insignificantly different from AS200 in 2012, 2014&#x2013;2016 and 2019-2021. Compost treatment had the lowest PNB values, except for 2015 and 2016, which were not significantly different from those of AS100 and AS200 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>).</p>
<p>
<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref> displays the PNB values obtained from repeated measures analysis, which indicates that AS100, AS200, and compost treatments resulted in PNB values of 1.03, 0.79, and 0.36, respectively. As per the classification proposed by <xref ref-type="bibr" rid="B5">Augarten et&#xa0;al. (2019)</xref>, AS100, AS200, and Compost treatments exhibited mid, low, and very low partial nutrient balance, respectively.</p>
</sec>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Soil total nitrogen</title>
<p>The results from this study showed that the STN response to fertilizer treatments varied by year (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>). Compost treatment had the highest STN content in 2013, 2014, and 2021. Control treatment exhibited the lowest STN content in 2013 and 2014, and AS100 had the lowest STN in 2021. In the remaining years, N fertilization treatments did not significantly affect STN, although the STN levels under compost treatment were numerically higher than the others. Based on the repeated measures analysis from 2011-2021, the STN content of 1.28 g <inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>&#xa0;kg</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> was highest under Compost, which was significantly greater than Control (1.05g kg<sup>-1</sup> <inline-formula>
<mml:math display="inline" id="im2">
<mml:mo stretchy="false">)</mml:mo>
</mml:math>
</inline-formula>, AS100 (1.01 g kg<sup>-1</sup> <inline-formula>
<mml:math display="inline" id="im3">
<mml:mo stretchy="false">)</mml:mo>
</mml:math>
</inline-formula>, and AS200 (1.06 g kg<sup>-1</sup>) treatments (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Overall, the STN under Control was not significantly different from that under AS100 and AS200 treatments. The compost treatment resulted in significant increases in STN levels compared to the Control, AS100, and AS200 treatments, with percentage increases of approximately 21.90%, 26.73%, and 20.75%, respectively. Specifically, compost treatment elevated STN levels by about 0.24 g <inline-formula>
<mml:math display="inline" id="im4">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>&#xa0;kg</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> (23.1%) compared to the other treatments, demonstrating its effectiveness in enhancing levels (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Effect of contrasting nitrogen sources on soil total nitrogen (STN). Soil samples were collected in August at a depth of 0&#x2013;15 cm from 2011 to 2021. Error bars represent standard errors (n = 40). Different lowercase letters above the bars indicate a significant difference among treatments (p &#x2264;0.05) by repeated measures analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fagro-07-1602166-g005.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Micronutrients in the soil</title>
<p>Micronutrients such as Cu, Fe, Mn, Ni, and Zn were in the high range, while S was in the medium range and P was in the very high range. Fertilizer treatments did not significantly impact soil nutrients except for P. The P concentrations in control, compost, AS100, and AS200 were 13.1, 19.3, 9.38, and 8.5 mg/kg, respectively. P in compost was significantly increased (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>). This finding agreed with previous studies (<xref ref-type="bibr" rid="B23">Eghball and Power, 1999</xref>; <xref ref-type="bibr" rid="B52">Reeve et&#xa0;al., 2012</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Contrasting N sources effects on yield and nitrogen uptake of corn silage</title>
<p>In this study, there was a considerable yield variation ranging from 2-20, 5-24, 8-24, and 8&#x2013;29 Mg ha<sup>-1</sup> for the control, compost, AS100, and AS200 treatments, respectively from 2012 to 2021 (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) demonstrating that yields of corn silage was influenced by the growing season (<xref ref-type="bibr" rid="B9">Biswas and Ma, 2016</xref>). In 2012, the compost treatment had the lowest yield possibly attributed to N immobilization, where soil microbes compete with the growing crop for available nitrogen, potentially limiting crop growth and yield (<xref ref-type="bibr" rid="B28">Geisseler et&#xa0;al., 2021</xref>).</p>
