Introduction
Management of multiple-resistant Palmer amaranth (Amaranthus palmeri S. Watson) is a major challenge in corn (Zea mays L.) and soybean [Glycine max (L.) Merr.] producing areas of the U.S. Midwest, including Kansas. Amaranthus palmeri is highly competitive, and depending on its time of emergence and density, crop yield losses can range from 11% to 91% (Bensch et al. Reference Bensch, Horak and Peterson2003; Massinga et al. Reference Massinga, Currie, Horak, Boyer, Massinga and Currie2019; Ward et al. Reference Ward, Webster and Steckel2013). There has been a steady increase in incidence of multiple herbicide resistance in A. palmeri (Heap Reference Heap2023). Evolved resistance mechanisms to herbicides can be grouped into a) alteration to herbicide target (TSR) and/or non–target site (NTSR)-based. TSR is associated with mutations in the molecular target of the herbicide resulting in reduced affinity to herbicides or increased production of the target enzyme (Gaines et al. Reference Gaines, Duke, Morran, Rigon, Tranel and Anita Küpper2020; Murphy and Tranel Reference Murphy and Tranel2019). NTSR mechanisms involve physiological processes such as reduced absorption, translocation, and/or increased metabolism of herbicides (Gaines et al. Reference Gaines, Duke, Morran, Rigon, Tranel and Anita Küpper2020; Jugulam and Shyam Reference Jugulam and Shyam2019; Yuan et al. Reference Yuan, Tranel and Stewart2007).
The synthetic auxinic herbicide 2,4-D is used widely to control broadleaf weeds in cereal crops (Mithila et al. Reference Mithila, Hall, Johnson, Kelley and Riechers2011; Peterson et al. Reference Peterson, McMaster, Riechers, Skelton and Stahlman2016; Song Reference Song2014). Natural tolerance to 2,4-D in monocots such as corn and wheat (Triticum aestivum L.) provides the opportunity to selectively control dicot weeds in these crops (Fang and Butts Reference Fang and Butts1954). Evolution of resistance to these herbicides because of their extensive use has been reported in several dicot weeds, including A. palmeri (Heap Reference Heap2023). In Kansas, resistance to 2,4-D was reported in two populations (Kumar et al. Reference Kumar, Liu, Boyer and Stahlman2019; Shyam et al. Reference Shyam, Peterson and Jugulam2022). Rapid metabolism of 2,4-D was attributed to the resistance in dicot weeds such as tall fleabane [Conyza sumatrensis (Retz.) E. Walker] (Palma-Bautista et al. Reference Palma-Bautista, Rojano-Delgado, Dellaferrera, Rosario, Vigna, Torra and de Prado2020), waterhemp [Amaranthus tuberculatus (Moq.) Sauer] (Figueiredo et al. Reference Figueiredo, Leibhart, Reicher, Tranel, Nissen, Westra, Bernards, Kruger, Gaines and Jugulam2018), and A. palmeri (Shyam et al. Reference Shyam, Peterson and Jugulam2022). Plants can metabolize auxins/auxinic herbicides through three pathways: direct conjugation, side-chain cleavage, and ring hydroxylation via the activity of cytochrome P450 enzymes (P450) (Eyer et al. Reference Eyer, Vain, Pařízková, Oklestkova, Barbez, Kozubíková, Pospíšil, Wierzbicka, Kleine-Vehn, Fránek, Strnad, Robert and Novak2016; Montgomery et al. Reference Montgomery, Chang and Freed1971; Peterson et al. Reference Peterson, McMaster, Riechers, Skelton and Stahlman2016). P450-mediated metabolism of 2,4-D was reported in tolerant crops as well as resistant weed species (Shergill et al. Reference Shergill, Bish, Jugulam and Bradley2018; Shyam et al. Reference Shyam, Peterson and Jugulam2022).
