ABSTRACT
Spring conditions, especially in temperate regions, may fluctuate abruptly and drastically. Environmental variability can expose organisms to temperatures outside of their optimal thermal ranges. For ectotherms, sudden changes in temperature may cause short- and long-term physiological effects, including changes in respiration, morphology, and reproduction. Exposure to variable temperatures during active development, which is likely to occur for insects developing in spring, can cause detrimental effects. Using the alfalfa leafcutting bee, Megachile rotundata, we aimed to determine if oxygen consumption could be measured using a new system and to test the hypothesis that female and male M. rotundata have a thermal performance curve with a wide optimal range. Oxygen consumption of M. rotundata pupae was measured across a large range of temperatures (6–48°C) using an optical oxygen sensor in a closed respirometry system. Absolute and mass-specific metabolic rates were calculated and compared between bees that were extracted from their brood cells and those remaining in the brood cell to determine whether pupae could be accurately measured inside their brood cells. The metabolic response to temperature was non-linear, which is an assumption of a thermal performance curve; however, the predicted negative slope at higher temperatures was not observed. Despite sexual dimorphism in body mass, sex differences only occurred in mass-specific metabolic rates. Higher metabolic rates in males may be attributed to faster development times, which could explain why there were no differences in absolute metabolic rate measurements. Understanding the physiological and ecological effects of thermal environmental variability on M. rotundata will help to better predict their response to climate change.
INTRODUCTION
Temperatures experienced by organisms vary greatly, depending on location, season, and microhabitat. Large temperature fluctuations can have dramatic effects on ectotherms, such as insects, because of their reliance on ambient temperature to maintain body temperature. During the spring when temperatures are particularly variable and unpredictable, many insects are undergoing development and thus, may have to endure these temperature fluctuations (von Schmalensee et al., 2021). Even short bouts of unfavorable thermal conditions can have lasting effects on developing organisms (Earls et al., 2021; Jentsch et al., 2007; Sgrò et al., 2016; Zizzari and Ellers, 2011).
Depending on its microhabitat, an insect may experience varying thermal profiles, which can differ greatly from large-scale climate data (Sheldon and Dillon, 2016; Woods et al., 2015). Mobile insects can select more ideal microclimates or behaviorally thermoregulate (Cook et al., 2016; Heinrich, 1975; Heinrich and Esch, 1994; Heinrich and Vogt, 1993; Jones and Oldroyd, 2007; Kingsolver et al., 2011; Westhus et al., 2013). However, immobile insects, especially those undergoing metamorphosis inside a cocoon, are limited in their ability to avoid exposure to unfavorable temperatures (Kingsolver et al., 2011).
One way to evaluate thermal effects on insects is by generating a thermal performance curve (TPC) that shows the relationship of insect performance across a range of ambient temperatures (Ta; Deutsch et al., 2008, Martin and Huey, 2008, Sinclair et al., 2012). Performance can be measured through various physiological and life history traits that are time-dependent (Schulte et al., 2011). The resulting curve is asymmetric and increases with increasing temperature up to a point. The range of Ta can be separated into four categories based on the response of the performance metric: suboptimal, optimal, supraoptimal, and lethal. Typically, the range of Ta surrounding the peak of the performance curve is considered optimal. The performance metric gradually decreases with Ta below the optimum, whereas above the optimum, the performance metric steeply decreases until Ta reaches CTmax or the upper lethal temperature (Blanckenhorn et al., 2021; Martin and Huey, 2008; Schulte et al., 2011). TPC can differ among species and with the performance metric used (e.g. locomotion or metabolic rate; Blanckenhorn et al., 2021; Martin and Huey, 2008; Schulte et al., 2011).
Many studies have used metabolic rate to generate a TPC in ectothermic species (Flynn and Todgham, 2018; Schulte et al., 2011; Shah et al., 2021; Tomlinson, 2019). Thermal performance curves can be limited in their ability to predict fitness in response to fluctuations in environmental temperature; however, they are a strong starting point for understanding the organismal response to thermal changes (Clarke, 1991; Sinclair et al., 2016). For immobile and non-feeding life stages, measuring metabolic rate is one of few temperature dependent reactions that can be measured. Understanding the effects of suboptimal Ta on metabolic rate is important for identifying how these insects respond to abrupt changes in environmental conditions.
