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<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">GYA</journal-id>
			<journal-title-group>
				<journal-title>Grasas y Aceites</journal-title>
			</journal-title-group>
			<issn pub-type="epub">0017-3495</issn>
			<publisher>
				<publisher-name>Consejo Superior de Investigaciones Cientificas</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="publisher-id">GYA201361_e060-0689141</article-id>
			<article-id pub-id-type="doi">10.3989/gya.0689141</article-id>
			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>Articles</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>Analysis of agro-morphological diversity and oil content in Indian linseed germplasm</article-title>
				<trans-title-group xml:lang="es">
					<trans-title>An&#x00E1;lisis de la diversidad morfol&#x00F3;gica y contenido de aceite del germoplasma de linaza india</trans-title>
				</trans-title-group>
				<alt-title alt-title-type="running-head">Analysis of agro-morphological diversity and oil content in Indian linseed germplasm</alt-title>
			</title-group>
			<contrib-group>
				<contrib contrib-type="author" corresp="yes">
					<name>
						<surname>Dikshit</surname>
						<given-names>N.</given-names>
					</name>
					<xref ref-type="aff" rid="AF0001">a</xref>
					<xref ref-type="corresp" rid="cor1">&#x002A;</xref>
				</contrib>
				<contrib contrib-type="author">
					<name>
						<surname>Sivaraj</surname>
						<given-names>N.</given-names>
					</name>
					<xref ref-type="aff" rid="AF0002">b</xref>
				</contrib>
			</contrib-group>
			<aff id="AF0001">
				<label>a</label>National Bureau of Plant Genetic Resources, Regional Station, Dr. PDKV Campus, Akola-444104, Maharashtra, India</aff>
			<aff id="AF0002">
				<label>b</label>National Bureau of Plant Genetic Resources, Regional Station, Hyderabad-500030, India</aff>
			<author-notes>
				<corresp id="cor1">
					<label>&#x002A;</label>Corresponding author: <email xlink:href="dikshitn@gmail.com">dikshitn@gmail.com</email>
				</corresp>
			</author-notes>
			<pub-date pub-type="epub">
				<day>31</day>
				<month>03</month>
				<year>2015</year>
			</pub-date>
			<pub-date pub-type="collection">
				<year>2015</year>
			</pub-date>
			<volume>66</volume>
			<issue>1</issue>
			<elocation-id content-type="doi">10.3989/gya.0689141</elocation-id>
			<history>
				<date date-type="received">
					<day>02</day>
					<month>06</month>
					<year>2014</year>
				</date>
				<date date-type="accepted">
					<day>01</day>
					<month>10</month>
					<year>2014</year>
				</date>
			</history>
			<permissions>
				<copyright-statement>&#x00A9; 2015 CSIC</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 terms of the Creative Commons Attribution-Non Commercial (by-nc) Spain 3.0 License.</license-p>
				</license>
			</permissions>
			<abstract>
				<title>SUMMARY</title>
				<p>One hundred and eleven accessions of linseed germplasm belonging to 32 districts of six states (Bihar, Chhattisgarh, Himachal Pradesh, Jharkhand, Madhya Pradesh and Maharashtra) in India were characterized for five qualitative and six quantitative traits. Significant variability was observed in the agro-morphological and qualitative traits. The Shannon diversity index varied from 0.23&#x2013;0.70 and the phenotypic coefficient of variation ranged from 6.0% to 37.1%. IC 345425, an accession from Surgaon, Chandrapur, Maharashtra, was identified as promising for its high oil content (41.5%). The Pearson correlation matrix generated for the quantitative traits indicated that positive and high correlation was observed among days to 50% flowering and days to 80% maturity (0.9; P value &#x003C;0.0001), plant height and seed weight (0.7; P value &#x003C;0.0001), seed weight and oil% (0.6; P value &#x003C;0.0001), seed weight and number of capsules per plant (0.5; P value &#x003C;0.0001). Two major clusters were formed when the characterization data was subjected to Ward&#x0027;s minimum variance method. DIVA-GIS approaches for the analysis of the diversity in linseed germplasm were mapped for quantitative traits such as plant height, number of capsules per plant and seed oil content.</p>
			</abstract>
			<trans-abstract xml:lang="es">
				<title>RESUMEN</title>