Environmental conditions such as temperature, relative humidity, soil moisture, photoperiod, and time of herbicide application have an effect on germination, growth, and postemergence herbicide efficacy in weeds (Küpper et al. Reference Küpper, Peter, Zöllner, Lorentz, Tranel, Beffa and Gaines2018; Matzrafi et al. Reference Matzrafi, Seiwert, Reemtsma, Rubin and Peleg2016; Olson et al. Reference Olson, Al-Khatib, Stahlman and Isakson2000; Radosevich and Bayer Reference Radosevich and Bayer1979). Germination and growth of A. palmeri were found to be positively correlated with increase in temperature (Guo and Al-Khatib Reference Guo and Al-Khatib2003). Temperature can influence herbicide efficacy by altering the herbicide uptake, translocation, or metabolism and can select for pleiotropic effects as well (Dyer Reference Dyer2018). Studies indicate that the efficacy of 2,4-D and dicamba was reduced at high temperatures (Johnston et al. Reference Johnston, Eure, Grey, Culpepper and Vencill2018; Ou et al. Reference Ou, Stahlman and Jugulam2018). High temperature decreases the efficacy of mesotrione in A. palmeri, primarily because of the increased metabolism of this herbicide (Godar et al. Reference Godar, Varanasi, Nakka, Prasad, Thompson and Mithila2015). Similarly, decreased metabolism of tembotrione was found at lower temperatures in an A. palmeri population from Nebraska (Küpper et al. Reference Küpper, Peter, Zöllner, Lorentz, Tranel, Beffa and Gaines2018). Our previous research found an increase in metabolism of 2,4-D at high temperature in an A. tuberculatus population (Shyam et al. Reference Shyam, Jhala, Kruger and Jugulam2019).
An A. palmeri population (KCTR) was found to exhibit metabolic resistance to five modes of action of herbicides, including 2,4-D (Shyam et al. Reference Shyam, Borgato, Peterson, Dille and Jugulam2021). The 2,4-D resistance in KCTR A. palmeri was attributed to rapid metabolism via P450 activity (Shyam et al. Reference Shyam, Peterson and Jugulam2022). However, the effect of temperature on the efficacy of 2,4-D is unknown in this A. palmeri population. The objectives of this study were to (1) determine the effect of temperature on the level of 2,4-D resistance in KCTR A. palmeri compared with a known 2,4-D–susceptible biotype (MSS), (2) study the metabolic profile of [14C]2,4-D in KCTR and MSS plants grown under different temperature regimes, and (3) investigate the P450 enzyme activity in metabolizing 2,4-D at low- or high-temperature conditions.
Materials and Methods
Plant Material and Growing Conditions
The same 2,4-D–resistant (KCTR) and 2,4-D–susceptible (MSS) A. palmeri populations that were used in our previous research (Shyam et al. Reference Shyam, Peterson and Jugulam2022) were used in the present study. Amaranthus palmeri seeds were germinated in plastic trays (25 by 15 by 2.5 cm) filled with commercial potting mix (Pro-Mix® potting mix, Premier Horticulture, Quakertown, PA, USA). After emergence, individual seedlings were transplanted into plastic pots (9 by 6 by 5 cm), and maintained in the greenhouse at 30/20 C day/night (d/n) with 15 h of photoperiod supplemented with 120 μmol m−2s−1 illumination provided with sodium-vapor lamps at 60 ± 10% relative humidity. When plants reached the 4-leaf stage, they were transferred to two separate growth chambers set for low-temperature (LT) (24/14 C) or high-temperature (HT) (34/24 C) regimes. These temperature regimes were selected based on the average diurnal temperatures from mid-May to mid-June in Kansas, according to Kansas State University Mesonet (https://mesonet.k-state.edu/). Incandescent and fluorescent bulbs were used in growth chambers to maintain a light level of 750 μmol m−2 s−1 (15/9 h, d/n condition), and relative humidity was maintained at 60 ± 10% throughout the study. Plants were watered daily.
2,4-D Dose–Response Experiment
When the plants at LT or HT reached 8- to 10-cm in height, the dose–response experiment was performed with 2,4-D herbicide (2,4-D Amine 4, WinField Solutions, St Paul, MN, USA). Both KCTR and MSS plants were treated with 0, 140, 280, 560 (field recommended dose), 1,120, and 2,240 g ae ha−1 2,4-D, without the addition of adjuvants. The herbicides were applied using a bench-type sprayer (Research Track Sprayer, Generation III, De Vries Manufacturing, Hollandale, MN, USA) equipped with a single flat-fan nozzle (80015LP TeeJet® tip, Spraying Systems, Wheaton, IL, USA) delivering 187 L ha−1 at 240 kPa in a single pass at 4.75 km h−1. The treated plants were transferred back to their respective growth chambers 30 min after 2,4-D application. At least four to six replications were included in each treatment. At 4 wk after treatment (WAT), the visual injury relative to nontreated plants was recorded, and aboveground plant tissue was harvested, placed in paper bags, and dried in an oven at 60 C (Thelco Laboratory Oven, Precision Scientific, IL, USA) for 3 d, after which dry shoot biomass was measured. Percent dry shoot biomass was calculated relative to the nontreated control for each population for graphical visualization. The experiment was repeated.
