
<ns0:uwmetadata xmlns:ns0="http://phaidra.univie.ac.at/XML/metadata/V1.0" xmlns:ns1="http://phaidra.univie.ac.at/XML/metadata/lom/V1.0" xmlns:ns10="http://phaidra.univie.ac.at/XML/metadata/provenience/V1.0" xmlns:ns11="http://phaidra.univie.ac.at/XML/metadata/provenience/V1.0/entity" xmlns:ns12="http://phaidra.univie.ac.at/XML/metadata/digitalbook/V1.0" xmlns:ns13="http://phaidra.univie.ac.at/XML/metadata/etheses/V1.0" xmlns:ns2="http://phaidra.univie.ac.at/XML/metadata/extended/V1.0" xmlns:ns3="http://phaidra.univie.ac.at/XML/metadata/lom/V1.0/entity" xmlns:ns4="http://phaidra.univie.ac.at/XML/metadata/lom/V1.0/requirement" xmlns:ns5="http://phaidra.univie.ac.at/XML/metadata/lom/V1.0/educational" xmlns:ns6="http://phaidra.univie.ac.at/XML/metadata/lom/V1.0/annotation" xmlns:ns7="http://phaidra.univie.ac.at/XML/metadata/lom/V1.0/classification" xmlns:ns8="http://phaidra.univie.ac.at/XML/metadata/lom/V1.0/organization" xmlns:ns9="http://phaidra.univie.ac.at/XML/metadata/histkult/V1.0">
  <ns1:general>
    <ns1:identifier>o:4629</ns1:identifier>
    <ns1:title language="en">Interpreting the Interaction of Genotype with Environmental Factors in Barley Using Partial Least Squares Regression Model</ns1:title>
    <ns1:language>en</ns1:language>
    <ns1:description language="en">Abstract: Genotype by environment interaction (GEI) is a complex problem that complicates the
barley selection and breeding process. The knowledge of the relationship between cereal phenology
and climatic data is important for understanding GEI and the physiological pathways responsible for
the interaction effect. The grain yield of twenty winter barley genotypes in six environments was
observed. Factors influencing the variability were analyzed using a linear mixed model. The partial
least squares regression (PLSR) model was applied to determine the most relevant environmental
variables in certain stages of development that explained GEI effects. Biplot with environmental
variables explained 43.7% of the GEI. The barley was generally the most sensitive to the environmental
conditions (relative humidity, maximum temperature and its variation, sun hours, and precipitation)
during the anthesis and filling stage (May) which caused GEI. Temperature variables did not show
significance only in the vegetative phase. Different genotypes responded differently to environmental
factors. Genotypes NS-525, NS-589, and J-103 were highlighted as widely adaptable, and Zajeˇcar was
a suitable and reliable location for yield testing. The GEI information presented in this paper can
be useful in traditional plant breeding and future breeding programs through molecular research of
crop developmental genes and examination of physiological processes in two-row barley.</ns1:description>
    <ns1:keyword language="en">Hordeum vulgare; grain yield; GEI; environmental variables; phenology; PLSR</ns1:keyword>
    <ns2:identifiers>
      <ns2:resource>1552099</ns2:resource>
      <ns2:identifier>10.3390/agronomy14010194</ns2:identifier>
    </ns2:identifiers>
  </ns1:general>
  <ns1:lifecycle>
    <ns1:upload_date>2024-05-24T09:35:54.073Z</ns1:upload_date>
    <ns1:status>44</ns1:status>
    <ns2:peer_reviewed>no</ns2:peer_reviewed>
    <ns1:contribute seq="0">
      <ns1:role>46</ns1:role>
      <ns1:entity seq="0">
        <ns3:firstname>Kamenko </ns3:firstname>
        <ns3:lastname>Bratkovic</ns3:lastname>
        <ns3:institution>Center for Small Grains and Rural Development, Save Kovacevica 31, 34000 Kragujevac, Serbia</ns3:institution>
      </ns1:entity>
    </ns1:contribute>
    <ns1:contribute seq="1">
      <ns1:role>46</ns1:role>
      <ns1:entity seq="0">
        <ns3:firstname>Kristina </ns3:firstname>
        <ns3:lastname>Luković</ns3:lastname>
        <ns3:institution>Institute for Vegetable Crops, Karadordeva 71, 11420 Smederevska Palanka, Serbia</ns3:institution>
      </ns1:entity>
    </ns1:contribute>
    <ns1:contribute seq="2">
      <ns1:role>46</ns1:role>
      <ns1:entity seq="0">
        <ns3:firstname>Vladimir </ns3:firstname>
        <ns3:lastname>Perišic</ns3:lastname>
        <ns3:institution>Institute for Vegetable Crops, Karadordeva 71, 11420 Smederevska Palanka, Serbia</ns3:institution>
      </ns1:entity>
    </ns1:contribute>
    <ns1:contribute seq="3">
      <ns1:role>46</ns1:role>
      <ns1:entity seq="0">
        <ns3:firstname>Jasna </ns3:firstname>
        <ns3:lastname>Savic</ns3:lastname>
        <ns3:institution>Faculty of Agriculture, University of Belgrade, Nemanjina 6, 11030 Belgrade, Serbia</ns3:institution>
      </ns1:entity>
    </ns1:contribute>
    <ns1:contribute seq="4">
      <ns1:role>46</ns1:role>
      <ns1:entity seq="0">
        <ns3:firstname>Jelena </ns3:firstname>
        <ns3:lastname>Maksimovic</ns3:lastname>
        <ns3:institution>Institute of Soil Science</ns3:institution>
        <ns3:orcid>0000-0001-5217-3972</ns3:orcid>
      </ns1:entity>
    </ns1:contribute>
    <ns1:contribute seq="5">
      <ns1:role>46</ns1:role>
      <ns1:entity seq="0">
        <ns3:firstname>Sladjan </ns3:firstname>
        <ns3:lastname>Adžic</ns3:lastname>
        <ns3:institution>Institute for Vegetable Crops, Karadordeva 71, 11420 Smederevska Palanka, Serbia</ns3:institution>
      </ns1:entity>
    </ns1:contribute>
    <ns1:contribute seq="6">
      <ns1:role>46</ns1:role>
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        <ns3:firstname>Aleksandra</ns3:firstname>
        <ns3:lastname>Rakonjac</ns3:lastname>
        <ns3:institution>Institute for Vegetable Crops, Karadordeva 71, 11420 Smederevska Palanka, Serbia</ns3:institution>
      </ns1:entity>
    </ns1:contribute>
    <ns1:contribute seq="7">
      <ns1:role>46</ns1:role>
      <ns1:entity seq="0">
        <ns3:firstname>Mirela </ns3:firstname>
        <ns3:lastname>Matkovic Stojšin</ns3:lastname>
        <ns3:institution>Tamiš Research and Development Institute, Novoseljanski put 33, 26000 Pancevo, Serbia</ns3:institution>
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  <ns1:technical>
    <ns1:format>application/pdf</ns1:format>
    <ns1:size>2879321</ns1:size>
    <ns1:location>https://unilib.phaidrabg.rs/o:4629</ns1:location>
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    <ns1:cost>no</ns1:cost>
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  <ns12:digitalbook>
    <ns12:name_magazine language="en">Agronomy</ns12:name_magazine>
    <ns12:releaseyear>2024</ns12:releaseyear>
  </ns12:digitalbook>
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