Seaweed Extract-based Biostimulant Impacts on Nitrate Reductase Activity and Root Viability of Ultradwarf Bermudagrass Subjected to Heat and Drought Stress

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Xunzhong Zhang School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061

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Zachary Taylor Helena Agri-Enterprises LLC, Greenville, NC 27858

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Mike Goatley School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061

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Jordan Booth United States Golf Association, Pinehurst, NC 28374

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Isabel Brown School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061

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Kelly Kosiarski School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061

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Abstract

Bermudagrass is a warm-season turfgrass species widely used for sports fields, home lawns, and golf courses. Ultradwarf bermudagrass has been used for golf course greens, but its quality declines with abiotic stresses. This 2-year study was designed to investigate if foliar applications of seaweed extract-based biostimulant Utilize® could improve ultradwarf bermudagrass photosynthetic function, nitrate reductase activity, root growth, and root function while under heat stress and drought stress conditions. Utilize® was applied to ultradwarf bermudagrass canopy at 0, 88, 117, 175, and 234 μL⋅m−2. Two weeks after the initial application of Utilize®, bermudagrass was subjected to heat (40/36 °C, day/night) and drought stress (40–50% evapotranspiration replacement) for up to 42 days. Heat stress and drought stress caused decline of the turf quality. Foliar application of Utilize® at 117, 175, and 234 μL⋅m−2 biweekly consistently improved turf quality and leaf color ratings and increased leaf chlorophyll and carotenoid concentrations, net photosynthetic rate, nitrate reductase activity, and root growth and viability. On average, Utilize® at 117, 175, and 234 μL⋅m−2 increased turf quality ratings by 9.1%, 12.1%, and 10.6%, respectively, net photosynthetic rates by 32.4%, 45.0%, and 35.0%, respectively, and nitrate reductase activity by 16.7%, 18.8%, and 14.6%, respectively, compared with the control. Utilize® at 117, 175, and 234 μL⋅m−2 increased the root biomass, root length, surface area, and root volume compared with the control. Utilize® at 88, 117, 175, and 234 μL⋅m−2 increased root viability by 46.2%, 73.1%, 88.5%, and 74.4%, respectively, relative to the control. The results of this study suggest that seaweed extract-based biostimulant Utilize® improves nitrogen metabolism, photosynthetic function, root growth, and root viability. Foliar application of Utilize® at rates between 117 and 175 μL⋅m−2 biweekly can be considered an effective approach to improving ultradwarf bermudagrass performance under heat stress and drought stress environments.

During the past two decades, ultradwarf bermudagrass [Cynodon dactylon (L.) Pers. × C. transvaalensis Burtt-Davy] has become the prevalent turfgrass used on golf putting greens in the southeastern United States (Hartwiger, 2009; Inguagiato and Martin, 2015; Unruh and Davis, 2001). Ultradwarf bermudagrasses gained popularity because of its tolerance to heat and traffic and ability to provide excellent golf putting green surfaces (Goatley et al., 2007; Hartwiger, 2009; Inguagiato and Martin, 2015). Ultradwarf bermudagrass putting greens have been widely adopted throughout the warm/humid zone and southern transition zone, and they are now being grown in the upper transition zone including Virginia (Hartwiger, 2009; Richardson and Booth, 2021).

The new hybrid “ultradwarf” bermudagrass cultivar, including Champion, FloraDwarf and TifEagle, are the most notable. These cultivars have greater shoot density and tolerance to low mowing heights (Hanna, 1998). However, ultradwarf bermudagrass experiences quality decline because of disease and heat stress, especially in the southern part of the United States and other regions with similar climates (Unruh and Davis, 2001). Ultradwarf bermudagrass canopy temperatures during the hottest months of 2000 reached 61.1 °C (Unruh and Davis, 2001). Although bermudagrass is a warm-season species, it cannot maintain good quality at this canopy temperature. In some areas where bermudagrass is grown, there is a severe water shortage, and drought is a major factor causing the quality decline of bermudagrass. Drought and heat stress may damage turfgrass photosynthetic function through oxidative injury (Jiang and Huang, 2001; Zhang and Schmidt, 1999a). As a consequence of drought stress and extreme temperatures, turfgrass quality is negatively impacted (Chang et al., 2016; Zhang et al., 2015, 2021). Bermudagrass has developed various physiological defense systems to cope with abiotic stress and protect photosynthetic function, such as hormonal regulation, osmotic adjustment, antioxidant alteration, stomatal control, and saturation levels of cell membrane lipids (Huang et al., 2014).

Heat stress and drought stress may damage the photosynthetic function and cause an energy imbalance so that the energy absorbed through the light harvesting complex exceeds what can be dissipated or transduced by photosystem II (Wang et al., 2012; Zhang and Ervin, 2008). Excess energy may be directed to molecular O2 and results in the accumulation of toxic reactive oxygen species (ROS) (Huang et al., 2014; Wu et al., 2017). The stomatal closure under drought stress may limit CO2 and O2 exchange through guard cells, resulting in higher O2 accumulation and ROS production in cells. Heat-induced and drought-induced oxidative stress have been reported for cool-season turfgrass species (Jiang and Huang, 2001; Man et al., 2011; Wang et al., 2011; Zhang and Ervin, 2004; Zhang et al., 2012) and warm-season turfgrass species (Liu et al., 2020).

Nitrogen is the mineral nutrient required in the largest amount (3–5% dry leaf tissues) by grass plants. Nitrogen nutrition is closely associated with turfgrass quality, color, growth, and tolerance to abiotic stresses. Nitrate (NO3) and ammonium (NH4+) are the common forms of nitrogen available for plants. Plants require substantial metabolic energy for the uptake of inorganic nitrogen and subsequent assimilation into organic nitrogen. Nitrate, which is the most commonly available form of nitrogen for grasses, has to be reduced to nitrite (NO2) and then ammonium, which is then incorporated into amino acid biosynthesis (Wang et al., 2013). Nitrate reductase (NaR) is the key enzyme catalyzing the conversion from nitrate to nitrite. Higher NaR activity is associated with greater nitrogen assimilation, use efficiency, and chlorophyll biosynthesis, especially under abiotic stress and nitrogen deficiency conditions.

