<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "journalpublishing3.dtd">
<article article-type="research-article" dtd-version="3.0" xml:lang="en" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
	<front>
		<journal-meta>
			<journal-id journal-id-type="publisher-id">SJAR</journal-id>
			<journal-title-group>
				<journal-title>Spanish Journal of Agricultural Research</journal-title>
				<abbrev-journal-title>SJAR</abbrev-journal-title>
			</journal-title-group>
			<issn pub-type="epub">2171-9292</issn>
			<publisher>
				<publisher-name>Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA)</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="publisher-id">8212</article-id>
			<article-id pub-id-type="doi">10.5424/sjar/2015131-8212</article-id>
			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>Short Communication</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>Predicting cation exchange capacity from hygroscopic moisture in agricultural soils of Western Europe</article-title>
				<alt-title alt-title-type="running-head">Short communication: Predicting cation exchange capacity from hygroscopic moisture in agricultural soils</alt-title>
			</title-group>
			<contrib-group>
			<contrib contrib-type="author" corresp="yes">
					<name>
						<surname>Torrent</surname>
						<given-names>José</given-names>
					</name>
					<aff>Universidad de Córdoba, Departamento de Agronomía, Edificio C4, Campus de Rabanales, 14071 Córdoba, Spain</aff>
				</contrib>
				<contrib contrib-type="author" corresp="no">
					<name>
						<surname>Del Campillo</surname>
						<given-names>María C.</given-names>
					</name>
					<aff>Universidad de Córdoba, Departamento de Agronomía, Edificio C4, Campus de Rabanales, 14071 Córdoba, Spain</aff>
				</contrib>
				<contrib contrib-type="author" corresp="no">
					<name>
						<surname>Barrón</surname>
						<given-names>Vidal</given-names>
					</name>
					<aff>Universidad de Córdoba, Departamento de Agronomía, Edificio C4, Campus de Rabanales, 14071 Córdoba, Spain</aff>
				</contrib>
			</contrib-group>
			<author-notes>
				<corresp>should be addressed to José Torrent: <email xlink:href="torrent@uco.es">torrent@uco.es</email></corresp>
			</author-notes>
			<pub-date pub-type="epub">
				<day>31</day>
				<month>12</month>
				<year>2015</year>
			</pub-date>
			<pub-date pub-type="collection">
				<year>2015</year>
			</pub-date>
			<volume>13</volume>
			<issue>4</issue>
			<elocation-id content-type="doi">10.5424/sjar/2015131-8212</elocation-id>
			<history>
				<date date-type="recibido">
					<day>26</day>
					<month>06</month>
					<year>2015</year>
				</date>
				<date date-type="aceptado">
					<day>12</day>
					<month>11</month>
					<year>2015</year>
				</date>
			</history>
			<permissions>
				<copyright-statement>© 2015 INIA</copyright-statement>
				<copyright-year>2015</copyright-year>
				<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by-nc/3.0/">
					<license-p>This is an open access article distributed under the Creative Commons Attribution License (CC by 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
				</license>
			</permissions>
			<abstract  id="abstract01">
				<title>Abstract</title>
				<p>Soil cation exchange capacity (CEC) depends on the extent and negative charge density of surfaces of soil mineral and organic components. Soil water sorption also depends on the extent of such surfaces, giving thus way to significant relationships between CEC and hygroscopic moisture (HM) in many soils. In this work, we explored whether CEC could be accurately predicted from HM in agricultural soils of Mediterranean and humid temperate areas in Western Europe. For this purpose, we examined 243 soils across a wide variation range of their intrinsic properties. Soil CEC was determined using 1 M ammonium acetate