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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
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<issn pub-type="epub">1664-462X</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2026.1783548</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Continuous lighting at low PPFD improves energy efficiency while preserving growth and quality of lettuce in vertical farming systems</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Palmitessa</surname><given-names>Onofrio Davide</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<name><surname>Costanza</surname><given-names>Leonardo</given-names></name>
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<name><surname>Elia</surname><given-names>Alessio</given-names></name>
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<name><surname>Cantatore</surname><given-names>Ettore</given-names></name>
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<name><surname>Leoni</surname><given-names>Beniamino</given-names></name>
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<name><surname>Signore</surname><given-names>Angelo</given-names></name>
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<name><surname>Difonzo</surname><given-names>Graziana</given-names></name>
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<name><surname>Caponio</surname><given-names>Francesco</given-names></name>
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<name><surname>Santamaria</surname><given-names>Pietro</given-names></name>
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<aff id="aff1"><institution>Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro</institution>, <city>Bari</city>,&#xa0;<country country="it">Italy</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Onofrio Davide Palmitessa, <email xlink:href="mailto:onofrio.palmitessa@uniba.it">onofrio.palmitessa@uniba.it</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-03-04">
<day>04</day>
<month>03</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1783548</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>04</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Palmitessa, Costanza, Elia, Cantatore, Leoni, Signore, Difonzo, Caponio and Santamaria.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Palmitessa, Costanza, Elia, Cantatore, Leoni, Signore, Difonzo, Caponio and Santamaria</copyright-holder>
<license>
<ali:license_ref start_date="2026-03-04">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>Vertical farming systems (VFs) offer high production efficiency in controlled environments (CEA), but their energy requirement and associated carbon footprint are strongly constrained by the high energy demand of artificial lighting is strongly constrained by the energy demand of artificial lighting. This study assessed whether different combinations of photoperiod and photosynthetic photon flux density (PPFD; 16 L:8 D at 250 &#xb5;mol m&#x207b;&#xb2; s&#x207b;&#xb9;, 12 L:12 D at 340 &#xb5;mol m&#x207b;&#xb2; s&#x207b;&#xb9;, and continuous 24 L:0 D at 170 &#xb5;mol m&#x207b;&#xb2; s&#x207b;&#xb9;) affect growth, physiology, and energy performance of two crisphead lettuce cultivars [(<italic>Lactuca sativa</italic> L. var. <italic>crispa</italic> - &#x2018;Falstaff&#x2019; (green) and &#x2018;Copacabana&#x2019; (red)] when the daily light integral (DLI) is maintained constant (14.4 mol m&#x207b;&#xb2; day&#x207b;&#xb9;). Yield, morphological traits, chlorophyll fluorescence, and gas exchange parameters did not differ among lighting treatments, indicating comparable photosynthetic functioning under all photoperiod&#x2013;PPFD combinations. However, continuous lighting (24 L:0 D) improved energy use efficiency (EUE) and light use efficiency (LUE), while reducing lighting costs per unit of produced biomass and demonstrating a clear benefit in terms of resource utilization. Cultivar-related differences were more pronounced than treatment effects, with red lettuce showing higher levels of phenolic compounds, carotenoids, anthocyanins, and antioxidant capacity, while maintaining similar morphological responses. Overall, the results show that under a constant DLI, photoperiod manipulation obtained by adjusting PPFD has a limited impact on plant physiology but can substantially influence yield and energy efficiency. Continuous moderate-intensity lighting thus emerges as an effective strategy to enhance the economic and environmental sustainability of VFs without compromising crop performance.</p>
</abstract>
<kwd-group>
<kwd>CEA</kwd>
<kwd>EUE</kwd>
<kwd>growth chamber</kwd>
<kwd>leafy vegetables</kwd>
<kwd>LUE</kwd>
<kwd>photoperiod</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This research was funded by the Agritech National Research Center and received funding from the European Union Next-Generation EU (PIANO NAZIONALE DI RIPRESA E RESILIENZA (PNRR) &#x2013; MISSIONE 4 COMPONENTE 2, INVESTIMENTO 1.4 &#x2013; D.D. 1032 17/06/2022, CN00000022).</funding-statement>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="5"/>
<equation-count count="2"/>
<ref-count count="61"/>
<page-count count="12"/>
<word-count count="6886"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Crop and Product Physiology</meta-value>
</custom-meta>
</custom-meta-group>
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</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>By 2050, the global population is expected to reach 9.7 billion, with the majority living in urban areas (<xref ref-type="bibr" rid="B12">FAO et&#xa0;al., 2022</xref>). Climate change is projected to reduce crop yields by up to 60% (<xref ref-type="bibr" rid="B43">Rosenzweig et&#xa0;al., 2014</xref>), while agriculture itself contributes approximately 11% of all anthropogenic greenhouse gas emissions, positioning it as both a victim and a driver of climate change (<xref ref-type="bibr" rid="B54">Yan et&#xa0;al., 2009</xref>). In this scenario, increasing food production sustainably is one of the greatest challenges facing humanity (<xref ref-type="bibr" rid="B53">Wiebe et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B30">Malhi et&#xa0;al., 2021</xref>). To address this, innovative cultivation systems and advanced technologies are being adopted (<xref ref-type="bibr" rid="B27">Liu et&#xa0;al., 2022</xref>). Vertical Farming Systems (VFs) have emerged as a high-tech solution for soilless indoor cultivation, enabling the year-round production of vegetables, herbs, microgreens, and small fruits in controlled environments (<xref ref-type="bibr" rid="B49">van Delden et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B18">Ji et&#xa0;al., 2023</xref>). These systems, which represent a highly advanced form of protected cultivation capable of finely controlled environments, are often considered among the most promising approaches for intensive yet resource-efficient crop production. However, their overall sustainability, particularly regarding energy demand and supply-chain impacts, remains context-dependent and is debated in the literature, with some analyses highlighting significant environmental and economic trade-offs under specific conditions (<xref ref-type="bibr" rid="B35">Nicholson et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B46">Stanghellini and Katzin, 2024</xref>; <xref ref-type="bibr" rid="B16">Gruda et&#xa0;al., 2025</xref>). VFs allow precise regulation of environmental parameters, including temperature, relative humidity, CO<sub>2</sub> concentration, air circulation, plant spacing, fertigation, and especially light intensity, spectrum, and photoperiod. This level of control enhances yield consistency and minimizes the variability associated with &#x201c;Genotype &#xd7; Environment&#x201d; interactions (<xref ref-type="bibr" rid="B20">Kaiser et&#xa0;al., 2024</xref>).</p>
<p>Lettuce (<italic>Lactuca sativa</italic> L.) is one of the most widely cultivated crops in VFs due to its short growth cycle, high planting density, relatively low energy requirements, and a high edible biomass fraction, with almost the entire shoot being commercially valuable, in addition to strong market demand, particularly for minimally processed (IV gamma) products (<xref ref-type="bibr" rid="B3">Bantis et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B58">Zhang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B45">Shatilov et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B56">Yang et&#xa0;al., 2022</xref>). However, maintaining stable light and climate conditions in VFs results in significantly higher energy consumption compared to open-field or greenhouse cultivation (<xref ref-type="bibr" rid="B19">Jin et&#xa0;al., 2023</xref>). Lighting alone accounts for 65&#x2013;85% of total energy use, with an estimated 7&#x2013;10 kWh required to produce 1 kg of lettuce (<xref ref-type="bibr" rid="B24">Kozai et&#xa0;al., 2016</xref>). Energy demand, however, varies depending on local climatic conditions, national grid efficiency, and electricity prices (<xref ref-type="bibr" rid="B2">Arcasi et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B9">Dieleman et&#xa0;al., 2025</xref>). For this reason, optimizing light use is critical to balancing plant productivity with energy efficiency (<xref ref-type="bibr" rid="B2">Arcasi et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B46">Stanghellini and Katzin, 2024</xref>; <xref ref-type="bibr" rid="B17">Hern&#xe1;ndez-Adasme et&#xa0;al., 2025</xref>).</p>
<p>Light is not only the main energy input in VFs but also a key determinant of crop quantity, quality, and morphology (<xref ref-type="bibr" rid="B10">Dou et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B38">Paradiso and Proietti, 2022</xref>);. In the fully closed systems, artificial light, especially light-emitting diode (LED), acts as the sole light source (<xref ref-type="bibr" rid="B27">Liu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B14">Gavhane et&#xa0;al., 2023</xref>). Photosynthetic photon flux density (PPFD), particularly in the blue (430&#x2013;453 nm) and red (642&#x2013;663 nm) wavelengths, is most efficiently absorbed by chlorophylls, driving photosynthesis and related physiological processes (<xref ref-type="bibr" rid="B17">Hern&#xe1;ndez-Adasme et&#xa0;al., 2025</xref>). Other wavelengths such as ultraviolet (UV), green, and far-red (FR) can also affect plant development, influencing traits like dry weight and leaf expansion (<xref ref-type="bibr" rid="B44">Samuoliene et&#xa0;al., 2020</xref>). Defining the appropriate quantity of light is essential to avoid photoinhibition and optimize growth (<xref ref-type="bibr" rid="B51">Vir&#x161;il&#x117; et&#xa0;al., 2019</xref>). The daily light integral (DLI), which combines PPFD with photoperiod, is used to determine the total PAR that a plant receives per day and is directly related to biomass accumulation, growth, and water use (<xref ref-type="bibr" rid="B4">Baumbauer et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B55">Yan et&#xa0;al., 2019</xref>). Nevertheless, excessively high DLI can reduce the photosynthetic quantum efficiency of PSII (Y(II)) and overall light use efficiency (LUE) (<xref ref-type="bibr" rid="B55">Yan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Matysiak et&#xa0;al., 2022</xref>).</p>
<p>For lettuce, the optimal DLI typically ranges from 12 to 16 mol&#xb7;m&#x207b;&#xb2;&#xb7;day&#x207b;&#xb9;, depending on genotype (<xref ref-type="bibr" rid="B58">Zhang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B21">Kelly et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B34">Modarelli et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B5">Boros et al., 2023</xref>;). Studies have also identified an ideal PPFD range between 150 and 300 &#xb5;mol&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9; under artificial lighting, although higher values may also be beneficial depending on cultivar and conditions (<xref ref-type="bibr" rid="B29">Loconsole et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B39">Pennisi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Zhou et&#xa0;al., 2022</xref>). However, exceeding this range may trigger photoprotective responses that dissipate energy as heat, reducing photosynthetic efficiency and biomass accumulation (<xref ref-type="bibr" rid="B52">Weaver and van Iersel, 2020</xref>).</p>
<p>In addition to intensity, the photoperiod of light exposure is a critical variable. Under controlled-environment conditions, extending the photoperiod can contribute to increased yield and a shorter cultivation cycle (<xref ref-type="bibr" rid="B39">Pennisi et&#xa0;al., 2020</xref>) provided that specific preconditions are met, including an optimized or constant DLI, moderate PPFD levels to prevent photoinhibition, and the use of light-tolerant species such as lettuce. In this context, yield responses are mainly driven by the redistribution of the same DLI over a longer photoperiod rather than by photoperiod extension per se ( (<xref ref-type="bibr" rid="B23">Koontz and Prince, 1986</xref>; <xref ref-type="bibr" rid="B13">Gaudreau et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B37">Palmer and van Iersel, 2020</xref>). For instance, <xref ref-type="bibr" rid="B7">Chen et&#xa0;al. (2022)</xref> reported that butterhead lettuce responded positively to 24 hours of continuous light cycle under combined red and blue light, achieving high fresh weight without negative physiological effects (<xref ref-type="bibr" rid="B50">Velez-Ramirez et&#xa0;al., 2011</xref>).</p>
<p>Given that electricity consumption for artificial lighting can account for approximately 20&#x2013;40% of the total operating costs in VFs, depending on electricity prices and system efficiency (<xref ref-type="bibr" rid="B57">Yorifuji and Obara, 2022</xref>), this study aims to identify the optimal combination of photoperiod and PPFD, maintaining the DLI at an optimal target level of 14 mol&#xb7;m&#x207b;&#xb2;&#xb7;day&#x207b;&#xb9;, for two lettuce cultivars grown in a growth chamber, with a focus on improving energy use efficiency (EUE) and optimizing light management.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Material and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Plant material and growing conditions</title>
