<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">AJPS</journal-id><journal-title-group><journal-title>American Journal of Plant Sciences</journal-title></journal-title-group><issn pub-type="epub">2158-2742</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ajps.2019.1012149</article-id><article-id pub-id-type="publisher-id">AJPS-96943</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Biomedical&amp;Life Sciences</subject></subj-group></article-categories><title-group><article-title>
 
 
  Potassium Deficiency Influences Soybean Seed Mineral Compositions and Metabolic Profiles across CO&lt;sub&gt;2&lt;/sub&gt;
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Shardendu</surname><given-names>K. Singh</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jinyoung</surname><given-names>Y. Barnaby</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vangimalla</surname><given-names>R. Reddy</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Richard</surname><given-names>C. Sicher</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>School of Environmental and Forest Science, University of Washington, Seattle, WA, USA</addr-line></aff><aff id="aff2"><addr-line>Adaptive Cropping Systems Laboratory, USDA-ARS, Beltsville, MD, USA</addr-line></aff><pub-date pub-type="epub"><day>05</day><month>12</month><year>2019</year></pub-date><volume>10</volume><issue>12</issue><fpage>2113</fpage><lpage>2133</lpage><history><date date-type="received"><day>27,</day>	<month>August</month>	<year>2019</year></date><date date-type="rev-recd"><day>3,</day>	<month>December</month>	<year>2019</year>	</date><date date-type="accepted"><day>6,</day>	<month>December</month>	<year>2019</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  Impacts of potassium (K) deficiency and elevated carbon dioxide (eCO
  <sub>2</sub>
  ) on seed constituents have rarely been explored in most crops including soybean. A controlled environment experiment was conducted with soybean grown under a sufficient (5.0 mM) and two deficient (0.50 and 0.02 mM) levels of K fertilization at ambient (aCO
  <sub>2</sub>
  ) and eCO
  <sub>2</sub>
   (400 and 800
   
  μmol&#183;mol<sup>-1</sup>, respectively). Both treatments significantly affected several constituents, with the K deficiency having stronger impacts than eCO<sub>2</sub>. Out of 49 seed constituents, K deficiency and eCO<sub>2</sub> influenced 41 and 16 constituents, respectively. The K deficiency primarily decreased on average 16 constituents including minerals (e.g., K, P, Mg, Mn, Zn, Fe, B), oil, and essential fatty acids (e.g., linoleic and linolenic acids) but enhanced 25 constituents such as protein, amino acids, simple sugars, and stress-responsive metabolites (e.g., sugar alcohols mannitol and myo-inositol and proline). An accumulation of N while decreased C concentration resulted in the lower C:N ratio in the seeds of K-deficient plants. However, protein:oil, C:K, N:P, and N:K ratios were consistently greater under K deficiency. The eCO<sub>2</sub> also decreased minerals such as P, S, Zn, B, and essential fatty acids but enhanced the concentration of six constituents including alanine, oleic acid, fructose, and sugar alcohols across K fertilization. In addition, the impact of eCO<sub>2</sub> on several amino acids appeared to be dependent on the severity of K deficiency. For instance, eCO<sub>2</sub> decreased essential amino acids (e.g., valine, phenylalanine, isoleucine) in the seeds of severely K-deficient plants but not in the other treatments leading to a K
   
  &#215;
   
  CO<sub>2</sub> interaction. Results showed that CO<sub>2</sub> enrichment is likely to exacerbate the decline in the concentration of seed minerals such as P, K, S, Zn and B, essential fatty acids, and amino acids under K limited conditions.
 
</p></abstract><kwd-group><kwd>Amino Acids</kwd><kwd> Carbohydrates</kwd><kwd> &lt;i&gt;Glycine max&lt;/i&gt;</kwd><kwd> Mineral Elements</kwd><kwd> Oil</kwd><kwd> Essential Fatty Acids</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Environmental factors such as crop nutrient status and atmospheric carbon dioxide (CO<sub>2</sub>) concentration have a significant influence on seed composition and nutritional quality [<xref ref-type="bibr" rid="scirp.96943-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref3">3</xref>]. Potassium (K) deficiency occurs in a large area of cropland, which might be attributed to the removal of native soil K over the years of cropping while inadequate use of supplemental K-fertilizers relative to other macronutrient such as nitrogen (N) and phosphorus (P) [<xref ref-type="bibr" rid="scirp.96943-ref4">4</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref5">5</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref6">6</xref>]. In addition, the current atmospheric CO<sub>2</sub> concentration (≈400 &#181;mol∙mol<sup>−1</sup>) is expected to double at the end of 21<sup>st</sup> century [<xref ref-type="bibr" rid="scirp.96943-ref7">7</xref>]. In general, K deficiency decreases while an elevated level of CO<sub>2</sub> (eCO<sub>2</sub>) increases plant productivity due to the stimulation of growth and photosynthesis [<xref ref-type="bibr" rid="scirp.96943-ref8">8</xref>]. However, elevated CO<sub>2</sub>-mediated growth and photosynthetic stimulation are often diminished by plant stressors including K deficiency [<xref ref-type="bibr" rid="scirp.96943-ref9">9</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref10">10</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref11">11</xref>]. Previous reports also indicated alterations in seed compositions of major row crops grown under both the K deficiency [<xref ref-type="bibr" rid="scirp.96943-ref12">12</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref13">13</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref14">14</xref>] and CO<sub>2</sub> enrichment [<xref ref-type="bibr" rid="scirp.96943-ref3">3</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref15">15</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref17">17</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref18">18</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref19">19</xref>]. Therefore, it is imperative to understand the interactive impacts of K deficiency and eCO<sub>2</sub> on soybean seed constituents.