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ORIGINAL RESEARCH article

Front. Plant Sci., 18 February 2020
Sec. Functional Plant Ecology

Seasonal Patterns in Spectral Irradiance and Leaf UV-A Absorbance Under Forest Canopies

Saara Maria Hartikainen*&#x;Saara Maria Hartikainen1*†Marta Pierist,&#x;Marta Pieristè1,2†Joose LassilaJoose Lassila1Thomas Matthew Robson*&#x;Thomas Matthew Robson1*†
  • 1Canopy Spectral Ecology and Ecophysiology Group (CanSEE), Organismal and Evolutionary Biology (OEB), Viikki Plant Science Centre (ViPS), Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
  • 2Normandie Université, UNIROUEN, IRSTEA, ECODIV, FR Scale CNRS 3730, Rouen, France

Plants commonly respond to UV radiation through the accumulation of flavonoids and related phenolic compounds which potentially ameliorate UV-damage to crucial internal structures. However, the seasonal dynamics of leaf flavonoids corresponding to epidermal UV absorbance is highly variable in nature, and it remains uncertain how environmental factors combine to govern flavonoid accumulation and degradation. We studied leaf UV-A absorbance of species composing the understorey plant community throughout two growing seasons under five adjacent tree canopies in southern Finland. We compared the relationship between leaf flavonol index (Iflav—repeatedly measured with an optical leaf clip Dualex) and measured spectral irradiance, understorey and canopy phenology, air temperature and snowpack variables, whole leaf flavonoid extracts, and leaf age. Strong seasonal patterns and stand-related differences were apparent in Iflav of both understorey plant communities and individual species, including divergent trends in Iflav during spring and autumn. Comparing the heterogeneity of the understorey light environment and its spectral composition in looking for potential drivers of seasonal changes in Iflav, we found that unweighted UV-A irradiance, or the effective UV dose calculated according to the biological spectral weighting function (BSWF) for plant growth (PG action spectrum), in understorey shade had a strong relationship with Iflav. Furthermore, understorey species seemed to adjust Iflav to low background diffuse irradiance rather than infrequent high direct-beam irradiance in sunflecks during summer, since leaves produced during or after canopy closure had low Iflav. In conclusion, we found the level of epidermal flavonoids in forest understorey species to be plastic, adjusting to climatic conditions, and differing according to species' leaf retention strategy and new leaf production, all of which contribute to the seasonal trends in leaf flavonoids found within forest stands.

Introduction

Spectral irradiance changes in forest understoreys by season with solar elevation angle and with canopy leaf-out, as incident solar radiation is selectively absorbed in leaves (Grace, 1983; Endler, 1993). Furthermore, spectral regions penetrate differently through forest canopies and differ in their contribution to direct and diffuse radiation (Grant, 1997; Hertel et al., 2011; Dengel et al., 2015). Spring-time changes in deciduous forest canopies are well-known to affect the species in understorey plant communities, which adjust to changing light conditions to optimise their growth strategy and survival (Rothstein and Zak, 2001; Augspurger et al., 2017; Heberling et al., 2019). There is ample evidence that plants can perceive and respond to changes in the spectral composition of received irradiance in forest understoreys (Smith, 1982; Valladares, 2003). However, most research has focussed on the response of understorey plants to photosynthetically active radiation (PAR, 400–700 nm), while ultraviolet radiation (UV-B 280–315 nm, and UV-A 315–400 nm) in forests has received less attention (Grant, 1997; Flint and Caldwell, 1998; Grant et al., 2005). UV-B-induced responses in plants often depend on the interplay between different spectral regions, namely PAR, UV-B, and UV-A radiation, involved in high-light acclimation and repair processes (Caldwell et al., 1994; Jansen et al., 1998; Verdaguer et al., 2017). Historically, UV-B radiation was perceived as a source of stress and research focused on experiments exposing plants to high doses of UV-B radiation, or studying plants in environments with high UV-B radiation (Rozema et al., 1997; Searles et al., 2001; Björn, 2015). However, our current understanding of UV-A and UV-B radiation as triggers of regulatory responses has shifted emphasis towards studying the effects of realistic and low UV doses on plants (e.g. Kolb et al., 2001; Hectors et al., 2007; Brelsford et al., 2019). These realistic UV radiation conditions often act as eustress, stimulating responses and possible cross-tolerance through mechanisms that are not yet well elucidated (Hideg et al., 2013).

Plants are known to produce flavonoids and related phenolic compounds in response to UV-B radiation (Searles et al., 2001). Flavonoids are considered to have a diversity of functions, including the potential to act as antioxidants in mesophyll cells and reducing harmful effects of those reactive oxygen species (ROS) produced under stress (Hernández et al., 2009; Agati and Tattini, 2010). Furthermore, these compounds may act as a selective filter in the leaf epidermis, attenuating most of the incident UV radiation, preventing cellular damage within (Day et al., 1993; Ålenius et al., 1995; Cockell and Knowland, 1999). This feature is common among plant taxa (Robberecht et al., 1980; Day et al., 1992; Qi et al., 2010), but although high leaf flavonoid content is typical of plants growing in high UV radiation environments (Ziska et al., 1992; Rozema et al., 1997), many studies have found no-more-than a weak relationship between UV radiation and UV-screening or associated flavonoids both in nature and under controlled conditions (Liakoura et al., 2001; Nybakken et al., 2004b; Barnes et al., 2016b). Furthermore, the accumulation of UV-screening compounds can be induced in absence of UV radiation by low temperature (Bilger et al., 2007) and by PAR in developing leaves (Barnes et al., 2013). Their multiplicity of roles complicates our interpretation of the relationship between flavonoid induction and their function in complex natural environments. Since flavonoids are a diverse metabolite group (Harborne and Williams, 2000), many qualitative and quantitative differences have been found, e.g. seasonally (Liakoura et al., 2001; Kotilainen et al., 2010), with leaf longevity (Semerdjieva et al., 2003), with leaf development (Laitinen et al., 2002), and within same species grown under differing environments (Comont et al., 2012; Castagna et al., 2017).

Most studies have found UV-screening in plant species to adjust to different environments (Krause et al., 2003; Nybakken et al., 2004a) or to be flexible in short-term (i.e. diurnal changes) (Barnes et al., 2008; Barnes et al., 2016a), but very few experiments have tested the extent of plasticity within species. However, where tested, a few species or populations have been found to attain high constitutive UV absorbance varying little with the environment (Ziska et al., 1992; Nybakken et al., 2004a). Generally, we still lack knowledge of the mechanisms underpinning variation in leaf UV absorbance among plant species, and interactions with different environmental factors that produce such variation in leaf epidermal flavonoids and related phenolic compounds. Traditionally, UV-screening studies had to rely on invasive techniques (Day et al., 1992; Aphalo et al., 2012), but recent developments in optics-based methods are now enabling repeated in vivo sampling by for instance Dualex Scientific+ (Cerovic et al., 2012; FORCE-A, Paris-Orsay, FR) which provides insight into long-term seasonal trends in epidermal UV absorbance. The resulting index representing leaf epidermal UV-A absorbance measured with Dualex Scientific+ is ostensibly controlled by flavonoids, with potential contribution from hydroxycinnamic acid derivatives (HCAs) (Cerovic et al., 2005; Agati et al., 2008).