				<p><italic><bold>An&#x00E1;lisis de la diversidad morfol&#x00F3;gica y contenido de aceite del germoplasma de linaza india</bold></italic>. Ciento once accesiones de germoplasma de semillas de lino pertenecientes a 32 distritos de seis estados de la India (Bihar, Chhattisgarh, Himachal Pradesh, Jharkhand, Madhya Pradesh y Maharashtra) se caracterizaron mediante cinco determinaciones cualitativas y seis cuantitativas. Se observ&#x00F3; una variabilidad significativa tanto en los rasgos cualitativos como cuantitativos. El &#x00ED;ndice de diversidad de Shannon vari&#x00F3; entre 0,23&#x2013;0,70 y el coeficiente de variaci&#x00F3;n fenot&#x00ED;pica vari&#x00F3; entre 6,0 y 37,1 %. IC-345425, una accesi&#x00F3;n a partir Surgaon, Chandrapur, Maharashtra fue identificado como prometedora, por su alto contenido de aceite (41,5 %). La matriz de correlaci&#x00F3;n de Pearson generado para los rasgos cuantitativos indicaron una correlaci&#x00F3;n alta y positiva entre d&#x00ED;as a 50 % de floraci&#x00F3;n y d&#x00ED;as a 80 % de maduraci&#x00F3;n (0,9; valor p&#x003C;0,0001), altura de planta y peso de la semilla (0,7; valor p&#x003C;0,0001), peso de la semilla y porcentage de aceite (0,6; valor p&#x003C;0,0001), peso de la semilla y n&#x00FA;mero de c&#x00E1;psulas por planta (0,5; P valor &#x003C;0,0001). Cuando los datos de caracterizaci&#x00F3;n se sometieron al m&#x00E9;todo de la varianza se formaron principalmente dos grupos Se intentaron planteamientos DIVA-GIS para el an&#x00E1;lisis de la diversidad de germoplasma de linaza que fueron mapeados y fueron asignados a rasgos cuantitativos como la altura de planta, el n&#x00FA;mero de c&#x00E1;psulas por planta y contenido de aceite de las semillas.</p>
			</trans-abstract>
			<kwd-group xml:lang="en">
				<title>KEYWORDS</title>
				<kwd>DIVA-GIS</kwd>
				<kwd>Diversity</kwd>
				<kwd>Flax</kwd>
				<kwd>Germplasm</kwd>
				<kwd>India-Linseed</kwd>
			</kwd-group>
			<kwd-group xml:lang="es">
				<title>PALABRAS CLAVE</title>
				<kwd>DIVA- GIS</kwd>
				<kwd>Diversidad</kwd>
				<kwd>Germoplasma</kwd>
				<kwd>Linaza</kwd>
				<kwd>Semillas de lino India</kwd>
			</kwd-group>
		</article-meta>
	</front>
	<body>
		<sec id="S0001" sec-type="intro">
			<title>1. INTRODUCTION</title>
			<p>Linseed, or flax (<italic>Linum usitatissimum</italic> L.), belongs to the family Linaceae under the genus <italic>Linum</italic>, and is reported to have about 100 species which are distributed globally. It has been under cultivation since ancient times for its fiber and seed. It occupies a prominent place among the oilseed crops owing to its various uses and special qualities. The seeds are a rich source of drying oil of edible nature and are the most potent source of omega-3 fatty acids, the desirable cholesterol for healthy living. Linseed contains about 26&#x2013;45% oil. The oil is present mainly as triglycerides in oil bodies having an average diameter of 1.3 Micro m (Daun <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0008">2003</xref>). Linseed oil is used in a wide variety of applications, including additives in PVC plastics, anti-rust agents, lacquers and paints, aroma substances for the food industry, etc. The DIVA-GIS is a Geographic Information System designed to assist in plant genetic resources (PGR) and biodiversity research communities to map the range of distribution of species of interest. It is particularly useful in elucidating the genetic, ecological and geographic patterns of the distribution of crops and wild species using locality (points) data available with gene banks, herbarium and natural history museum databases (Hijmans <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0012">2001</xref>). The mapping could be extended to other related information on the material of interest, for example with respect to agronomic-traits in the present study. For a successful breeding programme, the identification of potential donor(s) for seed yield, oil yield combined with desirable agronomic and quality traits is a prerequisite. Hence, an attempt has been made to study the diversity in the linseed germplasm from 32 districts in India using DIVS-GIS approaches for morpho-agronomical characteristics and oil content and also to study the relationship among the accessions using cluster techniques.</p>
		</sec>
		<sec id="S0002" sec-type="materials|methods">
			<title>2. Materials and Methods</title>
			<sec id="S20003">
				<title>2.1. Agro-morphological study</title>
				<p>In the present experiment, a set of 111 accessions of linseed germplasm collected from 32 districts of six states of India were used. State and districts Bihar (10), Jharkhand (9), Chhattisgarh (3), Madhya Pradesh (4), Maharashtra (4) and Himachal Pradesh (2). The germplasm were grown consecutively for two years (2009&#x2013;10; 2010&#x2013;11) in the experimental farm of the National Bureau of Plant Genetic Resources Regional Station, Akola. An augmented block design was followed with each germplasm accession/variety in a row which was 3 meters wide row with 60 cm line spacing. RLC-6 and JC-23-10 were used as check varieties. The qualitative traits studied were early plant vigour, flower colour, flower shape, flower size, lodging tendency, seed size, seed luster, seed coat colour and quantitative traits were days to 50% flowering, number of capsules per plant, plant height (cm), days to 80% maturity, weight of 100 seeds weight (g) and seed oil content (%). Standard minimal descriptors and descriptor states for linseed were followed for the agro-morphological study as prescribed by Mahajan <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0018">2000</xref>.</p>