<p>Overall results showed that the yield of corn silage was improved by application of compost and ammonium sulfate fertilizer (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). However, there was no significant difference in corn yield between the AS100 treatment, which received 112 kg of N ha<sup>-1</sup>, and the AS200 treatment, which received 224 kg of N ha<sup>-1</sup> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). For sustainable maize production on volcanic soil in Bea Cameroon, an N fertilization rate between 50 and 100 kg of N ha<sup>-1</sup>is considered optimal (<xref ref-type="bibr" rid="B43">Ngosong et&#xa0;al., 2019</xref>). However, in the midwestern United States, optimizing N rates for maximum ecosystem value requires an N rate of about 156 kg of N ha<sup>-1</sup> (<xref ref-type="bibr" rid="B24">Ewing and Runck, 2015</xref>). Meanwhile, there are several studies have suggested that applying fertilizer rates ranging from 0 to 101 kg of N ha<sup>-1</sup> can increase corn yield, but this increase levels off at 101 kg of N ha<sup>-1</sup> (<xref ref-type="bibr" rid="B42">McSwiney and Robertson, 2005</xref>; <xref ref-type="bibr" rid="B31">Hejazi and Soleymani, 2014</xref>; <xref ref-type="bibr" rid="B9">Biswas and Ma, 2016</xref>).</p>
<p>In this study, we found that N uptake increased with higher rates of fertilizer which agreed with previous studies (<xref ref-type="bibr" rid="B2">Amado et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B9">Biswas and Ma, 2016</xref>; <xref ref-type="bibr" rid="B21">Davies et&#xa0;al., 2020</xref>). However, our study also supports the claim that higher N uptake does not necessarily lead to increased biomass production (<xref ref-type="bibr" rid="B3">Anas et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Contrasting N sources effects on nitrogen use efficiency indicators</title>
<p>In our study, AS100 and AS200 treatments were considered to have high UE, while Compost was below the typical range according to the NUE benchmarking for corn silage (<xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>). For AE, AS100 had the highest value, followed by AS200, with Compost having the lowest value. This indicates that nitrogen applied under the AS100 treatment improved productivity more per unit than the other treatments (<xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>). According to the same study, we also found that PFP under AS100 was in the high-use efficiency range, while Compost and AS200 were in the low-use efficiency range (<xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>). The results from this study illustrate that the AS100 treatment outperformed the AS200 treatment in terms of NUE. This finding supports previous studies indicating that higher application rates of AS fertilizer led to a decrease in AE and PFP (<xref ref-type="bibr" rid="B2">Amado et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B15">Chen et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B12">Boulelouah et&#xa0;al., 2022</xref>). The lower AE and PFP under compost treatment likely reflects the limited availability of nitrogen in this organic material and the slow release of nitrogen from compost fertilizer.</p>
<p>The AS100 treatment showed the highest PNB value, slightly exceeding 1. This increase in PNB above 1, as observed in Augarten et&#xa0;al.&#x2019;s research (2019), indicates potential soil organic matter mining, where more N is removed in the crop than applied. However, it is noteworthy that the PNB value for AS100 remains within the acceptable range of high low-to-mid use efficiency (0.92 &lt; PNB &lt; 1.08). In contrast, the PNB value for AS200 treatment (PNB=0.79) falls within the range of low use efficiency, indicating that more N is being applied than removed by the crop (<xref ref-type="bibr" rid="B5">Augarten et&#xa0;al., 2019</xref>). A PNB value less than 1 signifies N surplus and can lead to potential nitrogen losses such as volatilization and leaching (<xref ref-type="bibr" rid="B25">Fageria and Baligar, 2005</xref>; <xref ref-type="bibr" rid="B4">Andrews et&#xa0;al., 2018</xref>). Therefore, reductions in application N may be necessary. Compost treatment had an extremely low PNB value (PNB=0.38) indicating that a considerable amount of N was being retained in the soil but unavailable for plant uptake due to slow N mineralization or even immobilization (<xref ref-type="bibr" rid="B25">Fageria and Baligar, 2005</xref>; <xref ref-type="bibr" rid="B4">Andrews et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Yield and nitrogen use efficiency under compost treatment</title>
<p>The yield under compost treatment demonstrated a significant increase relative to the control. This finding contrasts with that of <xref ref-type="bibr" rid="B41">Lin et&#xa0;al. (2022)</xref>, who observed that the yield of corn under the compost treatment was not significantly different from control treatment. The duration of the experiment can affect the accuracy of the results, and in this regard, the study conducted by <xref ref-type="bibr" rid="B41">Lin et&#xa0;al. (2022)</xref> spanned only two growing seasons. In contrast, our study continued for nine years (2012-2021), providing more comprehensive data to evaluate the impact of different N source treatments on crop yield. The limited duration of that study experiment may have contributed to the absence of significant differences in yield between the organic fertilizer and control treatments reported in their study (<xref ref-type="bibr" rid="B41">Lin et&#xa0;al., 2022</xref>). It is well-known that the yield of corn can be influenced by the growing season (<xref ref-type="bibr" rid="B9">Biswas and Ma, 2016</xref>), and the response to nitrogen fertilizer treatments can also vary from year to year. These factors could explain why <xref ref-type="bibr" rid="B41">Lin et&#xa0;al. (2022)</xref> results differ from ours and highlights the importance of conducting long-term experiments to account for variability in crop growth and nutrient uptake over time.</p>