[14C]2,4-D Metabolism Experiment
The KCTR and MSS plants were grown in the greenhouse and transplanted into individual pots as described earlier and were then acclimatized in LT or HT conditions in growth chambers (as described earlier) for the 2,4-D metabolism experiment. [14C]2,4-D (American Radio Chemicals, St Louis, MO, USA) dissolved in ethanol was used as a stock solution for preparing the working stock solution. The stock solution (10 μl), which contained a mixture of [14C]2,4-D (0.34 kBq with a specific activity of 5.5 MBq mmol−1) and commercial unlabeled 2,4-D amine, was applied as droplets on the fourth-youngest fully expanded leaves of 8- to 10-cm-tall KCTR and MSS A. palmeri plants. The amount of 2,4-D applied was equivalent to the field recommended dose (560 g ae ha−1) of 2,4-D. The [14C]2,4-D–treated plants were returned to their respective growth chambers 30 min after herbicide application. At 24 h after treatment (HAT), plant tissue was collected and processed for determining the metabolism of 2,4-D, following Shyam et al. (Reference Shyam, Peterson and Jugulam2022). The treated leaf was washed twice with 5 ml of wash solution containing 10% (v/v) ethanol and 0.5% Tween-20 in 20-ml scintillation vials for 1 min to remove unabsorbed 2,4-D from the leaf surface. Then 15 ml of the scintillation cocktail (Ecolite-(R), MP Biomedicals, Santa Ana, CA, USA) was added to the leaf rinsate to measure the radioactivity using a liquid scintillation counter (Beckman Coulter LS6500 Liquid Scintillation Counter, Beckman Coulter, Fullerton, CT, USA) to ensure the absorption of herbicide.
Aboveground plant tissue, including the treated leaf, was wrapped in aluminum foil and flash-frozen in liquid nitrogen and stored at −80 C until processing. The frozen plant tissue was ground to a fine powder using liquid nitrogen in a mortar and pestle and transferred to a centrifuge tube. Fifteen mL of 90% aqueous acetone was added to the centrifuge tube. Samples were incubated at 4 C for at least 16 h for extraction. The extract was centrifuged at 5000 × g for 10 min, and the supernatant was transferred to a new centrifuge tube and concentrated at 45 C for 1.5 to 2 h with a rotary evaporator (Centrivap, Labconco, Kansas City, MO, USA). The final volume of the supernatant was maintained at around 600 µl and transferred to a 1.5-ml microcentrifuge tube and centrifuged at 15,000 × g for 10 min. The supernatant containing the radioactivity was measured with the liquid scintillation counter and normalized to 60 dpm ml−1 by diluting the samples with 50% acetonitrile (1:1 v/v acetonitrile:water). The final solution was analyzed using reverse-phase high-performance liquid chromatography (HPLC; Agilent Technologies, Santa Clara, CA, USA) with a Zorbax SB-C18 column (4.6 by 250 mm, 5-µm particle size; Agilent Technologies) to resolve the contents into parent [14C]2,4-D and its metabolites. From the normalized solution, 50 μl was set as the injection volume. Eluent A consisted of 0.1% (v/v) trifluoroacetic acid (TFA) in water, and eluent B had 0.1% TFA in acetonitrile. The following elution profile was used: 0% B at 0 min; 20% B (v/v) at 1 min; 40% B at 3 min; 60% B at 7 min; 70% B at 19 min; 90% B at 21 min; 40% B at 23 min and 0% B at 25 min (25 min total). The radioactivity was measured by radioactive detector (EG&G Berthold, LB 509) employed with an admixture flow cell, Z-1000 (Berthold Technologies GmbH, Bad Wildbad, Germany) at a flow rate of 1 ml min−1 of scintillation fluid, Ultima-Flo AP cocktail (Perkin-Elmer, Waltham, MA, USA). The percent parent [14C]2,4-D remaining in each sample was determined based on the peak areas of the percent of [14C]2,4-D relative to the total extractable radioactivity. The experiment included at least four replicates and was repeated once.