</p><p>K is the most abundant cation of plant biochemical processes and serves a vital role in maintaining cellular turgidity, assimilates transport, and enzyme activities [<xref ref-type="bibr" rid="scirp.96943-ref20">20</xref>]. K deficiency suppresses plant growth and photosynthetic assimilation across CO<sub>2</sub> concentrations in several crops including soybean as reported previously by our groups [<xref ref-type="bibr" rid="scirp.96943-ref10">10</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref11">11</xref>] and other [<xref ref-type="bibr" rid="scirp.96943-ref9">9</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref21">21</xref>]. Moreover, the translocation mechanisms involving phloem loading and transport of metabolites are also interrupted due to tissue low K concentration, which can lead to impairments in the partitioning and utilization of photosynthates; thus, limiting seed filling processes [<xref ref-type="bibr" rid="scirp.96943-ref22">22</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref23">23</xref>]. The photosynthetic products (e.g., sucrose) play a vital role during soybean seed filling process [<xref ref-type="bibr" rid="scirp.96943-ref24">24</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref25">25</xref>]. Since sucrose is the major form of soluble carbohydrates used in phloem transport and its catabolism is essential for the biosynthesis of a majority of organic molecules such as protein and oil in the seeds, the depressed translocation has profound impacts on the seed composition [<xref ref-type="bibr" rid="scirp.96943-ref22">22</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref26">26</xref>]. Although, both elevated CO<sub>2</sub> and K deficiency influence photosynthesis and seed constituents, impacts of the K &#215; CO<sub>2</sub> interaction on the soybean seed compositions are still unclear.</p><p>Bellaloui et al. [<xref ref-type="bibr" rid="scirp.96943-ref12">12</xref>] reported a lower protein, oleic acid, and isoflavone in soybean seeds grown under low K fertilization. However, the response of seed metabolic profiles under different K fertilization regimes have been found vary under field conditions [<xref ref-type="bibr" rid="scirp.96943-ref12">12</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref13">13</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref14">14</xref>], especially due to the interactions with other existing factors such as temperature and soil moisture contents in fields [<xref ref-type="bibr" rid="scirp.96943-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref12">12</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref13">13</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref14">14</xref>]. In the controlled environment conditions, we have reported that the deficiency of a given mineral nutrients including K and phosphorus (P) leads to the alteration in the concentration of several other minerals elements and seed constituents in plant and seed tissues [<xref ref-type="bibr" rid="scirp.96943-ref10">10</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref11">11</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>]. In the previous report, we found that under K deficiency the depressed soybean productivity was primarily associated with the decreased growth traits such as plant size and total leaf area than the photosynthetic processes across CO<sub>2</sub> levels [<xref ref-type="bibr" rid="scirp.96943-ref11">11</xref>]. We further elaborated that the rate of carbon assimilation was mainly decreased under the severe K deficiency due to limitation of CO<sub>2</sub> diffusion through stomatal and mesophyll pathways [<xref ref-type="bibr" rid="scirp.96943-ref10">10</xref>]. Nevertheless, our research works also revealed that soybean productivity and seed constituent’s response to eCO<sub>2</sub> was more dependent on the plants nutrient (P or K) status [<xref ref-type="bibr" rid="scirp.96943-ref10">10</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref11">11</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>]. The eCO<sub>2</sub> has been known to decrease concentrations of minerals and other biomolecules that is, at least partly, attributed to the ‘dilution effects’ due to growth stimulation [<xref ref-type="bibr" rid="scirp.96943-ref19">19</xref>]. For example, elevated CO<sub>2</sub> caused deficit of minerals such as N, P, iron, and zinc concentrations, protein, and vitamins in seeds of several crops [<xref ref-type="bibr" rid="scirp.96943-ref3">3</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref15">15</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref17">17</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref18">18</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref19">19</xref>]. Thus, the combined influence of the K deficiency and eCO<sub>2</sub> likely to alter the seed compositions.