The alfalfa leafcutting bee, Megachile rotundata, is an example of an insect that is restricted in its ability to seek more favorable thermal conditions during development. As a cavity-nesting bee species, offspring remain within brood cells where they were oviposited until adult emergence (Trostle and Torchio, 1994). Adult emergence may happen within the same season or the following year, depending on diapause status. Offspring that overwinter as prepupae are exposed to a long series of changes in temperatures as they are confined within their brood cells for 6–9 months spanning late summer, fall, winter, and spring (Krunic, 1972; Pankiw et al., 1980, Wilson et al., 2021; Yocum et al., 2018). In artificial nesting boxes, temperatures can range from over 45°C in the summer to below 0°C in the winter depending on location (Wilson et al., 2021; Yocum et al. 2006). During diapause, M. rotundata may have physiological protection from changing Ta, such as metabolic suppression. However, once spring temperatures increase and active development is initiated, bees may be vulnerable to fluctuations in Ta. Megachile rotundata is also an extensively managed solitary bee used for agricultural pollination from Canada and throughout the USA and, as a species, experiences a wide range of temperatures (Pitts-Singer and James, 2005, 2008). Previous research has mostly examined survival and delayed development of M. rotundata when pupae are subjected to low temperature stress with varying durations (Bennett et al., 2015; Earls et al., 2021; Kemp and Bosch, 2000; Rinehart et al., 2011; Underraga and Stephen, 1980b; Yocum et al., 2010, 2019). Despite numerous studies on the effects of temperature on M. rotundata, few have measured the direct effects of temperature organismal level as they are occurring.
Using oxygen consumption (V̇O2) as a proxy for metabolic rate as the performance metric across Ta, our objectives were to (1) determine whether V̇O2 could be accurately measured while pupae remained in their brood cells; (2) generate a thermal performance curve (TPC) for developing M. rotundata; and (3) determine whether there were sex differences in the metabolic response to temperature in M. rotundata pupae. Our hypothesis was that V̇O2 in male and female M. rotundata pupae would exhibit a wide optimal temperature range. To test this hypothesis, we used a new multiplex technique for measuring V̇O2 and validated the measurement using traditional closed-system respirometry. Overwintering M. rotundata prepupae were allowed to develop into pupae at which time they were exposed to temperatures ranging from 6–48°C. To better characterize the metabolic profile of M. rotundata, multiple comparisons of V̇O2 were made, including between sexes, pupae remaining inside their brood cells and those extracted, between seasons, and absolute and mass-specific metabolic rates. Measuring responses, such as metabolic rate, to Ta during development can be used to understand how the effects of small-scale changes affect physiological processes that can have long-term effects.
RESULTS
Comparison of closed respirometry systems
There was no statistical difference in V̇O2 between pupae measured in the microplate system (0.319±0.012 ml/g/h) and the fuel cell analyzer (0.331±0.011 ml/g/h) at 20°C (t=−0.682, d.f.=25, P=0.502). V̇CO2 (0.215±0.008 ml/g/h) was recorded simultaneously with V̇O2 when we used closed system respirometry and the fuel cell analyzer (Fig. 1). The calculated respiratory quotient (RQ=CO2/O2) was 0.651±0.006.
Objective 1
Megachile rotundata that remained in the brood cell and those that were extracted for measurements did not differ in either absolute (F1,290=0.423, P=0.516) or mass-specific (F1,290=1.29, P=0.258) V̇CO2; therefore, the treatments were combined for further analysis. Absolute and mass-specific V̇O2 varied significantly across Ta (absolute: F8,290=909, P<0.0001, Fig. 2A; mass-specific: F8,290=1264, P<0.0001, Fig. 2B). Metabolic rate increased non-linearly as temperatures increased and were best fit by a third degree polynomial curve (Table 1).