<p>The study was carried out in a walk-in growth chamber (3.36 &#xd7; 2.86 &#xd7; 2.78 m) designed to ensure precise environmental control. The chamber features sandwich panel walls with 80 mm polyurethane insulation, covered with pre-painted galvanized steel to guarantee thermal stability [K = 0.23 kcal/(h&#xb7;m&#xb2;&#xb7;&#xb0;C)]. The environmental parameters [temperature, relative humidity (RH), CO<sub>2</sub> concentration, and lighting] were managed via an integrated Programmable Logic Controller -based electronic control unit with touchscreen interface and remote web access. The system allowed the creation of up to eight programmable daily time slots for each parameter, with real-time and historical data monitoring. Lighting was provided by dimmable LED lamps (3.2&#x2013;3.4 &#xb5;mol&#xb7;J&#x207b;&#xb9;), with customized spectra for each shelf level and a total photon flux of 900&#x2013;1100 &#xb5;mol&#xb7;s&#x207b;&#xb9; for the ceiling-mounted units (Aquila series, Ambralight, Italy). The growth chamber hosted three movable aluminum racks (each 60 &#xd7; 189 &#xd7; 200 cm) equipped with hydroponic aluminum trays and independent irrigation systems, including stainless-steel centrifugal pumps, mesh filters, and nutrient solution tanks (200 L each). Temperature and RH were regulated by an air-cooled condensing unit and a dual-air evaporator with stainless-steel heating resistors. Air recirculation, de-stratification, and automated humidification ensured homogeneity throughout the growing space. The CO<sub>2</sub> injection system included an electrovalve, pressure reducer, and monitoring sensors. All climatic and technical parameters were continuously monitored and recorded, ensuring standardized and reproducible growth conditions. Two cultivars (cv) of crisphead lettuce (<italic>Lactuca sativa</italic> L. var. <italic>crispa</italic>) - &#x2018;Falstaff&#x2019; (green) and &#x2018;Copacabana&#x2019; (red) (Isi Sementi) - were grown in two crop cycles.</p>
<p>The seeds were sown in rockwool plugs (Grodan plantop plug NG2.0, Roermond, The Netherlands) in polystyrene trays (600 &#xd7; 400 &#xd7; 50 mm) with 240 holes (1,000 seedlings&#xb7;m<sup>-2</sup>). At the stage of two true leaves, the seedlings were transplanted into 0.5 L pots filled with a 1:1 (v/v) mixture of fine and medium-grade perlite (Perlite Italiana, Italy). The fine-grade perlite had a particle size of 0.5&#x2013;1.5 mm, while the medium-grade perlite ranged from 1.5&#x2013;3.0 mm. On each shelf, 16 pots (eight for each of the two lettuce cultivars) were placed.</p>
<p>The pots were placed at 15 cm between the rows and 20 cm within the row, with a final shelf density of 33.3 plants&#xb7;m<sup>-</sup>&#xb2; (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Fertigation was managed in an ebb and flow system (closed cycle), with a total of four irrigations per day, with a timing of 10 minutes (pump flow rate 20 L&#xb7;min&#x207b;&#xb9;).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Schematic representation of the experimental design adopted in the walk-in growth chamber. Each shelf hosted 16 pots (eight per lettuce cultivar), arranged to reach a planting density of 33.3 plants&#xb7;m&#x207b;&#xb2;.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1783548-g001.tif">
<alt-text content-type="machine-generated">Grid illustration displays three blocks labeled I, II, and III, each containing three experimental plots marked A, B, or C. Each plot shows potted plant sketches arranged in a 4x4 grid, with green or purple shoots. Colored circular icons are present above each plot column.</alt-text>
</graphic></fig>
<p>The nutrient solution (NS) had the following concentrations of macro-nutrients (expressed in mmol&#xb7;L&#x207b;&#xb9;): 5.42 N-NO<sub>3</sub>, 0.29 N-NH<sub>4</sub>, 2.71 K, 0.65 P, 0.74 Mg, 1.75 Ca, 1.00 S. While the micronutrients composition, expressed as &#xb5;mol&#xb7;L<sup>-1</sup>, was: 20 Fe, 5 Mn, 2.5 Zn, 25 B, 0.75 Cu, and 0.5 Mo. These concentrations represent calculated target values, derived from the stoichiometric formulation of the nutrient solution based on the fertilizers used. During the crop cycles, the electrical conductivity (EC) and pH of the NS were maintained within a range of 1.2-2.0 dS&#xb7;m&#x207b;&#xb9; and 5.5-6.5, respectively. During the germination phase, the growth chamber was kept with a temperature of 20 &#xb0;C, RH of 80%. The CO<sub>2</sub> concentration inside the growth chamber was at ambient atmospheric levels (&#x2248;400 &#xb5;mol&#xb7;mol&#x207b;&#xb9;). Nevertheless, after transplanting, air temperature and relative humidity were set to 24 &#xb0;C and 65%, respectively, as these conditions are widely reported as optimal for lettuce cultivation under controlled-environment agriculture. This temperature range supports high photosynthetic activity and biomass accumulation while avoiding heat stress, whereas a relative humidity around 60&#x2013;70% ensures adequate transpiration and stomatal conductance without increasing the risk of physiological disorders or microbial development. These settings are commonly adopted in growth chamber and vertical farming studies to standardize environmental conditions and minimize confounding effects unrelated to lighting treatments (<xref ref-type="bibr" rid="B39">Pennisi et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Light treatments</title>
<p>LED lamps were used, with a &#x201c;full light spectrum&#x201d; (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>), a photosynthetic photon flux (PPF) of 80&#x2013;200 &#xb5;mol s&#x207b;&#xb9; and efficiency ranging from 3.0 to 3.4 &#xb5;mol J&#x207b;&#xb9;. Each unit (length:120 cm, weight:680 g) operates at 25&#x2013;60 W and is rated IP65, with integrated protections against short circuit, overvoltage, and overheating. The emission spectrum of the LED lamps was measured <italic>in situ</italic> using a LI-180 Spectroradiometer (LI-COR Biosciences, Lincoln, NE, USA). PPFD and spectral distribution were measured at a fixed reference height corresponding to the average canopy level of lettuce plants during the main vegetative phase, rather than directly at the tray surface, using a portable spectroradiometer (LI-180, LI-COR Biosciences, Lincoln, NE, USA), operating in the 380&#x2013;780 nm range, with a spectral resolution of 1 nm and a cosine-corrected sensor. PPFD measurements were collected at multiple points across each shelf and are reported as mean &#xb1; standard deviation. The instrument provides PPFD measurements with an accuracy of &#xb1; 5% and was factory calibrated prior to use. PPFD measurements were performed at leaf level to characterize the actual light quality received by the plants under each lighting treatment, following a grid-based approach, with multiple points evenly distributed across each shelf to account for spatial variability. Reported PPFD values represent the mean &#xb1; standard deviation of these measurements. Spectral data are expressed as PPFD (&#x3bc;mol&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9;; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). Each shelf (or light treatment) was isolated using blackout curtains to prevent light contamination between treatments. Photoperiod and PPFD treatments were set as follows:</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Spectral and photometric parameters measured under three different lighting treatments using a portable spectroradiometer. Panels show values of correlated color temperature (CCT), color rendering index (CRI), illuminance (LUX), dominant wavelength. <bold>(A&#x2013;C)</bold> correspond to light treatment 16 L:8 D, 12 L:12 D and 24 L:0 D respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1783548-g002.tif">
<alt-text content-type="machine-generated">Three labeled panels (A, B, and C) each display a digital interface showing light measurement data, including correlated color temperature (CCT), color rendering index (CRI), illuminance (LUX), peak wavelength (&#x3bb;d), PPFD, spectral distribution charts, and detailed photon flux densities by wavelength ranges. Panel A reports the highest values, while panel C shows the lowest across most metrics.</alt-text>
</graphic></fig>
<list list-type="alpha-lower">
<list-item>
<p>photoperiod 16:8 h (light/dark), with PPFD equal to 250 &#xb1; 10 &#x3bc;mol&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9; (16 L:8 D).</p></list-item>
<list-item>
<p>photoperiod 12:12 h (light/dark), with PPFD equal to 340 &#xb1; 12 &#x3bc;mol&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9; (12 L:12 D).</p></list-item>
<list-item>
<p>photoperiod 24:0 h (light/dark), with PPFD equal to 170 &#xb1; 8 &#x3bc;mol&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9; (24 L:0 D).</p></list-item>
</list>
<p>All treatments were set to achieve the same DLI value of 14.4 &#xb1; 0.4 mol&#xb7;m&#x207b;&#xb2;&#xb7;day&#x207b;&#xb9;.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Harvesting analysis</title>
<p>At harvest time (26 days after transplant; DAT) Destructive measurements were performed on four plants per experimental unit to evaluate key morphological traits. Specifically, the length and width of the largest fully expanded leaf, leaf area (LA), shoot fresh weight, and shoot dry weight were recorded. Shoot fresh weight was measured immediately after harvest using a precision electronic balance, while shoot dry weight was obtained by drying leaves in a ventilated oven at 80 &#xb0;C until a constant weight was reached. LA was measured using a LI-3100C Area Meter (LI-COR Biosciences, Lincoln, NE, USA). Leaves were manually arranged flat on the illuminated reading surface and scanned with a high-resolution optical system capable of accurately detecting the two-dimensional profile of the leaf blade. This method enabled rapid and reproducible LA estimation, minimizing operator-related bias even in leaves with irregular margins. Colorimetric measurements were conducted with a CM-700d handheld spectrophotometer (Konica Minolta, Tokyo, Japan), featuring a wavelength range of 400&#x2013;700 nm, spectral interval of 10 nm, and repeatability of &#x394;E*ab &#x2264; 0.04 under standard conditions and operating in diffuse reflectance mode (D65 illumination, 10&#xb0; observer angle), following the CIE guidelines. The instrument was calibrated with a white reference tile, and the <italic>aD65*</italic>, <italic>bD65*</italic>, <italic>L*D65</italic>, and <italic>Chroma</italic> values of each leaf were recorded based on the CIE Lab* system.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Plant physiology measurements</title>
<p>The day before harvest operation, 25 DAT, chlorophyll fluorescence was measured using a pulse-amplitude-modulated fluorometer (PAM-2500, Heinz Walz GmbH, Germany), equipped with a blue measuring light (&#x3bb; &#x2248; 470 nm) and saturating pulses exceeding 6,000 &#xb5;mol photons&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9;. The device allows detection of fluorescence signals with high temporal resolution (up to 10 &#xb5;s), ensuring accurate determination of PSII photochemical parameters. The measurements were made at 25 DAT, including: i) Fv/Fm: the maximum quantum efficiency of Photosystem II (PSII), calculated after dark adaptation (it represents the potential efficiency of PSII photochemistry when all reaction centers are open; healthy, non-stressed plants typically show values around 0.83; a lower Fv/Fm indicates stress or photoinhibition; ii) ETR (Electron Transport Rate): the rate of electron flow through PSII during photosynthesis (it is an indicator of photosynthetic); iii) Y(II): the effective quantum yield of PSII in light-adapted conditions (it reflects the proportion of light absorbed by chlorophyll that is used in photochemistry under real conditions); iv) NPQ (Non-Photochemical Quenching): a measure of non-photochemical energy dissipation (it reflects how much excess light energy is being dissipated as heat to protect the photosynthetic apparatus, especially under high light stress).</p>
<p>Before measurements, leaves were kept in the dark for 30 minutes using a dark clip, allowing a full re-open of all PSII reaction centers. This dark adaptation ensures accurate detection of i) Fo: the minimal fluorescence when all PSII reaction centers are open (no photochemical activity); ii) Fm: the maximal fluorescence when all PSII centers are closed after a saturating light pulse.</p>
<p>In addition to these steady-state parameters, at 25 DAT, fast chlorophyll fluorescence kinetics were recorded to analyze the rapid changes of fluorescence occurring in milliseconds after illumination. Rapid light curves were performed with the PAM-2500 with gradually increasing irradiance in seven steps. For each step, the irradiance was 40, 140, 270, 500, 870, 1400, and 2000 &#x3bc;mol&#xb7;m<sup>-2</sup>&#xb7;s<sup>-1</sup>, and the fluorescence signal was recorded. Data were recorded using the software by PamWin-4 V4.02v. In addition, the maximum quantum yield for whole chain electron transport, at low light intensities (<italic>Alpha</italic>), the maximum electron transport capacity, at light saturation (<italic>ETRmax</italic>) and the light saturation coefficient (<italic>Ik</italic>), was taken. Fluorescence was simultaneously detected at wavelengths above 700 nm and below 710 nm using dual detectors to differentiate between PSII and PSI signals. This dual-emission analysis enables a more complete understanding of the interplay between the two photosystems and how plants respond to light stress or physiological changes.</p>
<p>Furthermore, gas exchange parameters, including net assimilation rate (<italic>An</italic>), stomatal conductance (<italic>gs</italic>), and transpiration rate (<italic>E</italic>), were performed at 25 DAT, using a portable photosynthesis system (LI-6400XT, LI-COR Biosciences, Lincoln, NE, USA), equipped with a 2 &#xd7; 3 cm clear-top leaf chamber and an infrared gas analyzer with a CO<sub>2</sub> measurement accuracy of &#xb1;1 &#xb5;mol&#xb7;mol&#x207b;&#xb9; and H<sub>2</sub>O accuracy of &#xb1;0.1 mmol&#xb7;mol&#x207b;&#xb9;. The system was configured with a CO<sub>2</sub> concentration of 400 ppm, a leaf chamber temperature of 25 &#xb0;C, and an airflow rate of 500 &#x3bc;mol&#xb7;s&#x207b;&#xb9;, ensuring stable and controlled environmental conditions. For the plant physiology parameters, two plants per experimental unit were measured, and one representative, fully expanded leaf was used per plant.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Energy use efficiency</title>