</p><p>There are growing interests among soybean producers and processing industries to improve seed nutritional quality [<xref ref-type="bibr" rid="scirp.96943-ref13">13</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref28">28</xref>]. Soybean is one of the most important crops grown worldwide for food, feed, and fuel [<xref ref-type="bibr" rid="scirp.96943-ref29">29</xref>]. The nutritional quality is often referred by its seed compositions such as concentrations of minerals, protein, and oil, and essential fatty acids and amino acids [<xref ref-type="bibr" rid="scirp.96943-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref29">29</xref>]. Effects of abiotic stresses or elevated eCO<sub>2</sub> on crop growth, development, and productivity have been extensively studied as compared with their influence on seed compositions. Studies evaluating the response of soybean seed compositions to K deficiency are very limited and in combination with CO<sub>2</sub>, yet to be evaluated [<xref ref-type="bibr" rid="scirp.96943-ref12">12</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref13">13</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref30">30</xref>]. Since K deficiency and eCO<sub>2</sub> are likely to coexist in a natural setting, it is imperative to examine combined effects of these two factors on the seed mineral and metabolic profile. The K &#215; CO<sub>2</sub> interaction study will provide insight into whether CO<sub>2</sub> enrichment will exacerbate the decline in seed constituents under K limited conditions. The objectives of this study were to determine interactive effects of K fertilization and CO<sub>2</sub> on concentrations of seed mineral elements and metabolic profiles and to establish relationships between seed constituents and plant K status at the maturity.</p></sec><sec id="s2"><title>2. Material and Methods</title><sec id="s2_1"><title>2.1. Experimental Conditions and Plant Culture</title><p>An experiment was conducted at the Henry A. Wallace Agricultural Research Center facility, USDA-ARS, Beltsville, Maryland, USA using six controlled environment growth chambers in 2014 (EGC Corp., Chagrin Falls, OH, USA). The experiment was repeated over time in the same year. Soybean (cv. Spencer) was planted in 18 pots (one plant per pot, volume 7.6 L) filled with quartz silica sand (#2Q-ROK<sup>&#174;</sup>, US Silica Company, MD, USA) in each chamber. After emergence, the treatments were initiated in a combination of three levels of potassium (K) treatments, a sufficient level as 5.0 mM (control) and two deficient levels as 0.50 mM (moderate) and 0.02 mM (severe), in a modified Hoagland’s nutrient solution each under ambient (aCO<sub>2</sub>, 400 &#181;mol∙mol<sup>−1</sup>) and elevated (eCO<sub>2</sub>, 800 &#181;mol∙mol<sup>−1</sup>) atmospheric CO<sub>2</sub> concentrations. Two destructive plant harvests were conducted at 28 and 42 days after planting to avoid plant competition. Thereafter, six plants per chamber were maintained until the soybean maturity. The day/night chamber’s air temperature was maintained at 28/22˚C (12h/12h) throughout the experiment. The light as photosynthetically active radiation (PAR) was maintained at plant canopy height to the mean value of 900 &#177; 15 &#181;mol∙m<sup>−2</sup>∙s<sup>−1</sup> using controllable ballasts (Osram Sylvania, MA, USA). Injection of either CO<sub>2</sub> or CO<sub>2</sub>-free air was determined using a TC-2 controller that monitored CO<sub>2</sub> every 3 s, measured from an absolute infrared gas analyzer (WMA-4PP-systems, Haverhill, MA, USA). The relative humidity was not controlled and varied between 50% and 70% among chambers. More details of the experimental conditions have been reported previously by Singh and Reddy [<xref ref-type="bibr" rid="scirp.96943-ref11">11</xref>].</p></sec><sec id="s2_2"><title>2.2. Determination of Tissue Mineral Elements</title><p>At maturity, plants were harvested and separated into plant organs of leaves, roots, stems, and pods. All plant parts, except the pods, were dried to a constant weight at 70˚C. Pods were dried at 35˚C in a forced-ventilation air for 10 days then the seeds were separated from pods. Dry weight of plant components and seeds were measured separately. The plant components and seed were ground using a Wiley Mill (Wiley<sup>&#174;</sup> Mill, Thomas Scientific, NJ, USA) to pass through a 1 mm screen. The plant tissue K concentration and concentrations of seed mineral elements of phosphorus (P), K, calcium (Ca), magnesium (Mg), sulfur (S), iron (Fe), manganese (Mn), zinc (Zn), copper (Cu), and boron (B) were determined using Spectro ARCOS EOP-Inductively Coupled Plasma (ICP) Spectrophotometer (Spectro Analytical Instruments, Mahwah, NJ, USA) at the Agriculture Diagnostic Laboratory, University of Arkansas, Fayetteville, AR, USA, according to the standard procedure [<xref ref-type="bibr" rid="scirp.96943-ref31">31</xref>]. The concentrations of seed carbon (C) and nitrogen (N) were determined by combustion of the ground materials using a CHN-2000 (Carbon Hydrogen Nitrogen-2000: LECO Corporation, St. Joseph, MI, USA) at the Adaptive Cropping System Laboratory, USDA-ARS, Beltsville, MD, USA. The weighted plant (whole-plant) K concentration was determined as the sum of the products of the dry mass of plant and seed, and their K concentration divided by the total dry mass [<xref ref-type="bibr" rid="scirp.96943-ref32">32</xref>].</p></sec><sec id="s2_3"><title>2.3. Determination of Seed Metabolite Concentrations</title><p>The seed metabolic profiles were determined in 30 mg of ground seed materials from each plant. The pulverized seed material was suspended in 1.4 mL of 70% ice-cold methanol containing a final concentration of 2.5 mmol∙L<sup>−1</sup> α-aminobutyric acid and 2 mg∙mL<sup>−1</sup> ribitol as internal standards. The suspended samples were vortexed vigorously, allowed to stand at room temperature for 30 min and then centrifuged as described previously (Sicher, 2008). The pellets were extracted again with 1.4 ml of the above solvent, incubated in shaker bath for 15 min at 45˚C, kept at room temperature for 30 min and centrifuged as above. The supernatants were combined in a 15 mL Falcon tube and stored at −20˚C to be used for the determination of metabolic profile as described previously by our group [<xref ref-type="bibr" rid="scirp.96943-ref33">33</xref>].