Many questions on the ecological role of UV responses remain unanswered (Barnes, 2016c; Robson et al., 2019), including how plant secondary metabolite responses controlling UV absorbance may be modified by climatic and environmental factors. This consideration is particularly relevant for forest understorey species whose growth may be limited by the light environment (Valladares, 2003; Heberling et al., 2019). As canopy tree species is known to affect spectral irradiance in the understorey (Canham et al., 1994; Hertel et al., 2011), we aimed to account for this variation by including different forest stands with contrasting evergreen and deciduous canopies, of different ages in our study. To better understand the ecology of understorey plant UV responses we investigated 1) how leaf epidermal flavonoids change seasonally within and among different understorey species; 2) whether changes in understorey plants' epidermal flavonoids relate to changes in spectral irradiance during spring and summer in different forest stands; and 3) how other factors that are known to sometimes interact with leaf flavonoid accumulation (e.g. the timing of leaf and plant phenology; Table S1), affect seasonal trends in UV-A absorbance. We focused on seasonal changes within the UV region measured from forest understoreys i.e. the unweighted or effective doses of UV radiation calculated according to different biological spectral weighting functions (BSWF). To answer these questions, we collected spectral irradiance data ranging from UV radiation to near infrared radiation (280–900 nm), and optically measured leaf epidermal UV-A absorbance i.e. Iflav from 35 understorey species over spring and summer.

Materials and Methods

Experimental Design and Description of the Site

Forest stands at Lammi Biological Station (LBS) (N 61°3'14.6”, E 25°2'13.8”) represent typical managed forests in Finland, but have been left to grow naturally through the latter 20th century. Five forest stands were chosen based on the canopy species, age, and stand structure; three different aged deciduous Betula sp. L. -dominated stands (henceforth: Betula old, young, and mixed with other canopy species), one deciduous Quercus robur L. stand, and one evergreen Picea abies (L.) H. Karst. stand. Detailed stand characteristics are given in Table S2, and the Plant Area Index (PAI) calculated from hemispherical photographs during spring and summer 2015 are given in Figure 5 and Supplementary A3. The Q. robur stand was planted in the 1950's, but was used in our study due to our particular interest in canopies of different architecture and phenology. All stands have understorey vegetation reflecting their edaphic environment and are typical of forests with these canopy species in Finland. Four “measurement points” approximately equidistance between the nearest trees were established in each stand. We considered this the minimum number of replicate patches required to describe small scale variation in irradiance (Hartikainen et al., 2018) and in the plant community in each stand, while remaining feasible to measure close to solar noon.

Over spring and summer of 2015, four to five repeated sets of irradiance measurements and corresponding optical leaf trait measurements were made at each measurement point. Over the growing season of 2016, optical leaf trait measurements focussed on six common understorey species in the same stands, beyond a 3-m radius from the measurement points. Daily temperature (mean, max, min) and snowpack evolution data were recorded by the LBS weather station managed by the Finnish Meteorological Institute situated < 600 m from the forest stands (Table S3). The seasons were defined as periods with the mean daily air temperature continuously above 0°C (spring), above +10°C (summer), below +10°C (autumn), or below 0°C degrees (winter). The respective dates for the two sampling years are given in Table S3.

Repeated Optical Leaf Trait Measurements From Understorey Plants

The optical leaf measurements were made on all individual plants (or possibly ramets) of understorey species growing within a 3-m radius of the measurement points: ≥ four individuals per species per measuring point where present. Absorbance by flavonoids (flavonols in dicots and flavones in monocots), anthocyanins, and leaf chlorophyll content, was measured from the leaf adaxial side non-invasively with optical leaf clip Dualex Scientific + (henceforth Dualex) during 2015. In 2016 measurements were made from both leaf sides (adaxial and abaxial). Based on the relative change in chlorophyll fluorescence, the Dualex obtains an index of UV-A absorbance at 375 nm which lies within the tail of the flavonoid spectral absorption peak (Cerovic et al., 2012). The three absorbance indices were considered to be approximately linear compared to the respective content within a leaf over the range of values obtained (unpublished data). The measurements were done around solar noon (approximately ± 3 hours) to exclude potential major diurnal variation in UV absorbance by flavonols and chloroplast movement (Williams et al., 2003; Barnes et al., 2016a). Measurements were made on the first distal mature leaf of the main stem, usually the 3rd or 4th leaf from the top which was not shaded by other leaves. Further measurements were made to compare this standard against younger and older leaves, to record and account for changes related to leaf age. These measurements were made in species with overwintering leaves: Fragaria vesca L., Hepatica nobilis Schreb., Oxalis acetosella L., Vaccinium vitis-idaea L., and in summer green species: Campanula persicifolia L. and Convallaria majalis L. Only visibly healthy leaves were measured to avoid confounding results due to herbivory or other damage. Understorey species abundances were recorded within a 3-m radius of the measurement points, and species' phenology (i.e. timing of emergence, leaf opening, flowering, seed production, and senescence) was recorded at the stand level. Community weighted means (CWM) for flavonol index (Iflav) were calculated for each measurement point on each DOY, by multiplying Dualex values by relative abundances of each species measured.

Comparison of Optically Measured Iflav and Extracted Flavonoids

During the spring and summer of 2016, leaf samples of understorey species were collected from two contrasting forest stands, those with a Q. robur and P. abies canopies, to test the relationship between the flavonoid content measured in intact leaves using a Dualex and from leaf extracts using a spectrophotometer. Spectrophotometric readings of extracted flavonoids were taken from same leaves measured with the Dualex in three prevalent understorey species: H. nobilis and O. acetosella from the P. abies stand; Aegopodium podagraria L. and C. majalis from the Q. robur stand, and Anemone nemorosa L. from both stands. Fifteen individuals per species per stand were sampled on five to six occasions. Dualex measurements were made in the middle section of the lamina of sampled leaves avoiding major veins, prior to leaf-disk sampling.

Two leaf-disks from each leaf were punched (2 × 0.28 cm2 area) in situ directly into 3 ml of acidified methanol (99,9% MeOH acidified with HCl 1:200). All samples were kept dark and on ice in a cold box in the field during sampling and subsequently at +6°C overnight. Extracts were analysed with a spectrophotometer (Shimadzu UV-2501 PC UV-VIS, Kyoto, Japan) recording absorption spectra from 190 to 900 nm using a quartz cuvette and samples were diluted if necessary to keep absorbance values ≤ 2. To test the relationship with Dualex measurements four values were compared: absorbance at 375 nm, mean absorbance within the UV-B spectrum, UV-A spectrum, and the whole UV (UV-B plus UV-A) spectrum.

Additional equivalent leaf-disks were taken to obtain fresh and dry weights from the same leaves. These leaf-disks were kept in sealed plastic bags in the cold and dark until weighing for fresh weight shortly after sampling. Leaf-disk dry weights were measured after >24 hours drying at +50°C. The absorbance of leaf extracts was normalised for sample volume and leaf fresh weight.

Irradiance Measurements Below Forest Canopies

Solar spectral irradiance under the forest canopies was measured with portable CCD array spectroradiometer Maya 2000 pro (Ocean Optics, Dunedin, FL, USA) with D7-H-SMA cosine diffuser (Bentham Instruments Ltd., Reading, UK) with spectral range of 200–1100 nm. The spectrometer was calibrated by Finnish Radiation and Nuclear Safety Authority (Ylianttila et al., 2005; Aphalo et al., 2016; Aphalo, 2017) for accurate outdoor solar radiation measurement from UV-B to near-infrared radiation. The detailed measurement and post-processing protocol used is described in Hartikainen et al. (2018). The final replicate of irradiance readings from P. abies stand and three measurement points from Betula young stand are missing, since the fibre-optic cable to the diffuser broke.