<p>LED-related electricity consumption (considering different lighting conditions as described in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>) was monitored using energy meters. In the same way, the consumption of other system components (HVAC system and cultivation facilities, e.g., water pumps and fertigation units) was monitored for the entire growth period. The Energy use efficiency (EUE), expressed as g&#xb7;kWh<sup>-1</sup>, was calculated as follow (<xref ref-type="disp-formula" rid="eq1">Equation 1</xref>); Plant fresh weight (PFW) was expressed as g&#xb7;plant&#x207b;&#xb9; and measured at harvest; plant density is 33.3 plants&#xb7;m<sup>-</sup>&#xb2;, and LED power consumption is the electricity consumption per square meter of surface of artificial light treatment, obtained by multiplying the power consumption of the LEDs over their operating time (kWh).):</p>
<disp-formula id="eq1"><label>(1)</label>
<mml:math display="block" id="M1"><mml:mrow><mml:mi>E</mml:mi><mml:mi>U</mml:mi><mml:mi>E</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mi>P</mml:mi><mml:mi>F</mml:mi><mml:mi>W</mml:mi><mml:mo>&#xb7;</mml:mo><mml:mi>P</mml:mi><mml:mi>l</mml:mi><mml:mi>a</mml:mi><mml:mi>n</mml:mi><mml:mi>t</mml:mi><mml:mo>&#xa0;</mml:mo><mml:mi>d</mml:mi><mml:mi>e</mml:mi><mml:mi>n</mml:mi><mml:mi>s</mml:mi><mml:mi>i</mml:mi><mml:mi>t</mml:mi><mml:mi>y</mml:mi></mml:mrow><mml:mrow><mml:mi>L</mml:mi><mml:mi>E</mml:mi><mml:mi>D</mml:mi><mml:mo>&#xa0;</mml:mo><mml:mi>p</mml:mi><mml:mi>o</mml:mi><mml:mi>w</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mo>&#xa0;</mml:mo><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>n</mml:mi><mml:mi>s</mml:mi><mml:mi>u</mml:mi><mml:mi>m</mml:mi><mml:mi>p</mml:mi><mml:mi>t</mml:mi><mml:mi>i</mml:mi><mml:mi>o</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:math>
</disp-formula>
<p>The calculation of LEDs electrical energy cost, expressed as &#x20ac;&#xb7;m<sup>-2</sup>, was made by multiplying the hourly energy consumption per square meter of surface of LEDs system for each treatment by the corresponding hourly tariff rates, as obtained from the Italian electricity market data (<ext-link ext-link-type="uri" xlink:href="https://www.mercatoelettrico.org/It/Statistiche/ME/DatiSintesi.aspx">https://www.mercatoelettrico.org/It/Statistiche/ME/DatiSintesi.aspx</ext-link> - accessed on 07/07/2025) <xref ref-type="disp-formula" rid="eq2">Equation 2</xref>:</p>
<p>Finally, light use efficiency (LUE) was evaluated (<xref ref-type="disp-formula" rid="eq2">Equation 2</xref>). It describes how effectively the plants converted light into biomass and indicates how much plant growth results from the light absorbed. It is expressed as g &#xb7; mol<sup>-1,</sup> and it was calculated with the following formula (2):</p>
<disp-formula id="eq2"><label>(2)</label>
<mml:math display="block" id="M2"><mml:mrow><mml:mi>L</mml:mi><mml:mi>U</mml:mi><mml:mi>E</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mi>P</mml:mi><mml:mi>F</mml:mi><mml:mi>W</mml:mi><mml:mo>&#xb7;</mml:mo><mml:mi>P</mml:mi><mml:mi>l</mml:mi><mml:mi>a</mml:mi><mml:mi>n</mml:mi><mml:mi>t</mml:mi><mml:mo>&#xa0;</mml:mo><mml:mi>d</mml:mi><mml:mi>e</mml:mi><mml:mi>n</mml:mi><mml:mi>s</mml:mi><mml:mi>i</mml:mi><mml:mi>t</mml:mi><mml:mi>y</mml:mi></mml:mrow><mml:mrow><mml:mi>D</mml:mi><mml:mi>L</mml:mi><mml:mi>I</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:math>
</disp-formula>
<p>where the DLI is obtained by multiplying the PPFD of the LEDs by the duration of their operation and converting the result into moles of photons per square meter per day. These parameters provided quantitative benchmarks for optimizing energy input, guiding the adoption of energy-saving technologies and light management strategies to enhance sustainability and cost-effectiveness in indoor cultivation.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Biochemical analyses</title>
<p>To investigate the effects of light treatments on the biochemical content of lettuce, biochemical analyses were performed on freeze-dried leaf samples. Total chlorophyll (a + b) and carotenoids were quantified by spectrophotometric analysis in acetone extracts, according to <xref ref-type="bibr" rid="B25">Lichtenthaler and Buschmann (2001)</xref>. Absorbance was recorded at 661.6, 644.8, and 470 nm, and pigment concentrations were calculated using established equations. Total phenolic content (TPC) and antioxidant activity (ABTS assay) were determined following <xref ref-type="bibr" rid="B1">Admane et&#xa0;al. (2023)</xref> and <xref ref-type="bibr" rid="B48">Tarantino et&#xa0;al. (2020)</xref>, using ethanolic extracts of freeze-dried leaves. TPC was expressed as mg gallic acid equivalents (GAE) per g of dry weight, while antioxidant capacity was evaluated by ABTS (2,2&#x2019;-azino-bis(3-ethylbenzothiazoline-6-sulfonic acid) assay and expressed as &#xb5;mol Trolox equivalents (TE) per g of dry weight. Total anthocyanin content (TAC) was measured only in GCII by UV&#x2013;vis spectrophotometry, using extracts obtained from the <bold>entire aboveground biomass of each plant</bold>, following extraction with methanol&#x2013;water&#x2013;formic acid (50:44:6, v/v/v). Absorbance at 535 nm was used to quantify TAC, expressed as mg malvidin-3-O-glucoside per g of dry weight. Absorbance measurements were performed using a UV&#x2013;Vis spectrophotometer with a wavelength accuracy of &#xb1;1 nm and photometric accuracy of &#xb1;0.005 absorbance units, ensuring reliable quantification of pigments and antioxidant-related compounds.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Statistical analysis</title>
<p>Experimental design was a split-plot scheme, with light treatments representing the main plots and cultivars the sub-plots (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Statistical analysis was conducted using R software (version 4.4.2. - <xref ref-type="bibr" rid="B42">R Core Team (2024)</xref>) within the RStudio environment (RStudio for Windows, Version 2025.05.0 + 496, Posit Software, PBC, Boston, MA, USA) (<xref ref-type="bibr" rid="B40">Posit Team 2025</xref>). To assess differences between experimental treatments, a two-way analysis of variance (ANOVA) was applied, after checking the assumptions of normality and homoscedasticity by the Shapiro-Wilk and Levene test, respectively. In the presence of significant effects (p&lt; 0.05), multiple comparisons between the means, Tukey HSD <italic>post-hoc</italic> test was implemented.</p>
<p>Despite having conducted two experimental trials, the results presented here referred only to the second trial, which was performed in the growth chamber under strictly controlled and consistent environmental and cultivation conditions. This approach ensures data reliability and minimizes variability not caused by experimental factors.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Lettuce morphology and production</title>
<p>The growth cycle of the two lettuces cultivated in the growth chamber with three light treatments (12 L:12 D, 16 L:8 D, and 24 L:0 D) was 26 DAT. Light treatments did not influence plant morphology: on average, number, length and width of leaves per plant and plant fresh weight (PFW) were 14.6, 161.4 mm, 106.4 mm and 39.5 g&#xb7;plant<sup>-1</sup>, respectively (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Independently to light treatments, plants of green lettuce had 2.6 leaves more than red ones, and PFW was 18% more in green than red lettuce (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Differently, the leaves of red lettuce were 43.2% longer compared to those of green one (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Morphological traits of two lettuce cultivars, &#x2018;Falstaff&#x2019; (green) and &#x2018;Copacabana&#x2019; (red), grown under three photoperiods and with the same DLI. .</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left"/>
<th valign="middle" align="center">Leaf number</th>
<th valign="middle" align="center">Leaf length</th>
<th valign="middle" align="center">Leaf width</th>
<th valign="middle" align="center">Plant fresh weight</th>
</tr>
<tr>
<th valign="middle" align="center">n./plant</th>
<th valign="middle" align="center">mm</th>
<th valign="middle" align="center">mm</th>
<th valign="middle" align="center">g/plant</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="5" align="left">Photoperiod (P)</th>
</tr>
<tr>
<td valign="middle" align="left">16 L:8 D</td>
<td valign="middle" align="center">13.8 &#xb1; 1.24</td>
<td valign="middle" align="center">160.7 &#xb1; 16.3</td>
<td valign="middle" align="center">104.6 &#xb1; 6.0</td>
<td valign="middle" align="center">38.5 &#xb1; 1.8</td>
</tr>
<tr>
<td valign="middle" align="left">12 L:12 D</td>
<td valign="middle" align="center">14.9 &#xb1; 1.13</td>
<td valign="middle" align="center">163.4 &#xb1; 13.9</td>
<td valign="middle" align="center">105.3 &#xb1; 4.7</td>
<td valign="middle" align="center">38.0 &#xb1; 1.8</td>
</tr>
<tr>
<td valign="middle" align="left">24 L:0 D</td>
<td valign="middle" align="center">15.0 &#xb1; 1.00</td>
<td valign="middle" align="center">160.0 &#xb1; 15.7</td>
<td valign="middle" align="center">109.4 &#xb1; 5.5</td>
<td valign="middle" align="center">42.0 &#xb1; 2.2</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">Cultivar (Cv)</th>
</tr>
<tr>
<td valign="middle" align="left">Green</td>
<td valign="middle" align="center">15.8 &#xb1; 1.1</td>
<td valign="middle" align="center">139.8 &#xb1; 9.0</td>
<td valign="middle" align="center">101.5 &#xb1; 6.8</td>
<td valign="middle" align="center">42.9 &#xb1; 3.4</td>
</tr>
<tr>
<td valign="middle" align="left">Red</td>
<td valign="middle" align="center">13.2 &#xb1; 1.0</td>
<td valign="middle" align="center">183.0 &#xb1; 11.5</td>
<td valign="middle" align="center">111.4 &#xb1; 9.2</td>
<td valign="middle" align="center">36.1 &#xb1; 3.2</td>
</tr>
<tr>
<th valign="middle" colspan="5" align="left">Significance<sup>(1)</sup></th>
</tr>
<tr>
<td valign="middle" align="left">P</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
</tr>
<tr>
<td valign="middle" align="left">Cv</td>
<td valign="middle" align="center">*</td>
<td valign="middle" align="center">**</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">*</td>
</tr>
<tr>
<td valign="middle" align="left">P x Cv</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Mean &#xb1; SE values are reported.</p></fn>
<fn>
<p><sup>(1)</sup> Significance: ** and * for p &#x2264; 0.01 and p &#x2264; 0.05, respectively; ns, not significant. Different lowercase letters indicate significant differences (p = 0.05) between means within the same column (Tukey HSD).</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Furthermore, the treatments did not influence leaf area, specific leaf area and yield (<italic>p</italic> = 0.08) with the average values of 805 cm<sup>2</sup>, 115.2 cm&#xb2;&#xb7;g<sup>-1</sup> and 1.3 kg&#xb7;m<sup>-2</sup> respectively (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). Between the cultivars, red lettuce showed 9% more dry matter content than green one but green lettuce produced 222 g&#xb7;m<sup>-2</sup> more than red one (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Dry matter content, leaf area, specific leaf area, and yield of two lettuce cultivars, &#x2018;Falstaff&#x2019; (green) and &#x2018;Copacabana&#x2019; (red), grown under three photoperiods and with the same DLI.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left"/>
<th valign="top" align="center">Dry matter</th>
<th valign="top" align="center">Leaf area</th>
<th valign="top" align="center">Specific leaf area</th>
<th valign="top" align="center">Yield</th>
</tr>
<tr>
<th valign="top" align="center">g&#xb7;100 g<sup>-1</sup> of fresh weight</th>
<th valign="top" align="center">cm&#xb2;&#xb7;plant<sup>-1</sup></th>
<th valign="top" align="center">cm&#xb2;&#xb7;g<sup>-1</sup></th>
<th valign="top" align="center">g&#xb7;m<sup>-2</sup></th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="5" align="left">Photoperiod (P)</th>
</tr>
<tr>
<td valign="top" align="left">16 L:8 D</td>
<td valign="top" align="center">7.1 &#xb1; 0.31</td>
<td valign="top" align="center">818.8 &#xb1; 89.2</td>
<td valign="top" align="center">115.6 &#xb1; 13.3</td>
<td valign="top" align="center">1271 &#xb1; 44.2 b</td>
</tr>
<tr>
<td valign="top" align="left">12 L:12 D</td>
<td valign="top" align="center">6.9 &#xb1; 0.34</td>
<td valign="top" align="center">799.8 &#xb1; 85.7</td>
<td valign="top" align="center">117.0 &#xb1; 15.4</td>
<td valign="top" align="center">1255 &#xb1; 43.9 b</td>
</tr>
<tr>
<td valign="top" align="left">24 L:0 D</td>
<td valign="top" align="center">7.1 &#xb1; 0.38</td>
<td valign="top" align="center">796.7 &#xb1; 91.3</td>
<td valign="top" align="center">113.8 &#xb1; 14.0</td>
<td valign="top" align="center">1390 &#xb1; 54.9 a</td>
</tr>
<tr>
<th valign="top" colspan="5" align="left">Cultivar (Cv)</th>
</tr>
<tr>
<td valign="top" align="left">Green</td>
<td valign="top" align="center">6.7 &#xb1; 0.36</td>
<td valign="top" align="center">747.9 &#xb1; 86.2</td>
<td valign="top" align="center">112.3 &#xb1; 16.4</td>
<td valign="top" align="center">1415 &#xb1; 79.6</td>
</tr>
<tr>
<td valign="top" align="left">Red</td>
<td valign="top" align="center">7.3 &#xb1; 0.37</td>
<td valign="top" align="center">862.3 &#xb1; 81.7</td>
<td valign="top" align="center">118.7 &#xb1; 17.9</td>
<td valign="top" align="center">1193 &#xb1; 70.8</td>
</tr>
<tr>
<th valign="top" colspan="5" align="left">Significance<sup>(1)</sup></th>
</tr>
<tr>
<td valign="top" align="left">P</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
</tr>
<tr>
<td valign="top" align="left">Cv</td>
<td valign="top" align="center">*</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">**</td>
</tr>
<tr>
<td valign="top" align="left">P x Cv</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Mean &#xb1; SE values are reported.</p></fn>
<fn>
<p><sup>(1)</sup> Significance: ** and * for p &#x2264; 0.01 and p &#x2264; 0.05, respectively; ns, not significant. Different letters indicate significant differences (p = 0.05) between means within the same column (Tukey HSD).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Fluorescence parameters and gas exchange system</title>
<p>Chlorophyll fluorescence parameters were not affected by light treatments or cultivars, with overall mean values of 0.45 for Y(II), 0.95 for NPQ, 50.0 &#xb5;mol m&#x207b;&#xb2; s&#x207b;&#xb9; for ETR, and 0.78 for Fv/Fm (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>).</p>