<p>This study also found that Compost yield remained lower than the average yield observed under AS100 and AS200 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), aligning with previous studies (<xref ref-type="bibr" rid="B17">Chivenge et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B55">Seufert et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B66">Wei et&#xa0;al., 2016</xref>). An integrated analysis of long-term experiments conducted by <xref ref-type="bibr" rid="B66">Wei et&#xa0;al. (2016)</xref> indicated that despite the application of organic amendments over a decade, organic amendment still produced lower yield compared to chemical fertilizer. The effectiveness of organic amendments in increasing yield is contingent upon several factors, including the quality of organic resources, soil fertility status, farming system, management practices, and site characteristics (<xref ref-type="bibr" rid="B17">Chivenge et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B55">Seufert et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B66">Wei et&#xa0;al., 2016</xref>).</p>
<p>Available N is the major factor that affects crop yield (<xref ref-type="bibr" rid="B8">Berry et&#xa0;al., 2002</xref>). Numerous studies have substantiated those organic amendments, such as compost, animal manure, or cover crops, slowly release N that is available to plants, yet they do not provide an adequate N supply to meet the demands of crops during the peak of the growing season (<xref ref-type="bibr" rid="B49">Pang and Letey, 2000</xref>; <xref ref-type="bibr" rid="B8">Berry et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B55">Seufert et&#xa0;al., 2012</xref>). Therefore, while farming systems that exclusively relied on organic amendments have the potential to substantially increase yield, there must be substantial resources accessible. Otherwise, this system may fail to generate enough yield to satisfy food demand and may create nutrient imbalance (<xref ref-type="bibr" rid="B49">Pang and Letey, 2000</xref>; <xref ref-type="bibr" rid="B8">Berry et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B55">Seufert et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B66">Wei et&#xa0;al., 2016</xref>). N rate is not the only factor affecting corn yield. Other factors, such as rainfall, irrigation, soil texture and quality, farming management practices, planting date, and environmental conditions throughout the growing season, also significantly affect corn yield variability (<xref ref-type="bibr" rid="B17">Chivenge et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B55">Seufert et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B66">Wei et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B32">Hlisnikovsk&#xfd; et&#xa0;al., 2020</xref>).</p>
<p>In the current study, Compost treatment did not result in an improvement in NUE compared to the ammonium sulfate treatment. This observation is consistent with the findings of <xref ref-type="bibr" rid="B41">Lin et&#xa0;al. (2022)</xref>, who reported lower NUE of corn under organic fertilizers compared to chemical fertilizers. Despite using the same quantity of total N in the compost and AS200 treatments, not all of the total N in the compost was readily available for plant uptake, which explains the lack of improvement in NUE and lower yield. Compost is considered a slow-release fertilizer that gradually releases plant-available nutrients over time. <xref ref-type="bibr" rid="B61">Sullivan et&#xa0;al. (2018)</xref> reported that within the first year of application, plant-available N released from compost was less than 10% of its total N content (<xref ref-type="bibr" rid="B61">Sullivan et&#xa0;al., 2018</xref>). The timing of fertilizer N availability versus plant demand is an especially crucial determinant of maize yields and NUE (<xref ref-type="bibr" rid="B68">Zhu et&#xa0;al., 2025</xref>). Additional nutrients in compost may become available over years, although at a slower rate (<xref ref-type="bibr" rid="B28">Geisseler et&#xa0;al., 2021</xref>). However, insufficient N supply from compost can lead to a decrease in crop yield, N uptake, and NUE as we observed. The availability of N from the compost applied did not build significantly over the length of the experiment while preseason available P and K were higher in the compost treatment plots for most years (data not shown).</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Contrasting N sources effects on soil total N</title>