All irradiance measurements were made within 3 hours of peak solar irradiance at solar noon, under weather conditions that were as close to clear sky as occurred at the field site each month (Figure S1). To achieve measurements which encompassed the range of variation in under-canopy irradiance, three sets of measurements were made at each measurement point: 1) in a sunfleck consisting mostly of direct radiation (Smith and Berry, 2013), 2) within an umbra (shade) of a tree trunk consisting of diffuse radiation, and 3) at a point where radiation penetrated through a canopy of leaves (henceforth understorey leaf position) (Hartikainen et al., 2018).

Data Analyses

The stand-related differences in Iflav trends were compared by inspecting any overlap between 95% confidence intervals (CI) (Di Stefano, 2004; Martínez-Abraín, 2007) of loess-based fits (obtained with R function “loess”) based on values from individual plants and averages per measurement point. The same approach was used to compare year-to-year consistency of Iflav trends, species-specific patterns, and differences in trends in spectral irradiance. Additionally, differences in Iflav, or in CWMs of Iflav, between stands were tested using ANOVA for each DOY. Likewise, ANOVAs were used to test for differences in Iflav between different-aged leaves and species-specific patterns in Iflav between stands. A two-sample Student's t-test or non-parametric Wilcoxon test was used to test for differences between Iflav of the adaxial and abaxial leaf sides. The same approach was used to test for differences between Iflav of new spring leaves of H. nobilis at their initial emergence and during summer, and between Iflav of overwintered leaves at first and last measurement.

Weather station data were compared with Iflav from 2015 and 2016 to test whether temperature was an important driver of the observed Iflav trend. To assess any differences between the two consecutive years with respect to the spring onset of the growing season, the following weather variables were calculated: days post snowmelt in spring, days prior to first marked snowfall in winter, days from beginning of thermal growing season, and the effective temperature sum for a given DOY. The relationship of these variables with mean Iflav was investigated through Pearson's correlation. The relationship between leaf adaxial or abaxial Iflav and minimum daily air temperature was investigated through generalised additive mixed models (GAMMs, R package NLME, Pinheiro et al., 2019). As all weather-related variables were co-linear (Figure S2), we chose minimum air temperature as the explanatory variable in the model based on its high negative correlation with Iflav and the expected response of Iflav to low temperatures. The relationship between different methods of quantifying leaf flavonoids i.e. Dualex measurements vs. leaf extracts, was investigated with Pearson's correlation and with GAMM. Appropriate variance structures were assigned to the species-specific models, allowing for residual spread to change for different DOY (R function varIdent), over different values of the explanatory variable (R function varFixed), or for both (R function varComb), and a temporal correlation structure (compound symmetry auto-correlation structure, R function corCompSymm). Equivalent analyses to these were used to test the relationship between mean Iflav and understorey spectral irradiance (unweighted and BSWFs) in different understorey positions (sunfleck, shade, leaf). Different variance structures e.g. allowing for residual spread to change for different stands (R function varIdent) and a temporal correlation structure (R function corCompSymm) were tested. All data exploration and analysis were performed in R version 3.5.2 (2018, The R Foundation for Statistical Computing, Vienna, Austria). All figures were created with R package ggplot2 (Wickham, 2016).

Results

Repeated Optical Leaf Trait Measurements From Understorey Plants

Seasonal Trends in Iflav From Plants in Forest Stands Across Consecutive Years

The seasonal trend in Iflav with DOY was similar between consecutive years, although Iflav was slightly higher in the spring of 2015 than 2016 (non-overlapping CIs, Figure 1). This trend differed among stands whereby understorey Iflav was clearly lowest in the P. abies stand, whereas trends in Iflav were indistinguishable among the three Betula stands with considerable 95% CI overlap throughout spring and summer (Figure 2, Table S4). These differences among stands held whether comparing individual plants (Figure 2) or averages across the measurement points (Figure S3), but were slightly less distinct in 2016 than 2015 (Figure S4). The 2015 trend in understorey Iflav from the Q. robur stand differed from all the other stands, since Iflav declined there most gradually (from DOY 142–144 onwards) from its initial spring peak (Figure 2). However, based on CI-overlap this difference was only evident on a per plant basis in 2015, not from the measurement point averages (Figure S3), or per plant basis in 2016 (Figure S4). The understorey Iflav from each stand followed a similar time course: initially high values on DOY 114 or 125 with a subsequent decline to a minimum by DOY 202/206 in the deciduous stands, and by DOY 156/157 in the P. abies stand (Figure 2, Table S4).

FIGURE 1
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Figure 1 Trends in the leaf adaxial epidermal flavonol index (Iflav) from understorey species growing in total of five forest stands in two consecutive years. The trend lines are given by a loess fit to the cloud of points for each year with 95% CI (grey band). Data from 2015 include all 35 understorey species at specific measurement points, whereas data from 2016 comprise of six species growing across the whole of each stand. The vertical grey dotted lines indicate the approximate beginning of summer and autumn with respective mean daily air temperatures continuously above +10°C degrees and subsequently below +10°C. Restricting the data fitted by the smoother to the same time period and same species in both years did not affect the result. Further details of weather during the sampling years are provided in Table S3.

FIGURE 2
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Figure 2 Leaf adaxial epidermal flavonol index (Iflav) from understorey species growing in five forest stands measured during spring and summer in 2015. A total of 35 understorey species were present in different stands. The trend lines are given by a loess fit to the cloud of points for each stand with 95% CI (grey band). Each point represents a measurement from an individual plant. The vertical grey dotted line indicates the approximate beginning of summer with respective mean daily air temperatures continuously above +10°C degrees. Further details of weather during 2015 are provided in Table S3.

In addition to the seasonal trends, significant differences among stands in understorey Iflav were identified on each measurement date (Table S4). When only deciduous stands were compared, these differences were less evident, but still significant from DOY 125 onward (Table S4). Measurements of six species extending late into the 2016 growing season to DOY 292, revealed that the Iflav of two species with overwintering leaves had no significant differences among stands by mid-July (DOY 195–202) when Iflav reached its lowest values in the deciduous stands, while in the autumn divergent trends in Iflav among stands resembled those occurring in spring (Table S5).

The seasonal trend in Iflav remained similar irrespective of whether the composition of the understorey plant community was accounted for using simple averages, or as a CWMs (Figure S5 and Table S4). However, stand-related differences were less distinct as CWMs; whereby all stands were indistinguishable at the beginning (DOY 114) and at the end (DOY 202/206) of the 2015 measurement period (Table S4). Furthermore, the difference between plants growing in the Q. robur and Betula stands late in the spring was no longer as evident when CWMs for Iflav were used (Figure S5: overlap in 95% CIs, Table S4).

Seasonal Differences Between Adaxial and Abaxial Iflav

The relationship between Iflav measured from the leaf adaxial and abaxial sides varied seasonally in a species-specific manner (Figure S6). In A. nemorosa and C. majalis Iflav on either leaf side differed throughout the growing season, whereas in A. podagraria this difference was only present during spring (Figure S6). Furthermore, Iflav differed between leaf sides both in spring and autumn in species with overwintering leaves, F. vesca and H. nobilis, although not in O. acetosella which provided the exception (Figure S6). Among those species where Iflav differed according to leaf side, values for the adaxial side typically increased in spring, autumn, or both, and were higher than those of the abaxial side with a few exceptions at low Iflav values in F. vesca (Figure S6).