Plant biostimulants have been used to improve the turfgrass performance of cool-season and warm-season turfgrass species (Zhang and Schmidt, 1999a, 1999b, 2000; Zhang et al., 2021). Plant biostimulants are defined as “materials that, in minute quantities, promote plant growth” (Zhang and Schmidt, 1999a). The 2018 Farm Bill described a plant biostimulant as “a substance or micro-organism that, when applied to seeds, plants, or the rhizosphere, stimulates natural processes to enhance or benefit nutrient uptake, nutrient efficiency, tolerance to abiotic stress, or crop quality and yield” (Cox, 2019). Various plant biostimulants, such as seaweed extract (SWE), humic and fulvic acids, protein hydrolysates, and other nitrogen-containing compounds, beneficial microorganisms, and small organic molecules, have been used for turfgrass management (du Jardin, 2015; Zhang and Schmidt, 1999a; Zhang et al., 2003, 2021). SWE contains various organic components and trace amounts of inorganic nutrients, but the generation of plant active hormones, especially cytokinins and auxin, are considered the major components responsible for the biostimulant activity (Storer et al., 2016). Although various hormones (cytokinins, auxins, abscisic acid, gibberellins) and other hormone-like compounds (sterols, polyamines) have been identified in some SWE by bioassays and immunological tools (Craigie, 2011), the hormonal effects of extracts of brown seaweed Ascophyllum nodosum are explained, to a larger extent, by the downregulation and upregulation of hormone biosynthetic genes in plant tissues and, to a lesser extent, by the hormonal content of SWE (du Jardin, 2015; Wally et al., 2013).

Previous research showed that SWE may protect chlorophyll and photosynthetic function, delay leaf senescence, and promote root growth and viability (Zhang and Ervin, 2008; Zhang et al., 2003). However, few studies have reported the effects of SWE-containing material on photosynthesis, NaR activity, and root function of ultradwarf bermudagrass under heat stress and drought stress conditions. Utilize®, an SWE-based biostimulant, contains 5% nitrogen from urea, is derived from extracts of brown seaweed Ascophyllum nodosum, and is formulated exclusively for Helena Agri-Enterprises by Goemar (Saint Malo Cedex, France). The objective of this study was to examine whether foliar application of Utilize® could improves ultradwarf bermudagrass photosynthesis, NaR activity, and root viability under heat stress and drought stress conditions.

Materials and Methods

Plant materials and growth conditions.

The experiment was initially conducted from 22 May through 25 Aug. 2020, and it was repeated in the same growth chambers from 16 July through 13 Oct. 2021. Mature ‘Champion’ ultradwarf plugs (diameter, 10 cm; depth, 5 cm) were collected from Independence Golf Course, Richmond, VA, and planted in plastic pots (diameter, 16 cm; depth, 15 cm) filled with United States Golf Association-specified sand with 10% peat (by volume). Plants were cultured in growth chambers with temperatures (mean ± SD) of 30 ± 1.0/24 ± 0.7 °C (day/night), relative humidity (mean ± SD) of 65% ± 7%, a 14-h photoperiod, and photosynthetically active radiation (PAR) of 400 μmol⋅m−2⋅s−1 (SD ±10). Plants were fertilized with 0.73 g⋅m−2 nitrogen from bent special 28–8–18 plus micronutrients every 2 weeks, trimmed to 0.99 cm weekly, and irrigated by hand until water drained from bottom of the pots three times per week.

Heat stress and drought stress treatments.

Plants were grown in growth chambers for ≈12 weeks. On 30 June 2020 and 20 Aug. 2021 (day 0), treatments were applied to the grass as follows: control; Utilize® at 88 μL⋅m−2; Utilize® at 117 μL⋅m−2; Utilize® at 175 μL⋅m−2; and Utilize® at 234 μL⋅m−2. The treatments were applied with a delivery volume of 82 mL⋅m−2 every 2 weeks for a total of four applications. The rates for this trial were selected based on the label rate of the product, bioassay results, turfgrass species and management level. The label rate of this product for turfgrass is 58.5 μL⋅m−2. Because Utilize® contains 5% nitrogen from urea, additional nitrogen from urea was added to all treatments so that the nitrogen rate was normalized across treatments. Therefore, the possible nitrogen effect other than that from the seaweed extract in the product was eliminated. Utilize® exhibited biostimulant activity, generating an equivalent 3.33 μL⋅m−2 of plant active cytokinins based on a radish cotyledon expansion bioassay at 1.0% solution that was performed before trial initiation according to the method of Yopp et al. (1986). Fourteen days after the initial application, bermudagrass was subjected to heat stress and drought stress treatments with temperatures (mean ± SD) of 40 ± 1.1/36 ± 0.9 °C (day/night) and deficit irrigation to induce drought stress. The bermudagrass was irrigated daily to compensate for 40% to 50% of gravimetrically measured evapotranspiration loss.

Measurements.

The heat stress and drought stress lasted for 56 d. Fresh leaf samples were collected on days 0, 14, 28, 42, and 56 to evaluate NaR, chlorophyll, carotenoids, and plant tissues. The NaR activity was analyzed immediately after sampling. A portion of fresh leaf samples were frozen in liquid nitrogen and kept at −80 °C before the final analysis. At the end of the experiments, roots were removed and rinsed free of soil. A small portion of fresh roots (0.2 g) was sampled to perform a root viability assay, and the remaining roots were scanned and analyzed to evaluate root characteristics using WinRhizo Technology. The remainder of the roots were dried in an oven for 48 h and then weighed.

Turf quality.

The turf quality was visually rated using a scale of 1 to 9 based on leaf color, uniformity, and density, with 1 indicating completely dead or brown leaves, 6 representing minimum acceptability, and 9 indicating turgid and green leaves with optimum canopy uniformity and density.

Leaf color.

The leaf color was visually rated using a scale of 1 to 9, with 1 indicating completely dead or brown leaves and 9 indicating dark green color.

Leaf photosynthetic rate.