Sigmoid . | ||||
---|---|---|---|---|
Figure . | Equation (y=asym/(1+exp(xmid–x)/scal)) . | AIC . | Df . | t value . |
4A | 0.071/(1+exp(28.4–x)/6.68) | −3277 | 455 | asym=47.7 xmid=69.5 scal=19.58 |
4B Females | 1.19/(1+exp(25.5–x)/4.75) | −156.8 | 192 | asym=23.8 xmid=40.6 scal=10.7 |
4B Males | 1.60/(1+exp(26.2–x)/4.92) | −90.4 | 223 | asym=25.8 xmid=44.4 scal=12.5 |
Sigmoid . | ||||
---|---|---|---|---|
Figure . | Equation (y=asym/(1+exp(xmid–x)/scal)) . | AIC . | Df . | t value . |
4A | 0.071/(1+exp(28.4–x)/6.68) | −3277 | 455 | asym=47.7 xmid=69.5 scal=19.58 |
4B Females | 1.19/(1+exp(25.5–x)/4.75) | −156.8 | 192 | asym=23.8 xmid=40.6 scal=10.7 |
4B Males | 1.60/(1+exp(26.2–x)/4.92) | −90.4 | 223 | asym=25.8 xmid=44.4 scal=12.5 |
Objective 2
None of the bees measured at 48°C finished development and, thus, were excluded from the analysis and figures, because sex can only be confidently determined at the adult stage. Q10 values calculated using absolute metabolic rate decreased by half at 29°C and continued to gradually decrease (Table 2). Absolute metabolic rate increased across Ta before plateauing (F11,445=1160, P<0.0001), but did not differ between sexes (F1,445=0.0464, P=0.830; Fig. 4A). However, mass-specific metabolic rate differed between sexes across Ta with males having higher oxygen consumption than females (F1,434=239, P<0.0001; Fig. 4B). Males weighed (0.0390±0.0004 g) less than female bees (0.0505±0.0004 g; t=19.808, d.f.=456, P<0.0001). All slopes generated in this objective were best fit by a sigmoid logistic regression (Table 1). A positive relationship between absolute V̇O2 and mass was determined in the following temperatures: 22°C (F1,33=11.7, P=0.0017, R2=0.239), 26°C (F1,62=12.0, P<0.0001, R2=0.149), 33°C (F1,36=13.3, P<0.0001, R2=0.250), 40°C (F1,35=5.72, P=0.022, R2=0.116), 45°C (F1,35=6.11, P=0.018, R2=0.124), and 48°C (F1,38=10.2, P=0.0029, R2=0.19; Fig. 5). Based on the Tukey post-hoc tests, all six slopes were significantly different from each other except for 33°C and 40°C (F12,491=797, P<0.0001; Fig. 5).
Generally, objective 2 bees had higher oxygen consumption than bees used in objective 1 (F1,673=49.3, P<0.0001; Fig. 3). Pupae in objective 1 weighed 4 mg more than pupae in objective 2, (t=6.55, d.f.=682, P<0.0001). The average mass for bees in objective 1 was 0.0487±0.0005 g and from objective 2, the average mass was 0.0444±0.0004 g.
DISCUSSION
Ectotherms, such as insects, rely on ambient temperature for body temperature. Previous research looking at development of M. rotundata has shown that temperature affects development rate, lipid content, adult flight performance, and reproduction (Bennett et al., 2015; Earls et al., 2021; O'Neill et al., 2011; Yocum et al., 2010). Performance traits, such as metabolic rate, respond non-linearly to temperature, resulting in an asymmetric thermal performance curve (Blanckenhorn et al., 2021; Martin and Huey, 2008; Schulte et al., 2011). The purpose of this study was to determine how V̇O2 of M. rotundata pupae responds to changes in temperature. Firstly, our prediction that V̇O2 would not differ between bees left in their brood cells versus being extracted out was met. The optical oxygen sensor was sensitive enough to measure V̇O2 while pupae remained in their brood cells. Developing M. rotundata are highly susceptible to handling stress and injury. Being able to measure gas exchange in this life stage while in their brood cell opens many possibilities for future experiments in this and other sensitive insects. Also, our results show that brood cells are highly permeable to oxygen.
Our hypothesis that V̇O2 responds to temperature variation in a traditional TPC was partially supported. Non-linear slopes of the relationship between metabolic rate and Ta were observed in both objectives and sexes; however, the predicted negative slope at Ta above the optimal range was not observed. One explanation is that the exposure time (≤2 h) may have been too brief to see the predicted negative slope and to capture thermal damage at supraoptimal Ta. Another, less likely, possibility is that we did not expose bees to high enough temperatures. Even though there was not a decrease in oxygen consumption, other physiological processes could be negatively affected. For instance, in Manduca sexta food consumption and growth rate decreased while respiration rate did not increase (Kingsolver and Woods, 1997). In M. rotundata, only 1 h at 40°C is enough to increase heat shock protein expression (HSP70 and HSP90; Yocum et al., 2005). Furthermore, none of the pupae in this study measured at 48°C completed melanization, even though individuals showed high levels of oxygen consumption while in the optical oxygen sensor system. Measuring only the respiratory response to stress as the metric for performance may be misleading, as the insect may be showing other physiological responses well before metabolic rate decreases (Kingsolver and Woods, 1997; Shah et al., 2021).