<p>Consistently with chlorophyll fluorescence parameters, no effects of photoperiod or cultivar were observed for the parameters derived from the light response curves. Overall mean values were 62.3 &#xb5;mol&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9; for <italic>ETRmax</italic>, 0.38 for <italic>&#x3b1;</italic>, and 170.5 &#xb5;mol photons&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9; for <italic>Ik</italic> (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>).</p>
<p>Net assimilation rate (<italic>An</italic>) was not affected by light treatments and cultivars, and its average value was 37.9 &#xb5;mol CO<sub>2</sub>&#xb7;m<sup>-2</sup>&#xb7;s<sup>-1</sup> (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). Differently, <italic>gs</italic> was 0.20 mol H<sub>2</sub>O&#xb7;m<sup>-2</sup>&#xb7;s <sup>-1</sup> more for green than for red lettuce (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). Similarly, <italic>E</italic> was not affected by light treatments, but it was 1.5 times more for green lettuce than for red ones (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Net assimilation rate (<italic>An</italic>), stomatal conductance (<italic>gs</italic>), and transpiration rate (<italic>E</italic>) of two lettuce cultivars, &#x2018;Falstaff&#x2019; (green) and &#x2018;Copacabana&#x2019; (red), grown under three photoperiods and with the same DLI.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left"/>
<th valign="middle" align="center">An</th>
<th valign="middle" align="center">gs</th>
<th valign="middle" align="center">E</th>
</tr>
<tr>
<th valign="middle" align="center">&#xb5;mol CO<sub>2</sub>&#xb7;m<sup>-2</sup>&#xb7;s<sup>-1</sup></th>
<th valign="middle" align="center">mol H<sub>2</sub>O&#xb7;m<sup>-2</sup>&#xb7;s<sup>-1</sup></th>
<th valign="middle" align="center">mmol H<sub>2</sub>O&#xb7;m<sup>-2</sup>&#xb7;s<sup>-1</sup></th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="4" align="left">Photoperiod (P)</th>
</tr>
<tr>
<td valign="middle" align="left">16 L:8 D</td>
<td valign="middle" align="center">38.1 &#xb1; 1.0</td>
<td valign="middle" align="center">0.20 &#xb1; 0.08</td>
<td valign="middle" align="center">3.90 &#xb1; 1.38</td>
</tr>
<tr>
<td valign="middle" align="left">12 L:12 D</td>
<td valign="middle" align="center">38.1 &#xb1; 0.9</td>
<td valign="middle" align="center">0.17 &#xb1; 0.08</td>
<td valign="middle" align="center">3.28 &#xb1; 1.24</td>
</tr>
<tr>
<td valign="middle" align="left">24 L:0 D</td>
<td valign="middle" align="center">37.3 &#xb1; 0.7</td>
<td valign="middle" align="center">0.21 &#xb1; 0.07</td>
<td valign="middle" align="center">3.87 &#xb1; 0.90</td>
</tr>
<tr>
<th valign="middle" colspan="4" align="left">Cultivar (Cv)</th>
</tr>
<tr>
<td valign="middle" align="left">Green</td>
<td valign="middle" align="center">38.4 &#xb1; 1.3</td>
<td valign="middle" align="center">0.30 &#xb1; 0.06</td>
<td valign="middle" align="center">5.30 &#xb1; 0.72</td>
</tr>
<tr>
<td valign="middle" align="left">Red</td>
<td valign="middle" align="center">37.3 &#xb1; 0.7</td>
<td valign="middle" align="center">0.10 &#xb1; 0.04</td>
<td valign="middle" align="center">2.07 &#xb1; 0.81</td>
</tr>
<tr>
<th valign="middle" colspan="4" align="left">Significance<sup>(1)</sup></th>
</tr>
<tr>
<td valign="middle" align="left">P</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
</tr>
<tr>
<td valign="middle" align="left">cv</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">*</td>
<td valign="middle" align="center">*</td>
</tr>
<tr>
<td valign="middle" align="left">P x Cv</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Mean &#xb1; SD values are reported.</p></fn>
<fn>
<p><sup>(1)</sup> Significance: * for p &#x2264; 0.05; ns, not significant.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>LEDs electrical energy consumption and cost, energy use efficiency and light use efficiency</title>
<p>During the growth cycle, the average LEDs electrical consumption was 130 kWh&#xb7;m<sup>-2</sup>, independently to light treatments (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). But the cost of LEDs application was 16.5% lower for the continuous light (24 L:0 D) compared with the other treatments (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). Consequently, the best performances in terms of EUE and LUE were found for the lettuces grown under continuous light treatment, with EUE and LUE respectively 21% and 12% better than for the lettuces grown under 16 L:8 D and 12 L:12 D (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). Furthermore, green lettuce showed 1.7 g&#xb7;kWh<sup>-1</sup> (EUE) and 0.6 g&#xb7;mol<sup>-1</sup> (LUE) more than red lettuce (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>LEDs electrical consumption, LEDs energy costs, energy use efficiency (EUE), and light use efficiency (LUE) of two lettuce cultivars, &#x2018;Falstaff&#x2019; (green) and &#x2018;Copacabana&#x2019; (red), grown under three photoperiods and with the same DLI.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left"/>
<th valign="top" align="center">LEDs electrical consumption</th>
<th valign="top" align="center">LEDs energy cost</th>
<th valign="top" align="center">EUE</th>
<th valign="top" align="center">LUE</th>
</tr>
<tr>
<th valign="top" align="center">kW&#xb7;m<sup>-2</sup></th>
<th valign="top" align="center">&#x20ac;&#xb7;m<sup>-2</sup></th>
<th valign="top" align="center">g&#xb7;kWh<sup>-1</sup></th>
<th valign="top" align="center">g&#xb7;mol<sup>-1</sup></th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="5" align="left">Photoperiod (P)</th>
</tr>
<tr>
<td valign="top" align="left">16 L:8 D</td>
<td valign="top" align="center">129 &#xb1; 10.02</td>
<td valign="top" align="center">18.2 &#xb1; 1.53 a</td>
<td valign="top" align="center">9.8 &#xb1; 1.07 b</td>
<td valign="top" align="center">3.4 &#xb1; 0.21 b</td>
</tr>
<tr>
<td valign="top" align="left">12 L:12 D</td>
<td valign="top" align="center">140 &#xb1; 17.29</td>
<td valign="top" align="center">19.8 &#xb1; 2.44 a</td>
<td valign="top" align="center">9.0 &#xb1; 0.98 b</td>
<td valign="top" align="center">3.4 &#xb1; 0.22 b</td>
</tr>
<tr>
<td valign="top" align="left">24 L:0 D</td>
<td valign="top" align="center">122 &#xb1; 12.25</td>
<td valign="top" align="center">16.3 &#xb1; 1.79 b</td>
<td valign="top" align="center">11.4 &#xb1; 1.38 a</td>
<td valign="top" align="center">3.8 &#xb1; 0.22 a</td>
</tr>
<tr>
<th valign="top" colspan="5" align="left">Cultivar (Cv)</th>
</tr>
<tr>
<td valign="top" align="left">Green</td>
<td valign="top" align="center">130 &#xb1; 13.2</td>
<td valign="top" align="center">18.4 &#xb1; 1.95</td>
<td valign="top" align="center">10.9 &#xb1; 1.45</td>
<td valign="top" align="center">3.8 &#xb1; 0.52</td>
</tr>
<tr>
<td valign="top" align="left">Red</td>
<td valign="top" align="center">130 &#xb1; 20.8</td>
<td valign="top" align="center">18.4 &#xb1; 3.01</td>
<td valign="top" align="center">9.2 &#xb1; 1.46</td>
<td valign="top" align="center">3.2 &#xb1; 0.49</td>
</tr>
<tr>
<th valign="top" colspan="5" align="left">Significance<sup>(1)</sup></th>
</tr>
<tr>
<td valign="top" align="left">P</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">**</td>
<td valign="top" align="center">**</td>
<td valign="top" align="center">*</td>
</tr>
<tr>
<td valign="top" align="left">Cv</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">***</td>
<td valign="top" align="center">***</td>
</tr>
<tr>
<td valign="top" align="left">P x Cv</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="center">ns</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Mean &#xb1; SE values are reported. .</p></fn>
<fn>
<p><sup>(1)</sup> Significance: ***, ** and * for p &#x2264; 0.001, p &#x2264; 0.01 and p &#x2264; 0.05, respectively; ns, not significant. Different letters indicate significant differences (p = 0.05) between means within the same column (Tukey HSD).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Color parameters and bioactive compounds content</title>
<p>Light treatments did not influence the colorimetric parameters of green (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;3</bold></xref>) and red lettuce (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>). On average, among light treatment: aD65* was -13.3 and 2.23, respectively for green and red lettuce (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;S3</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>S4</bold></xref>); bD65* was 19.33 and 0.97, respectively for green and red lettuce (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;S3</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>S4</bold></xref>); L*D65* was 42.07 and 28.47, respectively for green and red lettuce (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;S3</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>S4</bold></xref>); Chroma was 23.47 and 2.97, respectively for green and red lettuce (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;S3</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>S4</bold></xref>).</p>
<p>Similarly to color parameters, light treatments did not affect chlorophyll content or antioxidant capacity (ABTS) of lettuce (<xref ref-type="table" rid="T5"><bold>Table&#xa0;5</bold></xref>). However, differences between cultivar were observed: green lettuce exhibited a 22% higher chlorophyll content, whereas red lettuce showed ABTS values approximately 2.38-fold higher (<xref ref-type="table" rid="T5"><bold>Table&#xa0;5</bold></xref>). Carotenoid content was influenced by cultivar x photoperiod interaction. The highest carotenoid concentration was observed in red lettuce grown under 12 L:12 D (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3a</bold></xref>). Red lettuce grown under 16 L:8 D and 24 L:0 D still exhibited carotenoid contents 21% higher than those observed in green lettuce grown under 12 L:12 D (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3a</bold></xref>). On average, total phenolic content (TPC) was 11% higher under the 16 L:8 D photoperiod compared with other light treatments and was 2.65-fold higher in red lettuce compared with green lettuce (<xref ref-type="table" rid="T5"><bold>Table&#xa0;5</bold></xref>). Anthocyanins were not detected in green lettuce, except for a negligible amount in plants grown under 12 L:12 D (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3b</bold></xref>). In contrast, substantially elevated anthocyanin levels were measured in red lettuce. Red lettuce grown under 12 L:12 D showed anthocyanin contents 13% and 22% higher than those observed under 16 L:8 D and 24 L:0 D, respectively (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3b</bold></xref>).</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Chlorophylls, carotenoids, total phenolic content (TPC), total antioxidant capacity (ABTS), and total anthocyanin content (TAC) of two lettuce cultivars grown in the second crop cycle under three photoperiods and with the same DLI.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left"/>
<th valign="middle" align="center">Chlorophylls</th>
<th valign="middle" align="center">Carotenoids</th>
<th valign="middle" align="center">TPC</th>
<th valign="middle" align="center">ABTS</th>
<th valign="middle" align="left">&#x2003;TAC&#x2003;</th>
</tr>
<tr>
<th valign="middle" align="center">mg&#xb7;g<sup>-1</sup></th>
<th valign="middle" align="center">mg&#xb7;g<sup>-1</sup></th>
<th valign="middle" align="center">mg GAE&#xb7;g<sup>-1</sup></th>
<th valign="middle" align="center">&#xb5;mol TE&#xb7;g<sup>-1</sup></th>
<th valign="middle" align="left">mg Mv-3-glu&#xb7;g<sup>-1</sup></th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="6" align="left">Photoperiod (P)</th>
</tr>
<tr>
<td valign="middle" align="left">16 L:8 D</td>
<td valign="middle" align="center">5.64 &#xb1; 0.69</td>
<td valign="middle" align="center">1.56 &#xb1; 0.10</td>
<td valign="middle" align="center">29.02 &#xb1; 1.76 a</td>
<td valign="middle" align="center">100 &#xb1; 49.71</td>
<td valign="middle" align="center">5.41 &#xb1; 3.32 ab</td>
</tr>
<tr>
<td valign="middle" align="left">12 L:12 D</td>
<td valign="middle" align="center">5.42 &#xb1; 0.82</td>
<td valign="middle" align="center">1.63 &#xb1; 0.38</td>
<td valign="middle" align="center">26.91 &#xb1; 1.82 b</td>
<td valign="middle" align="center">112 &#xb1; 74.88</td>
<td valign="middle" align="center">6.01 &#xb1; 4.14 a</td>
</tr>
<tr>
<td valign="middle" align="left">24 L:0 D</td>
<td valign="middle" align="center">6.20 &#xb1; 0.99</td>
<td valign="middle" align="center">1.60 &#xb1; 0.11</td>
<td valign="middle" align="center">25.54 &#xb1; 1.62 b</td>
<td valign="middle" align="center">98 &#xb1; 54.62</td>
<td valign="middle" align="center">4.55 &#xb1; 2.78 b</td>
</tr>
<tr>
<th valign="middle" colspan="6" align="left">Cultivar (Cv)</th>
</tr>
<tr>
<td valign="middle" align="left">Green</td>
<td valign="middle" align="center">6.34 &#xb1; 0.48</td>
<td valign="middle" align="center">1.46 &#xb1; 0.10</td>
<td valign="middle" align="center">14.87 &#xb1; 1.43</td>
<td valign="middle" align="center">61 &#xb1; 3.41</td>
<td valign="middle" align="center">0.07 &#xb1; 0.03</td>
</tr>
<tr>
<td valign="middle" align="left">Red</td>
<td valign="middle" align="center">5.16 &#xb1; 0.33</td>
<td valign="middle" align="center">1.74 &#xb1; 0.15</td>
<td valign="middle" align="center">39.42 &#xb1; 2.22</td>
<td valign="middle" align="center">145 &#xb1; 16.92</td>
<td valign="middle" align="center">10.51 &#xb1; 1.41</td>
</tr>
<tr>
<th valign="middle" colspan="6" align="left">Significance <sup>(1)</sup></th>
</tr>
<tr>
<td valign="middle" align="left">P</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">*</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">*</td>
</tr>
<tr>
<td valign="middle" align="left">Cv</td>
<td valign="middle" align="center">**</td>
<td valign="middle" align="center">**</td>
<td valign="middle" align="center">***</td>
<td valign="middle" align="center">***</td>
<td valign="middle" align="center">***</td>
</tr>
<tr>
<td valign="middle" align="left">P x Cv</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">*</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">ns</td>
<td valign="middle" align="center">*</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Mean &#xb1; SD values are reported.</p></fn>
<fn>