The leaf photosynthetic rate (Pn) was measured using a portable photosynthetic system (LI-6400XT; LI-COR Corporation, Lincoln, NE). Four uniform leaf blades were sampled from each pot and placed in the gas chamber for quantification using a temperature of 24 °C, CO2 flow rate of 400 μmol⋅s−1, CO2 concentration of 400 ppm, and PAR of 1000 μmol⋅m−2⋅s−1. The leaf area (≈2 cm2) was measured and the actual leaf area was used for each Pn measurement. Three readings of each sample were collected and the average was used for the statistical analysis (Zhang et al., 2017).

Leaf chlorophyll and carotenoid content.

Frozen leaf tissues were ground into powder and samples were weighed and placed in test tubes with 3 mL acetone. The samples were incubated in the dark at 4 °C for 48 h. The supernatant was collected and the absorbance was measured with a spectrophotometer; the chlorophyll and carotenoid contents were calculated according to the method described by Zhang et al. (2005).

Leaf NaR activity.

The in vivo activity of leaf NaR was estimated by using the method of Chanda (2003) with some modifications (Wang et al., 2011). Briefly, ≈100 mg fresh shoot tissue was cut into 0.5-cm lengths. Then, shoot sections were immersed in 10 mL of 0.05 M potassium phosphate buffer (pH 7.5) with 1% n-propanol and 50 mm KNO3. The samples were vacuum-infiltrated for 4 min to ensure infiltration of incubation buffer; then, they were incubated in the dark for 4 h at 30 °C. At the end of the incubation, 1 mL of solution was transferred to 10-mL glass culture tubes. The nitrite formed was estimated colorimetrically by adding 750 μL of 1% sulfanilamid in 3 M HCl and 750 μL 0.02% N-naphthylethylenediamine hydrochloride. Absorption was determined at 540 nm. For each run, blanks and four nitrite standards (1, 5, 10, and 25 μM KNO2) were included.

Leaf nitrogen content.

Frozen leaf samples (100 mg) were ground in liquid nitrogen and extracted in 1.8 mL of ice-cold 50 mmol sodium phosphate buffer (pH 7.0) containing 0.2 mm EDTA and 1% polyvinylpyrrolidone in an ice-water bath. The homogenate was centrifuged at 12,000 gn for 20 min at 4 °C. Supernatant was used for the soluble protein analysis using the Bradford method (Bradford, 1976; Zhang et al., 2015). The protein content was converted to nitrogen by using a protein-to-nitrogen conversion factor of 4.43 (Yeok and Wee, 1994).

Root growth characteristics.

Roots from each pot were cleaned and divided into multiple subsamples. Each subsample was scanned and analyzed using WinRhizo Technology to determine the root length, root surface area, root diameter, and root volume. Root biomass was the total of the subsamples from each pot.

Root viability.

Root viability was measured according to the method described by Zhang et al. (2017). Briefly, fresh root samples were collected and rinsed with distilled water and cut into 1-cm sections; any moisture was removed with paper towels. Root samples (50 mg) were incubated in glass test tubes with 5 mL 0.6% (weight/volume) 2,3,5-triphenyltetrazolium chloride in 0.05 M phosphate buffer (pH 7.4), plus 0.05% (volume/volume) wetting agent XT-100. Samples were vacuum-infiltrated and incubated at 30 °C for 24 h. Roots were drained and rinsed twice with distilled water. Formazan was extracted twice with 5 mL boiling 95% (volume/volume) ethanol. Combined extracts were brought to 10 mL. Absorbance was measured at 490 nm, and root viability was expressed as 490 per gram of fresh weight.

Experimental design and statistical analysis.

For each year, a randomized block design was used with four replicates for each treatment. There was no significant year × treatment interaction; therefore, data from 2020 and 2021 were pooled and the averages of each parameter across the two experiments were used for the statistical analysis. Effects of year and treatment and their interactions were analyzed using an analysis of variance according to the general linear model using SAS (version 9.4 for Window; SAS Institute, Cary, NC; SAS Institute, 2016). Comparisons of the five Utilize® treatments were performed using Fisher’s protected least significance difference test (significance considered at P = 0.05).

Results

Turfgrass quality.

Turf quality declined because of heat stress and drought stress (Table 1). Foliar application of Utilize® at 117, 175, and 234 μL⋅m−2 improved turf quality relative to the control from day 14 through day 56. Utilize® treatments at 117, 175, and 234 μL⋅m−2 increased turf quality ratings by 9.1%, 12.1%, and 10.6% compared with the control at 56 d after the initial application.

Table 1.

Turf quality and leaf color response to Utilize® for ultradwarf bermudagrass subjected to heat stress and mild drought stress.

Table 1.

Leaf color.

Heat stress and drought stress reduced leaf color ratings. All Utilize® treatments except for the low rate (88 μL⋅m−2) improved leaf color relative to the control at 14, 28, 42, and 56 d. Among the treatments, Utilize® at 117, 175, and 234 μL⋅m−2 consistently improved leaf color ratings relative to the control.

Leaf chlorophyll.

Heat stress and drought stress caused a decline in the leaf chlorophyll content (Table 2). Application of Utilize® at 117, 175, and 234 μL⋅m−2 increased leaf chlorophyll content relative to the control when measured at 28, 42 and 56 d after the initial application. Utilize® at 117, 175, and 234 μL⋅m−2 increased the chlorophyll content by 29.1%, 37.6%, and 32.6% compared with the control at 56 d after the initial treatment.

Table 2.

Leaf chlorophyll and carotenoid contents responses to Utilize® for ultradwarf bermudagrass subjected to heat stress and mild drought stress.

Table 2.

Leaf carotenoids.

Similar to chlorophyll, the carotenoid content declined in response to stress treatments. Application of Utilize® at 117, 175, and 234 μL⋅m−2 increased the leaf carotenoid content relative to the control when measured at 28, 42, and 56 d after the initial application.

Leaf Pn.