Although our exposures were short (≤2 h), even small increases in temperatures above optimal can have lasting effects. For instance, Asian lady beetles (Harmonia axyridis) that experienced high temperatures for 1 h as eggs had shorter development times, lower adult survival, and fewer offspring (Zhang et al., 2014). Short exposures of 2–4 h to high temperatures (40–50°C) negatively affected survivorship and reproduction of pupae in many different species, including the almond moth (Ephestia cautella), Indian meal moth (Plodia interpunctella), red flour beetle (Tribolium castaneum), and tobacco hornworm (Manduca sexta) (Arbogast, 1981; Kingsolver et al., 2011; Mahroof et al., 2005). At the adult stage, high temperature exposure can cause male sterility in Drosophila buzzatii and reduced fecundity in Drosophila melanogaster (Jørgensen et al., 2006; Krebs and Loeschcke, 1994). The effects of heat stress can also vary depending on life stage exposure. Negative effects on reproduction become more dramatic in later stages of development in the diamondback moth (Plutella xylostella) and the rose grain aphid (Metopolophium dirhodum) when measuring across life stages (Ma et al., 2004). Supraoptimal and suboptimal temperature ranges can both have long lasting effects on insect physiology.
Due to the asymmetric shape of a TPC, insects have a larger range of low temperatures that may not be lethal compared to the small range of high temperatures. However, during exposures to suboptimal temperatures, there can be long lasting effects on morphology and multiple physiological systems, including reproductive, muscular, and nervous systems (Earls et al., 2021; Hegdekar, 1971; Huang et al. 2007; Hutchinson and Bale, 1994; Kelty et al., 1996; Marshall and Sinclair, 2009; Rinehart et al., 2000; Turnock et al., 1983; Yocum et al., 1994). Insects that are exposed to low temperatures and then returned to optimal temperatures have been found to have higher metabolic rates than individuals that did not experience low temperatures (Lalouette et al., 2011; Williams et al., 2016), possibly indicating a physiological recovery response (Lalouette et al., 2011; Colinet et al., 2018). This could be tested by measuring post-exposure V̇O2 in M. rotundata and other insects with the optical oxygen sensor.
Our results showed that males had the same absolute V̇O2 compared to females (Fig. 3A), which was unexpected because males are smaller than females. Typically, males are oviposited last, making them closest to the entrance of the nest. As a result, males have to emerge as adults before females in the brood cells behind them, giving males shorter development times (Pitts-Singer and Cane, 2011). Previous research suggests that males and females have the same developmental threshold (18°C; Kemp and Bosch, 2000; O'Neill et al., 2011). Perhaps the higher than expected absolute V̇O2 is an indicator of the faster development times compared to females as explained by the pace of life hypothesis (Arnqvist et al., 2017). Pace of life hypothesis suggests that ‘living fast’ or using physiological resources faster results in short lifespans (Sandmeier and Tracy, 2014).
Clearly, changes in temperature can affect physiological and behavioral traits, such as reproduction, development times, foraging, and dispersal (Andrew et al., 2013). Previous research has shown that M. rotundata pupae are sensitive to large changes in temperatures that result in increased mortality, deformities, flight performance, and changes in reproductive investment (Bennett et al., 2015; Earls et al., 2021; Kemp and Bosch, 2000; Rinehart et al., 2011; Underraga and Stephen, 1980a, 1980b; Yocum et al., 2010, 2019). Constant temperatures were used for short periods of time which may mimic an acute thermal stress. However, the impacts of fluctuating temperatures on metabolic rate could be essential in understanding natural conditions and could be used in predictive models for insect responses to climate change (Faye et al., 2017; Maino et al., 2016; Sheldon and Dillon, 2016). Results from this study show that V̇O2 changed non-linearly across Ta and that males had higher mass-specific V̇O2 compared to females. Future studies could include the TPC generated in this study to determine the likelihood of occurrence and mechanisms contributing to negative effects of temperature stress. Additionally, the majority of bee species are solitary, therefore, M. rotundata can provide a beginning insight on how solitary bees respond to a wide range of temperatures during development. In conclusion, the TPCs from in this study can be used to create predictive models of the response to climate change and to better understand the physiological and ecological effects of thermal stress.