</p><p>In brief, the soluble carbohydrates and derivative (sucrose, glucose, fructose, maltose, ribose, myo-inositol-inositol, pinitol, and mannitol), organic acids (citrate, aconitate, succinate, fumarate, malate, pyruvate, Oxalic, shikimate, glycerate, adipic, and malonic), and amino acids (valine, phenylalanine, leucine, isoleucine, threonine, glycine, glutamine, proline, alanine, serine, and putrescine) were measured by gas chromatography (HP/Agilent 6890A, Agilent Technologies, Wilmington, DE) coupled to mass spectrometry. A 10 &#181;L aliquot of each extract was transferred in a 1 mL reactivial and dried overnight under vacuum. The dried samples were dissolved in 100 &#181;L of pyridine containing 20 mg∙ml<sup>−1</sup> methoxyamine and the vials were incubated in a shaker bath for 90 min at 30˚C. Subsequently, 100 &#181;l of N-methyl-N-(trimethylsilyl) fluoroacetamide (MSTFA) was added to each vial, which was subsequently incubated in shaker bath for 30 min at 37˚C.</p></sec><sec id="s2_4"><title>2.4. Determination of Seed Protein, Oil, and Fatty Acid Concentrations</title><p>Concentrations of seed protein and oil were determined non-destructively using near infrared (NIR) spectroscopy in a 25 g sample of randomly chosen mature soybean seeds (moisture 13%) from each plant. The NIR analyses were performed by the National Center for Agricultural Utilization Research (NCAUR), USDA-ARS, Peoria, IL, USA. The concentrations of saturated fatty acids palmitic (C16:0) and stearic (C18:0) and unsaturated fatty acids oleic (C18:1), linoleic (C18:2), and linolenic (C18:3) of the total seed oil from three randomly selected seeds from each plant were determined by gas chromatography (GC) at the same facility as described by Singh et al. [<xref ref-type="bibr" rid="scirp.96943-ref34">34</xref>]. In brief, seeds were hammer-cracked manually (not pulverized) and the oil was extracted by soaking overnight in closed vials containing 1.5 ml of a mixture of CHCl<sub>3</sub>:Hexane:MeOH (8:5:2 v:v:v ). Then, 0.1 ml of sodium methoxide (~0.35 M) solution and 0.5-1.0 ml of the extraction fluid were added and vials placed into the GC auto-sampler. Samples were analyzed on a GC (Agilent 6890 GC with an Agilent J&amp;W GC column, Quantum Analytics, Inc., Foster City, CA) equipped with a flame ionization detector (320˚C, H<sub>2</sub> @ 35 mL/min, air @ 400 mL/min, makeup gas of N<sub>2</sub> @ 25 mL/min).</p></sec><sec id="s2_5"><title>2.5. Data Analysis</title><p>The SAS software (SAS Enterprise Guide, 4.2, SAS Institute Inc., NC, USA) was used for the statistical analysis. To test treatment effects and their interaction, PROC MIXED procedure with Kenward-Rogers (kr) adjustment of degrees of freedom was used for analysis of variance (ANOVA) using the mean value for a given seed component from each repetition of the experiment. Treatments (K and CO<sub>2</sub>) and their interaction were considered as fixed effects and repetition of the experiment as a random effect. The ANOVA significance levels (P-values) are presented as *, **, *** and <sup>ns</sup> representing P ≤ 0.05, P ≤ 0.01, P ≤ 0.001, and non-significant i.e., P &gt; 0.05, respectively.</p><p>Seed minerals elements and metabolic profile were also regressed against the plant tissue K concentration using the values from individual plant from each experiment across K treatment. The PROC MIXED procedure of SAS was used to select the best regression fit (quadratic versus linear) using ‘Akaike information criterion’ (AIC, lower is better), and to test the uniformity of coefficients of regression analysis between two CO<sub>2</sub> levels. In case the quadratic term or the slope (i.e., linear regression) significantly differed at alpha ≤0.05 between CO<sub>2</sub> levels, a regression relationship was established separately for each CO<sub>2</sub> level. Alternatively, the relationship was established across CO<sub>2</sub>. The PROC REG and PROC GLM procedures were used for regression analysis to determine the level of the significance (P-value) and the coefficient of determination (r<sup>2</sup>). The significance is presented as *, **, *** and <sup>ns</sup> indicating P ≤ 0.05, P ≤ 0.01, P ≤ 0.001, non-significant (P &gt; 0.05), respectively.</p></sec></sec><sec id="s3"><title>3. Results</title><sec id="s3_1"><title>3.1. K and CO<sub>2</sub> Effects on Seed Mineral Elements</title><p>K deficiency significantly affected nine out of 12 seed mineral elements (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Across CO<sub>2</sub> levels, several of these mineral elements declined under K deficiency compared to control, except N and Cu. The decline was relatively greater under the severe K deficiency. Seed C concentration decreased from an average value of 495.5 mg∙g<sup>−1</sup> to 479.5 mg∙g<sup>−1</sup>, especially under severe K deficiency, across CO<sub>2</sub> levels. Among primary macronutrients, seed N increased 13% - 15% while P and K declined 2.5% - 9.2% and 24% - 38%, respectively, under K deficiency when averaged across CO<sub>2</sub> levels (<xref ref-type="fig" rid="fig1">Figure 1</xref>). The ratios among concentrations of primary macronutrient and C were also significantly affected by K treatment, except the C:P ratio. On average, K deficiency decreased C:N ratio ≈ 14% while increased C:K, N:P, and N:K ratios about 21-68% (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Among secondary macronutrients, a significant K effect was mainly observed for Mg that was decreased by 27% - 45% under K deficiency. The concentration of micronutrients Mn and B declined on average 11% - 19% under K deficiency. Averaged across CO<sub>2</sub> levels, Zn concentration declined 15.5% primarily under moderate K deficiency. However, Cu increased ≈ 47%, especially under severe K deficiency. A significant K &#215; CO<sub>2</sub> interaction was observed for B concentration and N:P ratios (<xref ref-type="fig" rid="fig1">Figure 1</xref>). The eCO<sub>2</sub> significantly decreased concentrations of P, S, Zn, and B with the minimum and maximum decline of 8% and 21% for S and B, respectively,</p><p>when averaged across K levels. Conversely, eCO<sub>2</sub> increased C:P and N:P ratios by 11% - 27%, particularly under the control and moderate K deficiency.