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	<front>
		<journal-meta>
			<journal-id journal-id-type="publisher-id">pnut</journal-id>
			<journal-title-group>
				<journal-title>Peanut Science</journal-title>
			</journal-title-group>
			<issn pub-type="active">0095-3679</issn>
			<issn pub-type="ppub">0095-3679</issn>
			<publisher>
				<publisher-name>American Peanut Research and Education Society</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="doi">10.3146/PS17-17.1</article-id>
			<article-id pub-id-type="sici">pnut-45-01-06</article-id>
			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>ARTICLES</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>Phenotyping and genotyping parents of sixteen recombinant inbred peanut populations</article-title>
				<alt-title alt-title-type="runhead">Phenotyping and Genotyping Population Parents</alt-title>
			</title-group>
			<contrib-group>
				<contrib contrib-type="author">
					<string-name name-style="western">
						<given-names>Y.</given-names>
						<surname>Chu</surname></string-name>
					<xref ref-type="fn" rid="n101"><sup>1</sup></xref><x xml:space="preserve">, </x>
				</contrib>
				<contrib contrib-type="author">
					<string-name name-style="western">
						<given-names>C.C.</given-names>
						<surname>Holbrook</surname></string-name>
					<xref ref-type="fn" rid="n102"><sup>2</sup></xref><x xml:space="preserve">, </x>
				</contrib>
				<contrib contrib-type="author">
					<string-name name-style="western">
						<given-names>T.G.</given-names>
						<surname>Isleib</surname></string-name>
					<xref ref-type="fn" rid="n103"><sup>3</sup></xref><x xml:space="preserve">, </x>
				</contrib>
				<contrib contrib-type="author">
					<string-name name-style="western">
						<given-names>M.</given-names>
						<surname>Burow</surname></string-name>
					<xref ref-type="fn" rid="n104"><sup>4</sup></xref><x xml:space="preserve">, </x>
				</contrib>
				<contrib contrib-type="author">
					<string-name name-style="western">
						<given-names>A. K.</given-names>
						<surname>Culbreath</surname></string-name>
					<xref ref-type="fn" rid="n105"><sup>5</sup></xref><x xml:space="preserve">, </x>
				</contrib>
				<contrib contrib-type="author">
					<string-name name-style="western">
						<given-names>B.</given-names>
						<surname>Tillman</surname></string-name>
					<xref ref-type="fn" rid="n106"><sup>6</sup></xref><x xml:space="preserve">, </x>
				</contrib>
				<contrib contrib-type="author">
					<string-name name-style="western">
						<given-names>J.</given-names>
						<surname>Chen</surname></string-name>
					<xref ref-type="fn" rid="n108"><sup>**</sup></xref>
					<xref ref-type="fn" rid="n101"><sup>1</sup></xref><x xml:space="preserve">, </x>
				</contrib>
				<contrib contrib-type="author">
					<string-name name-style="western">
						<given-names>J.</given-names>
						<surname>Clevenger</surname></string-name>
					<xref ref-type="fn" rid="n109"><sup>***</sup></xref>
					<xref ref-type="fn" rid="n107"><sup>7</sup></xref><x xml:space="preserve"> and </x>
				</contrib>
				<contrib contrib-type="author">
					<string-name name-style="western">
						<given-names>P.</given-names>
						<surname>Ozias-Akins</surname></string-name>
					<xref ref-type="corresp" rid="cor1"><sup>*</sup></xref><x xml:space="preserve"><sup>,</sup></x>
					<xref ref-type="fn" rid="n107"><sup>7</sup></xref>
				</contrib>
			</contrib-group>
			
			<pub-date pub-type="ppub">
				<month>1</month>
				<year>2018</year>
			</pub-date>
			<volume>45</volume>
			<issue>1</issue>
			<fpage>1</fpage>
			<lpage>11</lpage>
			<supplementary-material xlink:href="pnut-45-01-06_s01.xlsx" position="float" orientation="portrait"></supplementary-material>
			<supplementary-material xlink:href="pnut-45-01-06_s02.xlsx" position="float" orientation="portrait"></supplementary-material>
			<permissions><copyright-statement></copyright-statement>
				<copyright-year>2018</copyright-year>
			</permissions>
			<related-article related-article-type="pdf" xlink:href="PS17-17.1.pdf"></related-article>
			<abstract>
				<title>ABSTRACT</title>
				<p>In peanut (<italic toggle="yes">Arachis hypogaea</italic> L.), most agronomically important traits such as yield, disease resistance, and pod and kernel characteristics are quantitatively inherited. Phenotypic selection of these traits in peanut breeding programs can be augmented by marker-assisted selection. However, reliable associations between unambiguous genetic markers and phenotypic traits have to be established by genetic mapping prior to early generation marker-assisted selection. Previously, a nested association mapping (NAM) population of 16 recombinant inbred line populations (RILs) consisting 4870 lines was established. In order to facilitate effective mapping of such a large genetic resource, the first objective of the current study was to phenotype the parental lines for yield, pod traits, field maturity, germination, plant morphology, salt tolerance and resistance to tomato spotted wilt virus (TSWV) and late leaf spot (LLS). For most measured traits, more than one parental combination demonstrated statistically significant variation which can be further quantified and mapped in the respective RIL populations. The second objective of this study was to genotype the parental lines using the <italic toggle="yes">Arachis</italic> Axiom SNP arrays to reveal the marker density of the mapping populations. The Version 1 array identified 1,000 to 4,000 SNPs among the population parents and the number of SNPs doubled on the Version 2 array. Further phenotyping and genotyping of the NAM populations will allow the construction of high density genetic maps containing quantitative trait loci.</p>