			</sec>
			<sec id="S20004">
				<title>2.2. Oil analysis</title>
				<p>The seed oil content of linseed germplasm accessions was determined by a wide line nuclear magnetic resonance (NMR) method (Robertson and Morrison, <xref ref-type="bibr" rid="CIT0032">1979</xref>).</p>
			</sec>
			<sec id="S20005">
				<title>2.3. Statistical analysis</title>
				<p>Statistical analyses on various agro-morphological traits were carried out. Frequency distribution and the Shannon Diversity Index were used to study qualitative traits and a descriptive Statistical Analysis including range, mean, standard deviation, standard error, kurtosis, sample variance, phenotypic coefficient of variation and multivariate analysis were carried out using the SAS enterprise guide 4.3 version.</p>
			</sec>
			<sec id="S20006">
				<title>2.4. DIVA-GIS analysis</title>
				<p>DIVA-GIS version 7.5., an open source software programme downloaded from <ext-link ext-link-type="uri" xlink:href="http://www.diva-gis.org"><italic>www.diva-gis.org</italic></ext-link> was used for generating grid maps of diversity and statistics. Geographical coordinates of the collection sites from various parts of India were also obtained using the Garmin 12 Global Positioning System (GPS). The India shape file was used for plotting the geo referenced points using the layer menu on the software. The point-to-grid option using the -&#x2018;simple&#x2019; method on the &#x201C;Analysis Menu&#x201D; and the output variables &#x201C;Diversity and Statistics&#x201D; were selected for obtaining the output files. Under diversity, the Shannon diversity index was chosen and for the statistics, coefficient of variation was selected. Grid maps on the diversity and coefficient of variation were generated for select quantitative traits such as plant height, capsules per plant and oil content.</p>
			</sec>
		</sec>
		<sec id="S0007">
			<title>3. RESULTS AND DISCUSSION</title>
			<sec id="S20008">
				<title>3.1. Agro-morphological characteristics and diversity of Indian linseed germplasm</title>
				<p>The linseed crop is known to have been cultivated for linseed or flaxseed since very ancient times and it is one of the oldest cultivated plants known to man. The one hundred and eleven linseed accessions characterized are found in six states of India <italic>viz</italic>., Bihar (25 accs.), Chhattisgarh (7 accs.), Himachal Pradesh (5 accs.), Jharkhand (29 accs.), Madhya Pradesh (11 accs.) and Maharashtra (34 accs.). These linseed accessions exhibited a wide range of variability with respect to morpho-agronomical traits. All the accessions showed good plant vigor. The flowers are mostly blue in color (98.20%) with only 1.80% light blue. 73.87% are funnel-shaped followed by tubular (20.72%) and disc-shaped (5.41%). The size of the flowers varied from medium (75.68%) to small (24.32%). The seeds are brown in color in 93.69% of the cases and light brown in 6.31% of the cases. 80.18% are the intermediate type of seed luster followed by shiny (19.82%). The Shannon Diversity Index ranged from 0.23&#x2013;0.70 and expressed diversity within the accessions studied (<xref ref-type="table" rid="T0001">Table 1</xref>). Plant height ranged from 23.2 cm (IC 268339) to 45.9 cm (IC 345411). The number of capsules per plant varied from 26.6 (IC 320983) to 86.3 (IC 268350); days to 50% flowering ranged from 55.5 (IC 345409, IC 345397) to 65.0 (IC 319837. IC 319845, IC 319846), days to maturity ranged from 89 days (IC 268349) to 121 (IC 319837); seed weight was (0.14 (IC 319846) to 0.91 (IC 345423); the oil content showed a range of 31.9% (IC 267682) to 41.5% (IC 345425) oil. Three other varieties/accessions with more than 41.0% oil were IC 345447 (41.4%); IC 345417 (41.3%) and IC 345423 (41.3%). A low coefficient of variation was observed in days to 80% maturity, oil (%) and days to 50% flowering, along with moderate variation in plant height. 