</p></sec><sec id="s3_2"><title>3.2. K and CO<sub>2</sub> Effects on Seed Amino Acids</title><p>The concentration amino acids were significantly affected by K treatment and consistently increased under K deficiency across CO<sub>2</sub> levels, except glutamine (<xref ref-type="fig" rid="fig2">Figure 2</xref>). However, these increases were of greater magnitudes (3 - 18 folds relative to control) under severe K deficiency. The K &#215; CO<sub>2</sub> interaction was significant for valine, phenylalanine, isoleucine, glycine, proline, and serine. Averaged cross CO<sub>2</sub>, essential amino acids valine, phenylalanine, leucine, isoleucine, and, threonine concentrations were enhanced 24% - 72% under moderate K deficiency and 277% - 1600% under severe K deficiency compared to control, with threonine showing the greatest enhancement. The non-essential amino acids glycine, proline, alanine, and serine had 6% - 75% greater values under moderate K deficiency than control average across CO<sub>2</sub> levels. However, under severe K deficiency, these amino acids were approximately 300% - 1700% greater than control, with serine and alanine having the highest and lowest increment, respectively. The CO<sub>2</sub> effect was also significant for phenylalanine, alanine, and serine (<xref ref-type="fig" rid="fig2">Figure 2</xref>). Relative to aCO<sub>2</sub>, the eCO<sub>2</sub> decreased phenylalanine and serine concentrations by 20% - 40%, especially under severe K deficiency. Conversely, eCO<sub>2</sub> stimulated alanine concentration by 36% under the similar situation.</p></sec><sec id="s3_3"><title>3.3. K and CO<sub>2</sub> Effects on Protein, Oil, and Fatty Acids</title><p>The concentrations of protein, oil, and fatty acids were assessed mainly between the control and moderate K deficiency across CO<sub>2</sub> levels due to very low production of seeds under the lowest K treatments, which were mostly used for the seed mineral and metabolic profiling (<xref ref-type="fig" rid="fig3">Figure 3</xref>). The seed production across these</p><p>treatments have been reported previously (Singh and Reddy 2017). The effect of K was significant for these seed components. Averaged between CO<sub>2</sub> levels, concentrations of protein and oil increased and decreased by 8.3% and 4.5% under moderate K deficiency, respectively, compared to control (<xref ref-type="fig" rid="fig3">Figure 3</xref>(A)). The K deficiency also increased protein:oil ratio by 14% across CO<sub>2</sub> levels. Concentrations of both saturated fatty acids, palmitic and stearic acids, decreased 7% - 8% under moderate K deficiency, when averaged across CO<sub>2</sub> levels. However, that of mono-unsaturated fatty acid, oleic acid, was increased under moderate K deficiency by 34% and 58% under aCO<sub>2</sub> and eCO<sub>2</sub>, respectively. Conversely, under moderate K deficiency, essential fatty acids (i.e., linoleic and linolenic acids), declined by 11% - 17% and 22% - 26% under aCO<sub>2</sub> and eCO<sub>2</sub>, respectively. The eCO<sub>2</sub> significantly increased oleic acid by 25% while decreased linoleic acid by 14%, particularly under the moderate K deficiency (<xref ref-type="fig" rid="fig3">Figure 3</xref>(A)). There was an inverse linear relationship between seed protein and oil concentration when regressed across the CO<sub>2</sub> levels (<xref ref-type="fig" rid="fig3">Figure 3</xref>(B)).</p></sec><sec id="s3_4"><title>3.4. K and CO<sub>2</sub> Effects on Seed Soluble Carbohydrates</title><p>Among the soluble carbohydrates in soybean seeds, sucrose was the most abundant followed by pinitol (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Relative to control, K deficiency decreased sucrose concentration by 16% - 40% averaged across CO<sub>2</sub> levels. However, concentrations of soluble sugars, glucose, fructose, and ribose, were more than doubled, particularly under severe K deficiency. Maltose was not significantly affected by the treatments. Averaged between CO<sub>2</sub> levels, sugar alcohols, myoinositol and mannitol, also increased 51% - 200% under moderate K deficiency and 350% - 1000% under severe K deficiency compared to control. The sugar</p><p>alcohol, pinitol, decreased about 40% then increased by 58% under moderate and severe K deficiency, respectively. The effect of CO<sub>2</sub> was significant for glucose, fructose, myo-inositol, and mannitol (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Seed glucose concentration consistently decreased 20% - 60% under eCO<sub>2</sub> versus aCO<sub>2</sub> across K levels. However, fructose concentration increased 29% - 52% under eCO<sub>2</sub>. Relative to the aCO<sub>2</sub> level, eCO<sub>2</sub> also increased concentration of myo-inositol by 23% - 124% and mannitol by 28% - 45% across K levels, but these increases were the greatest under severe K deficiency (<xref ref-type="fig" rid="fig4">Figure 4</xref>).</p></sec><sec id="s3_5"><title>3.5. K and CO<sub>2</sub> Effects on Seed Organic Acids</title><p>Majority of the measured organic acids were significantly affected by K treatments while the effect of CO<sub>2</sub> was mainly significant for aconitate and pyruvate (<xref ref-type="fig" rid="fig5">Figure 5</xref>). Averaged between CO<sub>2</sub> levels, concentration of tricarboxylic acid (TCA) cycle intermediates, citrate, fumarate, and malate, consistently declined about 42% - 72% under K deficiency whereas TCA intermediates, aconitate and pyruvate, increased 114% - 200%, especially under severe K deficiency. The TCA intermediates, succinate and oxalic acid, were not significantly affected by the</p><p>treatments. The moderate K deficiency primarily enhanced the glycerate and adipate concentrations about 92% - 105% (<xref ref-type="fig" rid="fig5">Figure 5</xref>) while severe K deficiency enhanced the concentrations of shikimate, glycerate, adipate, and malonate approximately 45% - 728%. The highest and lowest increases were observed for glycerate and malonate, respectively, when averaged across CO<sub>2</sub> levels. The eCO<sub>2</sub> decreased aconitate concentration 24% - 45% but increased pyruvate concentration approximately 90% - 250% across the K treatments (<xref ref-type="fig" rid="fig5">Figure 5</xref>).