			</abstract>
			<kwd-group>
				<title>Key Words</title>
				<kwd>peanut</kwd><x xml:space="preserve">; </x>
				<kwd>mapping populations</kwd><x xml:space="preserve">; </x>
				<kwd>genotyping</kwd><x xml:space="preserve">; </x>
				<kwd>phenotyping</kwd><x xml:space="preserve">.</x>
			</kwd-group>
		</article-meta>
	</front>
	<body>
		<sec id="s1">
			<title>Introduction</title>
			<p>Marker-assisted breeding is a powerful tool for crop improvement. A set of genetic markers can be applied to a segregating population to assist the selection of individuals possessing genomic regions controlling the expression of desirable phenotypic traits. Defining the marker-trait associations for most agronomically important traits is challenging since these traits often are inherited quantitatively and can be influenced by environment. Multiple genetic resources have been utilized to determine genetic marker-trait associations. Quantitative trait mapping using biparental recombinant inbred line (RIL) populations is most widely adopted (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Bernardo1">Bernardo, 2008</xref>). A RIL population can be maintained in perpetuity and allows for measurements of multiple phenotypic traits across locations and years. Coincident quantitative trait loci (QTL) identified across multiple environments are considered reliable for the trait of interest (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Collard1">Collard <italic toggle="yes">et al</italic>., 2005</xref>). The limitation of biparental RILs lies in the relative narrow genetic base represented by the two parents and the limited number of recombination events that occur during meiosis of F<sub>1</sub> hybrids. The second type of genetic resource that has been utilized for QTL discovery is genome-wide association (GWA) mapping populations which takes advantage of historical genetic recombination events that occurred across many generations leading to divergence among landraces and germplasm. However, the rate of identifying false QTL using GWA is relatively high due to unknown genetic structure or relatedness of the genetic materials. The third type of genetic resource is multi-parental populations such as nested association mapping (NAM) populations and multi-founder advanced generation inter-cross (MAGIC) populations. These structured populations combine the advantages of both RIL and GWA by having multiple parents, which enlarges the genetic pool and increases recombination events leading to higher resolution of genetic maps (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Ladejobi1">Ladejobi <italic toggle="yes">et al</italic>., 2016</xref>). However the cost of managing this type of population is escalated due to its large size. A NAM population is constructed by breeding a number of diverse inbred founder lines with one reference line and advancing all cross combinations as RILs (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Guo1">Guo <italic toggle="yes">et al</italic>., 2010</xref>). NAM populations were established in <italic toggle="yes">Arabidopsis thaliana</italic> (L.) Heynh. (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Buckler1">Buckler and Gore, 2007</xref>) and maize (<italic toggle="yes">Zea mays</italic> L.) (<xref ref-type="bibr" rid="i0095-3679-45-1-1-McMullen1">McMullen <italic toggle="yes">et al</italic>., 2009</xref>). In the case of the NAM population in maize, thousands of recombination events were captured which facilitates the genetic mapping of plant morphological and disease resistance traits (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Buckler2">Buckler <italic toggle="yes">et al</italic>., 2009</xref>; <xref ref-type="bibr" rid="i0095-3679-45-1-1-Kump1">Kump <italic toggle="yes">et al</italic>., 2011</xref>; <xref ref-type="bibr" rid="i0095-3679-45-1-1-McMullen1">McMullen <italic toggle="yes">et al</italic>., 2009</xref>).</p>
			<p>Cultivated peanut is an allotetraploid and has a relatively narrow genetic base due to the recent polyploidization event that gave rise to this species (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Bertioli1">Bertioli <italic toggle="yes">et al</italic>., 2016</xref>). Genetic mapping has been particularly challenging due to the scarcity of genetic markers. A number of biparental RILs segregating for response to disease and abiotic stress, maturity and crop quality traits were established for cultivated peanut (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Pandey2">Pandey <italic toggle="yes">et al</italic>., 2012</xref>). Mapped traits from peanut RILs include disease resistance (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Khera1">Khera <italic toggle="yes">et al</italic>., 2016</xref>; <xref ref-type="bibr" rid="i0095-3679-45-1-1-Pandey1">Pandey <italic toggle="yes">et al</italic>., 2016</xref>; <xref ref-type="bibr" rid="i0095-3679-45-1-1-Pandey3">Pandey <italic toggle="yes">et al</italic>., 2017</xref>; Sujay <italic toggle="yes">et al</italic>.; 2012), plant morphology (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Zhou1">Zhou <italic toggle="yes">et al</italic>., 2016</xref>) and response to abiotic stress (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Faye1">Faye <italic toggle="yes">et al</italic>., 2015</xref>; <xref ref-type="bibr" rid="i0095-3679-45-1-1-Varshney1">Varshney <italic toggle="yes">et