100-seed weight was found to have a high CV (37.10%). IC 345425, an accession collected from Surgaon village, Chandrapur, Maharashtra is identified as promising for oil content (41.5%). It possesses medium seed weight (0.65%), 60.3 capsules per plant, plant height (41.1 cm), days to 50% flowering (58.5) and days to maturity (92 days). The wide range of variability observed in the present study is in accordance with the reports made by various earlier researchers in linseed <italic>viz</italic>., Mirza <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0022">1996</xref>) for the number of capsules per plant and seed yield per plant; Mahto and Mahto (<xref ref-type="bibr" rid="CIT0020">1998</xref>) for number of primary branches per plant, the number of secondary branches per plant, the number of capsules per plant and seed yield per plant; Chandrasekhar <italic>et al</italic>. (1998) for the number of capsules per plant and 1000-seed weight. Similarly, Mishra and Yadav (<xref ref-type="bibr" rid="CIT0023">1999</xref>) reported a wide range of variability for the number of capsules per plant and seed yield per plant; Singh (<xref ref-type="bibr" rid="CIT0035">1980</xref>) for the number of primary branches per plant, the number of secondary branches per plant and seed yield per plant. Muhammad Akbar <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0024">2003</xref>) for plant height, number of capsules per plant, and 1000-seed weight. Ram <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0030">2007</xref>) for the number of capsules per plant, Nagaraja <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0025">2009</xref>) for seed yield per plant, Batta <italic>et al</italic>., (<xref ref-type="bibr" rid="CIT0004">1985</xref>) and Bajpai <italic>et al</italic>., (<xref ref-type="bibr" rid="CIT0003">1985</xref>) for oil content and fatty acid composition, Burako (<xref ref-type="bibr" rid="CIT0005">2010</xref>) for oil yield and seed yield. Sivaraj <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0037">2012</xref>) in a study of eighty four accessions of linseed germplasm of Andhra Pradesh and Maharashtra observed variability for agro-morphological, seed traits and fatty acid composition. Wide genetic diversity is a pre-requisite for the genetic improvement of any crop. The progress in developing a superior variety depends largely on the genetic basis of the selection of diverse parents and the breeding approach followed (Diedrichsen, <xref ref-type="bibr" rid="CIT0009">2001</xref>). However Linseed is the most neglected oilseed crop of developing countries and is grown on marginal land with poor management. A poor yield of this crop is attributed to the non-availability of improved cultivars to suit the diverse agro climatic conditions. Hence, the development of high yielding cultivars becomes the top priority to overcome the poor yield levels. The linseed accessions with high seed weight identified in this study may be used in breeding programmes aiming at producing lines with higher oil contents.
</p>
				<table-wrap id="T0001">
					<label>Table 1</label>
					<caption>
						<p>Variability in agro-morphological and quality traits of linseed germplasm collected from India</p>
					</caption>
					<table frame="hsides" rules="groups">
						<thead>
							<tr>
								<th align="left">Qualitative traits/Descriptors</th>
								<th align="center">Descriptor states</th>
								<th align="center">Descriptor code</th>
								<th align="center">Frequency</th>
								<th align="center">Percent</th>
								<th align="center">SDI<xref ref-type="table-fn" rid="TF0001">&#x002A;</xref>
								</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="left">Flower color</td>
								<td align="center">Light blue</td>
								<td align="center">2</td>
								<td align="center">02</td>
								<td align="center">01.80</td>
								<td align="center">0.0902</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="center">Blue</td>
								<td align="center">3</td>
								<td align="center">109</td>
								<td align="center">98.20</td>
							</tr>
							<tr>
								<td align="left">Flower shape</td>
								<td align="center">Tubular</td>
								<td align="center">1</td>
								<td align="center">23</td>
								<td align="center">20.72</td>
								<td align="center">0.7075</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="center">Funnel</td>
								<td align="center">2</td>
								<td align="center">82</td>
								<td align="center">73.87</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="center">Disc shaped</td>
								<td align="center">3</td>
								<td align="center">6</td>
								<td align="center">5.41</td>
							</tr>
							<tr>
								<td align="left">Flower size</td>
								<td align="center">Small</td>
								<td align="center">3</td>
								<td align="center">27</td>
								<td align="center">24.32</td>
								<td align="center">0.5547</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="center">Medium</td>
								<td align="center">5</td>
								<td align="center">84</td>
								<td align="center">75.68</td>
							</tr>
							<tr>
								<td align="left">Seed color</td>
								<td align="center">Light brown</td>
								<td align="center">3</td>
								<td align="center">7</td>
								<td align="center">6.31</td>
								<td align="center">0.2353</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="center">Brown</td>
								<td align="center">4</td>