Heat stress and drought stress reduced the Pn. Application of Utilize® at 117, 175, and 234 μL⋅m−2 increased the leaf Pn relative to the control when measured at 28, 42, and 56 d after the initial application (Table 3). Utilize® applied at the low rate (88 μL⋅m−2) also increased the Pn at day 42. Utilize® at 117, 175, and 234 μL⋅m−2 increased the Pn by 32.4%, 45.0%, and 35.0% compared with the control 56 d after the initial application.

Table 3.

Leaf photosynthetic rate (Pn) and nitrate reductase (NaR) activity responses to Utilize® for ultradwarf bermudagrass subjected to heat stress and mild drought stress.

Table 3.

Leaf NaR activity.

The NaR activity declined in response to the heat stress and drought stress treatments. The application of Utilize® at 117 and 175 μL⋅m−2 increased the leaf NaR activity relative to the control when measured at 14, 28, 42, and 56 d after the initial application. Utilize® applied at the low rate (88 μL⋅m−2) and high rate (474 μL⋅m−2) also increased the NaR activity at 56 d after stress initiation. Utilize® at 117 and 175 μL⋅m−2 increased the NaR activity by 16.7% and 18.8%, respectively, compared with the control at 56 d after the initial application.

Root growth characteristics.

Utilize® at all rates improved root biomass relative to the control, with Utilize® at 117 μL⋅m−2 producing the greatest root biomass (Table 4). Utilize® at 117, 175, and 234 μL⋅m−2 increased the root length, root surface area, and root volume compared with the control (Table 4).

Table 4.

Root biomass, length, surface area (SA), diameter, volume, and viability responses to Utilize® for ultradwarf bermudagrass subjected to heat stress and mild drought stress.

Table 4.

Root viability.

Utilize® at all rates improved root viability when compared with the control, with Utilize® at 175 μL⋅m−2 having the greatest root viability (Table 4). Utilize® at 88, 117, 175, and 234 μL⋅m−2 increased root viability by 46.2%, 73.1%, 88.5%, and 74.4%, respectively, relative to the control.

Leaf nitrogen content.

No significant differences in leaf tissue nitrogen levels were found at the initial sampling date or final sampling date (data not shown).

Discussion

The use of Ultradwarf bermudagrass for golf course putting greens in the southeastern United States and other regions with similar climates has been increasing. Ultradwarf Bermudagrass experiences a decline in quality during the summer months because of the various abiotic stresses such as heat and drought (McCarty and Canegallo, 2005). Seaweed extract-based biostimulants have been widely used to improve turfgrass stress tolerance and quality (du Jardin, 2015; Zhang and Schmidt, 1997, 1999a). The results of this study indicate that foliar application of seaweed extract-based biostimulant Utilize® at 117, 175, and 234 μL⋅m−2 consistently improved turf visual quality and leaf color relative to the control. This is consistent with the results of Zhang and Schmidt (1999b) and Zhang and Ervin (2008) in regard to cool-season turfgrass species. No study has reported the effects of SWE-based biostimulants on bermudagrass heat and drought tolerance. Previous studies have shown that seaweed extract-based biostimulants or cytokinins may improve turf quality and stress tolerance by improving hormone and nitrogen metabolism (Wang et al., 2011; Zhang et al., 2010).

Heat stress and drought stress may damage plants through oxidative injury, resulting in destruction of chlorophyll and other pigments (Huang et al., 2014). The results of this study showed that Utilize® at 117, 175 and 234 μL⋅m−2 improved the chlorophyll and carotenoid contents relative to the control under heat stress and drought stress (Table 2). Similar results were obtained for cool-season turfgrass species by previous studies (Zhang and Ervin, 2004). Nitrogen is an essential element in chlorophyll and carotenoid biosynthesis. Utilize® contains 5% nitrogen as urea. However, the possible nitrogen effect from the product was eliminated by equalizing the nitrogen input across treatments. Plant active cytokinins generated from Utilize®, which had equivalents of 0.14 and 0.20 μM in the application solutions of 117 and 175 μL⋅m−2, respectively, may directly protect chlorophyll and carotenoids and promote biosynthesis of endogenous cytokinins, which protect chlorophyll and delay leaf senescence under abiotic stress.

Heat stress and drought stress could damage photosynthetic function through the overaccumulation of ROS because the photosynthetic apparatus is rich in unsaturated lipids that can sustain ROS damage (Zhang et al., 2012). Previous studies indicated that seaweed extract-based biostimulants improved the antioxidant defense and suppressed ROS production under abiotic stress, thus protecting the photosynthetic function (Zhang and Schmidt, 1999b). Utilize® comprising 1.0% solution generated an equivalent 3.33 μg⋅mL−1 of plant active cytokinins. These plant active cytokinins generated from Utilize® may directly improve plant tolerance to ROS toxicity and promote further biosynthesis of cytokinins in the plants. The results of this study indicate that Utilize® at 117, 175, and 234 μL⋅m−2 improved Pn under heat stress and drought stress. This suggests that seaweed-based biostimulants improved the photosynthetic function by suppressing ROS toxicity and protecting the photosynthetic apparatus and light-gathering pigments.

NaR is a key enzyme in plant nitrogen metabolism and has an important role in regulating nitrogen assimilation from inorganic to organic forms (Wang et al., 2011). The results of this study showed that foliar application of Utilize® at 117, 175, and 234 μL⋅m−2 increased NaR activity compared with the control. This is consistent with the results of Wang et al. (2011), who studied creeping bentgrass. It has been documented that exogenous cytokinins can increase endogenous cytokinin, and cytokinins can increase NaR activity. It is possible that Utilize® may increase NaR activity through its generation of plant active cytokinins.

The results of this study showed that Utilize® at 117, 175, and 234 μL⋅m−2 increased root biomass, root length, surface area, root volume, and viability of ultradwarf bermudagrass subjected to heat stress and drought stress conditions relative to the control. This is consistent with the results of Zhang and Schmidt (1999b) and Xu et al. (2016), who studied creeping bentgrass. Under heat stress and drought stress, root growth and viability of ultradwarf bermudagrass may decline because of the limitations of endogenous hormone (cytokinin and auxin) biosynthesis and nitrogen assimilation. The proper application of seaweed-based biostimulants could provide hormonal effects that delay plant senescence, improve root function, and promote cytokinin and auxin biosynthesis.

