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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2023.1305182</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Estimation of time course in phytochrome photostationary state under artificial light for controlling plant growth</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Jishi</surname><given-names>Tomohiro</given-names>
</name>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1231528"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff id="aff1"><institution>Grid Innovation Research Laboratory, Central Research Institute of Electric Power Industry</institution>, <addr-line>Chiba</addr-line>, <country>Japan</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jung Eek Son, Seoul National University, Republic of Korea</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Ki-Ho Son, Gyeongsang National University, Republic of Korea</p>
<p>Athanasios Koukounaras, Aristotle University of Thessaloniki, Greece</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Tomohiro Jishi, <email xlink:href="mailto:jishi@criepi.denken.or.jp">jishi@criepi.denken.or.jp</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>01</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1305182</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>09</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>12</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Jishi</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Jishi</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>A model to estimate the time course of a phytochrome photostationary state (PSS) under an arbitrary light environment was developed. It is the solution of differential equations that use conversion rates between active and inactive forms of previously reported phytochromes. The model estimated that 90% of the PSS changes were completed using approximately 3.4 mmol m<sup>-2</sup> of integrated end-of-day far-red light irradiation, and 99% of the changes were completed with approximately 6.9 mmol m<sup>-2</sup> irradiation. Although these values were affected by the spectral photon flux density of the far-red light. They were consistent with previous results that examined dose requirements of far-red irradiation. The rate at which the PSS changes approached equilibrium was maximized under a red light, followed by far-red, green, and blue light. This estimation method could be used to control phytochrome responses for horticulture via artificial lighting.</p>
</abstract>
<kwd-group>
<kwd>artificial lighting</kwd>
<kwd>dose response</kwd>
<kwd>end-of-day far-red light</kwd>
<kwd>low fluence response</kwd>
<kwd>model</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="0"/>
<equation-count count="12"/>
<ref-count count="25"/>
<page-count count="6"/>
<word-count count="2722"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Photosynthesis and Photobiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Phytochromes are photoreceptors that have major effects on plant development and morphogenesis, including germination (<xref ref-type="bibr" rid="B2">Borthwick et&#xa0;al., 1952</xref>; <xref ref-type="bibr" rid="B14">Mancinelli et&#xa0;al., 1966</xref>), bud formation for flowers (<xref ref-type="bibr" rid="B6">Halliday et&#xa0;al., 1994</xref>), and stem elongation (<xref ref-type="bibr" rid="B22">Smith and Whitelam, 1997</xref>). In particular, phytochrome B changes reversibly between inactive (P<sub>r</sub>) and active (P<sub>fr</sub>) states. The P<sub>r</sub> state has an absorption maximum at red wavelengths, which change it to P<sub>fr,</sub>. Whereas, P<sub>fr</sub> has an absorption maximum at far-red wavelengths, which converts it to P<sub>r</sub>. The ratio of P<sub>r</sub> to P<sub>fr</sub> varies with the relative spectral photon flux density distribution (RSPFD), thereby serving as a sensor for the RSPFD. Promoted stem elongation, suppressed leaf development, and promoted flower bud formation under a high proportion of far-red (FR) light are characteristics of a shade-avoidance response (<xref ref-type="bibr" rid="B4">Folta and Carvalho, 2015</xref>).</p>
<p>There have been attempts to control plant growth, development, and morphology by regulating phytochrome B (hereinafter, simply referred to as phytochrome) reaction via artificial lighting. <xref ref-type="bibr" rid="B1">Blom et&#xa0;al. (1995)</xref> induced stem elongation in greenhouse-grown lilies via end-of-day far-red light (EODFR). <xref ref-type="bibr" rid="B15">Mata and Botto (2009)</xref> reported that poinsettia flowering was delayed by using a high percentage of red light produced with a film that absorbed far-red light. The widespread use of light-emitting diodes (LEDs) has facilitated narrow-band lighting, resulting in more reports on plant responses mediated by phytochromes (e.g., <xref ref-type="bibr" rid="B3">Chia and Kubota, 2010</xref>).</p>