MATERIALS AND METHODS
Animal rearing
Loose brood cells containing post-diapause quiescent Megachile rotundata prepupae were purchased from JWM Leafcutters (Nampa, ID, USA) in March of 2020. Brood cells were stored in an incubator (Percival, Perry, IA, USA) at 6°C in complete darkness until use in the experiment. Bee development was initiated by placing bees in a 29°C incubator in a 30 ml plastic container with a fine mesh lid. Bees were allowed to develop for 2 weeks, at which time they reached the red-eye stage, a stage characterized by the darkened eye pigment (Bennett et al., 2015). A subset of bees was extracted prior to being exposed to low temperatures to ensure that they were at the correct pupal stage.
Optical oxygen sensor
We measured oxygen consumption using closed-system respirometry with an optical oxygen sensor (Loligo Microplate System®, Viborg, Denmark). This respirometry system uses glass, 24-well microplates with individual optical fluorescence oxygen sensors attached to each gas-tight well (940 µl). The resolution of each sensor was±0.4% O2 at 20.9% O2. Up to nine plates can be used at once, allowing for even greater sample sizes. For all of the objectives, we used two microplates that were allowed to equilibrate overnight to the desired temperature. A two-point calibration using normoxia (room air) and anoxia (100% N2) was conducted at each temperature. To zero the optical sensors, wells were individually flushed with N4.8 grade N2 for 5 min at ∼41 ml/min. Nitrogen was pushed at a rate of 2000 ml/min with a mass flow meter (Sierra SideTrak840, Monterey, CA, USA) and mass flow controller (Sable Systems MFC-4, Las Vegas, NV, USA) through a polypropylene adaptor that we designed and milled with a CNC (computerized numerical control) machine from fused polypropylene blocks (Fig. S1). The adaptor split the flow of N2 to each of the wells individually, yielding a flow rate of ∼41 ml/min/well, assuming no leakage. To ensure the calibration gas was of the same temperature as the incubator, gases were pushed through copper tubing submerged in a water bath inside the incubator set at the incubator temperature. For the span gas (room air), wells were left open for at least 2 min after percent air saturation returned to 100% before the measurement. To verify that the Loligo Microplate System® was reading the correct amount of oxygen, wells were flushed with gas mixes of 21% and 18% O2 balance N2 at 25°C. Nitrogen and oxygen tanks were used to mix gases using the MFC-4, and percent air saturation was recorded.
Objective 1 experimental design
Objective 1 bees were oviposited by females in summer 2019 and stored at 6°C for approximately 12 months until fall 2020. Red-eye pupae in brood cells (n=32 per temperature) were haphazardly chosen and removed from the 29°C incubator. Half of the bees (n=16) were placed in the wells in their brood cells, while the other half were extracted out of their brood cells and were evenly distributed between the two microplate wells. Eight wells on each plate were left empty to act as controls. Percent air saturation in each well was recorded every 30 s at the following temperatures: 6, 10, 14, 18, 22, 26, 29, 33, and 35°C, for 2 h or until oxygen levels reached 18%, a level well above the critical PO2 for M. rotundata (Owings et al., 2014). Bees were only measured at one temperature and weighed immediately post-exposure and placed in 29°C in humidity-controlled chambers to finish development so that we could determine the sex of each individual.
Objective 2 experimental design
The experiment was replicated in spring 2021 with more temperatures and younger bees that were oviposited in summer 2020 and stored at 6°C for approximately 9 months only until spring of the following year. For objective 2, red-eye pupae were left in their brood cells during the measurement and the number of controls was reduced to four. Brood cells were haphazardly selected and then randomly assigned to wells by MicroResp™ (Loligo Systems, Viborg, Denmark). Percent air saturation in each well was recorded every 30 s at the following temperatures: 6, 10, 14, 18, 20, 22, 26, 29, 33, 35, 40, 45, 48°C (n=40 bees per temperature). Bees were only measured at one temperature and were weighed immediately post exposure and replaced in 29°C to finish developing in humidity-controlled chambers. Sex was determined when bees emerged as adults.