</p></sec><sec id="s3_6"><title>3.6. Relationship of Plant Tissue K Status with Seed Mineral Elements and Metabolic Profiles</title><p><xref ref-type="fig" rid="fig6">Figure 6</xref> &amp; <xref ref-type="fig" rid="fig7">Figure 7</xref> illustrate the relationship patterns between plant K status and concentrations of various seed constituents and ratios. The regression relationships between tissue K concentration and seed constituents exhibited a similar trend (decreasing or increasing) as observed due to K deficiency as induced by the K-deficient treatments. Out of 56 relationships (49 seed constituents + six ratios), 51 regression relationships of plant tissue-K concentration with the seed constituents (or the ratio) were significant (P ≤ 0.05). Out of 51 regression relationships, 20 were best described by a linear regression equation while 31 by a polynomial second order (quadratic) regression equation. However, the remaining four (Ca, S, maltose, and oxalate concentrations) did not show a significant relationship with the plant K concentration (<xref ref-type="fig" rid="fig6">Figure 6</xref> &amp; <xref ref-type="fig" rid="fig7">Figure 7</xref>). The minerals N, P, K, and their ratios, protein, oil, and fatty acids had a linear relationship with the plant K concentration while a quadratic relationship was observed for carbohydrates (except ribose), organic acids (except fumarate) and all amino acids. About 29 seed constituents including ratios tended to increase with a decrease in plant tissue K concentration. For instance, concentrations of minerals such as N, Cu, and ratios (C:P, C:K, N:P, N:K), majority of organic acids, soluble carbohydrates (except sucrose), amino acids, protein, and oleic acid increased when plant K concentration decreased to the minimum. Conversely, seed constituents including C, P, K, Mg, Oil, palmitate and essential fatty acids, citrate, and malate decreased with plant K concentration. The relationships also differed significantly between CO<sub>2</sub> levels for the ratios of C:N, C:P, N:P, and N:K, and for 12 seed constituents including C, N, P, B, glucose, ribose, myo-inositol, fumarate, malate, and protein (<xref ref-type="fig" rid="fig6">Figure 6</xref> &amp; <xref ref-type="fig" rid="fig7">Figure 7</xref>).</p></sec></sec><sec id="s4"><title>4. Discussion</title><sec id="s4_1"><title>4.1. Seed Composition in Response to K Fertilization</title><p>Influence of K deficiency on soybean was obvious from the substantial decline of K concentration in seeds and plant tissues across CO<sub>2</sub> levels. This study revealed that soybean seeds are likely to contain deficit levels of several minerals when grown in K-deficient soils, thus affecting seed nutritional quality. Interestingly, K deficiency affected concentrations of several mineral elements although they were not limiting in the rooting media. Alterations in vegetative tissues and seed mineral concentrations have been reported previously under nutrient deficiency in several crops [<xref ref-type="bibr" rid="scirp.96943-ref35">35</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref36">36</xref>]. A concomitant decline of K and P concentrations in the seeds from K-deficient soybean was parallel to the deficit of seed K under P deficiency, suggesting a close association between these two macronutrients under</p><p>limiting conditions [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>]. Similar to our study, Nelson et al. [<xref ref-type="bibr" rid="scirp.96943-ref36">36</xref>] reported decreased Mg concentration in soybean seeds under K deficiency. Walker et al. [<xref ref-type="bibr" rid="scirp.96943-ref35">35</xref>] also found significantly lower concentrations of B and Zn in K-deficient seeds of at least one out of five soybean cultivars tested under field conditions. Although B declined across K fertilization, Zn primarily decreased under the moderate K deficiency in this study. Zn is an essential nutrient in the human diet for proper function of immune systems [<xref ref-type="bibr" rid="scirp.96943-ref18">18</xref>].</p><p>The changes in seed mineral elements also significantly affected the ratios among C concentration and macronutrients (N, P, and K). In K-deficient seeds, a greater seed C:K ratio mainly resulted from a larger decline of K than C concentration. However, greater seed N:P and N:K ratios were primarily caused by an increased N while decreased K and P concentrations under K deficiency. In the seeds of K-deficient soybean, the decreased C:N ratio was consistent with the previous observations [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref36">36</xref>]. Moreover, a lower C:N or higher N:K ratios might have resulted from a decreased level of C-rich compounds (e.g., carbohydrates, oil) and tissue K concentration, respectively, without a commensurate decline or an accumulation of N-rich compounds (e.g., amino acids, protein) under K deficiency [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>]. When plant growth is limited by macronutrients other than N in the rooting media (e.g., K), the excess N in tissues are typically stored as N-rich compounds leading to an altered C:N ratio in plant tissues [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref37">37</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref38">38</xref>]. A consistent increase of amino acids (N-rich compounds) concentrations in seeds under K deficiency across CO<sub>2</sub> levels was also found in this study. The glutamine was the most abundant amino acid as often reported in other studies [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref39">39</xref>]. The accumulation of proline and putrescine (a polyamine) signified their role in the osmotic adjustments and desiccation avoidance under stress situations [<xref ref-type="bibr" rid="scirp.96943-ref40">40</xref>].