Effect of the Weather in Consecutive Years on Seasonal Changes in Iflav

Over 2015 Iflav correlated negatively (r = −0.66) with variables describing progression through the growing season (days prior to winter snowfall, days post spring snowmelt, days from the beginning of thermal growing season), while its relationship with minimum daily air temperature was weaker (r = −0.59) (Table S6). On the contrary, over 2016 Iflav correlated best with minimum daily air temperature (r = −0.41) (Table S6). In comparison to 2015, the relationships between Iflav and other weather-related variables were weaker in 2016 (Table S6). The model combining both years with minimum air temperature as explanatory variable only poorly explained changes in Iflav on both leaf sides (R2 -values: 0.47; 0.33 for models with adaxial and abaxial Iflav respectively) (Supplementary A2 and Figure S2).

Understorey Species-Specific Patterns in Iflav

In both years, Iflav differed significantly among species within each stand on each DOY (p < 0.001 in each case) with only two exceptions (in the Betula old stand in 2016: on DOY 131 p = 0.07, on DOY 141 p = 0.045). The trends in Iflav for five abundant understorey species in 2015 are highlighted in Figure 3. Of these species, A. podagraria and Filipendula ulmaria (L.) Maxim. followed similar patterns to the general trend described above. Although there were stand-specific differences in Iflav in these two species, this seasonal pattern was consistent across all stands where they were measured (Figure 3 and Table S7). There were also stand-related differences in Iflav trends in A. nemorosa, which had lowest Iflav values in the P. abies stand, and distinct trend in the Q. robur stand compared with the Betula stands from DOY 142–144 onward (Figure 3: no overlap in 95% CIs, Table S7). C. majalis was the last of the five understorey species to emerge in spring, and its Iflav attained modest values compared to other species (Figure 3 and Table S7). New leaves of O. acetosella were produced later (around DOY 125) in the Q. robur stand than in the other stands, with only a minor increase in Iflav throughout summer (Figure 3 and Table S7), thus creating a very different time-course pattern compared to the same species growing elsewhere. Species-specific patterns mostly held in the following year, although more frequent measurements revealed some additional differences during autumn in species with overwintering leaves (Figure S7).

FIGURE 3
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Figure 3 Trends in leaf epidermal flavonol index (Iflav) from five understorey species (A. podagraria, A. nemorosa, C. majalis, F. ulmaria, and O. acetosella) measured on five occasions during spring and summer 2015. The trend lines are given by loess fits to the cloud of points for each stand with 95% CI (grey band). The vertical grey dotted lines indicate the approximate beginning of summer with respective mean daily air temperatures continuously above +10°C degrees. Further details of weather during 2015 are provided in Table S3.

Relating Leaf Retention Strategy and Leaf Age to Iflav

The Iflav differed between concurrently measured leaves of different ages (Table S8). This was based on the comparison of two summer green species (Table S8). Furthermore, differences in the phenology of the four species with overwintering leaves affected species-specific patterns in Iflav related to the timing of leaf production, because new leaves produced after the start of the growing season had significantly lower Iflav values than mature leaves measured on the same dates (Table S8 and Figure S8). A lower Iflav in new leaves was found both among species producing a distinct cohort of new leaves once during the growing season (i.e. H. nobilis), and those species producing new leaves throughout the growing season (i.e. F. vesca) (Table S8). Similarly, when Iflav of different aged leaves of H. nobilis was compared during 2016 in four stands, old and new spring leaves were significantly different (p < 0.01 each time) throughout spring until the senescence of old leaves (DOY 133–166), excluding initial emergence of new leaves in the two stands where no difference was found (data not shown). Further tests of different aged leaves from this species revealed that Iflav changes within young spring leaves were largely responsible for the species' average seasonal decline (Table S9). On the contrary, the Iflav of the overwintered leaves did not differ during spring in two stands, and only in overwintering leaves from Q. robur stand Iflav declined during spring (Table S9).

Comparison of Optically Measured Iflav and Extracted Flavonoids

The Iflav measured at 375 nm by Dualex, had a stronger relationship with the absorbance of leaf-disk extracts when mean absorbance over the spectral regions of UV-B, UV-A or the entire UV spectrum was used than it did with absorbance of extracts at 375 nm (Table S10). There were species-specific differences in the strength of this relationship which was stronger in general for A. nemorosa and H. nobilis than for C. majalis (Table S10). The best selected species-specific GAMMs or GLS for A. podagraria, C. majalis, and O. acetosella used mean absorbance of extracts over the UV-B region as the explanatory variable, while for A. nemorosa and H. nobilis mean absorbance of extracts over UV-A region gave the best fits (all details in Supplementary A2). However, the highest peak in absorbance in the UV spectrum was at ~330 nm throughout the spring and summer season for A. podagraria, A. nemorosa, and H. nobilis, but this peak was not as distinctive in O. acetosella and C. majalis (Figure S9).

There were seasonal differences in the relationship between Iflav and flavonoid extracts over spring and summer (Supplementary A2, Figure S9). The modest initial early-season peak on DOY 125 in Iflav, found in all species but C. majalis on that date, was only visible in extracts of H. nobilis and A. nemorosa from the P. abies stand (Table S10, Supplementary A2). Despite these inconsistencies, both methods revealed differences in flavonoids between A. nemorosa growing in those stands with contrasting light environments (Table S11); which we used to verify the reliability of these approaches.

Irradiance Measurements Below Forest Canopies

In general, the irradiance in understorey sunflecks was more variable across the measured spectrum than irradiance in understorey shade or in the leaf position (Table 1, Figure S10, Table S12). Our previous analysis (Hartikainen et al., 2018) found that the shape of the spectra persisted in sunflecks among stands and through the spring and summer season, which suggests this variation stemmed from differences in the size of the sunflecks. The time-course changes within each spectral region differed among the stands, especially in understorey shade, and in particular trends from the P. abies stand differed from all the other stands both in shade and in sunflecks (Figure 4 and Figure S10: non-overlapping CIs in early spring). Time-course changes in irradiance in the P. abies stand mainly reflected its noticeably higher plant area index (PAI) early in the growing season in comparison to other stands, and seasonal differences in solar elevation angle (Figures 4 and 5 and Figure S10).

TABLE 1
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Table 1 Mean (± SE) PAR, UV-B, and UV-A photon irradiance (µmol m−2 s−1) and effective UV dose (µmol m−2 s−1) calculated according to biological spectral weighting function for plant growth (PG action spectrum, ) measured in understorey sunflecks, shade and leaf positions, where leaf position refers to radiation that is transmitted through the canopy of leaves. Open reference measurements were taken in an open field area well outside the forest.

FIGURE 4
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Figure 4 Mean (± SE) of unweighted UV-B irradiance (µmol m−2 s−1) in understorey shade by DOY in five studied stands differing in canopy composition (deciduous Betula old, mixed and young; evergreen Picea abies; deciduous Quercus robur) measured during spring and summer, 2015. Measurements were made with a calibrated array spectroradiometer connected via a fibre-optic cable to a levelled cosine diffuser. The trend lines are given by a loess fit for each stand with 95% CI (grey band). The vertical grey dotted lines indicate the approximate beginning of summer with respective mean daily air temperatures continuously above +10°C degrees. Further details of weather during 2015 are provided in Table S3.

FIGURE 5
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Figure 5 Mean (± SE) sunfleck duration in minutes for each measurement day (black) and corresponding Plant Area Index, m2 m−2 (light grey) in five different stands (deciduous Betula old, mixed and young; evergreen Picea abies; deciduous Quercus robur) during spring and summer 2015. The data were acquired from hemispherical photographs and all details of the calculation protocol are provided in Supplementary A3. The vertical grey dotted lines indicate the approximate beginning of summer with respective mean daily air temperatures continuously above +10°C degrees.