P450 Inhibitor Experiment
A known P450 inhibitor, malathion, was used to determine the function of P450 enzymes in metabolizing 2,4-D. Both MSS and KCTR A. palmeri plants were grown (as described earlier) in two separate growth chambers maintained for LT or HT regimes. When the plants reached 8 to 10 cm, they were treated with malathion at 1,500 g ai ha−1 with 0.25% nonionic surfactant (Activate Plus™, WinField Solutions) 30 min before foliar application of 2,4-D. Additionally, 50 ml pot−1 of 5 mM malathion was applied at 48 HAT. These concentrations and time of application of malathion were selected based on our previous work (Shyam et al. Reference Shyam, Peterson and Jugulam2022). Aboveground plant tissue was harvested at 4 WAT and dried at 60 C for a week, and dry biomass was measured. At least four replications were included in each treatment, and the experiment was repeated once.
Statistical Analysis
All the experiments were conducted in a completely randomized design and repeated. Dose–response data (expressed as a percentage of the untreated control) were analyzed using the drc package in R v. 4.1.2 (Knezevic et al. Reference Knezevic, Streibig and Ritz2007; Ritz et al. Reference Ritz, Baty, Streibig and Gerhard2015). A four-parameter log-logistic model was used to show the relationship between herbicide rate and response:
where d is the asymptotic value of y at the upper limit, c is the lower asymptotic limit, b is the slope of the curve around e, where e is GR50 (the herbicide rate giving response halfway between d and the lower asymptotic limit c), and x is the herbicide dose. The suitability of the four-parameter log-logistic model was verified using the modelFit function in the drc package. The resistance index (R/S) was calculated as the GR50 ratio for the KCTR and MSS populations.
The metabolism data were analyzed using one-way ANOVA, and the means were compared using Tukey’s honestly significant different (HSD) test (α = 0.05). The effect of malathion on 2,4-D metabolism was analyzed using a factorial ANOVA in R, and contrast comparisons were adjusted using Tukey’s HSD test. The data were plotted using the ggplot2 package for graphical visualizations. Homogeneity of variance via Levene’s test (α = 0.05) was carried out in R using the car package. No significant difference between runs was found, so the data were combined and analyzed together.
Results and Discussion
2,4-D Dose Response
The 2,4-D dose–response results suggest varying response of KCTR and MSS A. palmeri under HT and LT regimes. At 4 WAT, the 2,4-D doses required to reduce 50% of growth (GR50) of KCTR and MSS plants at HT were 1,307 and 56.5 g ha−1, respectively, whereas at LT they were 130 and 62.6 g ha−1, respectively (Figure 1; Table 1), suggesting that the resistance indices for KCTR relative to MSS at HT and LT were 23 and 2, respectively (Table 1). No significant difference in GR50 of MSS was observed when grown under HT or LT regimes. However, MSS A. palmeri was controlled with lower doses of 2,4-D at LT than HT (Supplementary Figure S1A and C). In contrast, KCTR plants grown at HT survived even the highest dose of 2,4-D, although they showed more injury when grown at LT (Supplementary Figure S1B and D). The data indicated that the KCTR population exhibits a high level of resistance to 2,4-D at HT compared with LT. A previous study demonstrated that the level of resistance to 2,4-D in the KCTR population was 6 to 11 times more than that of the MSS population when grown under a temperature regime of 32.5/22.5 C (Shyam et al. Reference Shyam, Peterson and Jugulam2022). In the present study, when 2,4-D-dose response experiments were conducted at HT using the same KCTR and MSS plants, the KCTR showed 23-fold resistance relative to MSS, whereas at LT, the resistance index was only 2-fold (Figure 1; Table 1). A similar increase in resistance level was observed between 2,4-D–resistant and 2,4-D–susceptible A. tuberculatus, where a 20-fold resistance level was recorded at high temperature (34/20 C) compared with 9-fold at low temperature (24/10 C) (Shyam et al. Reference Shyam, Jhala, Kruger and Jugulam2019). Amaranthus palmeri also showed decreased sensitivity to mesotrione at HT compared with LT (Godar et al. Reference Godar, Varanasi, Nakka, Prasad, Thompson and Mithila2015). Similarly, A. tuberculatus and large crabgrass [Digitaria sanguinalis (L.) Scop.] showed 6- to 7-fold resistance to mesotrione at 32 C compared with 18 C (Johnson and Young Reference Johnson and Young2002). Conversely, common cocklebur (Xanthium strumarium L.) and velvetleaf (Abutilon theophrasti Medik.) showed 3-fold susceptibility to mesotrione at 32 C compared with 18 C (Johnson and Young Reference Johnson and Young2002). On the other hand, Ganie et al. (Reference Ganie, Jugulam and Jhala2017) found an improved efficacy of 2,4-D and glyphosate in controlling common ragweed (Ambrosia artemisiifolia L.) and giant ragweed (Ambrosia trifida L.) at high temperatures. Thus, high temperatures can reduce herbicide efficacy; however, this effect is also dependent on the weed species and mode of action of the herbicide. Our data suggest HT significantly reduced the efficacy of 2,4-D in KCTR A. palmeri. As the other conditions, such as moisture, relative humidity, and light intensity were kept constant at HT and LT in this study, it is likely that temperature influenced the efficacy of 2,4-D in controlling A. palmeri.