In this study, we did not observe the response of the plant leaf nitrogen content to foliar applications of Utilize®. The nitrogen content was calculated based on the soluble protein content based on fresh tissue; it was not directly determined by an analysis of the plant nitrogen content based on dry weight. This may not have been accurate. In addition, the nitrogen content in other tissues such as roots was not analyzed. This suggests that Utilize® could improve NaR activity and may or may not affect plant leaf nitrogen levels when bermudagrass is grown under normal fertilization conditions.

In summary, the results of this study indicate that foliar application of Utilize® at 117, 175, and 234 μL⋅m−2 (which are in the recommended range for field application) improved turf quality, leaf color, chlorophyll and carotenoid contents, photosynthetic rate, NaR activity, root growth, and root viability of ultradwarf bermudagrass under heat stress and drought stress conditions. Because there were few differences among higher rates (117, 175, and 234 μL⋅m−2), the foliar application of Utilize® at 117 μL⋅m−2 biweekly could be considered an effective approach to improving bermudagrass performance in heat stress and drought stress environments.

Literature Cited

  • Bradford, M 1976 A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding Anal. Biochem. 72 248 254 https://doi.org/10.1016/0003-2697(76)90527-3

    • Search Google Scholar
    • Export Citation
  • Chanda, S 2003 Factors affecting nitrate reductase activity in some monocot and dicot species J. Plant Biol. 46 41 45 https://doi.org/10.1007/BF03030300

    • Search Google Scholar
    • Export Citation
  • Chang, Z., Liu, Y., Dong, H., Teng, K., Han, L. & Zhang, X. 2016 Effects of cytokinin and nitrogen on drought tolerance of creeping bentgrass PLoS One https://doi.org/10.1371/journal.pone.0154005

    • Search Google Scholar
    • Export Citation
  • Cox, T 2019 What the U.S. Farm Bill really means for biostimulants? Retrieved from https://www.agribusinessglobal.com/plant-health/biostimulants/what-the-u-s-farm-bill-really-meansfor-biostimulants/. [accessed 1 Mar 2019]

    • Search Google Scholar
    • Export Citation
  • Craigie, J.S 2011 Seaweed extract stimuli in plant science and agriculture J. Appl. Phycol. 23 371 393 https://doi.org/10.1007/s10811-010-9560-4

    • Search Google Scholar
    • Export Citation
  • du Jardin, P 2015 Plant biostimulants: Definition, concept, main categories, and regulation Scientia Hort. 196 3 14 https://doi.org/10.1016/j.scienta.2015.09.021

    • Search Google Scholar
    • Export Citation
  • Goatley, J.M. Jr., Sneed, J.P., Maddox, V.L., Stewart, B.R., Wells, D.W. & Philley, H.W. 2007 Turf covers for winter protection of bermudagrass golf greens Appl. Turfgrass Sci. 4 1 1 10 https://doi.org/10.1094/ATS-2007-0423-01-RS

    • Search Google Scholar
    • Export Citation
  • Hanna, W 1998 The future of bermudagrass Golf Course Manage. 66 9 49 52

  • Hartwiger, C 2009 The heat is on: The first decade of the 21st century has seen ultradwarf bermudagrass varieties replacing bentgrass on putting greens in the Southeast USGA Green Sect. Rec. 47 2 1 7

    • Search Google Scholar
    • Export Citation
  • Huang, B., DaCosta, M. & Jiang, Y. 2014 Research advances in mechanisms of grass tolerance to abiotic stresses: From physiology to molecular biology Crit. Rev. Plant Sci. 33 141 189 https://doi.org/10.1080/07352689.2014.870411

    • Search Google Scholar
    • Export Citation
  • Inguagiato, J.C. & Martin, S.B. 2015 Diseases of cool-and warm-season putting greens United States Golf Association Green Section Record: Liberty Corner, NJ, USA 53 9 1 19

    • Search Google Scholar
    • Export Citation
  • Jiang, Y. & Huang, B. 2001 Drought and heat stress injury to two cool-season grasses in relation to antioxidant metabolism and lipid peroxidation Crop Sci. 41 436 442 https://doi.org/10.2135/cropsci2001.412436x

    • Search Google Scholar
    • Export Citation
  • Liu, Y.M., Hu, G.F., Wu, G.Q., Yan, L.L., Zhao, B.Y. & Zhang, X. 2020 Differential responses of antioxidant and dehydrin in two switchgrass (Panicum virgatum L.) cultivars contrasting in drought tolerance Tropical Plant Res. 7 1 255 267 https://doi.org/10.22271/tpr.2020.v7.il.031

    • Search Google Scholar
    • Export Citation
  • Man, D., Bao, Y.X., Han, L.B. & Zhang, X. 2011 Drought tolerance associated with proline and hormone metabolism in two tall fescue cultivars HortScience 46 1027 1032 https://doi.org/10.21273/HORTSCI.46.7.1027

    • Search Google Scholar
    • Export Citation
  • McCarty, B. & Canegallo, A. 2005 Tips for managing ultradwarf bermudagrass greens Golf Course Manage. 73 6 90 95

  • Richardson, M.D. & Booth, J.C. 2021 Best management practices for preventing winter injury on ultradwarf bermudagrass putting greens United States Golf Association Green Section Record 5 Nov. 59(20)

    • Search Google Scholar
    • Export Citation
  • SAS Institute 2016 SAS for Windows (ver. 9.4) SAS Institute Cary, NC, USA

  • Storer, K., Kendall, S., White, C., Roques, S. & Berrey, P. 2016 A review of the function, efficacy and value of biostimulant products available for UK cereals and oilseeds Research review no. 89. Agriculture and Horticulture Development Board (AHDB). https://ahdb.org.uk/a-review-of-the-function-efficacy-and-value-of-biostimulant-products-available-for-uk-cereals-and-oilseeds. [accessed 3 Mar 2020]

    • Search Google Scholar
    • Export Citation
  • Unruh, J.B. & Davis, S. 2001 Disease and heat besiege ultradwarf bermudagrass Golf Course Manage. 69 4 49 54