<p>The results from this study showed that the STN response to fertilizer treatments varied by growing season. Although compost did not have a significant impact on STN in many years, it consistently produced numerically higher levels STN. The results from this study underscored the variable response of STN to fertilizer treatments, which is contingent upon the specific growing season under investigation and our ability to detect small absolute changes in STN. These fluctuations in STN levels, influenced by seasonal variations and their intricate interactions with the timing of soil amendments (<xref ref-type="bibr" rid="B62">Turner et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B33">Hurisso et&#xa0;al., 2018</xref>), posed challenges in discerning the impacts of fertilizers on STN. Future studies should take additional seasonal samples for multiple nitrogen pools and soil health indicators.</p>
<p>Repeated measurements in this experiment (2011-2021) revealed that compost treatment led to an approximately 23% increase in STN compared to other treatments. In contrast, ammonium sulfate treatments did not yield similar improvements, consistent with findings from other (<xref ref-type="bibr" rid="B59">Steiner et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B27">Gao et&#xa0;al., 2022</xref>). Earlier studies on the same plots investigating various aspects of the soil N cycle also showed that compost treatment enhanced the diversity of microbial communities and promoted N mineralization compared to AS fertilizer treatments (<xref ref-type="bibr" rid="B45">Ouyang, 2016</xref>; <xref ref-type="bibr" rid="B46">Ouyang and Norton, 2020</xref>).</p>
<p>Although the application of compost significantly increased soil N, the yield, N uptake, and NUE were lower compared to the use of ammonium sulfate fertilizer treatments. These observations suggest that composts with similarly low N availability need to be supplemented with additional available N to maintain yields. Based on the observed yields, the compost N supply was roughly equivalent to 40 kg N/ha (&lt; 20% of total N available) and so yields would be responsive to an additional 60&#x2013;80 kg N/ha in a readily available form. Preseason soil testing should be used to adjust macronutrient P and K fertilization after compost or manure applications. Similarly, research conducted by <xref ref-type="bibr" rid="B27">Gao et&#xa0;al., 2022</xref>, demonstrated that compost fertilizer enhanced STN levels while commercial fertilizer did not (<xref ref-type="bibr" rid="B27">Gao et&#xa0;al., 2022</xref>). Our findings are in line with <xref ref-type="bibr" rid="B59">Steiner et&#xa0;al. (2007)</xref>, which found that organic fertilizers improve soil fertility but do not sustain crop productivity (<xref ref-type="bibr" rid="B59">Steiner et&#xa0;al., 2007</xref>). Numerous studies have shown that incorporating both organic and inorganic fertilizers increases yield, STN, and NUE (<xref ref-type="bibr" rid="B39">Li et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B22">Ding et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B27">Gao et&#xa0;al., 2022</xref>). Therefore, farmers may want to consider combining composts, manures and fertilizers for optimum silage corn production.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>Long-term field experiments are crucial to assess fertilization effects on yield and NUE. AS100 achieved a yield comparable to AS200 and demonstrated higher NUE, challenging conventional belief that increased nitrogen application rate ensures maximum yield and profitability. Yield under compost treatment exhibited a notable 41% increase compared to control but was approximately 31% lower than the average yield under AS100 and AS200 treatments. Compost did not supply enough available N to meet crop demand, resulting in lower yield and NUE, but had the advantage of improving STN. Therefore, to maintain soil health, farmers may consider supplementing compost amendments with N fertilizers and practicing good soil health practices including crop rotation or cover crops for sustainable corn silage production.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>PM: Investigation, Writing &#x2013; review &amp; editing, Conceptualization, Methodology, Writing &#x2013; original draft, Formal analysis, Data curation. AK: Investigation, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. JN: Resources, Funding acquisition, Writing &#x2013; original draft, Project administration, Formal analysis, Conceptualization, Writing &#x2013; review &amp; editing, Supervision, Data curation, Investigation, Methodology.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by grants from the USDA NIFA Awards 2011-67019-30178 and 2016-35100-25091. This research was supported by the Utah Agricultural Experiment Station, Utah State University, and approved as journal paper number UAES paper #9846 with partial coverage of APC.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fagro.2025.1602166/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fagro.2025.1602166/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image1.pdf" id="SF1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table1.pdf" id="SM1" mimetype="application/pdf"/>
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