<p>In these reports, the R/FR ratio of red light to far-red light in the photon flux density (PFD) and the phytochrome photostationary state (PSS) have been used as indicators of environmental light effects on the phytochrome status. Red and far-red light have been defined as having wavelengths over 600&#x2013;700 nm and 700&#x2013;800 nm, respectively (<xref ref-type="bibr" rid="B24">Yang et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B20">Shibuya et&#xa0;al., 2023</xref>), but sometimes the wavelengths were defined as 655&#x2013;665 nm and 725&#x2013;735 nm (<xref ref-type="bibr" rid="B21">Smith, 1986</xref>), or 660&#x2013;670 nm and 725&#x2013;735 nm (<xref ref-type="bibr" rid="B5">Franklin, 2008</xref>).</p>
<p>The PSS, sometimes called the phytochrome photo-equilibrium, is the ratio of active phytochrome to the total phytochrome (P<sub>fr</sub>/P<sub>all</sub>), and can be calculated from absorptivity data of isolated phytochromes (<xref ref-type="bibr" rid="B17">Sager et&#xa0;al., 1988</xref>). P<sub>r</sub> and P<sub>fr</sub> can also change their state by absorbing blue and green light. Some reports have suggested that monochromatic blue light affects plant morphology by reducing the PSS (<xref ref-type="bibr" rid="B7">Hern&#xe1;ndez and Kubota, 2016</xref>; <xref ref-type="bibr" rid="B8">Jishi et&#xa0;al., 2021a</xref>; <xref ref-type="bibr" rid="B9">Jishi et&#xa0;al., 2021b</xref>). When using blue or green light, the R/FR ratio is not a suitable indicator of the phytochrome reaction and PSS should be used instead.</p>
<p>When the light environment changes over a short timescale, phenomena occur that cannot be explained solely by calculating the steady-state PSS. Even though the calculated steady-state PSS is independent of the photon flux density (PFD), and is determined solely by the RSPFD, higher doses (=integrated PFD) of EODFR, produced longer hypocotyl lengths in tomato seedlings (<xref ref-type="bibr" rid="B3">Chia and Kubota, 2010</xref>). The hypocotyl elongation was saturated at 4 mmol m<sup>-2</sup> s<sup>-1</sup> EODFR doses, which could have been attributed to temporal changes in the PSS. Because PSS changes can take several minutes to complete (<xref ref-type="bibr" rid="B16">Quail, 1983</xref>), it has been suggested that a higher PFD produces faster PSS changes <italic>in vivo</italic> (<xref ref-type="bibr" rid="B23">Spruit and Kendrick, 1972</xref>). Therefore, if the dose, which is the product of PFD and the irradiation time, was not sufficient for the PSS to reach a steady state, the PSS change could stop midway.</p>
<p>If the PSS temporal changes could be estimated, then the effects of artificial lighting on plants via the action of the phytochrome could be estimated in more detail, and plant morphology and development could be controlled more efficiently and accurately. For example, there have been few effects on the PSS if the irradiation was continued after the steady state was reached, and energy consumption could be reduced by providing sufficient irradiation as needed (<xref ref-type="bibr" rid="B3">Chia and Kubota, 2010</xref>; <xref ref-type="bibr" rid="B25">Zou et&#xa0;al., 2021</xref>). In addition, one could attempt to stop the PSS change midway by adjusting the light irradiation time.</p>
<p>Here, a method for estimating temporal changes in the PSS is discussed. By using previously reported spectral data for phytochrome photochemical cross-sections, reaction rate constants for each change between P<sub>r</sub> and P<sub>fr</sub> were calculated, and the differential equations were solved. In addition, examples of model estimation results are discussed and compared with previously reported measurements.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Calculation method</title>
<sec id="s2_1">
<label>2.1</label>
<title>Definition of phytochrome photochemical cross-section and PSS calculation</title>
<p>The phytochrome photochemical cross-section was defined as the conversion rate constant (m<sup>2</sup> mol<sup>-1</sup>) for the PFD at each wavelength. Therefore, the rate of decrease in the PSS per unit time because of the inactivation conversion of P<sub>fr</sub> to P<sub>r</sub> is defined in <xref ref-type="disp-formula" rid="eq1">Equation 1</xref>, and the rate of increase in the PSS per unit time because of the activation conversion of P<sub>r</sub> to P<sub>fr</sub> is defined in <xref ref-type="disp-formula" rid="eq2">Equation 2</xref>:</p>