at pH 7 and HM at an equilibrium air relative humidity (RH) of 43% (HM<sub>43</sub>). Most of the variation of soil CEC was explained by HM<sub>43</sub> through a linear function (CEC = 1.4 + 0.78HM<sub>43</sub>; <italic>R</italic><sup>2</sup> = 0.962; standard deviation = 2.30 cmol<sub>c</sub>/kg). Coefficients of the regression equation were similar for subgroups of soils differing in moisture regime, clay mineralogy, carbonate content and organic carbon content. Therefore, soil hygroscopic moisture measurements at a fixed RH level provided a simple, robust, inexpensive method for predicting soil CEC.</p>
				</abstract>
			<kwd-group>
				<title>Additional key words</title>
				<kwd>soil organic carbon</kwd>
				<kwd>relative humidity</kwd>
			</kwd-group>
			<kwd-group>
				<title>Abbreviations used</title>
				<kwd>ACCE (active lime)</kwd>
				<kwd>CCE (calcium carbonate equivalent)</kwd>
				<kwd>CEC (cation exchange capacity)</kwd>
				<kwd>HM (hygroscopic moisture)</kwd>
				<kwd>HM<sub><italic>x</italic></sub> (hygroscopic moisture in equilibrium with a relative humidity <italic>x</italic>)</kwd>
				<kwd>OC (organic carbon)</kwd>
				<kwd>RH (relative humidity)</kwd>
			</kwd-group>
			<funding-group>
			<funding-statement>Part of the soil samples used were collected and characterized in the framework of a study funded by the former Spanish Ministry of Science and Innovation (Project AGL2011-29893-C02-02) and the European Regional Development Fund.</funding-statement>
			</funding-group>
		</article-meta>
		<notes>
		<p><bold>Competing interests:</bold> The authors have declared that no competing interests exist.</p>
		</notes>
	</front>
	<body>
			<p>Cation exchange capacity (CEC) is an important soil property because it influences the ability of soil to retain essential nutrients; also, it protects soil from acidification and groundwater from cation contamination. CEC results from the presence of a variety of negatively charged mineral and organic surfaces. Because water vapour adsorption is a measure of specific surface area in soils (<xref ref-type="bibr" rid="CIT0005">Quirk, 1955</xref>; <xref ref-type="bibr" rid="CIT0004">Newman, 1983</xref>), CEC and hygroscopic moisture (HM) are closely related in soil populations with similar types and proportions of negative surfaces involved in cation exchange processes. For instance, coefficients <italic>a</italic> and <italic>b</italic> in the regression equation CEC = <italic>a</italic> + <italic>b</italic>HM, where CEC is expressed in cmol<sub>c</sub>/kg and HM in g water/kg soil, were found to be 2 cmol<sub>c</sub>/kg and 0.544 cmol<sub>c</sub>/g water, respectively, in smectitic soils, and 1 cmol<sub>c</sub>/kg and 0.454 cmol<sub>c</sub>/g water, respectively, in kaolinitic soils of New Zealand (<xref ref-type="bibr" rid="CIT0001">Churchman &amp; Burke, 1991</xref>).</p>
		<p>The aim of this work was to explore whether CEC could be accurately predicted from HM in western European agricultural soils ranging widely in physical, chemical and mineralogical properties. For this purpose, we used a total of 243 soil samples from different agricultural areas of Western Europe. Most of the samples (204) were obtained from regions with a Mediterranean climate mainly in Portugal and Spain, and the others (39) from regions under a temperate humid climate in France, Germany, Great Britain, Italy and The Netherlands. The studied soils belonged to the Alfisol, Entisol, Inceptisol, Mollisol, Ultisol and Vertisol orders in Soil Taxonomy (<xref ref-type="bibr" rid="CIT0007">Soil Survey Staff, 1999</xref>). No saline, sodic or gypsiferous soils, or soils with organic carbon (OC) contents higher than 35 g/kg were included. Soil samples were air-dried, grounded to &lt; 2 mm and stored for several weeks to more than 30 years before analysis. Soils had a wide variation range in carbonate-free clay content, OC, calcium carbonate equivalent (CCE), active lime (ACCE), pH, cation exchange capacity (CEC) and Fe oxides content (<xref ref-type="table" rid="T0001">Table 1</xref>).</p>