								<td align="center">104</td>
								<td align="center">93.69</td>
							</tr>
							<tr>
								<td align="left">Seed luster</td>
								<td align="center">Shiny</td>
								<td align="center">1</td>
								<td align="center">22</td>
								<td align="center">19.82</td>
								<td align="center">0.4978</td>
							</tr>
							<tr>
								<td align="left"/>
								<td align="center">Intermediate</td>
								<td align="center">2</td>
								<td align="center">89</td>
								<td align="center">80.18</td>
							</tr>
							<tr>
								<td align="left">
									<italic>
										<bold>Descriptive statistics</bold>
									</italic>
								</td>
								<td align="center">
									<bold>PLT_HGT</bold>
								</td>
								<td align="center">
									<bold>CAP_PLT</bold>
								</td>
								<td align="center">
									<bold>DAY_MAT</bold>
								</td>
								<td align="center">
									<bold>SED_WGT</bold>
								</td>
								<td align="center">
									<bold>OIL(%)</bold>
								</td>
							</tr>
							<tr>
								<td align="left">
									<italic>Minimum</italic>
								</td>
								<td align="center">23.2</td>
								<td align="center">26.6</td>
								<td align="center">89.0</td>
								<td align="center">0.1</td>
								<td align="center">31.9</td>
							</tr>
							<tr>
								<td align="left">
									<italic>Maximum</italic>
								</td>
								<td align="center">45.9</td>
								<td align="center">86.3</td>
								<td align="center">121.0</td>
								<td align="center">0.9</td>
								<td align="center">41.5</td>
							</tr>
							<tr>
								<td align="left">
									<italic>Range</italic>
								</td>
								<td align="center">22.7</td>
								<td align="center">59.7</td>
								<td align="center">32.0</td>
								<td align="center">0.8</td>
								<td align="center">9.6</td>
							</tr>
							<tr>
								<td align="left">
									<italic>Mean</italic>
								</td>
								<td align="center">34.1</td>
								<td align="center">48.0</td>
								<td align="center">95.7</td>
								<td align="center">0.4</td>
								<td align="center">36.9</td>
							</tr>
							<tr>
								<td align="left">
									<italic>Standard Error</italic>
								</td>
								<td align="center">0.5</td>
								<td align="center">1.2</td>
								<td align="center">0.5</td>
								<td align="center">0.0</td>
								<td align="center">0.2</td>
							</tr>
							<tr>
								<td align="left">
									<italic>Standard Deviation</italic>
								</td>
								<td align="center">5.4</td>
								<td align="center">12.7</td>
								<td align="center">5.7</td>
								<td align="center">0.2</td>
								<td align="center">2.4</td>
							</tr>
							<tr>
								<td align="left">
									<italic>Sample Variance</italic>
								</td>
								<td align="center">28.9</td>
								<td align="center">161.8</td>
								<td align="center">33.1</td>
								<td align="center">0.0</td>
								<td align="center">5.8</td>
							</tr>
							<tr>
								<td align="left">
									<italic>Kurtosis</italic>
								</td>
								<td align="center">-0.9</td>
								<td align="center">0.2</td>
								<td align="center">11.4</td>
								<td align="center">1.3</td>
								<td align="center">-0.7</td>
							</tr>
							<tr>
								<td align="left">Coefficient of Variation</td>
								<td align="center">15.8</td>
								<td align="center">26.5</td>
								<td align="center">6.0</td>
								<td align="center">37.1</td>
								<td align="center">6.5</td>
							</tr>
						</tbody>
					</table>
					<table-wrap-foot>
						<fn id="TF0001">
							<label>&#x002A;</label>
							<p>SDI- Shannon Diversity Index, PLT_HGT- Plant height (cm), CAP_PLT- Number of capsules per plant, DAY_MAT- Days to 80% maturity, SED_WGT- 100-seed weight (g).</p>
						</fn>
					</table-wrap-foot>
				</table-wrap>
			</sec>
			<sec id="S20009">
				<title>3.2. Correlation studies of agro-morphological and quality traits</title>
				<p>The Pearson correlation matrix table for the quantitative traits studied on linseed germplam is provided in <xref ref-type="table" rid="T0002">Table 2</xref>. A positive and high correlation was observed between days to 50% flowering and days to 80% maturity (0.9; P value &#x003C;0.0001), plant height and seed weight (0.7; P value &#x003C;0.0001), seed weight and oil% (0.6; P value &#x003C;0.0001), seed weight and number of capsules per plant (0.5; P value &#x003C;0.0001). A medium correlation was observed between plant height and number of capsules per plant. A negative and low correlation was observed between plant height and days to maturity (P value 0.02) and days to maturity and oil content (P value 0.08). A negative but high correlation was observed between days to 50% flowering and 100-seed weight (P value &#x003C;0.0001). Varshney <italic>et al</italic>., (<xref ref-type="bibr" rid="CIT0040">1995</xref>) reported significant variability in yield-related characters in 36 linseed varieties/ lines for tillers, number of capsules and branches per plant. Knowledge about the association between yield and its attributes obtainable through the estimation of genotypic and phenotypic correlation helps a great deal to formulate selection strategies to develop suitable genotypes. A similar significant association of traits has also been observed by Kedarnath <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0015">1960</xref>), Patil <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0027">1989</xref>), Khorgade <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0016">1992</xref>), Mirza <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0022">1996</xref>), Kurt (<xref ref-type="bibr" rid="CIT0017">1996</xref>), Mishra and Yadav (<xref ref-type="bibr" rid="CIT0023">1999</xref>), Pal <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0026">2000</xref>), Muhammed Akbar <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0024">2003</xref>), Ram <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0030">2007</xref>), Ramakant <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0031">2008</xref>), Burako <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0005">2010</xref>), Savita <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0033">2011</xref>), Rahimi <italic>et al</italic> (<xref ref-type="bibr" rid="CIT0029">2011</xref>) and Gauraha and Rao (<xref ref-type="bibr" rid="CIT0010">2011</xref>). The study of the associations of yield components with yield assumes special importance and forms a basis for selecting desired strains. The breeder has to establish and understand the existing relationships between yield and yield attributing factors within a plant often arise because of either genetic linkage or pleiotropy (Herald, <xref ref-type="bibr" rid="CIT0011">1939</xref>).
</p>
				<table-wrap id="T0002">
					<label>Table 2</label>
					<caption>
						<p>Correlation matrix for select quantitative traits in linseed germplasm</p>
					</caption>
					<table frame="hsides" rules="groups">
						<thead>
							<tr>
								<th align="left"/>
								<th align="center"><italic>PLT_HGT</italic>
								</th>
								<th align="center"><italic>CAP_PLT</italic>
								</th>
								<th align="center"><italic>DAY_FLW</italic>
								</th>
								<th align="center"><italic>DAY_MAT</italic>
								</th>
								<th align="center"><italic>SED_WGT</italic>
								</th>
								<th align="center"><italic>OIL%</italic>
								</th>
							</tr>
						</thead>
						<tbody>
							<tr>
								<td align="left">
									<bold>PLT_HGT</bold>
								</td>
								<td align="center">1.0</td>
								<td align="center"/>
								<td align="center"/>
								<td align="center"/>
								<td align="center"/>
								<td align="center"/>
							</tr>
							<tr>
								<td align="left">
									<bold>CAP_PLT</bold>
								</td>
								<td align="center">0.4</td>
								<td align="center">1.0</td>
								<td align="center"/>
								<td align="center"/>
								<td align="center"/>
								<td align="center"/>
							</tr>
							<tr>
								<td align="left">
									<bold>DAY_FLW</bold>
								</td>
								<td align="center">-0.5</td>
								<td align="center">-0.5</td>
								<td align="center">1.0</td>
								<td align="center"/>
								<td align="center"/>
								<td align="center"/>
							</tr>
							<tr>
								<td align="left">
									<bold>DAY_MAT</bold>
								</td>
								<td align="center">-0.2</td>
								<td align="center">-0.4</td>
								<td align="center">0.9</td>
								<td align="center">1.0</td>
								<td align="center"/>
								<td align="center"/>
							</tr>
							<tr>
								<td align="left">
									<bold>SED_WGT</bold>
								</td>
								<td align="center">0.7</td>
								<td align="center">0.5</td>
								<td align="center">-0.6</td>
								<td align="center">-0.5</td>
								<td align="center">1.0</td>
								<td align="center"/>
							</tr>
							<tr>
								<td align="left">
									<bold>OIL%</bold>
								</td>
								<td align="center">0.5</td>
								<td align="center">0.4</td>
								<td align="center">-0.4</td>
								<td align="center">-0.2</td>
								<td align="center">0.6</td>
								<td align="center">1.0</td>
							</tr>
						</tbody>
					</table>
				</table-wrap>
			</sec>
			<sec id="S20010">
				<title>3.3. Multivariate Analysis</title>