<disp-formula id="eq1">
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>=</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
</mml:mrow>
</mml:munderover>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mtext>&#x3bb;</mml:mtext>
</mml:msub>
<mml:msub>
<mml:mtext>&#x3c3;</mml:mtext>
<mml:mrow>
<mml:mtext>fr&#x3bb;</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="eq2">
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
</mml:mrow>
</mml:munderover>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mtext>&#x3bb;</mml:mtext>
</mml:msub>
<mml:msub>
<mml:mtext>&#x3c3;</mml:mtext>
<mml:mrow>
<mml:mtext>r&#x3bb;</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>In <xref ref-type="disp-formula" rid="eq1">Equations 1</xref>, <xref ref-type="disp-formula" rid="eq2">2</xref>, <italic>P</italic> is PSS, &#x3bb; is the wavelength (nm), <italic>E</italic><sub>&#x3bb;</sub> is the spectral photon flux density at &#x3bb; (mol m<sup>-2</sup> s<sup>-1</sup> nm<sup>-1</sup>), and &#x3c3;<sub>r&#x3bb;</sub> and &#x3c3;<sub>fr&#x3bb;</sub> are the phytochrome photochemical cross-sections (m<sup>2</sup> mol<sup>-1</sup>) of P<sub>r</sub> and P<sub>fr</sub>, respectively, at &#x3bb;.</p>
<p>After a sufficient time and a constant RSPFD, these reaction rates were balanced, and <xref ref-type="disp-formula" rid="eq3">Equation 3</xref> could be assumed:</p>
<disp-formula id="eq3">
<label>(3)</label>
<mml:math display="block" id="M3">
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<mml:mtd>
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<mml:mi>&#x3bb;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
</mml:mrow>
</mml:munderover>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mtext>&#x3bb;</mml:mtext>
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<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
</mml:mrow>
</mml:munderover>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mtext>&#x3bb;</mml:mtext>
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</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>By solving <xref ref-type="disp-formula" rid="eq3">Equation 3</xref>, the steady-state PSS could be formulated as <xref ref-type="disp-formula" rid="eq4">Equation 4</xref> (<xref ref-type="bibr" rid="B17">Sager et&#xa0;al., 1988</xref>):</p>
<disp-formula id="eq4">
<label>(4)</label>
<mml:math display="block" id="M4">
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<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
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</mml:msubsup>
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<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
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<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:msub>
<mml:mi>E</mml:mi>
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</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Method for estimating temporal changes in the PSS</title>
<p>Based on the above, temporal changes in PSS could be expressed as:</p>
<disp-formula id="eq5">
<label>(5)</label>
<mml:math display="block" id="M5">
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<mml:mn>300</mml:mn>
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<mml:mn>800</mml:mn>
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<mml:mtext>&#x3c3;</mml:mtext>
<mml:mrow>
<mml:mtext>r&#x3bb;</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>To simplify <xref ref-type="disp-formula" rid="eq5">Equation 5</xref>, the sums were replaced by <italic>a</italic> and <italic>b</italic>:</p>
<disp-formula id="eq6">
<label>(6)</label>
<mml:math display="block" id="M6">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>=</mml:mo>
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
</mml:mrow>
</mml:munderover>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mtext>&#x3bb;</mml:mtext>
</mml:msub>
<mml:msub>
<mml:mtext>&#x3c3;</mml:mtext>
<mml:mrow>
<mml:mtext>fr&#x3bb;</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="eq7">
<label>(7)</label>
<mml:math display="block" id="M7">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>b</mml:mi>
<mml:mo>=</mml:mo>
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
</mml:mrow>
</mml:munderover>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mtext>&#x3bb;</mml:mtext>