al</italic>., 2009</xref>). Most of these published QTLs cover large genomic regions due to the limitations of marker density and map resolution due to small mapping population sizes. The lack of precision in mapping QTL regions reduces the effectiveness of marker-assisted breeding and hampers map-based cloning for genes controlling phenotypic traits. To increase the resolution of genetic mapping and refine QTL regions, a NAM population was created in peanut (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Holbrook2">Holbrook <italic toggle="yes">et al</italic>., 2013</xref>). Two common parents, Tifrunner (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Holbrook1">Holbrook and Culbreath, 2007</xref>) and Florida-07 (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Gorbert1">Gorbet and Tillman, 2009</xref>), were selected as females and crossed with eight unique male parents: N08082olJCT, C76-16, NC 3033 (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Beute1">Beute <italic toggle="yes">et al</italic>., 1976</xref>), GP-NC WS 16 (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Tallury1">Tallury <italic toggle="yes">et al</italic>., 2014</xref>), SSD 6 (PI 576638), OLin (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Simpson1">Simpson <italic toggle="yes">et al</italic>., 2003</xref>), New Mexico Valencia A (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Hsi1">Hsi and Finkner, 1972</xref>), and Florunner (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Norden1">Norden <italic toggle="yes">et al</italic>., 1969</xref>) resulting in 16 structured populations. Selection of these parental lines was the fruition of the peanut research community's aim to maximize genetic diversity and target traits important to the US peanut breeding programs. Major traits associated with the selected parental lines were reported previously (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Holbrook2">Holbrook <italic toggle="yes">et al</italic>., 2013</xref>). To characterize the genetic potential of this NAM parental germplasm, the first objective of this study was to identify and quantify traits that are likely to segregate among the populations. To this end, 25 traits related to yield, pod maturity, seed germination, plant morphology, disease resistance and salt tolerance were quantified among the parental lines. Traits demonstrating significant differences among the population parents were identified. The second objective was to determine the genetic polymorphism among the population parents. SNPs between population parents ranged from 1,000 to 4,000 on Version 1 and 2,000 to 9,000 on Version 2 arrays.</p>
		</sec>
		<sec id="s2">
			<title>Materials and Methods</title>
			<p>Field trials were conducted from year 2012 to 2014 at the Gibbs Farm and Lang-Rigdon Farm, University of Georgia, Tifton Campus, Tifton, Georgia. Ten parental genotypes were planted following a randomized complete block design with three field replicates. Each plot consisted of two 1.5 m rows seeded at 20 seed per m. The width of the plot was 0.9 m. Plots were managed throughout the growing season using standard production practices (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Beasley1">Beasley, 2013</xref>; <xref ref-type="bibr" rid="i0095-3679-45-1-1-UGA1">UGA, 2018</xref>) and were irrigated as needed.</p>
			<sec id="s2a"><title></title>
				<sec id="s2a1">
					<title>Plot yield and pod traits</title>
					<p>Upon harvest, peanuts were dried to less than 10%; moisture level. Yield of field plots was determined in 2014 for all genotypes. Hundred pod weight, hull weight from 100 pods and 100 seed weight were measured in 2012. Ten mature double-seeded pods per field replication were selected based on endocarp color of pods for each genotype (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Williams1">Williams and Drexler, 1981</xref>). Mature double-seeded pod weight, seed weight, and pod area were measured in 2012 and 2014. Pod area was determined from pod images using the Image J software (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Wu1">Wu <italic toggle="yes">et al</italic>., 2015</xref>). The numbers of single-seeded, double-seeded and triple-seeded pods were counted in 250 grams of randomly selected pods from each line. Percentage of each type of pod was calculated in 2014.</p>
				</sec>
				<sec id="s2a2">
					<title>Pod maturity</title>
					<p>Pods harvested at 140 d after planting (DAP) were blasted with a pressure washer. Mesocarp color at the saddle area of a double or triple-seeded pod was compared to the peanut profile board (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Baldwin1">Baldwin and Beasley, 1990</xref>) to determine maturity. Percentage of pods in the category of black (14 d to maturity) was determined for each genotype. Data for pod maturity were collected in 2013, 2014 and 2015.</p>
				</sec>
				<sec id="s2a3">
					<title>Disease ratings</title>
					<p>TSWV disease rating at the Gibbs farm in Tift County, Georgia was performed by documenting spotted wilt disease incidence in each plot at 105 DAP in 2013; 112 DAP in 2014; 90 DAP in 2015. The rating scale was proportional with a score of 0 indicating no symptomatic plants, 1 indicating 10%; symptomatic plants; 2 indicating 20%; symptomatic plants etc. A score of 10 indicated 100%; symptomatic plants in the plot (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Tillman1">Tillman et al., 2006</xref>). Late leaf spot disease visual ratings were taken at 100, 114, 125 and 139 DAP at the Rigdon farm, in Tift County, Georgia in 2014 using the Florida scale (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Knauft1">Knauft <italic toggle="yes">et al</italic>., 1988</xref>). Area under the disease progress curve (AUDPC) was calculated for late leaf spot disease ratings.</p>