</p><p>Protein and oil are considered as the major soybean seed reserves and directly contribute to the economic value [<xref ref-type="bibr" rid="scirp.96943-ref30">30</xref>]. However, an inverse relationship between seed protein and oil concentration observed under K deficiency situations indicated a trade-off between these components [<xref ref-type="bibr" rid="scirp.96943-ref21">21</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref37">37</xref>]. Nevertheless, increased protein concentration clearly indicated that the K deficiency did not limit protein synthesis in soybean seed [<xref ref-type="bibr" rid="scirp.96943-ref37">37</xref>]. Alternatively, K deficiency not only decreased oil concentration but also reduced the nutritive value of its fatty acids’ components by decreasing accumulation of essential fatty acids (linoleic and linolenic). Gaydou and Arrivets [<xref ref-type="bibr" rid="scirp.96943-ref41">41</xref>] reported comparable changes in seed linoleic and linolenic acids in soybean grown across various nutrient fertilization, which was consistent with the observation made in this study.</p><p>Sucrose is the primary form of translocated photo-assimilate and is crucial for biosynthesis of protein and oil [<xref ref-type="bibr" rid="scirp.96943-ref24">24</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref26">26</xref>]. Sucrose is also the most abundant soluble sugar in soybean seeds as observed across treatments in this study and elsewhere [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref33">33</xref>]. Hymowitz et al. [<xref ref-type="bibr" rid="scirp.96943-ref42">42</xref>] studied 60 soybean lines and found that sucrose had a positive and negative correlation with oil and protein, respectively, which was consistent with their patterns observed against plant K concentration in this study (<xref ref-type="fig" rid="fig7">Figure 7</xref>). The enzymes phosphoenolpyruvate carboxylase and pyruvate kinase play important role in the carbon partitioning form sucrose to protein and oil of developing seeds, which is most likely influenced by the ratio of available amino acids and soluble carbohydrates [<xref ref-type="bibr" rid="scirp.96943-ref26">26</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref43">43</xref>]. The lower sucrose concentration under K deficiency was accompanied by accumulation of simple sugars glucose, fructose, and ribose, and sugar alcohols, which agreed with the observations made under P deficiency [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>]. Simple sugars play important role in seed germination and desiccation tolerance during seed maturation [<xref ref-type="bibr" rid="scirp.96943-ref44">44</xref>]. Accumulation of sugar alcohols such as mannitol, myo-inositol, and pinitol act as compatible solutes and help to maintain the cellular integrity of membranes, and are strongly correlated with plant tolerance to abiotic stresses [<xref ref-type="bibr" rid="scirp.96943-ref45">45</xref>].</p><p>Organic acids represent the stored pool of photosynthetic products and synthesized as intermediates in metabolic pathways including tricarboxylic acid cycle (TCA, i.e., reparation) and during the biosynthesis of secondary metabolites, fatty acids, and amino acids [<xref ref-type="bibr" rid="scirp.96943-ref46">46</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref47">47</xref>]. Relative to the plant leaf tissues, reports on the concentrations of organic acids in crop grains/seeds are scarce, especially in nutrient-limited conditions [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref33">33</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref48">48</xref>]. The concentration of TCA intermediates citrate, malate, and fumarate decreased while pyruvate (the main substrate for TCA cycle) was enhanced under K deficiency. Generally, citrate followed by malate is the most abundant organic acid in plant tissues as also observed in this study across treatments [<xref ref-type="bibr" rid="scirp.96943-ref33">33</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref47">47</xref>]. The lower seed citrate and malate concentrations under K deficiency contradicted the observation made under P deficiency, indicating a varying influence of these nutrients on the metabolic processes [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>]. However, accumulation of TCA intermediate aconitate under K deficiency across CO<sub>2</sub> levels was consistent with P deficiency which might result due to the depressed activity of aconitase enzyme under stress situations [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref49">49</xref>]. Gupta et al. [<xref ref-type="bibr" rid="scirp.96943-ref49">49</xref>] also suggested that the inhibition of aconitase activity might result in enhanced biosynthesis of amino acids, as observed in this study. The accumulation of organic acids shikimate and glycerate under severe K deficiency was comparable to the observation made in other study [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>]. Under K deficiency, the accumulation of adipate might be attributed to the breakdown of amino acid lysine [<xref ref-type="bibr" rid="scirp.96943-ref50">50</xref>]. The malonate also increased, especially under the severe K deficiency. Malonate plays role in the symbiotic fixation and might serve as the precursor of lipid biosynthesis [<xref ref-type="bibr" rid="scirp.96943-ref47">47</xref>].