  • Wally, O.S.D., Critchley, A.T., Hiltz, D., Craigie, J.S., Han, X., Zaharia, L.I., Abrams, S.R. & Prithiviraj, B. 2013 Regulation of phytohormone biosynthesis and accumulation in Arabidopsis following treatment with commercial extract from marine macroalga Ascophyllum nodosum J. Plant Growth Regul. 32 340 341 https://doi.org/10.1007/s00344-012-9301-9

    • Search Google Scholar
    • Export Citation
  • Wang, K., Okumoto, S., Zhang, X. & Ervin, E. 2011 Circadian patterns of the major nitrogen metabolism-related enzymes and metabolites in creeping bentgrass and the influence of cytokinin and nitrate Crop Sci. 51 2145 2154 https://doi.org/10.2135/cropsci2011.01.0024

    • Search Google Scholar
    • Export Citation
  • Wang, K., Zhang, X. & Ervin, E.H. 2013 Effects of nitrate and cytokinin on creeping bentgrass under supraoptimal temperatures J. Plant Nutr. 36 1549 1564 https://doi.org/10.1080/01904167.2013.799184

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  • Wang, K., Zhang, X. & Ervin, E.H. 2012 Antioxidative responses in roots and shoots of creeping bentgrass under high temperature: Effects of nitrogen and cytokinin J. Plant Physiol. 169 492 500 https://doi.org/10.1016/j.jplph.2011.12.007

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  • Wu, W., Zhang, Q., Ervin, E.H., Yang, Z. & Zhang, X. 2017 Physiological mechanisms of enhancing salt stress tolerance of perennial ryegrass by 24-epibrassinolide Frontiers Plant Sci. 8 1 11 https://doi.org/10.3389/fpls.2017.01017

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  • Xu, Y., Burgess, P., Zhang, X. & Huang, B. 2016 Enhancing cytokinin synthesis by overexpressing ipt alleviated drought inhibition of root growth through activating ROS-scavenging systems in Agrostis stolonifera J. Expt. Bot. 67 1979 1992 https://doi.org/10.1093/jxp/erw019

    • Search Google Scholar
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  • Yeok, H. & Wee, Y. 1994 Leaf protein content and nitrogen-to-protein conversion factor for 90 plant species Food Chem. 49 245 250

  • Yopp, J.H., Aung, L.H. & Steffens, G.K. 1986 Bioassay and other special techniques for plant hormones and plant growth regulators Plant Growth Regul. Soc. Amer.

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    • Export Citation
  • Zhang, X. & Ervin, E.H. 2004 Cytokinin-containing seaweed and humic acid extracts associated with creeping bentgrass leaf cytokinins and drought resistance Crop Sci. 44 1737 1745 https://doi.org/10.2135/cropsci2004.1737

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  • Zhang, X. & Ervin, E.H. 2008 Impact of seaweed extract-based cytokinins and zeatin riboside on creeping bentgrass heat tolerance Crop Sci. 48 364 370 https://doi.org/10.2135/cropsci2007.05.0262

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  • Zhang, X., Wang, K. & Ervin, E.H. 2010 Optimizing dosages of seaweed extract-based cytokinin and zeatin riboside for improving creeping bentgrass heat tolerance Crop Sci. 50 316 320 https://doi.org/10.2135/cropsci2009.02.0090

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  • Zhang, X., Ervin, E.H., Liu, Y., Hu, G., Shang, C., Fukao, T. & Alpuerto, J. 2015 Differential responses of antioxidants, abscisic acid, and auxin to deficit irrigation in two perennial ryegrass cultivars contrasting in drought tolerance J. Amer. Soc. Hort. Sci. 140 562 572 https://doi.org/10.21273/JASHS.140.6.562

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  • Zhang, X. & Schmidt, R.E. 1997 Impact of growth regulators on the a-tocopherol status in water-stressed Pos pratensis L. J Intl. Turfgrass Res. Soc. 8 1364 1373

    • Search Google Scholar
    • Export Citation
  • Zhang, X. & Schmidt, R.E. 1999a Biostimulating turfgrass Grounds Maintenance 34 11 14 32

  • Zhang, X. & Schmidt, R.E. 1999b Antioxidant response to hormone-containing seaweed extract in Kentucky bluegrass subjected to drought Crop Sci. 39 545 551

    • Search Google Scholar
    • Export Citation
  • Zhang, X. & Schmidt, R.E. 2000 Hormone-containing natural products’ impact on antioxidant status of tall fescue and creeping bentgrass subjected to drought Crop Sci. 40 1344 1349

    • Search Google Scholar
    • Export Citation
  • Zhang, X., Schmidt, R.E. & Ervin, E.H. 2003 Physiological effects of liquid applications of a seaweed extract and a humic acid on creeping bentgrass J. Amer. Soc. Hort. Sci. Soc. 128 492 496 https://doi.org/10.21273/JASHS.128.4.0492

    • Search Google Scholar
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  • Zhang, X., Ervin, E.H. & Schmidt, R.E. 2005 The role of leaf pigment and antioxidant levels in UV-B resistance of dark- and light-green Kentucky bluegrass cultivars J. Amer. Soc. Hort. Sci. 130 836 841 https://doi.org/10.21273/JASHS.130.6.836

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  • Zhang, X., Ervin, E.H., Wu, W., Sharma, N. & Hamill, A. 2017 Auxin and trinexapac-ethyl impact on root viability and hormone metabolism of creeping bentgrass under water deficit Crop Sci. 57 S130 S137 https://doi.org/10.2135/cropsci2016.05.0434

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    • Export Citation
  • Zhang, X., Goatley, M., McCall, D., Kosiarshi, K. & Reith, F. 2021 Humic acids-based biostimulants impact on root viability and hormone metabolisms in creeping bentgrass putting greens Intl. Turfgrass Res. Soc. Res. J. 14 1 288 294 https://doi.org/10.1002/its2.37

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  • Zhang, X., Zhou, D., Ervin, E.H., Evanylo, G., Cataldi, D. & Li, J. 2012 Biosolids impact antioxidant metabolism associated with drought tolerance in tall fescue HortScience 47 1550 1555 https://doi.org/10.21273/HORTSCI.47.10.1550