				</sec>
				<sec id="s2a4">
					<title>Plant morphology</title>
					<p>Measurements of plant height and primary lateral length were taken from three plants per field plot for each genotype. The number of nodes on primary laterals was counted and average internode length was calculated by lateral length/number of nodes. Data collection was performed at 120 DAP and 138 DAP in 2013; 120 and 140 DAP in 2014; and 140 DAP in 2015. No statistically significant differences were detected between the two measurement dates in both 2013 and 2014. Therefore average data of the two harvest dates was taken for each year.</p>
				</sec>
				<sec id="s2a5">
					<title>Germination test</title>
					<p>Forty-five seeds per genotype were pre-treated with fungicide 5,6-dihydro-2-methyl-1,4-oxathiin-3-carboxamide (Vitavax at 3 g/kg seed, Crompton, Middleburry, CT) and germinated in water saturated germination paper for 7 d at 28 C. Images of germinated seeds were scanned for radicle length and root length measurements using the Assess Software Version 2.0 (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Lamari1">Lamari, 2008</xref>).</p>
				</sec>
				<sec id="s2a6">
					<title>Salt tolerance test</title>
					<p>A salt tolerance test was performed in 2016. Seeds were germinated and grown for 5 to 7 d in petri-dishes (Fisher Scientific, Hampton, NH) lined with moistened filter paper (Fisher Scientific, Hampton, NH). For each treatment, 10 seedlings/genotype were transferred to seed germination pouches (mega-international.com) containing 20 ml of Hoagland's medium (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Atamian1">Atamian <italic toggle="yes">et al</italic>., 2012</xref>) and kept in a growth chamber maintained at 25 to 28 C and 16 h light/8 h dark cycle for 10 d. Peanut seedlings were transferred to new seed germination pouches containing 20 ml of 0 mM, 100 mM and 200 mM NaCl, dissolved in water, for 6 d before measurements of the following parameters were taken: tap root length, whole root length, shoot fresh weight and root fresh weight. Shoots and roots were collected and dried in an incubator at 80 C for 3 d before the dry weights of shoots and roots were measured. All values were normalized to the average of no salt treatment controls for each genotype.</p>
					<p>Phenotyping data were analyzed using mixed-model analysis of variance (PROC MIXED) of SAS using restricted maximum likelihood (REML) as the estimation model (SAS Version 9.4, SAS Institute). Effects of genotype, year, and genotype x year interaction are presented in Table S1. Significant genotype x year interaction showed differences in the performance of genotypes measured across the years. Therefore, when the genotype x year interaction was significant, the yearly data were analyzed separately. Significant differences between population parents were identified when the p-value was less than 0.05.</p>
				</sec>
				<sec id="s2a7">
					<title>Genotyping</title>
					<p>DNA was extracted from young leaves pooled from 10 to 15 individual plants per genotype using a DNeasy plant mini kit (Qiagen, Valencia, CA) and quantified by the Quant-it PicoGreen dsDNA assay kit (ThermoFisher Scientific, Pittsburgh, PA). Genotyping was performed on the <italic toggle="yes">Arachis</italic> Axiom SNP array Version 1 (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Clevenger2">Clevenger <italic toggle="yes">et al</italic>., 2017</xref>) and Version 2 by Affymetrix (ThermoFisher Scientific). SNP calling was performed with Axiom Analysis Suite (Version 1.1). Version 1 SNP number was curated manually to recover SNPs from all five categories 1) PolyHighResolution in which the samples were clearly grouped in three clusters and all of the samples passed quality control. 2) NoMinorHom in which all samples passed quality control yet only two clusters were observed. 3) OfftargetVariant in which additional low intensity clusters were present due to the slight mismatch between the probe and sample DNA. 4) CallRateBelowThreshold in which genotype call rate is below 90%;. 5) Other in which the clustering pattern does not conform to the previous categories. In the process of manual curation, the clustering profiles of all polymorphic markers were inspected. Markers demonstrating undesirable clustering profiles were excluded. Since the polymorphic marker density increased significantly with the Version 2 chip, only PolyHighResolution and NoMinorHom categories were output directly from the software.</p>
				</sec>
			</sec>
		</sec>
		<sec id="s3">
			<title>Results and discussion</title>
			<p>The total number of recombinant inbred lines for the NAM population is 4,780 (<xref ref-type="table" rid="i0095-3679-45-1-1-t01">Table 1</xref>). The initial goal for each sub-population was 400, yet a few populations with New Mexico Valencia A, OLin and SSD6 as male parents had significantly fewer RILs due to attrition from disease pressure. In order to provide a guideline to prioritize phenotyping efforts for such a large population, we phenotyped the complete set of population parents.</p>
			<table-wrap id="i0095-3679-45-1-1-t01" position="float" content-type="2col" orientation="portrait">
				<label>Table 1.</label>
				<caption>