</p></sec><sec id="s4_2"><title>4.2. Seed Composition Response to CO<sub>2</sub> Enrichment</title><p>The CO<sub>2</sub> significantly affected 16 seed constituents, and eight of them (P, S, Zn, B, glucose, aconitate, linoleic, and linolenic acids) had lower values while six (fructose, myo-inositol, mannitol, pyruvate, alanine, and oleic acid) had higher values under eCO<sub>2</sub> versus aCO<sub>2</sub> consistently across K fertilization. However, differential sensitivity to eCO<sub>2</sub> in the concentration of several seed components was found because of the varying degree of responses among three K fertilization resulting in a K &#215; CO<sub>2</sub> interaction. For instance, the concentration of essential amino acids (e.g., valine and phenylalanine) tended to be greater at eCO<sub>2</sub> versus aCO<sub>2</sub> under the control or moderate K fertilization but declined under severe K deficiency. Likewise, the eCO<sub>2</sub>-mediated accumulation of fructose and myoinositol was relatively much greater under severe K deficiency than other K levels. The eCO<sub>2</sub> also increased the C:P and N:P ratio in soybean seeds, particularly when the K deficiency was not severe, and agreed with the previous observations [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref51">51</xref>].</p><p>Lower concentrations of mineral nutrients and metabolites in plant tissues under eCO<sub>2</sub> have often been reported and found to vary between species, cultivars, and growing environments [<xref ref-type="bibr" rid="scirp.96943-ref3">3</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref15">15</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref17">17</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref51">51</xref>]. Over the decades, dilution effects due to increased photosynthates, plant size, and leaf thickness, lower transpiration, and adjustment in the nutrient uptake and utilization have emerged as the nature of the decreased concentrations of minerals and other constituents in plant tissues under eCO<sub>2</sub> [<xref ref-type="bibr" rid="scirp.96943-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref17">17</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref19">19</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref51">51</xref>]. Furthermore, an altered N metabolism under eCO<sub>2</sub> also influences biosynthesis of organic compounds, thus affecting the overall metabolic response of plants to eCO<sub>2</sub> [<xref ref-type="bibr" rid="scirp.96943-ref52">52</xref>]. Therefore, the inconsistent impacts of eCO<sub>2</sub> on various seed constituents suggested the existence of a combination of mechanisms contributing to the changes observed in this study. The insignificant effect of eCO<sub>2</sub> on the seed oil and protein concentrations have also been reported in soybean and other crops [<xref ref-type="bibr" rid="scirp.96943-ref15">15</xref>] [<xref ref-type="bibr" rid="scirp.96943-ref16">16</xref>]. However, eCO<sub>2</sub> changed the composition of fatty acids by enhancing oleic acid but decreasing linoleic and linolenic acids (essential fatty acid), especially under K deficiency. H&#246;gy et al. [<xref ref-type="bibr" rid="scirp.96943-ref53">53</xref>] also found decreasing trends in these essential fatty acids under eCO<sub>2</sub> in the Brassica sp., which indicates negative impacts of CO<sub>2</sub> enrichment on the seed nutritive values.</p></sec></sec><sec id="s5"><title>5. Conclusion</title><p>The study showed that the soybean seed compositions were affected more by K deficiency than CO<sub>2</sub> enrichment. K fertilization influenced 41 out of 49 seed constituents measured and more than half of them increased while about 16 constituents declined under K deficiency. Thus, K deficiency affected concentrations of seed constituents primarily by diminishing mineral elements, oil, and essential fatty acids but enhancing the accumulation of majority of other components including protein, amino acids, simple sugars, and stress responsive metabolites such as sugar alcohols, glycerate, putrescene, and proline. The CO<sub>2</sub> also affected 16 out of 49 seed constituents and decreased several mineral elements and essential fatty acids. However, concentration of essential amino acids (e.g., valine, phenylalanine, leucine) declined at eCO<sub>2</sub>, exclusively under the severe K deficiency, exhibiting a K &#215; CO<sub>2</sub> interaction. The results showed that eCO<sub>2</sub> is likely to exacerbate negative impacts of K deficiency on soybean seed nutritional quality, especially, by reducing the levels of minerals elements and fatty acids. Since essential amino acids and fatty acids paly crucial role in human diet, investigation of interactive impacts of K deficiency and eCO<sub>2</sub> on the seed nutritional quality merit further attention on other cultivars and crops.</p></sec><sec id="s6"><title>Acknowledgements</title><p>The authors thank Darryl Baxam (Engineering Technician) for help in maintaining the controlled environment facility, Robert Erdman for assisting in the metabolite measurements, and Mariam Manzoor for aiding in plant care. Thanks also goes to our colleagues at the National Center for Agricultural Utilization Research, USDA-ARS, Peoria, IL, USA for the determination of seed protein, oil, and fatty acids.</p></sec><sec id="s7"><title>Conflicts of Interest</title><p>The authors declare no conflicts of interest regarding the publication of this paper.</p></sec><sec id="s8"><title>Cite this paper</title><p>Singh, S.K., Barnaby, J.Y., Reddy, V.R. and Sicher, R.C. (2019) Potassium Deficiency Influences Soybean Seed Mineral Compositions and Metabolic Profiles across CO<sub>2</sub>. American Journal of Plant Sciences, 10, 2113-2133. https://doi.org/10.4236/ajps.2019.1012149</p></sec></body><back><ref-list><title>References</title><ref id="scirp.96943-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Medic, J., Atkinson, C. and Hurburgh, C.R. (2014) Current Knowledge in Soybean Composition. Journal of the American Oil Chemists’ Society, 91, 363-384. 
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