Otherwise, the UV irradiance trend in shade in the Q. robur stand differed from the three Betula stands, whereby UV irradiance was higher on DOY 142/144 in the Q. robur stand (Figure 4 and Figure S10: non-overlapping CIs on DOY 142/144). However, unlike trends in UV irradiance, no differences in PAR were found between the Q. robur and Betula stands (Table 1 and Figure S10). Time-course changes in irradiance from the Q. robur stand partly stemmed from its delayed canopy phenology compared with that of Betula (Figure S10 and Figure 5), albeit this difference was not as distinctly reflected in PAI as it was in sunfleck duration and surveyed phenology (Figure 5 and Figure S11).

Relating Understorey Iflav and Understorey Spectral Irradiance

There was a strong positive relationship between mean Iflav and spectral irradiance measured in understorey shade (Table 2 and Supplementary A2). On the contrary, the relationship between Iflav and spectral irradiance measured in sunflecks or in leaf position was mostly weak or non-significant, except for stronger relationship found from the Betula stands between Iflav and R:FR-ratio measured in sunflecks (Table 2 and Supplementary A2). However, stand-related differences conditioned these relationships; particularly for the P. abies stand where spectral irradiance in sunflecks was strongly negatively correlated with Iflav (Table 2). In understorey shade, of all but the Q. robur and Betula young stands, a positive linear relationship gave a good fit between different spectral regions and mean Iflav (Figure 6 and Supplementary A2).

TABLE 2
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Table 2 The relationship between flavonol index (Iflav) and spectral irradiance (µmol m−2 s−1) or effective UV dose calculated according to different spectral weighting functions in different understorey positions.

FIGURE 6
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Figure 6 The relationship between mean adaxial flavonol index (Iflav) and unweighted UV-A irradiance in understorey shade in five different stands (deciduous Betula old, mixed and young; evergreen Picea abies; deciduous Quercus robur) studied during spring and summer 2015. The trend lines are given by a loess fit to the cloud of points with 95% CI (grey band). The degree of smoothing is adjusted for each stand (the default value for parameter α = 1, except in Betula mixed α = 2 and in Betula young α = 1.1). Different coloured points represent measurements made on different DOYs.

The best selected models used unweighted UV-A irradiation or the effective UV dose calculated according to BSWF for plant growth (PG action spectrum, Flint and Caldwell, 2003) which spans the UV-B and UV-A regions, as explanatory variables for the changes in Iflav in understorey shade (all details in Supplementary A2 and Table 2). Model testing for understorey sunflecks gave similar results to shade, except for the P. abies stand where contrary to all other stands there was a negative relationship between Iflav and spectral irradiance in sunflecks (Table 2 and Supplementary A2). Testing several models with co-linear explanatory variables can lead to error propagation, so these results should be treated with caution, and the relationships do not imply causation.

Discussion

Does UV Radiation Explain the Trends in Iflav?

We found clear stand-related differences in Iflav of understorey plants, which were the result of intraspecific and to a lesser extent interspecific differences among the plant communities in these contrasting stands. In species with overwintering leaves, this stand-level divergence was also evident in autumn. Furthermore, we found a seasonal trend in Iflav of understorey plants which was consistent among the stands, and which persisted over two consecutive years despite their differing spring weather. All these trends point towards a strong role for environmental factors driving the differences in Iflav especially during spring and autumn. Stand-related trends in Iflav were related to spectral irradiance in deciduous stands, particularly to effective UV dose calculated according to BSWF for plant growth (PG) and unweighted UV-A, measured in understorey shade. However, the seasonally higher values of Iflav found during early spring in plants growing in the evergreen P. abies stand were not related to spectral irradiance in spring. We might have expected seasonal changes in Iflav to have correlated better with UV-B than UV-A radiation, since seasonal variation in UV-B is more pronounced than that of UV-A (Verdaguer et al., 2017), but this was not the case. Our results resemble the seasonal trend in flavonoids from unshaded leaves of Betula pubescens trees growing in Finland, in which high early season values could not be explained by UV radiation alone (Kotilainen et al., 2010). Likewise, flavonoid-glycosides from leaves of B. pubescens subsp. czerepanovii growing close to the treeline followed a seasonal time-course from bud burst to senescence (Riipi et al., 2002). Similarly, seasonal changes in the short-term accumulation of flavonoids in Arabidopsis were also found to persist even when UV was attenuated (Coffey et al., 2017). The trends reported in these studies and ours all point to other environmental factors or developmental processes that co-vary seasonally with UV radiation also being implicated in driving trends in flavonoids (Liakoura et al., 2001; Kotilainen et al., 2010; Nenadis et al., 2015; Coffey and Jansen, 2019). In the next sections we try to disentangle these possible mechanisms affecting epidermal UV absorbance and flavonoid accumulation seasonally.

Potential Interactions of Seasonal Changes in Temperature and Solar Radiation With Trends in Iflav

The seasonal Iflav trend for higher values in spring and autumn, is likely partly explained by low temperatures experienced by understorey species in these periods. Our Iflav trends resembled the seasonal patterns in flavonoids attributed to temperature in an outdoor experiment attenuating UV radiation from different Arabidopsis accessions and genotypes (Coffey et al., 2017; Coffey and Jansen, 2019). Earlier studies have found changes in epidermal UV-transmittance at moderate temperatures ranging from + 9 to 21°C (Bilger et al., 2007), which likely falls within the range of summertime fluctuations in the stands we studied (e.g. in 2016 on DOY 166: +5.2–19.8°C outside the forest). However, we did not find that Iflav increased with low summer air temperatures (Figure S12) and likewise the minimum air temperature on measurement days had poor explanatory value in our data both for seasonal changes in adaxial and abaxial Iflav (Supplementary A2). Low temperature-enhanced flavonol synthesis is dependent on light (Bhatia et al., 2018), and although this could have relevance especially in high latitudes with extended daylight hours during summer, it seems unlikely to be the only mechanism producing the differences in Iflav between adaxial and abaxial leaf sides that we found (Figure S6). A combination of harsh environmental conditions, including excessive irradiance and low temperatures during early spring, could feasibly explain the trends in Iflav, as reported for partially exposed plants compared to those under snowpack in winter (Solanki et al., 2019). This implies that differences in snow cover and winter PAI between the stands in our study might to some extent explain early spring stand-level differences in Iflav.

Understorey Species-Specific Patterns in Iflav

Interspecific differences in Iflav among understorey species were significant throughout the season, and variation in Iflav was found in early spring species as well as in later emerging species, whereby most later emerging species did have low Iflav values, but not necessarily lower than other understorey species in a stand on the same DOY. We found seasonal patterns and plasticity in both species with summer green and overwintering leaves, although Iflav and leaf flavonoid values remained relatively high in H. nobilis meaning that its seasonal or stand-related trends were not as drastic as those of most summer green species (Figures S7 and S9). Even so, the high early spring Iflav values of understorey plants found in the P. abies stand may be partly attributed to species composition, whereby the P. abies stand had a higher proportion of species with overwintering leaves compared to other stands. Similarly, the differences between Iflav of plants growing in the Betula and Q. robur stands were no longer evident when expressed as CWMs, potentially because of understorey species with differing phenological strategies growing in these stands.