a Data were combined over two experimental runs. Values in parentheses are standard errors of the mean. Resistance index (R/S) is the ratio of the GR50 of the KCTR population to that of MSS population.
[14C]2,4-D Metabolism
To study the effect of temperature on 2,4-D metabolism, we carried out an HPLC-based analysis of A. palmeri grown under HT and LT regimes. [14C]2,4-D as a parent compound was detected at a retention time of 10.9 min, and the polar metabolites of 2,4-D were identified at 5.9, 6.5, 7.5, and 8.2 min (Figure 2). The HPLC chromatograms illustrate higher peaks of the parent [14C]2,4-D in plants grown at LT (Figure 2A and B) compared with HT (Figure 2C and D), indicating more metabolism of 2,4-D at HT than LT. About 94.5% of the total absorbed 2,4-D was present as herbicidally active parent [14C]2,4-D in MSS plants grown at LT, whereas it was 83% at HT (Figure 3). KCTR plants grown at LT retained 68.2% of the parent [14C]2,4-D compared with 39% at HT (P < 0.01) (Figure 3). The overall comparison of the effect of temperature on the amount of parent [14C]2,4-D retained showed a significant difference between KCTR and MSS plants (P = 0.01). Our data suggest enhanced metabolism of 2,4-D in plants grown at HT compared with LT in both MSS and KCTR A. palmeri.
P450 enzymes play a major role in xenobiotic detoxification and are involved in the chemical transformations of various herbicides (Aarthy et al. Reference Aarthy, Shyam and Jugulam2022; Dimaano and Iwakami Reference Dimaano and Iwakami2021). The auxinic herbicide-tolerant plants detoxify 2,4-D through different mechanisms, such as amino acid conjugation (Eyer et al. Reference Eyer, Vain, Pařízková, Oklestkova, Barbez, Kozubíková, Pospíšil, Wierzbicka, Kleine-Vehn, Fránek, Strnad, Robert and Novak2016), side-chain cleavage, and ring hydroxylation (Peterson et al. Reference Peterson, McMaster, Riechers, Skelton and Stahlman2016). The principal route of 2,4-D detoxification in wheat includes aryl hydroxylation and subsequent glucose conjugation to oxidized products (Frear Reference Frear1995). Similarly, hydroxylated metabolites of 2,4-D were reported in resistant corn poppy (Papaver rhoeas L.) populations (Torra et al. Reference Torra, Rojano-Delgado, Rey-Caballero, Royo-Esnal, Salas and De Prado2017). A multiple-resistant A. tuberculatus population from Missouri exhibited 7- to 9-fold faster 2,4-D metabolism, possibly mediated by P450 enzymes, compared with the susceptible population (Shergill et al. Reference Shergill, Bish, Jugulam and Bradley2018). The KCTR A. palmeri plants metabolize [14C]2,4-D into polar compounds within 48 HAT (Shyam et al. Reference Shyam, Peterson and Jugulam2022).