				<p>Ward&#x0027;s method has been used to quantify the genetic divergence between the genotypes (hierarchial cluster analysis of linseed germplasm) and to identify diverse parents for crossing. It minimizes the total within-cluster variance. At each step the pair of clusters with minimum between-cluster distance is merged. To implement this method, at each step, the pair of clusters that leads to -minimum increase in total within-cluster variance after merging must be found. This increase is a weighted squared distance between cluster centers. At the initial step, all clusters are singletons (clusters containing a single point). At the Euclidean distance (Semi-partial R-square) of 0.43, the 111 accessions grouped into two major clusters with cluster I containing 90 accessions and the remaining 21 accessions along with two check varieties (RLC-6 and J-23-10) in Cluster II (<xref ref-type="fig" rid="F0001">Fig. 1</xref>). Both clusters are further divided into many sub-clusters. Interestingly, Cluster II consists of the majority of germplasm accessions (20) accessions collected from the Maharashtra state and only one accession, IC 268349, which was collected from Madhya Pradesh. Genetic-divergence has been considered as an important factor in discriminating the genetically diverse parents for an efficient and successful hybridization programme in order to get potential transgressive segregants. The check varieties used in this study formed part of this cluster. The present investigation identified two major clusters and the magnitude of Euclidean values confirmed that there was a considerable amount of diversity in the experimental material of the linseed germplasm evaluated. The clustering pattern revealed a tendency for germplasm lines from diverse geographical regions to be grouped into one cluster and few accessions from same geographical region to enter into a separate group. These findings corroborated with the reports of Jeswani (<xref ref-type="bibr" rid="CIT0013">1970</xref>), Asthana and Pandey (<xref ref-type="bibr" rid="CIT0002">1980</xref>), Maharaddi (<xref ref-type="bibr" rid="CIT0019">1996</xref>), Verma (<xref ref-type="bibr" rid="CIT0041">1996</xref>), Pradhan <italic>et al</italic>., (<xref ref-type="bibr" rid="CIT0028">1999</xref>), Ram <italic>et al</italic>., (<xref ref-type="bibr" rid="CIT0030">2007</xref>) and Das (<xref ref-type="bibr" rid="CIT0007">2000</xref>). The absence of a relationship between genetic diversity and geographical origin-suggests a similarity in their genetic constitution and a free exchange of breeding material over places (Sharma, <xref ref-type="bibr" rid="CIT0034">2005</xref>). According to Dang <italic>et al</italic>. (<xref ref-type="bibr" rid="CIT0006">1971</xref>) the clustering pattern could be utilized by choosing a parental combination for a prospective breeding programme to generate the highest possible variability in the yield components. Parents having high yield potential with wide genetic diversity are likely to yield superior segregants within a short period of time (Maurya and Singh, <xref ref-type="bibr" rid="CIT0021">1977</xref>).</p>
				<fig id="F0001">
					<label>Figure 1</label>
					<caption>
						<p>Ward&#x0027;s minimum variance dendrogram generated for linseed germplasm.</p>
					</caption>
					<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="GYA201361_e060-0689141-g001.tif"/>
				</fig>
			</sec>
			<sec id="S20011">
				<title>3.4. DIVA-GIS analysis</title>
				<p>DIVA-GIS is particularly useful for mapping and analyzing biodiversity data, such as the distribution of species, or other &#x2018;point-distributions&#x2019;. Locality data for the linseed germplasm accessions collected from six states of India were collected using a global positioning system. To study the spatial distribution and diversity analysis of select quantitative traits in linseed, a geographical information system has been used. To find regions that have high, low or complementary levels of diversity in the present study, grid maps were made using the DIVA-GIS computer program. Grid maps were generated for the diversity analysis and they indicated that diverse linseed germplasm accessions for plant height, capsules per plant and oil content were available in the Bihar, Jharkhand, Maharashtra states of India, where the highest Shannon diversity indices (1.99&#x2013;3.0) were recorded for the traits plant height, capsules per plant and oil content, respectively (<xref ref-type="fig" rid="F0002">Fig. 2</xref>). The highest coefficient of variation for the trait plant height (15&#x2013;25%) recorded for the linseed accessions sourced came from the states of Bihar, Himachal Pradesh and Jharkhand (<xref ref-type="fig" rid="F0003">Fig. 3</xref>); and with respect to capsules per plant (21&#x2013;27%) for the Bihar, Jharkhand and Maharashtra accessions (<xref ref-type="fig" rid="F0004">Fig. 4</xref>). Interestingly, the highest CV% for oil content was recorded only for the linseed accessions sourced from Himachal Pradesh (<xref ref-type="fig" rid="F0005">Fig. 5</xref>).</p>