					<p>Nested association mapping population size. The numbers indicate the number of recombinant inbred lines for each combination of parental lines.</p>
				</caption>
				<graphic xlink:href="i0095-3679-45-1-1-t01.png" position="float" orientation="portrait"></graphic>
			</table-wrap>
			<sec id="s3a"><title></title>
				<sec id="s3a1">
					<title>Yield and yield components</title>
					<p>Florida-07 had significantly higher small-plot yield than all of the male parents except for C76-16 whereas the yield of Tifrunner was greater than NC3033, GP-NC WS 16, OLin, New Mexico Valencia A and SSD 6 (<xref ref-type="table" rid="i0095-3679-45-1-1-t02">Tables 2</xref>, <xref ref-type="table" rid="i0095-3679-45-1-1-t03">3</xref>). The largest yield difference occurred between Florida-07 and SSD 6. Significant yield advantage of Florida-07 and Tifrunner is expected when growing these parental lines together in South Georgia. Although high yield is the ultimate goal for a breeding program, it is a quantitatively inherited trait influenced by multiple genetic factors in addition to the cumulative effects from farming practice, disease pressure and weather conditions. Therefore, genetic mapping of yield alone would be insufficient for marker development. Since number of seeds per pod, seed weight, and pod maturity are measurable yield components demonstrating heritability and interdependence in genetic mapping (<xref ref-type="bibr" rid="i0095-3679-45-1-1-TimmermanVaughan1">Timmerman-Vaughan <italic toggle="yes">et al</italic>., 2005</xref>), these traits were evaluated among the population parents.</p>
					<table-wrap id="i0095-3679-45-1-1-t02" position="float" content-type="2col" orientation="portrait">
						<label>Table 2.</label>
						<caption>
							<p>Pairwise comparison of phenotyping data collection for the nested association mapping population parents</p>
						</caption>
						<graphic xlink:href="i0095-3679-45-1-1-t02.png" position="float" orientation="portrait"></graphic>
					</table-wrap>
					<table-wrap id="i0095-3679-45-1-1-t03" position="float" content-type="2col" orientation="portrait">
						<label>Table 3.</label>
						<caption>
							<p>Average and standard deviation of phenotypic data collected for NAM parental lines</p>
						</caption>
						<graphic xlink:href="i0095-3679-45-1-1-t03.png" position="float" orientation="portrait"></graphic>
					</table-wrap>
				</sec>
				<sec id="s3a2">
					<title>Number of seeds per pod</title>
					<p>The number of seeds per pod is determined by the number of ovules initiated and at the seed morphogenesis stage when ovule abortion can occur in legumes (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Ney1">Ney <italic toggle="yes">et al</italic>., 1993</xref>). It is a yield component positively affecting peanut production. New Mexico Valencia A and GP-NC WS 16 had significantly higher percentages of single-kernel and fewer double-kernel pods than both female parents (<xref ref-type="table" rid="i0095-3679-45-1-1-t02">Tables 2</xref>). SSD 6 and New Mexico Valencia A had significantly higher percentages of triple-kernel pods than either female parent. In order to map for the ratio of single, double and triple-kernel pods, both populations of Florida-07 x New Mexico Valencia A and Tifrunner x New Mexico Valencia A would be desirable since the parents demonstrated significant differences in all three measurements. New Mexico Valencia A originally was released for the production of three to four kernel pods (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Hsi1">Hsi and Finkner, 1972</xref>). Previously, the number of seeds per pod was mapped in soybean to a 0.7 cM genomic region containing the <italic toggle="yes">Ln</italic>-encoding gene (Glyma20g25000.1) which was proposed to be the candidate gene (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Jeong1">Jeong <italic toggle="yes">et al</italic>., 2011</xref>; Jeong et al., 2012). Mapping of seeds per pod in rapeseed also led to discovery of a major QTL explaining 32%; of phenotypic variation (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Shi1">Shi <italic toggle="yes">et al</italic>., 2015</xref>). Further genetic mapping of seeds per pod in peanut will shed light on the genetic control of this important agronomic trait.</p>
				</sec>
				<sec id="s3a3">
					<title>Pod size and weight</title>
					<p>Multiple measurements were taken to determine pod size and weight. Hundred-pod and hundred-seed weight are used by peanut breeders to determine the size of peanut; however, this measurement can be confounded by the maturity of pods because the pods are randomly sampled. It is known that pod maturity affects seed and pod size in peanut (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Williams2">Williams <italic toggle="yes">et al</italic>., 1987</xref>). Selection of mature double-kernel pods for weight and size measurement is a refined, although labor intensive, phenotyping procedure, intended to evaluate maximum potential. Male genotypes N08082o1JCT and OLin had the largest and smallest pods and seeds among all tested genotypes, respectively, in all environments (<xref ref-type="table" rid="i0095-3679-45-1-1-t02">Tables 2</xref>, <xref ref-type="table" rid="i0095-3679-45-1-1-t03">3</xref>). Both Florida-07 and Tifrunner are significantly different from N08082o1JCT and OLin in pod and seed measurements. The largest difference among the population parents lies between Tifrunner and N08082o1JCT since N08082o1JCT is a large-seeded virginia-type peanut breeding line even larger in seed size than Bailey (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Isleib1">Isleib <italic toggle="yes">et al</italic>., 2011</xref>). Florida-07 is a large-seeded runner type peanut and was significantly larger than GP-NC WS 16 in all measured parameters. Mapping the populations with N08082o1JCT and OLin as male parents will lead to discovery of additional QTLs conditioning pod and seed size traits in peanut.</p>