</mml:msub>
<mml:msub>
<mml:mtext>&#x3c3;</mml:mtext>
<mml:mrow>
<mml:mtext>r&#x3bb;</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Then, by solving <xref ref-type="disp-formula" rid="eq5">Equation 5</xref>, the following was obtained:</p>
<disp-formula id="eq8">
<label>(8)</label>
<mml:math display="block" id="M8">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>C</italic> is the constant of integration and e is the base of the natural logarithm. Defining <italic>P</italic><sub>0</sub> as <italic>P</italic> at <italic>t</italic> = 0, <xref ref-type="disp-formula" rid="eq9">Equation 9</xref> was obtained:</p>
<disp-formula id="eq9">
<label>(9)</label>
<mml:math display="block" id="M9">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Therefore, <xref ref-type="disp-formula" rid="eq8">Equation 8</xref> could be expressed as:</p>
<disp-formula id="eq10">
<label>(10)</label>
<mml:math display="block" id="M10">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>After substituting data for the spectral light and the phytochrome photochemical cross-sections into <xref ref-type="disp-formula" rid="eq6">Equations 6</xref>, <xref ref-type="disp-formula" rid="eq7">7</xref>, and substituting a, b, and the initial PSS into <xref ref-type="disp-formula" rid="eq10">Equation 10</xref>, the temporal change in PSS could be estimated.</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Calculation examples</title>
<sec id="s3_1">
<label>3.1</label>
<title>End-of-day far-red light</title>
<p>Assuming an initial PSS of 0.69, its temporal change was estimated, as shown in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>, after irradiation with far-red LED light having a PFD of 10 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup> or 20 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup>. 0.69 was the PSS under a sunlight spectrum (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>) in Chiba, Japan (35.8&#xb0;N, 140.0&#xb0;E) measured with a photometric sensor (LA-105; Nippon Medical &amp; Chemical Instruments Co., Ltd) at 18:50 on a clear day in June 2020 (sunset at 18:50). A far-red LED (IR749JQ-5AJ2-F1; Toricon, Shimane, Japan), with a 745-nm peak wavelength and a 32-nm full-width at half-maximum (FWHM) was used for the spectral data. The rate of PSS change was estimated to be twice as fast for the far-red LED light irradiation having a PFD of 20 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup>, relative to that with 10 &#xb5;mol m<sup>-2</sup>-s<sup>-1</sup> (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Because the rate constant for the PSS change was assumed to be proportional to the PFD (<xref ref-type="disp-formula" rid="eq5">Equation 5</xref>), it was estimated that equal integrated light doses with the same RSPD resulted in equal PSS changes. Under the above conditions, 90% of the PSS change was calculated to be complete at a 10 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup> &#xd7; 345 s = 3.45 mmol m<sup>-2</sup> EODFR dose and 99% complete at a 6.90 mmol m<sup>-2</sup> EODFR dose.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Estimated temporal changes in the phytochrome steady state (PSS) when 10- or 20-&#xb5;mol m<sup>-2</sup> s<sup>-1</sup> end-of-day far-red lighting was applied. A spectral photon flux density distribution of a far-red LED with a 745-nm peak wavelength was used, as well as spectral data of the phytochrome photochemical cross-section (<xref ref-type="bibr" rid="B17">Sager et&#xa0;al., 1988</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1305182-g001.tif"/>
</fig>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Spectral photon flux density distribution of sunlight measured on a clear June day in Chiba, Japan at 18:50 (sunset at 18:50).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1305182-g002.tif"/>
</fig>
<p>If the sunlight was continued after the EODFR completion, the effect on PSS regulation was small because the PSS was expected to increase after EODFR, according to <xref ref-type="disp-formula" rid="eq5">Equation 5</xref>. Sunlight at Chiba, including red light, was still present after sunset with a PPFD greater than 2 mmol m<sup>-2</sup> (data not shown), and its effect on the phytochrome could not be ignored. Therefore, to reduce the PSS, the EODFR should be started after sunset, when sunlight PFD is sufficiently small.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Monochromatic LED light irradiation</title>
<p>