Calculation of oxygen consumption
For both objectives 1 and 2, V̇O2 was calculated with the following equations:
Comparison to closed-system respirometry
To test the precision of the optical sensors, 20 bees were measured using the oxygen sensor system and a traditional closed respirometry system. Bees were reared to the red-eye stage as described above and left in their brood cells for the measurements. Measurements using the optical sensor system were performed as described above. For the traditional closed respirometry system, we injected samples into an airstream that was directed through a carbon dioxide analyzer (Li-Cor-7000, LI-COR Biosciences, Lincoln, NE, USA) and an oxygen analyzer (Oxzilla FC-2 Differential Oxygen Analyzer, Sable Systems International, Las Vegas, NV, USA) as previously done (Wang et al., 2016). Brood cells were individually placed into gas-tight 3-ml syringes fitted with two-way valves. Syringes were flushed with dry, CO2-free air (Balston Puregas system, Haverhill, MA, USA) for ∼30 secs at ∼200 ml min−1, ensuring that the starting levels of CO2 in the syringe were zero. Syringes were quickly sealed, placed into an incubator at 20°C, and left undisturbed for up to nine hours to ensure O2 depletion was detectable with the fuel cell oxygen analyzer. At the end of the incubation, the syringe containing the bee was connected to the respirometry system, and a bolus of 1 ml of air from the syringe was injected into the stream of the carrier gas (dry, CO2-free air) and pushed through the system at 100 ml min−1. Drierite was used to scrub water from the sample before it entered the CO2 analyzer, and a combination of Drierite and Ascarite was used to scrub water and CO2 before the sample entered the O2 analyzer. Peaks generated by the bolus injection were integrated and converted into ml of CO2 produced and O2 consumed as described in Lighton (2008), and then converted to ml g−1 hr1 by dividing by the time in the sealed chamber and the wet mass of the individual. As a control, empty syringes were periodically flushed with dry CO2-free air and injected into the respirometry system to ensure that flushing time and flow rate were sufficient to retain starting CO2 at zero and syringes were airtight. Pupal bees in the traditional closed respirometry system remained in the syringes for longer periods (∼9 h) than bees tested in the microplate system (∼3 h) due to the differences in chamber size (3 ml syringes versus 940 µl wells) and detection limits of the oxygen analyzers.
Statistical analysis
Statistical analyses were performed in JMP Pro (version 17.0.0) and in R (version 1.1.423) (R Core Team, 2019) using dplyr for workflow, car for unbalanced designs and nls2 to create sigmoid curves. Prepupae that died (indicated by no adult emergence) and pupae that were parasitized (indicated by the presence of parasitoid larvae during the pupal stage) were excluded from all analyses. ANOVA was used to test for effects of temperature, sex, brood cell status, and their interactions on metabolic rate. Sex, objective, and brood cell status were treated as covariates. Although data are presented in figures as linear, oxygen consumption was log10 transformed for statistical analysis to meet the assumptions of ANOVA. Curves were compared using AIC values to determine the best fit. In objective 2, linear regressions were performed for each temperature to compare metabolic scaling relationships. Significant regressions were then compared using ANCOVA. t-tests were used to compare differences in V̇O2 between the microplate and fuel cell oxygen analyzer, bee masses between males and females, and bee masses between objectives 1 and 2. Tukey post-hoc comparisons were used to detect significant differences across temperatures and groups. All data are presented as mean±standard error of the mean (s.e.m.), and significance was determined by P<0.05.
Acknowledgements
The authors would like to acknowledge Julie M. Cruz for their essential help in data collection. Also, the authors would like to thank the two anonymous reviewers who helped to improve this manuscript.
Footnotes
Author Contributions
Conceptualization: K.N.E., J.P.R., K.J.G.; Methodology: K.N.E., J.B.C., J.P.R., K.J.G.; Software: J.P.R., K.J.G.; Validation: K.N.E., J.B.C., J.P.R.; Formal analysis: K.N.E., K.J.G.; Investigation: K.N.E., J.B.C., J.P.R., K.J.G.; Resources: J.P.R., K.J.G.; Data curation: K.N.E., J.B.C., J.P.R.; Writing - original draft: K.N.E.; Writing - review & editing: K.N.E., J.B.C., J.P.R., K.J.G.; Visualization: K.N.E., K.J.G.; Supervision: J.P.R., K.J.G.; Project administration: K.J.G.; Funding acquisition: J.P.R., K.J.G.
Funding
Funding was provided by NSF EPSCoR Track II – 1826834 to KJG and JPR and USDA-ARS 58-3060-9-032 to K.J.G. Open Access funding provided by the United States Department of Agriculture (USDA) Agricultural Research Service (ARS). Deposited in PMC for immediate release.
Data availability
The full dataset will be available from Dryad digital repository: DOI: 10.5061/dryad.djh9w0w33
References
Competing interests
The authors declare no competing or financial interests.