    • Search Google Scholar
    • Export Citation
  • Bradford, M 1976 A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding Anal. Biochem. 72 248 254 https://doi.org/10.1016/0003-2697(76)90527-3

    • Search Google Scholar
    • Export Citation
  • Chanda, S 2003 Factors affecting nitrate reductase activity in some monocot and dicot species J. Plant Biol. 46 41 45 https://doi.org/10.1007/BF03030300

    • Search Google Scholar
    • Export Citation
  • Chang, Z., Liu, Y., Dong, H., Teng, K., Han, L. & Zhang, X. 2016 Effects of cytokinin and nitrogen on drought tolerance of creeping bentgrass PLoS One https://doi.org/10.1371/journal.pone.0154005

    • Search Google Scholar
    • Export Citation
  • Cox, T 2019 What the U.S. Farm Bill really means for biostimulants? Retrieved from https://www.agribusinessglobal.com/plant-health/biostimulants/what-the-u-s-farm-bill-really-meansfor-biostimulants/. [accessed 1 Mar 2019]

    • Search Google Scholar
    • Export Citation
  • Craigie, J.S 2011 Seaweed extract stimuli in plant science and agriculture J. Appl. Phycol. 23 371 393 https://doi.org/10.1007/s10811-010-9560-4

    • Search Google Scholar
    • Export Citation
  • du Jardin, P 2015 Plant biostimulants: Definition, concept, main categories, and regulation Scientia Hort. 196 3 14 https://doi.org/10.1016/j.scienta.2015.09.021

    • Search Google Scholar
    • Export Citation
  • Goatley, J.M. Jr., Sneed, J.P., Maddox, V.L., Stewart, B.R., Wells, D.W. & Philley, H.W. 2007 Turf covers for winter protection of bermudagrass golf greens Appl. Turfgrass Sci. 4 1 1 10 https://doi.org/10.1094/ATS-2007-0423-01-RS

    • Search Google Scholar
    • Export Citation
  • Hanna, W 1998 The future of bermudagrass Golf Course Manage. 66 9 49 52

  • Hartwiger, C 2009 The heat is on: The first decade of the 21st century has seen ultradwarf bermudagrass varieties replacing bentgrass on putting greens in the Southeast USGA Green Sect. Rec. 47 2 1 7

    • Search Google Scholar
    • Export Citation
  • Huang, B., DaCosta, M. & Jiang, Y. 2014 Research advances in mechanisms of grass tolerance to abiotic stresses: From physiology to molecular biology Crit. Rev. Plant Sci. 33 141 189 https://doi.org/10.1080/07352689.2014.870411

    • Search Google Scholar
    • Export Citation
  • Inguagiato, J.C. & Martin, S.B. 2015 Diseases of cool-and warm-season putting greens United States Golf Association Green Section Record: Liberty Corner, NJ, USA 53 9 1 19

    • Search Google Scholar
    • Export Citation
  • Jiang, Y. & Huang, B. 2001 Drought and heat stress injury to two cool-season grasses in relation to antioxidant metabolism and lipid peroxidation Crop Sci. 41 436 442 https://doi.org/10.2135/cropsci2001.412436x

    • Search Google Scholar
    • Export Citation
  • Liu, Y.M., Hu, G.F., Wu, G.Q., Yan, L.L., Zhao, B.Y. & Zhang, X. 2020 Differential responses of antioxidant and dehydrin in two switchgrass (Panicum virgatum L.) cultivars contrasting in drought tolerance Tropical Plant Res. 7 1 255 267 https://doi.org/10.22271/tpr.2020.v7.il.031

    • Search Google Scholar
    • Export Citation
  • Man, D., Bao, Y.X., Han, L.B. & Zhang, X. 2011 Drought tolerance associated with proline and hormone metabolism in two tall fescue cultivars HortScience 46 1027 1032 https://doi.org/10.21273/HORTSCI.46.7.1027

    • Search Google Scholar
    • Export Citation
  • McCarty, B. & Canegallo, A. 2005 Tips for managing ultradwarf bermudagrass greens Golf Course Manage. 73 6 90 95

  • Richardson, M.D. & Booth, J.C. 2021 Best management practices for preventing winter injury on ultradwarf bermudagrass putting greens United States Golf Association Green Section Record 5 Nov. 59(20)

    • Search Google Scholar
    • Export Citation
  • SAS Institute 2016 SAS for Windows (ver. 9.4) SAS Institute Cary, NC, USA

  • Storer, K., Kendall, S., White, C., Roques, S. & Berrey, P. 2016 A review of the function, efficacy and value of biostimulant products available for UK cereals and oilseeds Research review no. 89. Agriculture and Horticulture Development Board (AHDB). https://ahdb.org.uk/a-review-of-the-function-efficacy-and-value-of-biostimulant-products-available-for-uk-cereals-and-oilseeds. [accessed 3 Mar 2020]

    • Search Google Scholar
    • Export Citation
  • Unruh, J.B. & Davis, S. 2001 Disease and heat besiege ultradwarf bermudagrass Golf Course Manage. 69 4 49 54

  • Wally, O.S.D., Critchley, A.T., Hiltz, D., Craigie, J.S., Han, X., Zaharia, L.I., Abrams, S.R. & Prithiviraj, B. 2013 Regulation of phytohormone biosynthesis and accumulation in Arabidopsis following treatment with commercial extract from marine macroalga Ascophyllum nodosum J. Plant Growth Regul. 32 340 341 https://doi.org/10.1007/s00344-012-9301-9

    • Search Google Scholar
    • Export Citation
  • Wang, K., Okumoto, S., Zhang, X. & Ervin, E. 2011 Circadian patterns of the major nitrogen metabolism-related enzymes and metabolites in creeping bentgrass and the influence of cytokinin and nitrate Crop Sci. 51 2145 2154 https://doi.org/10.2135/cropsci2011.01.0024

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  • Wang, K., Zhang, X. & Ervin, E.H. 2013 Effects of nitrate and cytokinin on creeping bentgrass under supraoptimal temperatures J. Plant Nutr. 36 1549 1564 https://doi.org/10.1080/01904167.2013.799184