<p><sup>(1)</sup> Significance: ***, ** and * for p &#x2264; 0.001, p &#x2264; 0.01 and p &#x2264; 0.05, respectively; ns, not significant. Different letters indicate significant differences (p = 0.05) between means within the same column (Tukey HSD).</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p><bold>(a)</bold> Carotenoid content and <bold>(b)</bold> total anthocyanin content of two lettuce cultivars, &#x2018;Falstaff&#x2019; (green; G) and &#x2018;Copacabana&#x2019; (red; R) grown with three lighting treatments. On <bold>(b)</bold> total anthocyanin content were not detectable in green lettuce under the 16 L:8 D and 24 L:0 D treatments; therefore, bars for these combinations are not shown. Vertical bars represent &#xb1; SE. Different letters indicate significant differences between light treatments and cultivars (Tukey HSD, p = 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-17-1783548-g003.tif">
<alt-text content-type="machine-generated">Bar graphs comparing the effect of three light regimes&#x2014;sixteen hours light and eight hours dark, twelve hours light and twelve hours dark, and twenty-four hours light&#x2014;on carotenoid content (panel a) and anthocyanin content (panel b) in green (G) and red (R) samples, showing highest carotenoid and anthocyanin values in red samples under twelve hours light and twelve hours dark, with statistical groupings indicated by letters above bars.</alt-text>
</graphic></fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The results of this study show that, under controlled-environment conditions and constant DLI, the three photoperiod/PPFD combinations tested: a) photoperiod 16:8 h (light/dark), with PPFD equal to 250 &#x3bc;mol&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9; (16 L:8 D); b) photoperiod 12:12 h (light/dark), with PPFD equal to 340 &#x3bc;mol&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9; (12 L:12 D); c) photoperiod 24:0 h (light/dark), with PPFD equal to 170 &#x3bc;mol&#xb7;m&#x207b;&#xb2;&#xb7;s&#x207b;&#xb9; (24 L:0 D), produced comparable outcomes in terms of lettuce morphology, yield, and photosynthetic performance (<xref ref-type="table" rid="T1"><bold>Tables&#xa0;1</bold></xref>, <xref ref-type="table" rid="T2"><bold>2</bold></xref>). This finding contrasts with previous studies reporting growth stimulation under extended photoperiods or continuous lighting (<xref ref-type="bibr" rid="B23">Koontz and Prince, 1986</xref>; <xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B32">Miao et&#xa0;al., 2023</xref>). The absence of significance differences may be explained by the moderate PPFD levels used in our treatments, which likely prevented both photoinhibition under shorter photoperiods and physiological stress under continuous light, aligning with the concept that lettuce is highly adaptable to a wide range of light regimes when DLI is kept constant (<xref ref-type="bibr" rid="B21">Kelly et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B39">Pennisi et&#xa0;al., 2020</xref>).</p>
<p>Chlorophyll fluorescence parameters further confirm this stability (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;S1</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>S2</bold></xref>). In fact, Y(II), NPQ, ETR, and Fv/Fm values fall within the expected physiological range for healthy lettuce plants (<xref ref-type="bibr" rid="B17">Hern&#xe1;ndez-Adasme et&#xa0;al., 2025</xref>), indicating that none of the photoperiods imposed measurable photochemical stress. Likewise, the light-response parameters (ETRmax, Alpha, Ik) remained unchanged among treatments, confirming that the intrinsic electron transport capacity was unaffected by photoperiod (<xref ref-type="bibr" rid="B20">Kaiser et&#xa0;al., 2024</xref>). Gas exchange responses were equally stable, across treatments (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>), supporting the notion that photosynthesis was operating under non-limiting light conditions (<xref ref-type="bibr" rid="B58">Zhang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B61">Zhou et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B19">Jin et&#xa0;al., 2023</xref>).</p>
<p>Continuous light (24 L:0 D) has kept stable lettuce yield (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>) and reduced LED electricity costs, thereby improving energy use efficiency (EUE) and light use efficiency (LUE) compared with 12 L:12 D and 16 L:8 D photoperiods (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). These improvements derive from distributing the same DLI over a longer photoperiod, which reduces instantaneous power demand and enhances lighting efficiency, as previously reported for VFs (<xref ref-type="bibr" rid="B15">Graamans et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B46">Stanghellini and Katzin, 2024</xref>). Nevertheless, artificial lighting remained the dominant energy cost, in line with reports indicating that lighting typically accounts for 60&#x2013;85% of total energy consumption in indoor farming systems (<xref ref-type="bibr" rid="B57">Yorifuji and Obara, 2022</xref>).</p>
<p>Recently, it was shown that, in lettuce, variations in growth and nutritional traits are largely driven by changes in DLI, rather than by photoperiod alone, with similar plant responses when equivalent DLI levels are achieved through either increased PPFD or extended lighting duration (<xref ref-type="bibr" rid="B33">Min et&#xa0;al., 2026</xref>). Accordingly, the lack of significant differences in plant morphology, photosynthetic activity and chlorophyll fluorescence parameters observed in the present study can be attributed to the experimental maintenance of a constant DLI across photoperiod treatments, which likely ensured stable carbon assimilation and prevented photochemical stress. While most previous work has focused on plant-level responses under variable DLI conditions, our findings indicate that, when DLI is held constant, modifying the temporal distribution of light has limited effects on lettuce physiology but can substantially affect energy and cost performance of the VFs, thereby underpinning the improvements in energy use efficiency and light use efficiency observed under continuous low-intensity lighting.</p>
<p>In contrast to the lack of photoperiod effects, several cultivar-dependent differences emerged. Green lettuce produced more biomass, while red lettuce exhibited higher concentrations of carotenoids, phenolic compounds, and antioxidant activity, patterns consistent with intrinsic pigment composition and secondary metabolism of red-leaf cultivars (<xref ref-type="bibr" rid="B11">DuPont et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B47">Stratil et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B26">Liu et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B28">Llorach et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B8">Cruz et al., 2012</xref>). The particularly high anthocyanin and carotenoid levels observed in red lettuce under 12 L:12 D (<xref ref-type="table" rid="T5"><bold>Table&#xa0;5</bold></xref>) align with previous studies suggesting that the presence of a dark period may promote the synthesis or stabilization of certain photoprotective compounds (<xref ref-type="bibr" rid="B6">Caldwell et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B22">Kim et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B59">Zhao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B41">Rao and Rao, 2007</xref>). However, since photoperiod did not influence overall growth or photochemistry, these metabolic adjustments appear decoupled from biomass accumulation, supporting the view that pigment biosynthesis and resource allocation follow genotype-specific regulatory pathways (<xref ref-type="bibr" rid="B36">Ouzounis et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B56">Yang et&#xa0;al., 2022</xref>).</p>
<p>The consistency of morphological, physiological, and biochemical responses across two experimental cycles highlights the robustness of controlled-environment systems, where environmental variability is minimized and plant responses are highly reproducible (<xref ref-type="bibr" rid="B49">van Delden et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gruda et&#xa0;al., 2025</xref>). Nevertheless, some limitations should be considered. The study tested only two crisphead cultivars, and responses may differ in other lettuce types or genotypes with distinct photobiological traits (<xref ref-type="bibr" rid="B34">Modarelli et&#xa0;al., 2022</xref>). Additionally, because DLI was maintained constant across treatments, the results cannot be generalized to scenarios where photoperiod and DLI vary simultaneously, as commonly occurs in commercial VFs (<xref ref-type="bibr" rid="B2">Arcasi et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B20">Kaiser et&#xa0;al., 2024</xref>). Finally, the economic evaluation was based on specific energy tariffs and may vary depending on geographic and temporal factors.</p>
<p>Despite these limitations, the findings provide valuable insights into light management in VFs. When the DLI is kept constant, photoperiod adjustments may have limited impact on growth and photosynthesis but can significantly affect energy efficiency.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>This study clarifies that, under controlled conditions and with a fixed DLI, lettuce can sustain stable growth and photosynthetic performance across a wide range of photoperiod&#x2013;PPFD combinations. This finding delineates a functional flexibility in light scheduling that can be exploited to optimize EUE without compromising crop performance. In particular, the evidence that continuous lighting improves EUE while maintaining morphological and physiological stability provides a concrete rationale for adopting extended photoperiods in cost-sensitive VFs scenarios.</p>
<p>The work also underscores the central role of genotype in shaping nutritional and pigment profiles, indicating that cultivar choice may influence market-oriented quality attributes more strongly than lighting duration when the daily light integral is kept constant. Nevertheless, it is well established that quality-related traits can be further modulated through additional abiotic management strategies, including root-zone temperature control, targeted or dynamic light spectrum modulation (e.g., end-of-cycle blue light enrichment), and other controlled-environment stressors, which can partially enhance or steer nutritional and pigment accumulation independently of genotype.</p>
<p>Looking forward, these results support the development of next-generation lighting strategies that move beyond fixed photoperiods toward dynamic, plant-responsive, and energy-aware lighting management. Future studies should integrate dynamic lighting strategies, plant-feedback systems, and spectral optimization to achieve a more holistic improvement in sustainability and productivity. Greater attention should also be given to genotype-specific light requirements, particularly regarding secondary metabolism and nutritional quality, to refine cultivar selection in controlled-environment.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>OP: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Supervision, Validation, Writing &#x2013; original draft. LC: Data curation, Formal analysis, Methodology, Writing &#x2013; original draft. AE: Data curation, Formal analysis, Methodology, Writing &#x2013; original draft. EC: Data curation, Formal analysis, Investigation, Writing &#x2013; original draft. BL: Data curation, Formal analysis, Methodology, Writing &#x2013; original draft. AS: Formal analysis, Methodology, Writing &#x2013; review &amp; editing. GD: Data curation, Formal analysis, Methodology, Visualization, Writing &#x2013; original draft. FC: Formal analysis, Funding acquisition, Supervision, Visualization, Writing &#x2013; review &amp; editing. PS: Conceptualization, Funding acquisition, Methodology, Supervision, Validation, Visualization, Writing &#x2013; review &amp; editing.</p></sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author GD declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p></sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s11" 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="s12" 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.2026.1783548/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2026.1783548/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table3.docx" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/></sec>
<ref-list>
<title>References</title>
<ref id="B1">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Admane</surname> <given-names>N.</given-names></name>
<name><surname>Cavallo</surname> <given-names>G.</given-names></name>
<name><surname>Hadjila</surname> <given-names>C.</given-names></name>
<name><surname>Cavalluzzi</surname> <given-names>M. M.</given-names></name>
<name><surname>Rotondo</surname> <given-names>N. P.</given-names></name>
<name><surname>Salerno</surname> <given-names>A.</given-names></name>
<etal/>
</person-group>. (<year>2023</year>). 
<article-title>Biostimulant formulations and moringa oleifera extracts to improve yield, quality, and storability of hydroponic lettuce</article-title>. <source>Molecules</source> <volume>28</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/molecules28010373</pub-id>, PMID: <pub-id pub-id-type="pmid">36615566</pub-id>
</mixed-citation>
</ref>
<ref id="B2">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Arcasi</surname> <given-names>A.</given-names></name>
<name><surname>Mauro</surname> <given-names>A. W.</given-names></name>
<name><surname>Napoli</surname> <given-names>G.</given-names></name>
<name><surname>Tariello</surname> <given-names>F.</given-names></name>
<name><surname>Vanoli</surname> <given-names>G. P.</given-names></name>
</person-group> (<year>2024</year>). 
<article-title>Energy and cost analysis for a crop production in a vertical farm</article-title>. <source>Appl. Therm. Eng.</source> <volume>239</volume>, <elocation-id>122129</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.applthermaleng.2023.122129</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B3">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Bantis</surname> <given-names>F.</given-names></name>
<name><surname>Smirnakou</surname> <given-names>S.</given-names></name>
<name><surname>Ouzounis</surname> <given-names>T.</given-names></name>
<name><surname>Koukounaras</surname> <given-names>A.</given-names></name>
<name><surname>Ntagkas</surname> <given-names>N.</given-names></name>
<name><surname>Radoglou</surname> <given-names>K.</given-names></name>
</person-group> (<year>2018</year>). 