		<table-wrap id="T0001">
		<label>Table 1.</label>
		<caption>
		<title>Summary of the properties of the 243 soil samples used to construct the regression models</title>
		</caption>
		<graphic xlink:href="sjar_e11SC01_t01.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
	</table-wrap>
		<p>Each soil sample was leached with 1 M ammonium acetate (pH 7), isopropanol and 1 M NaCl (pH 7). CEC was determined by distillation of NH<sub>4</sub><sup>+</sup> in the final leachate with a Hoskins apparatus. The value of HM at an equilibrium air relative humidity (RH) of 43% (HM<sub>43</sub>) was adopted in this study because, in practice, a RH level of 43% can be readily reached in the atmosphere of a closed space (<italic>e.g</italic>., a desiccator) in equilibrium with a saturated potassium carbonate solution at temperatures over a wide range —its temperature independence makes potassium carbonate superior to other salts— and corresponds to a coverage of about 1.7 layers of water (<xref ref-type="bibr" rid="CIT0002">Churchman <italic>et al</italic>., 1991</xref>).</p>
		<p>In the present study an alternative procedure to determine HM was adopted: for each sample HM was determined at different RHs over the 30–50% RH range and then HM<sub>43</sub> was estimated from the fitted regression line. For the HM measurement at each RH, 4–6 g of soil placed in a weighing bottle were equilibrated with the air in a 200 dm<sup>3</sup> cupboard fitted with a small fan to reduce the time of equilibration to about 1 day. The RH in the cupboard was measured with a MicroLite Temperature/RH Data Logger (fourtec – Fourier Technologies, USA) and only when the RH for the 24 hours preceding weighing of the soil oscillated by less than 2% in absolute value the HM measurement was deemed to be acceptable. In passing, it should be mentioned that, in practice, HM<sub>43</sub> can also be estimated from the HM value at <italic>x</italic> RH by using the equation:</p>
		<graphic id="form0001" xlink:href="sjar_e11SC01_form1.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
		<p>where HM<sub>43</sub> and HM<sub><italic>x</italic></sub> are the HM values at a relative humidity of 43% and <italic>x</italic>, respectively. This equation was derived from the results for 49 soils studied elsewhere (<xref ref-type="bibr" rid="CIT0006">Sánchez-Alcalá <italic>et al</italic>., 2014</xref>) and is valid for the 30–50% RH range.</p>
		<p><xref ref-type="fig" rid="F0001">Figure 1</xref> testifies to the strong correlation between CEC and HM<sub>43</sub> (<italic>R</italic><sup>2</sup> = 0.962). The standard deviation was 2.30 cmol<sub>c</sub>/kg (<italic>i.e.</italic>, 95% of all observations should fall within ± 4.6 cmol<sub>c</sub>/kg from the regression line).</p>
		<fig id="F0001">
					<label>Figure 1.</label>
					<caption>
						<title>Cation exchange capacity as a function of hygroscopic moisture in equilibrium with a relative humidity of 43%.</title>
					</caption>
					<graphic xlink:href="sjar_e11SC01_f01.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
	</fig>