<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref> shows the estimated temporal changes in the PSS under various monochromatic LED sources with PFDs of 10 &#xb5;mol m<sup>-2</sup> s<sup>-1</sup>. The blue LED (OSUB5161P; Optosupply Limited, Hong Kong) had a 471-nm peak wavelength and a 25-nm FWHM; the green LED (OSPG5161P; Optosupply Limited, Hong Kong) had a 531-nm peak wavelength and a 36-nm FWHM; the red LED (OS5RKA5B61P) had a 632-nm peak wavelength and a 20-nm FWHM; and the far-red LED was as described above. The initial PSS value was 0.5 different from the steady-state value. The rate constants of PSS changes were approximately 2:3:33:14 when irradiated with blue, green, red, and far-red light, respectively. The estimated rate of PSS change was the product of the difference between the current and steady-state values and the rate constant, and was not affected by whether the PSS increased or decreased. If the P<sub>fr</sub> dark reversion was ignored (detailed in Sec. 3.3 below), the time required to complete x% of the PSS change could be expressed in <xref ref-type="disp-formula" rid="eq11">Equation 11</xref> and was only affected by the value of <xref ref-type="disp-formula" rid="eq12">Equation 12</xref>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Estimated temporal changes in the phytochrome steady state (PSS) from initial PSS values 0.5 away from the equilibrium value when exposed to blue, green, red, or far-red light-emitting diodes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1305182-g003.tif"/>
</fig>
<disp-formula id="eq11">
<label>(11)</label>
<mml:math display="block" id="M11">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>log</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="eq12">
<label>(12)</label>
<mml:math display="block" id="M12">
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>b</mml:mi>
<mml:mo>=</mml:mo>
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>800</mml:mn>
</mml:mrow>
</mml:munderover>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mtext>&#x3bb;</mml:mtext>
</mml:msub>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mtext>&#x3c3;</mml:mtext>
<mml:mrow>
<mml:mtext>r&#x3bb;</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mtext>&#x3c3;</mml:mtext>
<mml:mrow>
<mml:mtext>fr&#x3bb;</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Because the values of &#x3c3;<sub>r&#x3bb;</sub> + &#x3c3;<sub>fr&#x3bb;</sub> were comparable in the 700&#x2013;740 nm range (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>), it was estimated that the dose of far-red LED light required for sufficient PSS changes did not differ significantly depending on the selected LED. Conversely, for red light, the rate of PSS change was estimated to be approximately half that at 600 nm and 700 nm, relative to red light containing more intensity at 660 nm.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Sum of phytochrome photochemical cross-sections of P<sub>r</sub> (&#x3c3;<sub>r&#x3bb;</sub>) and P<sub>fr</sub> (&#x3c3;<sub>fr&#x3bb;</sub>) calculated from the data of <xref ref-type="bibr" rid="B17">Sager et&#xa0;al. (1988)</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1305182-g004.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Dark reversion</title>
<p>The conversion of P<sub>fr</sub> to P<sub>r</sub> in the dark is referred to as P<sub>fr</sub> dark or thermal reversion (see review of <xref ref-type="bibr" rid="B12">Klose et&#xa0;al., 2020</xref>). <xref ref-type="bibr" rid="B10">Kasperbauer et&#xa0;al. (1964)</xref> estimated the rate of P<sub>fr</sub> dark reversion to be 0.8% min<sup>-1</sup> from the flowering response in Chenopodium rubrum L. This value was comparable to that reported by <xref ref-type="bibr" rid="B11">Klose et&#xa0;al. (2015)</xref> for a 60-min half-life of the PSS. These values were comparable to the effect of 0.3-&#xb5;mol m<sup>-2</sup> s<sup>-1</sup> far-red LED light irradiation.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>It was calculated that 90&#x2013;99% of the PSS change was completed with a 3.45&#x2013;6.90-mmol m<sup>-2</sup> EODFR dose, although the values were slightly affected by the RSPFD of the light. This was comparable to the results of <xref ref-type="bibr" rid="B3">Chia and Kubota (2010)</xref>, who reported that EODFR effects on tomato morphology were almost saturated at 2&#x2013;4 mmol m<sup>-2</sup> doses, and the results of <xref ref-type="bibr" rid="B24">Yang et&#xa0;al. (2012)</xref> who reported that the EODFR effect on hypocotyl elongation of pedunculate squash was saturated at 4 mmol m<sup>-2</sup>.</p>
<p>