In this study, the KCTR plants metabolized ∼61% of the absorbed [14C]2,4-D at HT compared with only 31% at LT (Figures 2 and 3). Similarly, susceptible MSS plants showed 17% metabolism of [14C]2,4-D at HT compared with only 5% at LT (Figure 3). Abiotic factors such as temperature can affect systemic acquired resistance, which has been proposed to regulate proteins involved in functions such as repair, defense, and NTSR mechanisms, but the exact mechanism is unknown (Dyer Reference Dyer2018). A similar effect of decreased sensitivity to mesotrione was found in an A. palmeri population at high temperature (Godar et al. Reference Godar, Varanasi, Nakka, Prasad, Thompson and Mithila2015). In corn and broadleaf signalgrass [Urochloa platyphylla (Munro ex C. Wright) R.D. Webster] absorption, translocation, and metabolism of primisulfuron and nicosulfuron were rapid at warm temperatures (30/20 C) compared with low temperatures (20/10 C) (Gallaher et al. Reference Gallaher, Mueller, Hayes, Schwartz and Barrett1999). Therefore, NTSR-based mechanisms appear to alter the level of resistance at higher temperatures. Importantly, the metabolic resistance to herbicides in weed species is likely to be affected by temperature alterations.
P450 Inhibitor Assay
To evaluate the role of P450 enzymes in metabolism of 2,4-D at HT, we performed a P450-inhibitor experiment using malathion. Treatment with malathion alone did not impact any reduction in biomass of KCTR A. palmeri grown at LT or HT. However, there was a biomass reduction of 20% to 25% in MSS plants treated with malathion alone compared with the nontreated control at LT or HT (Figure 4A and B). But treatment with 2,4-D plus malathion reduced the biomass accumulation of KCTR compared with 2,4-D alone both at LT and HT, although the difference is not statistically significant (Figure 4). Similar results were also found in MSS A. palmeri as well (Figure 4). Although we selected the malathion dosage based on previous work (Shyam et al. Reference Shyam, Peterson and Jugulam2022), it is possible that this dose needs to be adjusted, considering that the experiments presented here were conducted at different temperatures than those used in Shyam et al. (Reference Shyam, Peterson and Jugulam2022). A decrease in sensitivity to the acetyl-CoA carboxylase inhibitors diclofop-methyl and pinoxaden was reported at high temperatures (34/28 C) due to P450-based metabolism in a ryegrass (Lolium spp.) population (Matzrafi et al. Reference Matzrafi, Seiwert, Reemtsma, Rubin and Peleg2016). Slower metolachlor metabolism was found in corn grown at LT (21/13 C) when compared to HT (30/21 C) (Viger et al. Reference Viger, Eberlein, Fuerst and Gronwald1991). The interactions between the enzyme and ligand (ultimately the efficiency of enzymatic reaction) are determined by thermal dependencies that vary across plant species (Mahan et al. Reference Mahan, Burke and Orzech1990). In addition to metabolism, temperature was also found to have an effect on the translocation ability of the synthetic auxins (Radosevich and Bayer Reference Radosevich and Bayer1979). Decreased translocation of dicamba was attributed to the reduced efficacy of dicamba in kochia [Bassia scoparia (L.) A.J. Scott] at HT (Ou et al. Reference Ou, Stahlman and Jugulam2018).
Climate change leading to altered environmental conditions increases the risk for metabolism-based reduction in herbicide efficacy for weed control (Matzrafi et al. Reference Matzrafi, Seiwert, Reemtsma, Rubin and Peleg2016). The efficacy of auxinic herbicides for controlling dicotyledonous weeds depends on several environmental factors, including temperature and time of application of herbicides (Johnston et al. Reference Johnston, Eure, Grey, Culpepper and Vencill2018; Stewart et al. Reference Stewart, Nurse and Sikkema2009). The current study was carried out to determine the efficacy of 2,4-D in controlling A. palmeri under different temperature regimes and to understand the effect of temperature on 2,4-D metabolism. A distinct variation in the efficacy of 2,4-D was found in A. palmeri grown at HT versus LT. At HT, 2,4-D control of the resistant A. palmeri population decreased because of the enhanced 2,4-D metabolism. The results suggest that the application of 2,4-D at low air-temperature conditions can help manage A. palmeri regardless of its resistance or susceptibility to this herbicide. With frequent episodes of temperature fluctuation during the cropping season, weed management can be more challenging, and prudent strategies need to be followed for the management of weeds under varied climatic conditions.
Supplementary material
To view supplementary material for this article, please visit https://doi.org/10.1017/wsc.2023.26
Acknowledgments
The authors thank Michael Walsh for critical review and useful comments. This is contribution number 23-077-J from the Kansas Agricultural Experiment Station, Kansas State University, Manhattan, KS 66506-5502, USA. No conflicts of interest have been declared.