				<fig id="F0002">
					<label>Figure 2</label>
					<caption>
						<p>Grid map generated for the traits plant height, capsules per plant, oil content diversity in linseed germplasm.</p>
					</caption>
					<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="GYA201361_e060-0689141-g002.tif"/>
				</fig>
				<fig id="F0003">
					<label>Figure 3</label>
					<caption>
						<p>DIVA-GIS Grid map for the coefficient of variation in the trait plant height.</p>
					</caption>
					<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="GYA201361_e060-0689141-g003.tif"/>
				</fig>
				<fig id="F0004">
					<label>Figure 4</label>
					<caption>
						<p>DIVA-GIS Grid map for coefficient of variation in the trait capsules per plant.</p>
					</caption>
					<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="GYA201361_e060-0689141-g004.tif"/>
				</fig>
				<fig id="F0005">
					<label>Figure 5</label>
					<caption>
						<p>DIVA-GIS Grid map for coefficient of variation in the trait oil content.</p>
					</caption>
					<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="GYA201361_e060-0689141-g005.tif"/>
				</fig>
				<p>GIS mapping may be effectively used for documentation, diversity analysis, identifying gaps in collection, assessment of loss in diversity, developing new strategies for conservation, and sustainable utilization, particularly in the wake of recent international developments related to food and nutritional security. GIS mapping has been successfully used in assessing biodiversity and in identifying areas of high diversity in <italic>Phaseolus</italic> beans (Jones <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0014">1997</xref>); wild potatoes (Hijmans <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0012">2001</xref>); horsegram (Sunil <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0038">2008</xref>); <italic>Jatropha curcas</italic> (Sunil <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0039">2009</xref>); linseed (Sivaraj <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0037">2012</xref>); blackgram (Abraham <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0001">2010</xref>) and <italic>Canavalia</italic> fatty acids (Sivaraj <italic>et al</italic>., <xref ref-type="bibr" rid="CIT0036">2010</xref>).</p>
			</sec>
		</sec>
		<sec id="S0012" sec-type="Conclusions">
			<title>4. CONCLUSIONS</title>
			<p>Information about the nature and extent of genetic variability present in the germplasm collection and the association of various morphological characters is a pre-requisite to planning a successful breeding programme for the linseed crop. Further seed yield from linseeds is the sum of the effects of several yield component characteristics, which are governed by a large number of genes and also by environment. For a rational approach to the improvement of seed yield, selection has to be made for the components of yield. In our study of 111 accessions of linseed germplasm, significant diversity in morphological characteristics was observed among the accessions belonging to six different states of India. The Shannon diversity index ranged from 0.23&#x2013;0.70 and expressed diversity within the accessions studied. IC 345425 is identified as promising for oil content (41.5%) as it possesses medium seed weight (0.65%), 60.3 capsules per plant, plant height (41.1 cm), days to 50% flowering (58.5) and days to maturity (92 days). Three other accessions having more than 41.0% oils include IC 345447 (41.4%), IC 345417 (41.3%), IC 345423 (41.3%). Genetic divergence has been considered as an important factor in discriminating the genetically diverse parents for an efficient and successful hybridization programme in order to obtain potential transgressive segregants. The genetic divergence studies identified two major clusters. The magnitude of the Euclidean values confirmed that there was a considerable amount of diversity in the linseed germplasm evaluated. The clustering pattern revealed a tendency of germplasm lines from diverse geographical regions to be grouped into one cluster and a few accessions from same geographical region entered into a separate group. DIVA-GIS mapping may be effectively used for documentation, diversity analysis, identifying gaps in collection, assessment of loss in diversity, developing new strategies for conservation, sustainable utilization, particularly in the wake of recent international developments related to food and nutritional safety.</p>
		</sec>
	</body>
	<back>
		<ack>
			<title>ACKNOWLEDGEMENTS</title>
			<p>The authors are thankful to the Director of the National Bureau of Plant Genetic Resources, New Delhi and to the Head of the Division of Germplasm Evaluation, NBPGR, New Delhi for facilities and help.</p>
		</ack>
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