<xref ref-type="bibr" rid="B25">Zou et&#xa0;al. (2021)</xref> reported that the EODFR effects on the leaf areas and dry weights of lettuce saturated at approximately 10 mmol m<sup>-2</sup>; but those effects slightly increased with increased EODFR doses up to 180 mmol m<sup>-2</sup>. Based on the present model, the PSS slightly approached a steady-state value as the FR dose increased. However, the calculated difference in the PSS after 10-mmol m<sup>-2</sup> and 180-mmol m<sup>-2</sup> EODFR was less than 0.1%, and it was unlikely that this small difference had any effect. These results could be attributed to overlapping leaves. <xref ref-type="bibr" rid="B25">Zou et&#xa0;al. (2021)</xref> conducted cultivation for about 29 days after sowing, which is a longer period than other reports. Thus, the canopy should have grown great, and the lower leaves should have been exposed to lower-PFD light penetrating the upper leaves. More EODFR doses outside the canopy may have been needed to saturate the response of the lower leaves. It is difficult to estimate the phytochrome response of the entire canopy. The PSS in each leaf of the canopy would be estimated by using the light-environment distribution model of the canopy, in addition to the present PSS estimation model. This may lead to advances in future environmental light-control techniques that take into account differences in SPFD attributed to locations within the canopy.</p>
<p>Changes in the total phytochrome amount were not considered in the model here. The important physical quantity as a signal to plants was not the PSS but the absolute amount of active P<sub>fr</sub> (<xref ref-type="bibr" rid="B19">Schmict and Mohr, 1982</xref>). <xref ref-type="bibr" rid="B18">Sch&#xe4;fer and Mohr (1974)</xref> estimated that under greater far-red light intensity, the total amount of phytochrome was reduced. Consideration of changes in the total phytochrome amount may lead to more precise estimates of phytochrome-mediated responses. Also, the PSS here was calculated using the phytochrome data of <xref ref-type="bibr" rid="B17">Sager et&#xa0;al. (1988)</xref> derived from oats (<xref ref-type="bibr" rid="B13">Mancinelli, 1986</xref>). Because light is also absorbed by plant pigments other than phytochromes, the model equation could be improved, especially with regard to the estimation of absolute PSS values.</p>
<p>When attempting to control the phytochrome reaction in plants via artificial lighting, the plant response is not always linear with the PSS value. The response may occur when the PSS exceeds a threshold value and may be saturated at a certain PSS. Furthermore, plants are affected by other photoreceptors, and those reactions may interact with phytochrome reactions. Hence, artificial lighting in horticulture should be designed with those considerations as well as the cost of light sources.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>Based on previously reported data on isolated phytochromes, a model equation was developed to estimate temporal change in the PSS with respect to initial PSS values and the SPFD of the light. The calculated estimations were consistent with previous studies that examined dose requirements of end-of-day far-red light irradiation. The model also enabled estimates of the time required for progress in PSS changes up to x %. This model could be used to control plant responses via phytochrome reactions induced by artificial lighting.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>TJ: Conceptualization, Data curation, Methodology, Writing &#x2013; original draft.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank Edanz (<ext-link ext-link-type="uri" xlink:href="https://jp.edanz.com/ac">https://jp.edanz.com/ac</ext-link>) for editing a draft of this manuscript.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author declares that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2023.1305182/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2023.1305182/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.zip" id="SM1" mimetype="application/zip">
<label>Supplementary Table&#xa0;1</label>
<caption>
<p>A calculator that outputs the estimated time course in PSS.</p>
</caption>
</supplementary-material>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
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<surname>Blom</surname> <given-names>T. J.</given-names>
</name>
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<surname>Tsujita</surname> <given-names>M. J.</given-names>
</name>
<name>
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