Differences in the phenolic profiles of understorey species probably partly explain the species-specific relationships between Iflav and mean absorbance of flavonoid extracts in the UV-A and UV-B region, and some of the seasonal heterogeneity in this relationship (Supplementary A2). Quantitative measures of total flavonoids often do not reflect qualitative compositional changes (Markham et al., 1998; Stark et al., 2008) which can be functionally meaningful. Furthermore, UV-B -screening was found to be consistent compared to UV-A -screening across multiple species (Robberecht et al., 1980), and within both sun and shade leaves (Liakoura et al., 2003) which might relate to qualitative differences. Nevertheless, the seasonal dynamics in Iflav that we report, resembling for instance those of trees (Kotilainen et al., 2010), indicates that qualitative differences alone did not explain species-specific trends in Iflav through the growing season.

Understorey Species-Specific Differences Between Adaxial and Abaxial Iflav

The relationship between Iflav from the leaf adaxial and abaxial side changed seasonally in a species-specific manner (Figure S6). The greatest differences between leaf sides were during spring and autumn, suggesting that flavonols located in the epidermis (and possibly immediate subepidermal cells) were primarily responsible for the high Iflav during spring, and in autumn for species with overwintering leaves. In contrast, during summer Iflav was low and no differences were detected between leaf sides. However, the stronger correlation in most species between flavonoid extracts and Iflav during this period, compared to early spring, indicates that in summer epidermal flavonoids (though low) contributed a large proportion of the whole leaf soluble flavonoid content (Table S10 and Supplementary A2). In some circumstances epidermal flavonoids can represent only a small fraction of the whole leaf flavonoids (Csepregi et al., 2019), while in others they can be a major constituent (e.g. Burchard et al., 2000; Bilger et al., 2007). One potential explanation for the seasonally variable relationship that we found between Iflav and flavonoid extracts (e.g. in A. podagraria during early spring) is that the proportion of the whole leaf flavonoid pool found in the adaxial epidermis changes seasonally. Such a pattern could be created by e.g. flavonoid relocation within the leaf tissue, conformational changes (Barnes et al., 2008; Julkunen-Tiitto et al., 2015) or differing proportions of insoluble phenolics (Semerdjieva et al., 2003). The species-specific differences in Iflav of leaf adaxial and abaxial sides may also stem from anatomical differences, e.g. O. acetosella which mostly had similar Iflav on both leaf sides, has thin leaves and convex epidermal cells focusing direct light to mesophyll (Myers et al., 1994).

Effects of Leaf Retention Strategy, Leaf Age, and Climatic Factors on Trends in Iflav

We found that the seasonal trend for decreasing Iflav in summer persisted both when comparing leaves of different ages and leaves of standardised age (Table S8 and Figure 2). Although many leaves of summer green species were still immature at the very beginning of the sampling period and leaf age has been found to affect flavonoids in some species (Liakoura et al., 2001; Laitinen et al., 2002), this did not appear to distort our results. Similarly, although in the autumn some old leaves of A. podagraria and H. nobilis became damaged with age, which could affect the Iflav, on testing we did not find this to have any major effect on Iflav. Overwintering leaves of V. vitis-idaea maintained high Iflav until new leaves with significantly lower Iflav were produced (DOY 156/157). Therefore, during spring the relatively large differences between stands in Iflav of V. vitis-idaea mainly derived from old leaves (Figure S8). Hence, while leaf age was an important contributor to the seasonal trend in Iflav, the flavonoid content of leaves was responsive to the prevailing environment either mainly during leaf development, or throughout leaf lifespan. Seasonal variation in flavonoids and related phenolics have sometimes been attributed to leaf surface features such as pubescent or glabrous leaves, changing with leaf age e.g. in some Mediterranean species (Liakoura et al., 2001). Among the species we surveyed, leaf characteristics may vary, and for instance the overwintering leaves of F. vesca have more leaf hairs than leaves produced during summer (Åström et al., 2015). However, the consistent seasonal Iflav trend we found from species with varying leaf phenology (e.g. continuous leaf production during spring and summer) suggests that leaf morphological features contributed little to these seasonal trends in leaf flavonoids.

The rate of accumulation of leaf flavonoids often varies over a period of a few days to over a week in response to UV-B radiation (Sullivan et al., 2007; Hectors et al., 2014), but far less is known about the rate of their down-regulation or degradation (Olsen et al., 2009). The noticeable late spring decline in Iflav that we report may be partly related to leaf production and the subsequent acclimation of new leaves or individuals to their environment according to their prevailing conditions (e.g. temperature, spectral irradiance, canopy closure). However, the significant differences in Iflav between spring and summer (>20 days) among new spring leaves of H. nobilis, suggests down-regulation or degradation of flavonoids within a same leaf or individual in this species (Table S9).

Effect of Transient Light in the Understorey on Trends in Iflav

Mature leaves acclimated to low irradiance can increase their UV-screening when exposed to high irradiance (Barnes et al., 2013; Talhouët et al., 2019), as might happen after canopy leaf fall, compounded by temperature fluctuations, in our deciduous stands. In comparison, leaves acclimated to high irradiance conditions are often found to maintain high UV-screening across various species in nature (Krause et al., 2003; Liakoura et al., 2003), or even when plants acclimated to high irradiance are transferred to conditions with low irradiance (Barnes et al., 2013). This along with our results implies that any damage induced by infrequent high irradiance from sunflecks or sunpatches after canopy closure may be ameliorated by the activation of photoprotection mechanisms independent of flavonoid accumulation. Supporting this assertion, in the evergreen P. abies stand the effective UV dose calculated from the spectral irradiance in sunflecks according to BSWF for flavonoid accumulation (Ibdah et al., 2002) indicated a trend of increasing flavonoids towards the highest mid-summer irradiance (Figure S10). Although this result is expected in the evergreen stand where understorey irradiance is mostly defined by seasonal changes in solar elevation angle, this increasing trend was the opposite of the decreasing trend in Iflav we recorded. It is noteworthy that many brief or less intense sunflecks than those we measured pass through the understorey, and that after canopy closure a larger proportion of the sunflecks will be penumbral compared to direct beam radiation (Chazdon and Pearcy, 1991; Smith and Berry, 2013). Furthermore, overcast weather decreases the occurrence of direct-beam radiation sunflecks in the understorey (Way and Pearcy, 2012). Many plant physiological and morphological features under a closed canopy understorey are acclimated to shaded conditions (Pearcy and Sims, 1994), and more rapid high-light response mechanisms e.g. chloroplast relocation (Williams et al., 2003; Way and Pearcy, 2012) or nastic movement as in O. acetosella (Kumke, 1982) may be used during sunflecks to adjust to transient high irradiance. A combination of these explanations could explain why Iflav seems not to be adjusted to high irradiance in sunflecks during summer in the understorey species we studied. However, since seasonal variation in Iflav was consistent among understorey plant communities, it seems their level of flavonoids was sufficient to minimise damaging effects of high spectral irradiance, or at least that lower flavonoids during summer did not result in a significant trade-off increasing photodamage and repair, and in turn reducing fitness. In line with this, previous studies suggest plants rarely experience severe damage due to UV-B radiation in nature (Paul and Gwynn-Jones, 2003). Furthermore, low UV radiation might provide cross-tolerance to high UV-B radiation (Hideg et al., 2013; Coffey et al., 2017), or high solar irradiance in general (Klem et al., 2015), which might be beneficial during infrequent high irradiance sunflecks or sunpatches.