<article-title>Current status and recent achievements in the field of horticulture with the use of light-emitting diodes (LEDs)</article-title>. <source>Sci. Hortic. (Amsterdam).</source> <volume>0&#x2013;1</volume>, <fpage>471</fpage>&#x2013;<lpage>451</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scienta.2018.02.058</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B4">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Baumbauer</surname> <given-names>D. A.</given-names></name>
<name><surname>Schmidt</surname> <given-names>C. B.</given-names></name>
<name><surname>Burgess</surname> <given-names>M. H.</given-names></name>
</person-group> (<year>2019</year>). 
<article-title>Leaf lettuce yield is more sensitive to low daily light integral than kale and spinach</article-title>. <source>HortScience</source> <volume>54</volume>, <fpage>2159</fpage>&#x2013;<lpage>2162</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21273/HORTSCI14288-19</pub-id>
</mixed-citation>
</ref>
<ref id="B5">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Boros</surname> <given-names>I. F.</given-names></name>
<name><surname>Sz&#xe9;kely</surname> <given-names>G.</given-names></name>
<name><surname>Bal&#xe1;zs</surname> <given-names>L.</given-names></name>
<name><surname>Csambalik</surname> <given-names>L.</given-names></name>
<name><surname>Sipos</surname> <given-names>L.</given-names></name>
</person-group> (<year>2023</year>). 
<article-title>Effects of LED lighting environments on lettuce (Lactuca sativa L.) in PFAL systems &#x2013; A review</article-title>. <source>Sci. Hortic. (Amsterdam).</source> <volume>321</volume>, <elocation-id>112351</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scienta.2023.112351</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B6">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Caldwell</surname> <given-names>M. M.</given-names></name>
<name><surname>Ballar&#xe9;</surname> <given-names>C. L.</given-names></name>
<name><surname>Bornman</surname> <given-names>J. F.</given-names></name>
<name><surname>Flint</surname> <given-names>S. D.</given-names></name>
<name><surname>Bjorn</surname> <given-names>L. O.</given-names></name>
<name><surname>Teramura</surname> <given-names>A. H.</given-names></name>
<etal/>
</person-group>. (<year>2003</year>). 
<article-title>Terrestrial ecosystems increased solar ultraviolet radiation and interactions with other climatic change factors</article-title>. <source>Photochem. Photobio. Sci.</source> <volume>2</volume>, <fpage>29</fpage>&#x2013;<lpage>38</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1039/B700019G</pub-id>, PMID: <pub-id pub-id-type="pmid">17344961</pub-id>
</mixed-citation>
</ref>
<ref id="B7">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Chen</surname> <given-names>X. L.</given-names></name>
<name><surname>Li</surname> <given-names>Y. L.</given-names></name>
<name><surname>Wang</surname> <given-names>L. C.</given-names></name>
<name><surname>Yang</surname> <given-names>Q. C.</given-names></name>
<name><surname>Guo</surname> <given-names>W. Z.</given-names></name>
</person-group> (<year>2022</year>). 
<article-title>Responses of butter leaf lettuce to mixed red and blue light with extended light/dark cycle period</article-title>. <source>Sci. Rep.</source> <volume>12</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-022-10681-3</pub-id>, PMID: <pub-id pub-id-type="pmid">35484294</pub-id>
</mixed-citation>
</ref>
<ref id="B8">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Cruz</surname> <given-names>R.</given-names></name>
<name><surname>Baptista</surname> <given-names>P.</given-names></name>
<name><surname>Cunha</surname> <given-names>S.</given-names></name>
<name><surname>Pereira</surname> <given-names>J. A.</given-names></name>
<name><surname>Casal</surname> <given-names>S.</given-names></name>
</person-group> (<year>2012</year>). 
<article-title>Carotenoids of lettuce (Lactuca sativa L.) grown on soil enriched with spent coffee grounds</article-title>. <source>Molecules</source> <volume>17</volume>, <fpage>1535</fpage>&#x2013;<lpage>1547</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/molecules17021535</pub-id>, PMID: <pub-id pub-id-type="pmid">22314378</pub-id>
</mixed-citation>
</ref>
<ref id="B9">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Dieleman</surname> <given-names>J. A.</given-names></name>
<name><surname>van Steekelenburg</surname> <given-names>G.</given-names></name>
<name><surname>Weerheim</surname> <given-names>K.</given-names></name>
</person-group> (<year>2025</year>). 
<article-title>Frequency of light fluctuations affects tomato morphology and physiology only at extreme amplitudes</article-title>. <source>Front. Plant Sci.</source> <volume>16</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fpls.2025.1500197</pub-id>, PMID: <pub-id pub-id-type="pmid">40697864</pub-id>
</mixed-citation>
</ref>
<ref id="B10">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Dou</surname> <given-names>H.</given-names></name>
<name><surname>Niu</surname> <given-names>G.</given-names></name>
<name><surname>Gu</surname> <given-names>M.</given-names></name>
<name><surname>Masabni</surname> <given-names>J. G.</given-names></name>
</person-group> (<year>2018</year>). 
<article-title>Responses of sweet basil to different daily light integrals in photosynthesis, morphology, yield, and nutritional quality</article-title>. <source>HortScience</source> <volume>53</volume>, <fpage>496</fpage>&#x2013;<lpage>503</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21273/HORTSCI12785-17</pub-id>
</mixed-citation>
</ref>
<ref id="B11">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>DuPont</surname> <given-names>M. S.</given-names></name>
<name><surname>Mondin</surname> <given-names>Z.</given-names></name>
<name><surname>Williamson</surname> <given-names>G.</given-names></name>
<name><surname>Price</surname> <given-names>K. R.</given-names></name>
</person-group> (<year>2000</year>). 
<article-title>Effect of variety, processing, and storage on the flavonoid glycoside content and composition of lettuce endive</article-title>. <source>J. Agric. Food Chem.</source> <volume>48</volume>, <fpage>3957</fpage>&#x2013;<lpage>3964</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1021/jf0002387</pub-id>, PMID: <pub-id pub-id-type="pmid">10995297</pub-id>
</mixed-citation>
</ref>
<ref id="B12">
<mixed-citation publication-type="book">
<person-group person-group-type="author"><collab>FAO</collab><collab>Rikolto</collab><collab>RUAF</collab>
</person-group> (<year>2022</year>). <source>Urban and peri-urban agriculture sourcebook. From production to food systems.</source> (<publisher-loc>Rome</publisher-loc>: 
<publisher-name>FAO and Rikolto</publisher-name>). doi:&#xa0;<pub-id pub-id-type="doi">10.4060/cb9722en</pub-id>
</mixed-citation>
</ref>
<ref id="B13">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Gaudreau</surname> <given-names>L.</given-names></name>
<name><surname>Charbonneau</surname> <given-names>J.</given-names></name>
<name><surname>Vezina</surname> <given-names>L. P.</given-names></name>
<name><surname>Gosselin</surname> <given-names>A.</given-names></name>
</person-group> (<year>1994</year>). 
<article-title>Photoperiod and photosynthetic photon flux influence growth and quality of greenhouse-grown lettuce</article-title>. <source>HortScience</source> <volume>29</volume>, <fpage>1285</fpage>&#x2013;<lpage>1289</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21273/hortsci.29.11.1285</pub-id>
</mixed-citation>
</ref>
<ref id="B14">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Gavhane</surname> <given-names>K. P.</given-names></name>
<name><surname>Hasan</surname> <given-names>M.</given-names></name>
<name><surname>Singh</surname> <given-names>D. K.</given-names></name>
<name><surname>Kumar</surname> <given-names>S. N.</given-names></name>
<name><surname>Sahoo</surname> <given-names>R. N.</given-names></name>
<name><surname>Alam</surname> <given-names>W.</given-names></name>
</person-group> (<year>2023</year>). 
<article-title>Determination of optimal daily light integral (DLI) for indoor cultivation of iceberg lettuce in an indigenous vertical hydroponic system</article-title>. <source>Sci. Rep.</source> <volume>13</volume>, <fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-023-36997-2</pub-id>, PMID: <pub-id pub-id-type="pmid">37407651</pub-id>
</mixed-citation>
</ref>
<ref id="B15">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Graamans</surname> <given-names>L.</given-names></name>
<name><surname>Baeza</surname> <given-names>E.</given-names></name>
<name><surname>van den Dobbelsteen</surname> <given-names>A.</given-names></name>
<name><surname>Tsafaras</surname> <given-names>I.</given-names></name>
<name><surname>Stanghellini</surname> <given-names>C.</given-names></name>
</person-group> (<year>2018</year>). 
<article-title>Plant factories versus greenhouses: Comparison of resource use efficiency</article-title>. <source>Agric. Syst.</source> <volume>160</volume>, <fpage>31</fpage>&#x2013;<lpage>43</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.agsy.2017.11.003</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B16">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Gruda</surname> <given-names>N. S.</given-names></name>
<name><surname>Gallegos-Cedillo</surname> <given-names>V. M.</given-names></name>
<name><surname>N&#xe1;jera</surname> <given-names>C.</given-names></name>
<name><surname>Catalina</surname> <given-names>E. G.</given-names></name>
<name><surname>Ochoa</surname> <given-names>J.</given-names></name>
<name><surname>Fern&#xe1;ndez</surname> <given-names>J. A.</given-names></name>
</person-group> (<year>2025</year>). 
<article-title>Advancing protected cultivation: A pathway for nutrient-rich vegetables</article-title>. <source>CRC. Crit. Rev. Plant Sci.</source> <volume>44</volume>, <fpage>88</fpage>&#x2013;<lpage>116</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/07352689.2025.2515801</pub-id>, PMID: <pub-id pub-id-type="pmid">41735180</pub-id>
</mixed-citation>
</ref>
<ref id="B17">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Hern&#xe1;ndez-Adasme</surname> <given-names>C.</given-names></name>
<name><surname>Guevara</surname> <given-names>M. J.</given-names></name>
<name><surname>Faic&#xe1;n-Benenaula</surname> <given-names>M. A.</given-names></name>
<name><surname>Neira</surname> <given-names>R.</given-names></name>
<name><surname>Delgadillo</surname> <given-names>D.</given-names></name>
<name><surname>Mu&#xf1;oz</surname> <given-names>V.</given-names></name>
<etal/>
</person-group>. (<year>2025</year>). 
<article-title>Effect of light conditions on growth and antioxidant parameters of two hydroponically grown lettuce cultivars (Green and purple) in a vertical farm system</article-title>. <source>Horticulturae</source> <volume>11</volume>, <fpage>1</fpage>&#x2013;<lpage>21</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/horticulturae11020220</pub-id>, PMID: <pub-id pub-id-type="pmid">41725453</pub-id>
</mixed-citation>
</ref>
<ref id="B18">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Ji</surname> <given-names>Y.</given-names></name>
<name><surname>Kusuma</surname> <given-names>P.</given-names></name>
<name><surname>Marcelis</surname> <given-names>L. F. M.</given-names></name>
</person-group> (<year>2023</year>). 
<article-title>Vertical farming</article-title>. <source>Curr. Biol.</source> <volume>33</volume>, <fpage>R471</fpage>&#x2013;<lpage>R473</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cub.2023.02.010</pub-id>, PMID: <pub-id pub-id-type="pmid">37279677</pub-id>
</mixed-citation>
</ref>
<ref id="B19">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Jin</surname> <given-names>W.</given-names></name>
<name><surname>Formiga Lopez</surname> <given-names>D.</given-names></name>
<name><surname>Heuvelink</surname> <given-names>E.</given-names></name>
<name><surname>Marcelis</surname> <given-names>L. F. M.</given-names></name>
</person-group> (<year>2023</year>). 
<article-title>Light use efficiency of lettuce cultivation in vertical farms compared with greenhouse and field</article-title>. <source>Food Energy Secur.</source> <volume>12</volume>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/fes3.391</pub-id>, PMID: <pub-id pub-id-type="pmid">41757603</pub-id>
</mixed-citation>
</ref>
<ref id="B20">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Kaiser</surname> <given-names>E.</given-names></name>
<name><surname>Kusuma</surname> <given-names>P.</given-names></name>
<name><surname>Vialet-Chabrand</surname> <given-names>S.</given-names></name>
<name><surname>Folta</surname> <given-names>K. M.</given-names></name>
<name><surname>Liu</surname> <given-names>Y.</given-names></name>
<name><surname>Poorter</surname> <given-names>H.</given-names></name>
<etal/>
</person-group>. (<year>2024</year>). 
<article-title>Vertical farming goes dynamic: optimizing resource use efficiency, product quality, and energy costs</article-title>. <source>Front. Plant Sci.</source> <volume>2</volume>:<elocation-id>1411259</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fsci.2024.1411259</pub-id>, PMID: <pub-id pub-id-type="pmid">41757362</pub-id>
</mixed-citation>
</ref>
<ref id="B21">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Kelly</surname> <given-names>N.</given-names></name>
<name><surname>Choe</surname> <given-names>D.</given-names></name>
<name><surname>Meng</surname> <given-names>Q.</given-names></name>
<name><surname>Runkle</surname> <given-names>E. S.</given-names></name>
</person-group> (<year>2020</year>). 
<article-title>Promotion of lettuce growth under an increasing daily light integral depends on the combination of the photosynthetic photon flux density and photoperiod</article-title>. <source>Sci. Hortic. (Amsterdam).</source> <volume>272</volume>, <elocation-id>109565</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scienta.2020.109565</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B22">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Kim</surname> <given-names>D. E.</given-names></name>
<name><surname>Shang</surname> <given-names>X.</given-names></name>
<name><surname>Assefa</surname> <given-names>A. D.</given-names></name>
<name><surname>Keum</surname> <given-names>Y. S.</given-names></name>
<name><surname>Saini</surname> <given-names>R. K.</given-names></name>
</person-group> (<year>2018</year>). 