		<p><xref ref-type="table" rid="T0002">Table 2</xref> shows the intercept and slope of the CEC–HM<sub>43</sub> regression lines corresponding to the four pairs of soil subgroups obtained by classifying the soils according to OC content (above or below 10 g/kg), CEC for the clay fraction (above or below 70 cmol<sub>c</sub>/kg), presence of carbonate, and moisture regime (xeric or udic; <xref ref-type="bibr" rid="CIT0007">Soil Survey Staff, 1999</xref>). Significantly (<italic>p</italic> &lt; 0.05) different intercepts were found between calcareous and noncalcareous soils, and significantly (<italic>p</italic> &lt; 0.05) different intercepts and slopes between soil groups differing in CEC for the clay fraction. Linear slopes also differed significantly in soils with high CEC values (&gt; 70 cmol<sub>c</sub>/kg)<sup> </sup>in their clay fraction as compared to the other soils. This was likely due to the higher smectite contents in soils with high CEC values. Unlike them, soils from temperate areas have illite as their most common silicate clay, which has lower surface charge density and presence of internal surfaces accessible to hydrated cations. The two slopes, however, differed by less than 8% in all instances.</p>
		<table-wrap id="T0002">
		<label>Table 2.</label>
		<caption>
		<title>Intercept and slope of the regression equation of cation exchange capacity (CEC) against hygroscopic moisture at 43% RH</title>
		</caption>
		<graphic xlink:href="sjar_e11SC01_t02.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
	</table-wrap>
		<p>Finally, as expected from the high CEC of the organic soil components, the explained variance in soil CEC increases significantly (<italic>p</italic> &lt; 0.05) (although slightly), if OC is introduced as a new variable in the equation:</p>
		<graphic id="form0002" xlink:href="sjar_e11SC01_form2.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
		<p>with <italic>R</italic><sup>2</sup> = 0.963 and a standard deviation of 2.26 cmol<sub>c</sub>/kg.</p>
		<p>In summary, the regression equation of <xref ref-type="fig" rid="F0001">Figure 1</xref> affords the simple, robust, inexpensive prediction of soil CEC even if precise information about the soil components influencing CEC is lacking. This performs better than the modest predictive ability of other variables, even when used in combination in a multiple regression model (see, for example, <xref ref-type="bibr" rid="CIT0003">Manrique <italic>et al</italic>., 1991</xref>).</p>
	</body>
	<back>
	<ack id="S2">
	<title>Acknowledgements</title>
	<p>Part of the soil samples used were collected and characterized in the framework of a study funded by the former Spanish Ministry of Science and Innovation (Project AGL2011-29893-C02-02) and the European Regional Development Fund. Some others were kindly supplied by Rothamsted Research LTD (UK), Dr. Phillip Ehlert (ALTERRA, The Netherlands), Dr. Christian Morel (INRA, France), Dr. Paloma Bescansa (Universidad Pública de Navarra, Spain), Professor Manuel Vidal (Universidad de León, Spain) and Dr. Carmo Horta (ESA, Castelo Branco, Portugal).</p>
	</ack>
		<ref-list id="S3">
			<title>References</title>
<ref id="CIT0001">
<element-citation publication-type="journal">
			<person-group person-group-type="author">
			<name>
				<surname>Churchman</surname>
				<given-names>GJ</given-names>
			</name>
			<name>
				<surname>Burke</surname>
				<given-names>CM</given-names>
			</name>
			</person-group>
			<article-title>Properties of subsoils in relation to various measures of surface area and water content</article-title>
			<source>J Soil Sci</source>
			<year>1991</year>
			<volume>42</volume>
			<fpage>463</fpage>
			<lpage>478</lpage>
			<comment><ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1111/j.1365-2389.1991.tb00423.x">http://dx.doi.org/10.1111/j.1365-2389.1991.tb00423.x</ext-link></comment>
			</element-citation>
</ref>
<ref id="CIT0002">
<element-citation publication-type="journal">
			<person-group person-group-type="author">
			<name>
				<surname>Churchman</surname>
				<given-names>GJ</given-names>
			</name>
			<name>
				<surname>Burke</surname>
				<given-names>CM</given-names>
			</name>
			<name>
				<surname>Parfitt</surname>
				<given-names>RL</given-names>
			</name>
			</person-group>
			<article-title>Comparison of various methods for the determination of specific surfaces of subsoils</article-title>