Conclusions

We found that consistent seasonal trends and stand-related differences in the epidermal UV-A absorbance of understorey species, reflected climatic conditions, species leaf retention strategy, and new leaf production. Furthermore, we found that understorey plants adjust their epidermal flavonoids to low background shade irradiance compared to infrequent high direct irradiance in sunflecks after canopy closure during summer. Climate change is expected to: 1) affect phenology by extending deciduous canopy cover, hence potentially negatively affecting carbon gain of some understorey plants, and 2) increase the probability of frost damage because of reduced snow cover during winter. In the context of our results, these two effects would result in reduced investment in photoprotective secondary metabolites, such as leaf flavonoids, among understorey species with summer green leaves, but increasing allocation to flavonoids, especially during autumn and winter, in species with overwintering leaves.

Data Availability Statement

The datasets generated for this study are available on request to the corresponding authors.

Author Contributions

SH and TR conceived the ideas for the manuscript and designed the field methodology. SH collected and analysed the data. TR analysed the spectroradiometer data. JL collected the additional optical leaf trait dataset in 2016. MP and JL contributed to writing of the manuscript. SH wrote the manuscript, and TR supervised all stages. All authors gave editorial input and final approval for publication.

Funding

This work was supported by the Academy of Finland (funding decisions 266523, 304519, and 324555).

Conflict of Interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Acknowledgments

We thank Lammi Biological Research Station of the University of Helsinki, Research Coordinator John Loehr and Director Janne Sundell, for logistical and practical support. Marcel A. K. Jansen (University College Cork) and John Loehr (Lammi Biological Station) gave helpful comments to improve the manuscript.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fpls.2019.01762/full#supplementary-material

All the Supplementary Tables and Figures (referred in the main text as Table S1–S12, Figure S1–S12) are in Supplementary Appendix 1 (Supplementary Materials, Data Sheet 1).

Abbreviations

BSWF, biological spectral weighting function; CI, confidence interval; CWM, community weighted mean; DOY, day of the year; FLAV, UV action spectrum for accumulation of flavonoids (Ibdah et al., 2002); GEN(G), mathematical formulation of the generalised plant action spectrum (Green et al., 1974); HCAs, hydroxycinnamic acid derivatives; Iflav, flavonol index measured with an optical leaf clip Dualex Scientific+; LBS, Lammi biological station; PAI, plant area index; PAR, photosynthetically active radiation, 400–700 nm; PG, UV action spectrum for plant growth (Flint and Caldwell, 2003); UV-A, ultraviolet-A radiation, 315–400 nm; UV-B, ultraviolet-B radiation, 280–315 nm.

References

Ålenius, C. M., Vogelmann, T. C., Bornman, J. F. (1995). A three-dimensional representation of the relationship between penetration of UV-B radiation and UV-screening pigments in leaves of brassica napus. New Phytol. 131 (3), 297–302. doi: 10.1111/j.1469-8137.1995.tb03065.x

CrossRef Full Text | Google Scholar

Åström, H., Metsovuori, E., Saarinen, T., Lundell, R., Hänninen, H. (2015). Morphological characteristics and photosynthetic capacity of Fragaria vesca L. winter and summer leaves. Flora 215, 33–39. doi: 10.1016/j.flora.2015.07.001

CrossRef Full Text | Google Scholar

Agati, G., Tattini, M. (2010). Multiple functional roles of flavonoids in photoprotection. New Phytol. 186 (4), 786–793. doi: 10.1111/j.1469-8137.2010.03269.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Agati, G., Cerovic, Z. G., Marta, A. D., Di Stefano, V., Pinelli, P., Traversi, M. L., et al. (2008). Optically-assessed preformed flavonoids and susceptibility of grapevine to Plasmopara viticola under different light regimes. Funct. Plant Biol. 35 (1), 77–84. doi: 10.1071/FP07178

CrossRef Full Text | Google Scholar

Aphalo, P. J., Albert, A., Björn, L. O., Mcleod, A., Robson, T. M., Rosenqvist, E. (2012). Beyond the visible (Helsinki: University, Department of Biosciences, Division of Plant Biology).

Google Scholar

Aphalo, P. J., Robson, T. M., Piiparinen, J. (2016). How to check an array spectrometer [Online]. Available: http://uv4plants.org/methods/how-to-check-an-array-spectrometer/.

Google Scholar

Aphalo, P. J. (2017). “Quantification of UV Radiation,” in UV-B Radiation and Plant Life: Molecular Biology to Ecology. Ed. Jordan, B. R. (Oxford: UK: CABI International), 10–22.

Google Scholar

Augspurger, C. K., Salk, C. F., Wilson, S. (2017). Constraints of cold and shade on the phenology of spring ephemeral herb species. J. Ecol. 105 (1), 246–254. doi: 10.1111/1365-2745.12651

CrossRef Full Text | Google Scholar

Barnes, P. W., Flint, S. D., Slusser, J. R., Gao, W., Rye, R. J. (2008). Diurnal changes in epidermal UV transmittance of plants in naturally high UV environments. Physiol. Plant 133, 363–372. doi: 10.1111/j.1399-3054.2008.01084.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Barnes, P. W., Kersting, A. R., Flint, S. D., Beyschlag, W., Ryel, R. J. (2013). Adjustments in epidermal UV-transmittance of leaves in sun-shade transitions. Physiol. Plant 149 (2), 200–213. doi: 10.1111/ppl.12025

PubMed Abstract | CrossRef Full Text | Google Scholar

Barnes, P. W., Tobler, M. A., Keefover-Ring, K., Flint, S. D., Barkley, A. E., Ryel, R. J., et al. (2016a). Rapid modulation of ultraviolet shielding in plants is influenced by solar ultraviolet radiation and linked to alterations in flavonoids. Plant Cell Environ. 39 (1), 222–230. doi: 10.1111/pce.12609

PubMed Abstract | CrossRef Full Text | Google Scholar

Barnes, P., Flint, S., Tobler, M., Ryel, R. (2016b). Diurnal adjustment in ultraviolet sunscreen protection is widespread among higher plants. Oecologia 181 (1), 55–63. doi: 10.1007/s00442-016-3558-9

PubMed Abstract | CrossRef Full Text | Google Scholar

Barnes, P. W. (2016c). Understanding the ecological role of solar ultraviolet radiation in the life (and death) of terrestrial plants: an historical perspective. UV4 Plants Bull. 2, 7–15. doi: 10.19232/uv4pb.2016.2.12.

CrossRef Full Text | Google Scholar

Bhatia, C., Pandey, A., Gaddam, S. R., Hoecker, U., Trivedi, P. K. (2018). Low temperature-enhanced flavonol synthesis requires light-associated regulatory components in arabidopsis thaliana. Plant Cell Physiol. 59 (10), 2099–2112. doi: 10.1093/pcp/pcy132

PubMed Abstract | CrossRef Full Text | Google Scholar

Bilger, W., Rolland, M., Nybakken, L. (2007). UV screening in higher plants induced by low temperature in the absence of UV-B radiation. Photochem. Photobiol. Sci.: Off. J. Eur. Photochem. Assoc. Eur. Soc. Photobiol. 6 (2), 190–195. doi: 10.1039/b609820g

CrossRef Full Text | Google Scholar

Björn, L. O. (2015). On the history of phyto-photo UV science (not to be left in skoto toto and silence). Plant Physiol. Biochem. 93, 3–8. doi: 10.1016/j.plaphy.2014.09.015

PubMed Abstract | CrossRef Full Text | Google Scholar

Brelsford, C. C., Morales, L. O., Nezval, J., Kotilainen, T. K., Hartikainen, S. M., Aphalo, P. J., et al. (2019). Do UV-A radiation and blue light during growth prime leaves to cope with acute high light in photoreceptor mutants of Arabidopsis thaliana? Physiol. Plant 165 (3), 537–554. doi: 10.1111/ppl.12749