<article-title>Metabolite profiling of green, green/red, and red lettuce cultivars: Variation in health beneficial compounds and antioxidant potential</article-title>. <source>Food Res. Int.</source> <volume>105</volume>, <fpage>361</fpage>&#x2013;<lpage>370</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.foodres.2017.11.028</pub-id>, PMID: <pub-id pub-id-type="pmid">29433225</pub-id>
</mixed-citation>
</ref>
<ref id="B23">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Koontz</surname> <given-names>H. V.</given-names></name>
<name><surname>Prince</surname> <given-names>R. P.</given-names></name>
</person-group> (<year>1986</year>). 
<article-title>Effect of 16 and 24 hours daily radiation (light) on lettuce growth</article-title>. <source>HortScience</source> <volume>21</volume>, <fpage>123</fpage>&#x2013;<lpage>124</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21273/hortsci.21.1.123</pub-id>
</mixed-citation>
</ref>
<ref id="B24">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name><surname>Kozai</surname> <given-names>T.</given-names></name>
<name><surname>Fujiwara</surname> <given-names>K.</given-names></name>
<name><surname>Runkle</surname> <given-names>E. S.</given-names></name>
</person-group> (<year>2016</year>). &#x201c;
<article-title>LED lighting for Urban agriculture</article-title>,&#x201d; in <source>LED Lighting for Urban Agriculture</source> (<publisher-loc>Singapore</publisher-loc>: 
<publisher-name>Springer Science+Business Media Singapore 2016</publisher-name>), <fpage>1</fpage>&#x2013;<lpage>18</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/978-981-10-1848-0</pub-id>, PMID: <pub-id pub-id-type="pmid">41758449</pub-id>
</mixed-citation>
</ref>
<ref id="B25">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Lichtenthaler</surname> <given-names>H. K.</given-names></name>
<name><surname>Buschmann</surname> <given-names>C.</given-names></name>
</person-group> (<year>2001</year>). 
<article-title>Chlorophylls and carotenoids: measurement and characterization by UV - VIS spectroscopy</article-title>. <source>Curr. Protoc. Food Anal. Chem.</source> <volume>1</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/0471142913.faf0403s01</pub-id>, PMID: <pub-id pub-id-type="pmid">41757603</pub-id>
</mixed-citation>
</ref>
<ref id="B26">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Liu</surname> <given-names>X.</given-names></name>
<name><surname>Ardo</surname> <given-names>S.</given-names></name>
<name><surname>Bunning</surname> <given-names>M.</given-names></name>
<name><surname>Parry</surname> <given-names>J.</given-names></name>
<name><surname>Zhou</surname> <given-names>K.</given-names></name>
<name><surname>Stushnoff</surname> <given-names>C.</given-names></name>
<etal/>
</person-group>. (<year>2007</year>). 
<article-title>Total phenolic content and DPPH{radical dot} radical scavenging activity of lettuce (Lactuca sativa L.) grown in Colorado</article-title>. <source>Lwt</source> <volume>40</volume>, <fpage>552</fpage>&#x2013;<lpage>557</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.lwt.2005.09.007</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B27">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Liu</surname> <given-names>X.</given-names></name>
<name><surname>Xu</surname> <given-names>Y.</given-names></name>
<name><surname>Wang</surname> <given-names>Y.</given-names></name>
<name><surname>Yang</surname> <given-names>Q.</given-names></name>
<name><surname>Li</surname> <given-names>Q.</given-names></name>
</person-group> (<year>2022</year>). 
<article-title>Rerouting artificial light for efficient crops production: A review of lighting strategy in PFALs</article-title>. <source>Agronomy</source> <volume>12</volume>, <fpage>1</fpage>&#x2013;<lpage>9</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/agronomy12051021</pub-id>, PMID: <pub-id pub-id-type="pmid">41725453</pub-id>
</mixed-citation>
</ref>
<ref id="B28">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Llorach</surname> <given-names>R.</given-names></name>
<name><surname>Mart&#xed;nez-S&#xe1;nchez</surname> <given-names>A.</given-names></name>
<name><surname>Tom&#xe1;s-Barber&#xe1;n</surname> <given-names>F. A.</given-names></name>
<name><surname>Gil</surname> <given-names>M. I.</given-names></name>
<name><surname>Ferreres</surname> <given-names>F.</given-names></name>
</person-group> (<year>2008</year>). 
<article-title>Characterisation of polyphenols and antioxidant properties of five lettuce varieties and escarole</article-title>. <source>Food Chem.</source> <volume>108</volume>, <fpage>1028</fpage>&#x2013;<lpage>1038</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.foodchem.2007.11.032</pub-id>, PMID: <pub-id pub-id-type="pmid">26065768</pub-id>
</mixed-citation>
</ref>
<ref id="B29">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Loconsole</surname> <given-names>D.</given-names></name>
<name><surname>Cocetta</surname> <given-names>G.</given-names></name>
<name><surname>Santoro</surname> <given-names>P.</given-names></name>
<name><surname>Ferrante</surname> <given-names>A.</given-names></name>
</person-group> (<year>2019</year>). 
<article-title>Optimization of LED lighting and quality evaluation of Romaine lettuce grown in an innovative indoor cultivation system</article-title>. <source>Sustain.</source> <volume>11</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/su11030841</pub-id>, PMID: <pub-id pub-id-type="pmid">41725453</pub-id>
</mixed-citation>
</ref>
<ref id="B30">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Malhi</surname> <given-names>G. S.</given-names></name>
<name><surname>Kaur</surname> <given-names>M.</given-names></name>
<name><surname>Kaushik</surname> <given-names>P.</given-names></name>
</person-group> (<year>2021</year>). 
<article-title>Impact of climate change on agriculture and its mitigation strategies: A review</article-title>. <source>Sustain.</source> <volume>13</volume>, <elocation-id>1318</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/su13031318</pub-id>, PMID: <pub-id pub-id-type="pmid">41725453</pub-id>
</mixed-citation>
</ref>
<ref id="B31">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Matysiak</surname> <given-names>B.</given-names></name>
<name><surname>Ropelewska</surname> <given-names>E.</given-names></name>
<name><surname>Wrzodak</surname> <given-names>A.</given-names></name>
<name><surname>Kowalski</surname> <given-names>A.</given-names></name>
<name><surname>Kaniszewski</surname> <given-names>S.</given-names></name>
</person-group> (<year>2022</year>). 
<article-title>Yield and quality of romaine lettuce at different daily light integral in an indoor controlled environment</article-title>. <source>Agronomy</source> <volume>12</volume>, <elocation-id>1026</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/agronomy12051026</pub-id>, PMID: <pub-id pub-id-type="pmid">41725453</pub-id>
</mixed-citation>
</ref>
<ref id="B32">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Miao</surname> <given-names>C.</given-names></name>
<name><surname>Yang</surname> <given-names>S.</given-names></name>
<name><surname>Xu</surname> <given-names>J.</given-names></name>
<name><surname>Wang</surname> <given-names>H.</given-names></name>
<name><surname>Zhang</surname> <given-names>Y.</given-names></name>
<name><surname>Cui</surname> <given-names>J.</given-names></name>
<etal/>
</person-group>. (<year>2023</year>). 
<article-title>Effects of light intensity on growth and quality of lettuce and spinach cultivars in a plant factory</article-title>. <source>Plants</source> <volume>12</volume>, <fpage>1</fpage>&#x2013;<lpage>18</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/plants12183337</pub-id>, PMID: <pub-id pub-id-type="pmid">37765503</pub-id>
</mixed-citation>
</ref>
<ref id="B33">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Min</surname> <given-names>Q.</given-names></name>
<name><surname>Marcelis</surname> <given-names>L. F. M.</given-names></name>
<name><surname>Nicole</surname> <given-names>C. S.</given-names></name>
<name><surname>Woltering</surname> <given-names>E. J.</given-names></name>
</person-group> (<year>2026</year>). 
<article-title>High daily light integral at end of production improves lettuce nutritional quality</article-title>. <source>Sci. Hortic. (Amsterdam).</source> <volume>355</volume>, <elocation-id>114566</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scienta.2025.114566</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B34">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Modarelli</surname> <given-names>G. C.</given-names></name>
<name><surname>Paradiso</surname> <given-names>R.</given-names></name>
<name><surname>Arena</surname> <given-names>C.</given-names></name>
<name><surname>De Pascale</surname> <given-names>S.</given-names></name>
<name><surname>Van Labeke</surname> <given-names>M.</given-names></name>
</person-group> (<year>2022</year>). 
<article-title>High light intensity from blue-red LEDs enhance photosynthetic performance, plant growth, and optical properties of red lettuce in controlled environment</article-title>. <source>Horticulturae</source> <volume>8</volume>, <elocation-id>114</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/horticulturae8020114</pub-id>, PMID: <pub-id pub-id-type="pmid">41725453</pub-id>
</mixed-citation>
</ref>
<ref id="B35">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Nicholson</surname> <given-names>C. F.</given-names></name>
<name><surname>Mattson</surname> <given-names>N. S.</given-names></name>
<name><surname>Eaton</surname> <given-names>M.</given-names></name>
<name><surname>Miguel</surname> <given-names>I. G.</given-names></name>
</person-group> (<year>2023</year>). 
<article-title>Economic and environmental performance of controlled-environment supply chains for leaf lettuce</article-title>. <source>Eur. Rev. Agric. Econ.</source> <volume>50</volume>, <fpage>1547</fpage>&#x2013;<lpage>1582</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/erae/jbad016</pub-id>
</mixed-citation>
</ref>
<ref id="B36">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Ouzounis</surname> <given-names>T.</given-names></name>
<name><surname>Rosenqvist</surname> <given-names>E.</given-names></name>
<name><surname>Ottosen</surname> <given-names>C. O.</given-names></name>
</person-group> (<year>2015</year>). 
<article-title>Spectral effects of artificial light on plant physiology and secondary metabolism: A review</article-title>. <source>HortScience</source> <volume>50</volume>, <fpage>1128</fpage>&#x2013;<lpage>1135</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21273/hortsci.50.8.1128</pub-id>
</mixed-citation>
</ref>
<ref id="B37">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Palmer</surname> <given-names>S.</given-names></name>
<name><surname>van Iersel</surname> <given-names>M. W.</given-names></name>
</person-group> (<year>2020</year>). 
<article-title>Increasing growth of lettuce and mizuna under sole-source LED lighting using longer photoperiods with the same daily light integral</article-title>. <source>Agronomy</source> <volume>10</volume>, <elocation-id>1659</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/agronomy10111659</pub-id>, PMID: <pub-id pub-id-type="pmid">41725453</pub-id>
</mixed-citation>
</ref>
<ref id="B38">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Paradiso</surname> <given-names>R.</given-names></name>
<name><surname>Proietti</surname> <given-names>S.</given-names></name>
</person-group> (<year>2022</year>). 
<article-title>Light-quality manipulation to control plant growth and photomorphogenesis in greenhouse horticulture: the state of the art and the opportunities of modern LED systems</article-title>. <source>J. Plant Growth Regul.</source> <volume>41</volume>, <fpage>742</fpage>&#x2013;<lpage>780</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00344-021-10337-y</pub-id>, PMID: <pub-id pub-id-type="pmid">41758449</pub-id>
</mixed-citation>
</ref>
<ref id="B39">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Pennisi</surname> <given-names>G.</given-names></name>
<name><surname>Orsini</surname> <given-names>F.</given-names></name>
<name><surname>Landolfo</surname> <given-names>M.</given-names></name>
<name><surname>Pistillo</surname> <given-names>A.</given-names></name>
<name><surname>Crepaldi</surname> <given-names>A.</given-names></name>
<name><surname>Nicola</surname> <given-names>S.</given-names></name>
<etal/>
</person-group>. (<year>2020</year>). 
<article-title>Optimal photoperiod for indoor cultivation of leafy vegetables and herbs</article-title>. <source>Eur. J. Hortic. Sci.</source> <volume>85</volume>, <fpage>329</fpage>&#x2013;<lpage>338</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.17660/eJHS.2020/85.5.4</pub-id>
</mixed-citation>
</ref>
<ref id="B40">
<mixed-citation publication-type="book">
<person-group person-group-type="author"><collab>Posit team</collab>
</person-group> (<year>2025</year>). <source>RStudio: Integrated Development Environment for R</source> (<publisher-loc>Boston, MA</publisher-loc>: 
<publisher-name>Posit Software, PBC</publisher-name>). Available online at: <uri xlink:href="http://www.posit.co/">http://www.posit.co/</uri> (Accessed <date-in-citation content-type="access-date">July, 2025</date-in-citation>).
</mixed-citation>
</ref>
<ref id="B41">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Rao</surname> <given-names>A. V.</given-names></name>
<name><surname>Rao</surname> <given-names>L. G.</given-names></name>
</person-group> (<year>2007</year>). 
<article-title>Carotenoids and human health</article-title>. <source>Pharmacol. Res.</source> <volume>55</volume>, <fpage>207</fpage>&#x2013;<lpage>216</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.phrs.2007.01.012</pub-id>, PMID: <pub-id pub-id-type="pmid">17349800</pub-id>
</mixed-citation>
</ref>
<ref id="B42">
<mixed-citation publication-type="book">
<person-group person-group-type="author"><collab>R Core Team</collab>
</person-group> (<year>2024</year>). <source>_R: A Language and Environment for Statistical Computing_</source> (<publisher-loc>Vienna, Austria</publisher-loc>: 
<publisher-name>R Foundation for Statistical Computing</publisher-name>). Available online at: <uri xlink:href="https://www.R-project.org/">https://www.R-project.org/</uri>.