    • Search Google Scholar
    • Export Citation
  • Wang, K., Zhang, X. & Ervin, E.H. 2012 Antioxidative responses in roots and shoots of creeping bentgrass under high temperature: Effects of nitrogen and cytokinin J. Plant Physiol. 169 492 500 https://doi.org/10.1016/j.jplph.2011.12.007

    • Search Google Scholar
    • Export Citation
  • Wu, W., Zhang, Q., Ervin, E.H., Yang, Z. & Zhang, X. 2017 Physiological mechanisms of enhancing salt stress tolerance of perennial ryegrass by 24-epibrassinolide Frontiers Plant Sci. 8 1 11 https://doi.org/10.3389/fpls.2017.01017

    • Search Google Scholar
    • Export Citation
  • Xu, Y., Burgess, P., Zhang, X. & Huang, B. 2016 Enhancing cytokinin synthesis by overexpressing ipt alleviated drought inhibition of root growth through activating ROS-scavenging systems in Agrostis stolonifera J. Expt. Bot. 67 1979 1992 https://doi.org/10.1093/jxp/erw019

    • Search Google Scholar
    • Export Citation
  • Yeok, H. & Wee, Y. 1994 Leaf protein content and nitrogen-to-protein conversion factor for 90 plant species Food Chem. 49 245 250

  • Yopp, J.H., Aung, L.H. & Steffens, G.K. 1986 Bioassay and other special techniques for plant hormones and plant growth regulators Plant Growth Regul. Soc. Amer.

    • Search Google Scholar
    • Export Citation
  • Zhang, X. & Ervin, E.H. 2004 Cytokinin-containing seaweed and humic acid extracts associated with creeping bentgrass leaf cytokinins and drought resistance Crop Sci. 44 1737 1745 https://doi.org/10.2135/cropsci2004.1737

    • Search Google Scholar
    • Export Citation
  • Zhang, X. & Ervin, E.H. 2008 Impact of seaweed extract-based cytokinins and zeatin riboside on creeping bentgrass heat tolerance Crop Sci. 48 364 370 https://doi.org/10.2135/cropsci2007.05.0262

    • Search Google Scholar
    • Export Citation
  • Zhang, X., Wang, K. & Ervin, E.H. 2010 Optimizing dosages of seaweed extract-based cytokinin and zeatin riboside for improving creeping bentgrass heat tolerance Crop Sci. 50 316 320 https://doi.org/10.2135/cropsci2009.02.0090

    • Search Google Scholar
    • Export Citation
  • Zhang, X., Ervin, E.H., Liu, Y., Hu, G., Shang, C., Fukao, T. & Alpuerto, J. 2015 Differential responses of antioxidants, abscisic acid, and auxin to deficit irrigation in two perennial ryegrass cultivars contrasting in drought tolerance J. Amer. Soc. Hort. Sci. 140 562 572 https://doi.org/10.21273/JASHS.140.6.562

    • Search Google Scholar
    • Export Citation
  • Zhang, X. & Schmidt, R.E. 1997 Impact of growth regulators on the a-tocopherol status in water-stressed Pos pratensis L. J Intl. Turfgrass Res. Soc. 8 1364 1373

    • Search Google Scholar
    • Export Citation
  • Zhang, X. & Schmidt, R.E. 1999a Biostimulating turfgrass Grounds Maintenance 34 11 14 32

  • Zhang, X. & Schmidt, R.E. 1999b Antioxidant response to hormone-containing seaweed extract in Kentucky bluegrass subjected to drought Crop Sci. 39 545 551

    • Search Google Scholar
    • Export Citation
  • Zhang, X. & Schmidt, R.E. 2000 Hormone-containing natural products’ impact on antioxidant status of tall fescue and creeping bentgrass subjected to drought Crop Sci. 40 1344 1349

    • Search Google Scholar
    • Export Citation
  • Zhang, X., Schmidt, R.E. & Ervin, E.H. 2003 Physiological effects of liquid applications of a seaweed extract and a humic acid on creeping bentgrass J. Amer. Soc. Hort. Sci. Soc. 128 492 496 https://doi.org/10.21273/JASHS.128.4.0492

    • Search Google Scholar
    • Export Citation
  • Zhang, X., Ervin, E.H. & Schmidt, R.E. 2005 The role of leaf pigment and antioxidant levels in UV-B resistance of dark- and light-green Kentucky bluegrass cultivars J. Amer. Soc. Hort. Sci. 130 836 841 https://doi.org/10.21273/JASHS.130.6.836

    • Search Google Scholar
    • Export Citation
  • Zhang, X., Ervin, E.H., Wu, W., Sharma, N. & Hamill, A. 2017 Auxin and trinexapac-ethyl impact on root viability and hormone metabolism of creeping bentgrass under water deficit Crop Sci. 57 S130 S137 https://doi.org/10.2135/cropsci2016.05.0434

    • Search Google Scholar
    • Export Citation
  • Zhang, X., Goatley, M., McCall, D., Kosiarshi, K. & Reith, F. 2021 Humic acids-based biostimulants impact on root viability and hormone metabolisms in creeping bentgrass putting greens Intl. Turfgrass Res. Soc. Res. J. 14 1 288 294 https://doi.org/10.1002/its2.37

    • Search Google Scholar
    • Export Citation
  • Zhang, X., Zhou, D., Ervin, E.H., Evanylo, G., Cataldi, D. & Li, J. 2012 Biosolids impact antioxidant metabolism associated with drought tolerance in tall fescue HortScience 47 1550 1555 https://doi.org/10.21273/HORTSCI.47.10.1550

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    • Export Citation
Xunzhong Zhang School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061

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Zachary Taylor Helena Agri-Enterprises LLC, Greenville, NC 27858

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Mike Goatley School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061

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Jordan Booth United States Golf Association, Pinehurst, NC 28374

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Isabel Brown School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061

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Kelly Kosiarski School of Plant and Environmental Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061

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Contributor Notes

X.Z. is the corresponding author. E-mail: xuzhang@vt.edu.

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