				</sec>
				<sec id="s3a4">
					<title>Pod maturity date</title>
					<p>Peanut is an indeterminate crop producing fruit on a single plant with a wide range of maturity levels. Pod maturity affects multiple aspects of peanut quality including flavor (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Sanders2">Sanders <italic toggle="yes">et al</italic>., 1989</xref>), lipid profile (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Sanders1">Sanders, 1980</xref>), and aflatoxin contamination (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Dorner1">Dorner <italic toggle="yes">et al</italic>., 1989</xref>). Early pod maturity may help the crop to escape late season drought and diseases; however, late maturity was reported to be associated with higher tolerance to leaf spot disease (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Branch1">Branch and Culbreath, 1995</xref>; <xref ref-type="bibr" rid="i0095-3679-45-1-1-Miller1">Miller <italic toggle="yes">et al</italic>., 1990</xref>). The two female parents are mid- to late-maturity cultivars which mature in 140 to 150 days after planting in South Georgia. The percentage of pods at full maturity, determined by the mesocarp color of pods reaching the black stage using the hull-scrape method, was measured at 140 days after planting in 2013, 2014 and 2015. C76-16 and New Mexico Valencia A demonstrated consistently earlier maturity than both Florida-07 and Tifrunner (<xref ref-type="table" rid="i0095-3679-45-1-1-t02">Tables 2</xref>, <xref ref-type="table" rid="i0095-3679-45-1-1-t03">3</xref>). The greatest difference among population parental combinations was between Tifrunner and New Mexico Valencia A. Mapping this trait in the segregating subpopulations should help in pyramiding desirable genes for maturity with disease resistance.</p>
				</sec>
				<sec id="s3a5">
					<title>Radicle and hypocotyl length of young seedlings</title>
					<p>Roots and stems are vital parts of a plant for absorbing and transporting water and nutrients from soil. Root morphology and size are associated with plant tolerance to drought stress. Heritable root length differences among peanut varieties at an early growth stage were reported (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Ketring1">Ketring <italic toggle="yes">et al</italic>., 1982</xref>). In this study, radicle and hypocotyl length were measured at 7 d post-germination, a time frame in which seedling stand counts may be affected. Active radicle and hypocotyl extension contributes to seedling vigor (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Biswas1">Biswas <italic toggle="yes">et al</italic>., 2000</xref>). Tifrunner had significantly longer radicle and hypocotyl length than that of C76-16, New Mexico Valencia A, OLin and GP-NC WS16. The largest parental difference was found between Tifrunner and C76-16. C76-16 was reported to be a drought tolerant line due to its large root system when the drought stress was imposed late in the growing season (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Dang1">Dang <italic toggle="yes">et al.,</italic> 2012</xref>). The radicle and hypocotyl length measured in this study only assessed root growth at the seedling stage, a different stage of root development than the previous report.</p>
				</sec>
				<sec id="s3a6">
					<title>Plant morphology</title>
					<p>Plant architecture is regulated genetically through hormonal signaling pathways (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Sussex1">Sussex and Kerk, 2001</xref>). Main stem height has been used to describe the growth habit of cultivated peanut and is often documented in cultivar releases. Peanut forms vegetative and reproductive nodes on lateral branches following an alternating pattern in the subspecies <italic toggle="yes">hypogaea</italic> and sequential reproductive pattern in the subspecies <italic toggle="yes">fastigiata</italic> (Bunti ng, 1955; <xref ref-type="bibr" rid="i0095-3679-45-1-1-Smartt1">Smartt, 1961</xref>). Shorter internode length potentially could increase the productivity of peanut by resulting in more pods per unit length of the lateral branch. Excessive vegetative growth of peanut is considered unfavorable due the cost of management and photosynthate partitioning away from seed production (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Bauman1">Bauman and Norden, 1971</xref>). Primary lateral length, node number on primary laterals and internode length data were collected in 2013, 2014 and 2015 (<xref ref-type="table" rid="i0095-3679-45-1-1-t02">Tables 2</xref>, <xref ref-type="table" rid="i0095-3679-45-1-1-t03">3</xref>). SSD 6 had the longest main stem, primary laterals and highest number of nodes among all genotypes throughout three years of this study. Highly significant differences were found between SSD 6 and the two female parents, Florida-07 and Tifrunner. As for internode length, 2013 and 2014 demonstrated significant differences of this male parent from the two female parents. Data from 2015 did not reach statistical significance although the mean value of SSD 6 was higher. Populations with SSD 6 as male parent should be useful to map these morphological traits of peanut.</p>