</mixed-citation>
</ref>
<ref id="B43">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Rosenzweig</surname> <given-names>C.</given-names></name>
<name><surname>Elliott</surname> <given-names>J.</given-names></name>
<name><surname>Deryng</surname> <given-names>D.</given-names></name>
<name><surname>Ruane</surname> <given-names>A. C.</given-names></name>
<name><surname>M&#xfc;ller</surname> <given-names>C.</given-names></name>
<name><surname>Arneth</surname> <given-names>A.</given-names></name>
<etal/>
</person-group>. (<year>2014</year>). 
<article-title>Assessing agricultural risks of climate change in the 21st century in a global gridded crop model intercomparison</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>111</volume>, <fpage>3268</fpage>&#x2013;<lpage>3273</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1073/pnas.1222463110</pub-id>
</mixed-citation>
</ref>
<ref id="B44">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Samuoliene</surname> <given-names>G.</given-names></name>
<name><surname>Virsile</surname> <given-names>A.</given-names></name>
<name><surname>Miliauskiene</surname> <given-names>J.</given-names></name>
<name><surname>Haimi</surname> <given-names>P.</given-names></name>
<name><surname>Lau&#x17e;ike</surname> <given-names>K.</given-names></name>
<name><surname>Jankauskiene</surname> <given-names>J.</given-names></name>
<etal/>
</person-group>. (<year>2020</year>). 
<article-title>The photosynthetic performance of red leaf lettuce under UV-A irradiation</article-title>. <source>Agronomy</source> <volume>10</volume>, <elocation-id>761</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/agronomy10060761</pub-id>
</mixed-citation>
</ref>
<ref id="B45">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Shatilov</surname> <given-names>M. V.</given-names></name>
<name><surname>Razin</surname> <given-names>A. F.</given-names></name>
<name><surname>Ivanova</surname> <given-names>M. I.</given-names></name>
</person-group> (<year>2019</year>). 
<article-title>Analysis of the world lettuce market</article-title>. <source>IOP Conf. Ser. Earth Environ. Sci.</source> <volume>395</volume>, <elocation-id>12053</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1088/1755-1315/395/1/012053</pub-id>
</mixed-citation>
</ref>
<ref id="B46">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Stanghellini</surname> <given-names>C.</given-names></name>
<name><surname>Katzin</surname> <given-names>D.</given-names></name>
</person-group> (<year>2024</year>). 
<article-title>The dark side of lighting: A critical analysis of vertical farms&#x2019; environmental impact</article-title>. <source>J. Clean. Prod.</source> <volume>458</volume>, <elocation-id>142359</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jclepro.2024.142359</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B47">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Stratil</surname> <given-names>P.</given-names></name>
<name><surname>Klejdus</surname> <given-names>B.</given-names></name>
<name><surname>Kub&#xe1;&#x148;</surname> <given-names>V.</given-names></name>
</person-group> (<year>2006</year>). 
<article-title>Determination of total content of phenolic compounds and their antioxidant activity in vegetables - Evaluation of spectrophotometric methods</article-title>. <source>J. Agric. Food Chem.</source> <volume>54</volume>, <fpage>607</fpage>&#x2013;<lpage>616</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1021/jf052334j</pub-id>, PMID: <pub-id pub-id-type="pmid">16448157</pub-id>
</mixed-citation>
</ref>
<ref id="B48">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Tarantino</surname> <given-names>A.</given-names></name>
<name><surname>Difonzo</surname> <given-names>G.</given-names></name>
<name><surname>Lopriore</surname> <given-names>G.</given-names></name>
<name><surname>Disciglio</surname> <given-names>G.</given-names></name>
<name><surname>Paradiso</surname> <given-names>V. M.</given-names></name>
<name><surname>Gambacorta</surname> <given-names>G.</given-names></name>
<etal/>
</person-group>. (<year>2020</year>). 
<article-title>Bioactive compounds and quality evaluation of &#x2018;Wonderful&#x2019; pomegranate fruit and juice as affected by deficit irrigation</article-title>. <source>J. Sci. Food Agric.</source> <volume>100</volume>, <fpage>5539</fpage>&#x2013;<lpage>5545</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/jsfa.10606</pub-id>, PMID: <pub-id pub-id-type="pmid">32596812</pub-id>
</mixed-citation>
</ref>
<ref id="B49">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>van Delden</surname> <given-names>S. H.</given-names></name>
<name><surname>SharathKumar</surname> <given-names>M.</given-names></name>
<name><surname>Butturini</surname> <given-names>M.</given-names></name>
<name><surname>Graamans</surname> <given-names>L. J. A.</given-names></name>
<name><surname>Heuvelink</surname> <given-names>E.</given-names></name>
<name><surname>Kacira</surname> <given-names>M.</given-names></name>
<etal/>
</person-group>. (<year>2021</year>). 
<article-title>Current status and future challenges in implementing and upscaling vertical farming systems</article-title>. <source>Nat. Food</source> <volume>2</volume>, <fpage>944</fpage>&#x2013;<lpage>956</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s43016-021-00402-w</pub-id>, PMID: <pub-id pub-id-type="pmid">37118238</pub-id>
</mixed-citation>
</ref>
<ref id="B50">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Velez-Ramirez</surname> <given-names>A. I.</given-names></name>
<name><surname>Van Ieperen</surname> <given-names>W.</given-names></name>
<name><surname>Vreugdenhil</surname> <given-names>D.</given-names></name>
<name><surname>Millenaar</surname> <given-names>F. F.</given-names></name>
</person-group> (<year>2011</year>). 
<article-title>Plants&#xa0;under continuous light</article-title>. <source>Trends Plant Sci.</source> <volume>16</volume>, <fpage>310</fpage>&#x2013;<lpage>318</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.tplants.2011.02.003</pub-id>, PMID: <pub-id pub-id-type="pmid">21396878</pub-id>
</mixed-citation>
</ref>
<ref id="B51">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Vir&#x161;il&#x117;</surname> <given-names>A.</given-names></name>
<name><surname>Brazaityt&#x117;</surname> <given-names>A.</given-names></name>
<name><surname>Va&#x161;takait&#x117;-Kairien&#x117;</surname> <given-names>V.</given-names></name>
<name><surname>Miliauskien&#x117;</surname> <given-names>J.</given-names></name>
<name><surname>Jankauskien&#x117;</surname> <given-names>J.</given-names></name>
<name><surname>Novi&#x10d;kovas</surname> <given-names>A.</given-names></name>
<etal/>
</person-group>. (<year>2019</year>). 
<article-title>Lighting intensity and photoperiod serves tailoring nitrate assimilation indices in red and green baby leaf lettuce</article-title>. <source>J. Sci. Food Agric.</source> <volume>99</volume>, <fpage>6608</fpage>&#x2013;<lpage>6619</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/jsfa.9948</pub-id>, PMID: <pub-id pub-id-type="pmid">31347167</pub-id>
</mixed-citation>
</ref>
<ref id="B52">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Weaver</surname> <given-names>G.</given-names></name>
<name><surname>van Iersel</surname> <given-names>M. W.</given-names></name>
</person-group> (<year>2020</year>). 
<article-title>Longer photoperiods with adaptive lighting control can improve growth of greenhouse-grown &#x2018;Little Gem&#x2019; lettuce (Lactuca sativa)</article-title>. <source>HortScience</source> <volume>55</volume>, <fpage>573</fpage>&#x2013;<lpage>580</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21273/HORTSCI14721-19</pub-id>
</mixed-citation>
</ref>
<ref id="B53">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name><surname>Wiebe</surname> <given-names>K.</given-names></name>
<name><surname>Robinson</surname> <given-names>S.</given-names></name>
<name><surname>Cattaneo</surname> <given-names>A.</given-names></name>
</person-group> (<year>2019</year>). &#x201c;
<article-title>Climate change, agriculture and food security</article-title>,&#x201d; in <source>Sustainable Food and Agriculture: An Integrated Approach</source> (
<publisher-name>The Food and Agriculture organization of the United Nations: Elsevier Inc</publisher-name>), <fpage>55</fpage>&#x2013;<lpage>74</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/B978-0-12-812134-4.00004-2</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B54">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Yan</surname> <given-names>X.</given-names></name>
<name><surname>Akiyama</surname> <given-names>H.</given-names></name>
<name><surname>Yagi</surname> <given-names>K.</given-names></name>
<name><surname>Akimoto</surname> <given-names>H.</given-names></name>
</person-group> (<year>2009</year>). 
<article-title>Global estimations of the inventory and mitigation potential of methane emissions from rice cultivation conducted using the 2006 Intergovernmental Panel on Climate Change guidelines</article-title>. <source>Global Biogeochem. Cycles</source> <volume>23</volume>, <fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1029/2008GB003299</pub-id>, PMID: <pub-id pub-id-type="pmid">40890438</pub-id>
</mixed-citation>
</ref>
<ref id="B55">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Yan</surname> <given-names>Z.</given-names></name>
<name><surname>He</surname> <given-names>D.</given-names></name>
<name><surname>Niu</surname> <given-names>G.</given-names></name>
<name><surname>Zhai</surname> <given-names>H.</given-names></name>
</person-group> (<year>2019</year>). 
<article-title>Evaluation of growth and quality of hydroponic lettuce at harvest as affected by the light intensity, photoperiod and light quality at seedling stage</article-title>. <source>Sci. Hortic. (Amsterdam).</source> <volume>248</volume>, <fpage>138</fpage>&#x2013;<lpage>144</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scienta.2019.01.002</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B56">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Yang</surname> <given-names>X.</given-names></name>
<name><surname>Gil</surname> <given-names>M. I.</given-names></name>
<name><surname>Yang</surname> <given-names>Q.</given-names></name>
<name><surname>Tom&#xe1;s-Barber&#xe1;n</surname> <given-names>F. A.</given-names></name>
</person-group> (<year>2022</year>). 
<article-title>Bioactive compounds in lettuce: Highlighting the benefits to human health and impacts of preharvest and postharvest practices</article-title>. <source>Compr. Rev. Food Sci. Food Saf.</source> <volume>21</volume>, <fpage>4</fpage>&#x2013;<lpage>45</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/1541-4337.12877</pub-id>, PMID: <pub-id pub-id-type="pmid">34935264</pub-id>
</mixed-citation>
</ref>
<ref id="B57">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Yorifuji</surname> <given-names>R.</given-names></name>
<name><surname>Obara</surname> <given-names>S.</given-names></name>
</person-group> (<year>2022</year>). 
<article-title>Economic design of artificial light plant factories based on the energy conversion efficiency of biomass</article-title>. <source>Appl. Energy</source> <volume>305</volume>, <elocation-id>117850</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.apenergy.2021.117850</pub-id>, PMID: <pub-id pub-id-type="pmid">41760527</pub-id>
</mixed-citation>
</ref>
<ref id="B58">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Zhang</surname> <given-names>X.</given-names></name>
<name><surname>He</surname> <given-names>D.</given-names></name>
<name><surname>Niu</surname> <given-names>G.</given-names></name>
<name><surname>Yan</surname> <given-names>Z.</given-names></name>
<name><surname>Song</surname> <given-names>J.</given-names></name>
</person-group> (<year>2018</year>). 
<article-title>Effects of environment lighting on the growth, photosynthesis, and quality of hydroponic lettuce in a plant factory</article-title>. <source>Int. J. Agric. Biol. Eng.</source> <volume>11</volume>, <fpage>33</fpage>&#x2013;<lpage>40</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.25165/j.ijabe.20181102.3420</pub-id>
</mixed-citation>
</ref>
<ref id="B59">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Zhao</surname> <given-names>X.</given-names></name>
<name><surname>Iwamoto</surname> <given-names>T.</given-names></name>
<name><surname>Carey</surname> <given-names>E. E.</given-names></name>
</person-group> (<year>2007</year>). 
<article-title>Antioxidant capacity of leafy vegetables as affected by high tunnel environment, fertilisation and growth stage</article-title>. <source>J. Sci. Food Agric.</source> <volume>87</volume>, <fpage>2692</fpage>&#x2013;<lpage>2699</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/jsfa.3032</pub-id>, PMID: <pub-id pub-id-type="pmid">20836178</pub-id>
</mixed-citation>
</ref>
<ref id="B60">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Zhou</surname> <given-names>J.</given-names></name>
<name><surname>Li</surname> <given-names>P.</given-names></name>
<name><surname>Wang</surname> <given-names>J.</given-names></name>
</person-group> (<year>2022</year>). 
<article-title>Effects of light intensity and temperature on the photosynthesis characteristics and yield of lettuce</article-title>. <source>Horticulturae</source> <volume>8</volume>, <elocation-id>178</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/horticulturae8020178</pub-id>, PMID: <pub-id pub-id-type="pmid">41725453</pub-id>
</mixed-citation>
</ref>
<ref id="B61">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Zhou</surname> <given-names>J.</given-names></name>
<name><surname>Wang</surname> <given-names>J. Z.</given-names></name>
<name><surname>Hang</surname> <given-names>T.</given-names></name>
<name><surname>Li</surname> <given-names>P. P.</given-names></name>
</person-group> (<year>2020</year>). 
<article-title>Photosynthetic characteristics and&#xa0;growth performance of lettuce (Lactuca sativa L.) under different light/dark&#xa0;cycles&#xa0;in mini plant factories</article-title>. <source>Photosynthetica</source> <volume>58</volume>, <fpage>740</fpage>&#x2013;<lpage>747</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.32615/ps.2020.013</pub-id>
</mixed-citation>
</ref>
</ref-list>
<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/421227">Jason Lanoue</ext-link>, Agriculture and Agri-Food Canada (AAFC), Canada</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2633543">Christopher P. Levine</ext-link>, The University of Tokyo, Japan</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3349389">Guohua Gao</ext-link>, Beijing University of Technology, China</p></fn>
</fn-group>
</back>
</article>