			<source>J Soil Sci</source>
			<year>1991</year>
			<volume>42</volume>
			<fpage>449</fpage>
			<lpage>461</lpage>
			<comment><ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1111/j.1365-2389.1991.tb00422.x">http://dx.doi.org/10.1111/j.1365-2389.1991.tb00422.x</ext-link></comment>
			</element-citation>
</ref>
<ref id="CIT0003">
<element-citation publication-type="journal">
			<person-group person-group-type="author">
			<name>
				<surname>Manrique</surname>
				<given-names>LA</given-names>
			</name>
			<name>
				<surname>Jones</surname>
				<given-names>CA</given-names>
			</name>
			<name>
				<surname>Dyke</surname>
				<given-names>PT</given-names>
			</name>
			</person-group>
			<article-title>Predicting cation-exchange capacity from soil physical and chemical properties</article-title>
			<source>Soil Sci Soc Am J</source>
			<year>1991</year>
			<volume>55</volume>
			<fpage>787</fpage>
			<lpage>794</lpage>
			<comment><ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.2136/sssaj1991.03615995005500030026x">http://dx.doi.org/10.2136/sssaj1991.03615995005500030026x</ext-link></comment>
			</element-citation>
</ref>
<ref id="CIT0004">
<element-citation publication-type="journal">
			<person-group person-group-type="author">
			<name>
				<surname>Newman</surname>
				<given-names>ACD</given-names>
			</name>
			</person-group>
			<article-title>The specific surface of soils determined by water sorption</article-title>
			<source>J Soil Sci</source>
			<year>1983</year>
			<volume>34</volume>
			<fpage>23</fpage>
			<lpage>32</lpage>
			<comment><ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1111/j.1365-2389.1983.tb00809.x">http://dx.doi.org/10.1111/j.1365-2389.1983.tb00809.x</ext-link></comment>
			</element-citation>
</ref>
<ref id="CIT0005">
<element-citation publication-type="journal">
			<person-group person-group-type="author">
			<name>
				<surname>Quirk</surname>
				<given-names>JP</given-names>
			</name>
			</person-group>
			<article-title>Significance of surface areas calculated from water vapor sorption isotherms by use of the B.E.T. equation</article-title>
			<source>Soil Sci</source>
			<year>1955</year>
			<volume>80</volume>
			<fpage>423</fpage>
			<lpage>429</lpage>
			<comment><ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1097/00010694-195512000-00001">http://dx.doi.org/10.1097/00010694-195512000-00001</ext-link></comment>
			</element-citation>
</ref>
<ref id="CIT0006">
<element-citation publication-type="journal">
			<person-group person-group-type="author">
			<name>
				<surname>Sánchez-Alcalá</surname>
				<given-names>I</given-names>
			</name>
			<name>
				<surname>del Campillo</surname>
				<given-names>MC</given-names>
			</name>
			<name>
				<surname>Barrón</surname>
				<given-names>V</given-names>
			</name>
			<name>
				<surname>Torrent</surname>
				<given-names>J</given-names>
			</name>
			</person-group>
			<article-title>The Olsen P/solution P relationship as affected by soil properties</article-title>
			<source>Soil Use Manage</source>
			<year>2014</year>
			<volume>30</volume>
			<fpage>454</fpage>
			<lpage>462</lpage>
			<comment><ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.1111/sum.12141">http://dx.doi.org/10.1111/sum.12141</ext-link></comment>
			</element-citation>
</ref>
<ref id="CIT0007">
<element-citation publication-type="book">
<collab>Soil Survey Staff</collab>
			<source>Soil taxonomy: A basic system of soil classification for making and interpreting soil surveys</source>
			<year>1999</year>
			<edition>2</edition>
			<size units="pages">871</size>
			<series>Agriculture Handbook </series>
			<issue>436</issue>
			<publisher-name>Natural Resources Conservation Service. U.S. Department of Agriculture</publisher-name>
			</element-citation>
</ref>
		</ref-list>
	</back>
</article>