				</sec>
				<sec id="s3a7">
					<title>Late leafspot and TSWV resistance</title>
					<p>Late leaf spot (caused by <italic toggle="yes">Cercosporidium personatum</italic> (Berk. &amp; Curt.) Deighton) is a major fungal disease plaguing peanut production worldwide. It occurs mid-Aug in South Georgia, US and progresses until the end of the growing season, causing severe defoliation in susceptible genotypes. TSWV (genus <italic toggle="yes">Tospovirus</italic>, family <italic toggle="yes">Bunyaviridae</italic>) was first found in the southeastern US in the 1980s and soon became the main disease constraining peanut production (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Culbreath1">Culbreath and Srinivasan, 2011</xref>). Integrating host resistance and implementing effective field management are critical for yield protection. Among the parental genotypes, GP-NC WS 16 and SSD 6 are the best genetic resources for late leaf spot resistance (<xref ref-type="table" rid="i0095-3679-45-1-1-t02">Tables 2</xref>, <xref ref-type="table" rid="i0095-3679-45-1-1-t03">3</xref>). Both genotypes have significantly lower disease scores than either Tifrunner or Florida-07. GP-NC WS 16 is a germplasm line with the leaf spot resistant diploid species<italic toggle="yes">, A. cardenasii</italic> Krapov. &amp; W.C. Gregory, in its pedigree (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Company1">Company <italic toggle="yes">et al</italic>., 1982</xref>). Resistance to late leaf spot was mapped by QTL-seq in the Florida-07 x GP-NC WS 16 population (unpublished data). Both Florida-07 and Tifrunner demonstrated resistance to TSWV compared to most males in this study (<xref ref-type="table" rid="i0095-3679-45-1-1-t02">Tables 2</xref>, <xref ref-type="table" rid="i0095-3679-45-1-1-t03">3</xref>). TSWV field disease pressure varied across the tested environments and years. The most susceptible male parents were New Mexico Valencia A and NC3033.</p>
				</sec>
				<sec id="s3a8">
					<title>Salt tolerance</title>
					<p>Salinity stress from salt accumulation in soil reduces plant growth by increasing toxic metabolites, generating reactive oxidative species, and preventing photosynthesis and nutrient uptake (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Jain1">Jain <italic toggle="yes">et al</italic>., 2006</xref>). Salt tolerance is a desirable trait for peanut growing regions with high soil salinity levels. In order to test if there was any differential response to salt among the parental lines, young peanut seedlings were subjected to salt stress at 100 and 200 mM NaCl concentrations. GP-NC WS 16 had significantly reduced root and shoot growth compared to Tifrunner measured by root and shoot dry and fresh weights, whole root and tap root lengths at both salt concentrations (<xref ref-type="table" rid="i0095-3679-45-1-1-t02">Tables 2</xref>, <xref ref-type="table" rid="i0095-3679-45-1-1-t03">3</xref>). Therefore, Tifrunner demonstrated better salt tolerance at the young seedling stage than GP-NC WS 16.</p>
				</sec>
				<sec id="s3a9">
					<title>Genotyping data</title>
					<p>Genotyping platforms have evolved rapidly in recent years (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Rasheed1">Rasheed <italic toggle="yes">et al</italic>., 2017</xref>). Discovery of single nucleotide polymorphic (SNP) markers from next generation sequencing data greatly increased the marker density for peanut (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Clevenger1">Clevenger <italic toggle="yes">et al</italic>., 2015</xref>; <xref ref-type="bibr" rid="i0095-3679-45-1-1-Clevenger3">Clevenger and Ozias-Akins, 2015</xref>). The construction of Affymetrix genotyping arrays with 58,233 probe sets on a Version 1 <italic toggle="yes">Arachis</italic> array (<xref ref-type="bibr" rid="i0095-3679-45-1-1-Clevenger2">Clevenger <italic toggle="yes">et al</italic>., 2017</xref>) and 47,837 probe sets on a Version 2 array has enabled genotyping of mapping populations in a high throughput fashion. The Version 2 array integrated SNPs identified by an improved bioinformatics pipeline which will be described elsewhere. The number of Version 1 polymorphic markers between NAM population parents ranged from 937 to 3,980 with the lowest marker density found in Florida-07 x C76-16 and highest marker density in Florida-07 x New Mexico Valencia A (<xref ref-type="table" rid="i0095-3679-45-1-1-t04">Table 4</xref>). The variation in range of marker density indicated level of genetic diversity among the parental lines. New Mexico Valencia A is genetically most distant from the runner-type peanut cultivar Florida-07 among all parental combinations. The total number of SNPs reached 36,174 for the sixteen biparental populations and there were 8,820 non-redundant SNPs across the NAM. Markers shared among populations were considered redundant. When only PolyhighResolution and NoMinorHom categories were taken into account on the Version 1 array, the total number of SNPs was reduced to 29,306 which accounted for 81%; of the total SNPs. The remaining 19%; of markers recovered from CallRateBelowThrshold, OffTargetVariant and Other categories were manually curated since the SNP data quality was too low for high confidence automated calling in these categories. The second version of the array has increased the number of subgenome specific SNP markers; therefore, the output of polymorphic markers from PolyhighResolution and NoMinorHom categories avoids manual calling and resulted in 79,075 total SNPs among the population parents. This number doubled the total number of SNPs from Version 1 and was 2.7 times the output of the same two categories from Version 1 data. Non-redundant SNPs among population parents was 14,672 from the Version 2 array. A majority (76 to 81%;) of the SNPs from Version 1 and Version 2 arrays were redundant which provides common markers to perform meta-analyses and build a consensus map for the 16 NAM sub-populations. The highest marker density was found on chromosome A02 and the lowest on chromosome A01 on the Version 1 array (<xref ref-type="fig" rid="i0095-3679-45-1-1-f01">Figure 1</xref>). Besides chromosomes A02 and A08, marker density on the remaining 18 chromosomes increased on the Version 2 array. The largest increase of marker density was found on chromosome A01 in which Version 2 had five times more markers than that of Version 1 followed by B10 and B09 (3 times more).</p>
					<table-wrap id="i0095-3679-45-1-1-t04" position="float" content-type="2col" orientation="portrait">
						<label>Table 4.</label>
						<caption>
							<p>Number of SNP markers detected among NAM parents using the A<italic toggle="yes">rachis</italic> Axiom SNP array Version 1 and Version 2. All categories columns include SNPs from all categories including PolyhighResolution, NoMinorHom, OffTargetVarient, CallRateBelowThreshold and Other. Polyhigh&amp;Nominor columns include SNP markers from polyhighresolution and Nominorhom categories only.</p>
						</caption>
						<graphic xlink:href="i0095-3679-45-1-1-t04.png" position="float" orientation="portrait"></graphic>
					</table-wrap>
					<fig id="i0095-3679-45-1-1-f01" position="float" orientation="portrait">
						<label>Fig. 1.</label>
						<caption>
							<p>The distribution of SNP markers identified from version 1 and version 2 arrays across chromosomes. Version1&lowbar;All is the number of SNP markers from all categories of SNP markers. Version 1&lowbar;PN and Version 2&lowbar;PN are the number of SNP markers from polyhighresolution and Nominorhom categories on Version 1 and 2 chips only.</p>
						</caption>
						<graphic xlink:href="i0095-3679-45-1-1-f01.png" position="float" orientation="portrait"></graphic>
					</fig>
				</sec>
			</sec>
		</sec>
		<sec id="s4">
			<title>Conclusions</title>
			<p>In summary, contrasting phenotypic data from plant morphology and disease resistance to pod and seeds traits were collected for the 10 parental lines of the NAM population, and up to 79,000 SNP markers were identified among the parental genotypes. Further genotyping of the NAM sub-populations using the Affymetrix SNP arrays will allow the construction of high density genetic maps. Genetic mapping for the traits segregating in the respective populations will facilitate the discovery of genomic regions controlling the phenotypic variation among peanut lines.</p>
		</sec>
	</body>
	<back>
		<ack>
			<title>Acknowledgements</title>
			<p>The authors would like to acknowledge Xuelin Luo for assisting with statistical analysis. The authors would like to acknowledge the funding support from the Georgia Peanut Commission, The Peanut Foundation, Feed the Future Innovation Lab for Collaborative Research on Peanut Productivity and Mycotoxin Control (Peanut and Mycotoxin Innovation Lab) supported by funding from the United States Agency for International Development (USAID), and the Agriculture and Food Research Initiative competitive grant 2012-85117-19435 of the USDA National Institute of Food and Agriculture.</p>
		</ack>
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		</ref-list>
			<fn-group>
                <label><p><bold>Author Affiliations</bold></p></label>
				<fn id="n101" fn-type="current-aff">
					<label><sup>1</sup></label>
					<p>Horticulture Department, University of Georgia Tifton Campus, Tifton, GA 31793;</p>
				</fn>
				<fn id="n102" fn-type="current-aff">
					<label><sup>2</sup></label>
					<p>USDA- Agricultural Research Service, Crop Genetics and Breeding Research Unit, Tifton, GA 31793;</p>
				</fn>
				<fn id="n103" fn-type="current-aff">
					<label><sup>3</sup></label>
					<p>Department of Crop Science, North Carolina State University, P.O. Box 7629, Raleigh, NC 27695;</p>
				</fn>
				<fn id="n104" fn-type="current-aff">
					<label><sup>4</sup></label>
					<p>Texas A&amp;M AgriLife Research, Lubbock TX 79403, and Department of Plant and Soil Science, Texas Tech University, Lubbock, TX 79409;</p>
				</fn>
				<fn id="n105" fn-type="current-aff">
					<label><sup>5</sup></label>
					<p>Department of Plant Pathology, University of Georgia, Tifton, Georgia 31793;</p>
				</fn>
				<fn id="n106" fn-type="current-aff">
					<label><sup>6</sup></label>
					<p>North Florida Research and Extension Center, University of Florida, Marianna, FL 32446;</p>
				</fn>
				<fn id="n107" fn-type="current-aff">
					<label><sup>7</sup></label>
					<p>Institute of Plant Breeding, Genetics &amp; Genomics, University of Georgia Tifton Campus, Tifton, GA 31793.</p>
				</fn>
				<corresp id="cor1">
					<label><sup>*</sup></label>Corresponding author's E-mail: <email>pozias@uga.edu</email>
				</corresp>
				<fn id="n108" fn-type="current-aff">
					<label><sup>**</sup></label>
					<p>Current address: Shandong Peanut Research Institute, Qingdao, 266100 P.R. China</p>
				</fn>
                
				<fn id="n109" fn-type="current-aff">
					<label><sup>***</sup></label>
					<p>Current address: Mars Wrigley Confectionery, Center for Applied Genetic Technologies, Athens, GA, 30606</p>
				</fn>
			</fn-group>
	</back>
</article>