PubMed Abstract | CrossRef Full Text | Google Scholar

Burchard, P., Bilger, W., Weissenbock, G. (2000). Contribution of hydroxycinnamates and flavonoids to epidermal shielding of UV-A and UV-B radiation in developing rye primary leaves as assessed by ultraviolet-induced chlorophyll fluorescence measurements. Plant Cell Environ. 23 (12), 1373–1380. doi: 10.1046/j.1365-3040.2000.00633.x

CrossRef Full Text | Google Scholar

Caldwell, M. M., Flint, S. D., Searles, P. S. (1994). Spectral balance and UV-B sensitivity of soybean: a field experiment. Plant Cell Environ. 17 (3), 267–276. doi: 10.1111/j.1365-3040.1994.tb00292.x

CrossRef Full Text | Google Scholar

Canham, C. D., Finzi, A. C., Pacala, S. W., Burbank, D. H. (1994). Causes and consequences of resource heterogeneity in forests: interspecific variation in light transmission by canopy trees. Can. J. For. Res. 24 (2), 337–349. doi: 10.1139/x94-046

CrossRef Full Text | Google Scholar

Castagna, A., Csepregi, K., Neugart, S., Zipoli, G., Večeřová, K., Jakab, G., et al. (2017). Environmental plasticity of pinot noir grapevine leaves: a trans-European study of morphological and biochemical changes along a 1,500-km latitudinal climatic gradient. Plant Cell Environ. 40 (11), 2790–2805. doi: 10.1111/pce.13054

PubMed Abstract | CrossRef Full Text | Google Scholar

Cerovic, Z. G., Cartelat, A., Goulas, Y., Meyer, S. (2005). “In-field assessment of wheat-leaf polyphenolics using the new optical leaf-clip Dualex,” in Precision Agriculture "05. Ed. Stafford, J. V. (Wageningen: Wageningen Academic Publishers), 243–250.

Google Scholar

Cerovic, Z. G., Masdoumier, G., Ghozlen, N. B., Latouche, G. (2012). A new optical leaf-clip meter for simultaneous non-destructive assessment of leaf chlorophyll and epidermal flavonoids. Physiol. Plant 146 (3), 251–260. doi: 10.1111/j.1399-3054.2012.01639.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Chazdon, R. L., Pearcy, R. W. (1991). The importance of sunflecks for forest understory plants. BioScience 41 (11), 760–766. doi: 10.2307/1311725

CrossRef Full Text | Google Scholar

Cockell, C. S., Knowland, J. (1999). Ultraviolet radiation screening compounds. Biol. Rev. 74 (3), 311–345. doi: 10.1111/j.1469-185X.1999.tb00189.x

CrossRef Full Text | Google Scholar

Coffey, A., Jansen, M. A. K. (2019). Effects of natural solar UV-B radiation on three arabidopsis accessions are strongly affected by seasonal weather conditions. Plant Physiol. Biochem. 134, 64–72. doi: 10.1016/j.plaphy.2018.06.016

PubMed Abstract | CrossRef Full Text | Google Scholar

Coffey, A., Prinsen, E., Jansen, M. A. K., Conway, J. (2017). The UVB photoreceptor UVR8 mediates accumulation of UV-absorbing pigments, but not changes in plant morphology, under outdoor conditions. Plant Cell Environ. 40 (10), 2250–2260. doi: 10.1111/pce.13025

PubMed Abstract | CrossRef Full Text | Google Scholar

Comont, D., Martinez Abaigar, J., Albert, A., Aphalo, P. J., Causton, D. R., Figueroa, F. L., et al. (2012). UV responses of lolium perenne raised along a latitudinal gradient across europe: a filtration study. Physiol. Plant 145 (4), 604–618. doi: 10.1111/j.1399-3054.2012.01591.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Csepregi, K., Teszlàk, P., Körösi, L., Hideg, È. (2019). Changes in grapevine leaf phenolic profiles during the day are temperature rather than irradiance driven. Plant Physiol. Biochem. 137, 169–178. doi: 10.1016/j.plaphy.2019.02.012

PubMed Abstract | CrossRef Full Text | Google Scholar

Day, T. A., Vogelmann, T. C., DeLucia, E. H. (1992). Are some plant life forms more effective than others in screening out Ultraviolet-B radiation? Oecologia 92 (4), 513–519. doi: 10.1007/BF00317843

PubMed Abstract | CrossRef Full Text | Google Scholar

Day, T. A., Martin, G., Vogelmann, T. C. (1993). Penetration of UV-B radiation in foliage: evidence that the epidermis behaves as a non-uniform filter. Plant Cell Environ. 16 (6), 735–741. doi: 10.1111/j.1365-3040.1993.tb00493.x

CrossRef Full Text | Google Scholar

Dengel, S., Grace, J., MacArthur, A. (2015). Transmissivity of solar radiation within a picea sitchensis stand under various sky conditions. Biogeosciences 12 (14), 4195–4207. doi: 10.5194/bg-12-4195-2015

CrossRef Full Text | Google Scholar

Di Stefano, J. (2004). A confidence interval approach to data analysis. For. Ecol. Manage. 187 (2), 173–183. doi: 10.1016/S0378-1127(03)00331-1

CrossRef Full Text | Google Scholar

Endler, J. A. (1993). The color of light in forests and its implications. Ecol. Monogr. 63 (1), 1–27. doi: 10.2307/2937121

CrossRef Full Text | Google Scholar

Flint, S. D., Caldwell, M. M. (1998). Solar UV-B and visible radiation in tropical forest gaps: measurements partitioning direct and diffuse radiation. Global Change Biol. 4, 863–870. doi: 10.1046/j.1365-2486.1998.00191.x

CrossRef Full Text | Google Scholar

Flint, S. D., Caldwell, M. M. (2003). Field testing of UV biological spectral weighting functions for higher plants. Physiol. Plant 117 (1), 145–153. doi: 10.1034/j.1399-3054.2003.1170118.x

CrossRef Full Text | Google Scholar

Grace, J. (1983). Plant-atmosphere relationships (Berlin, Germany: Springer). doi: 10.1007/978-94-011-8048-1

CrossRef Full Text | Google Scholar

Grant, R. H., Apostol, K., Gao, W. (2005). Biologically effective UV-B exposures of an oak-hickory forest understory during leaf-out. Agric. For. Meteorol. 132 (1), 28–43. doi: 10.1016/j.agrformet.2005.06.008

CrossRef Full Text | Google Scholar

Grant, R. H. (1997). Partitioning of biologically active radiation in plant canopies. Int. J. Biometeorol. 40, 26–40. doi: 10.1007/BF02439408

CrossRef Full Text | Google Scholar

Green, A. E. S., Sawada, T., Shettle, E. P. (1974). The middle ultraviolet reaching the ground. Photochem. Photobiol. 19 (4), 251–259. doi: 10.1111/j.1751-1097.1974.tb06508.x

CrossRef Full Text | Google Scholar

Harborne, J. B., Williams, C. A. (2000). Advances in flavonoid research since 1992 (England: Elsevier Ltd.). doi: 10.1016/S0031-9422(00)00235-1

CrossRef Full Text | Google Scholar

Hartikainen, S. M., Jach, A., Grané, A., Robson, T. M. (2018). Assessing scale-wise similarity of curves with a thick pen: as illustrated through comparisons of spectral irradiance. Ecol. Evol. 8 (20), 10206–10218. doi: 10.1002/ece3.4496

PubMed Abstract | CrossRef Full Text | Google Scholar

Heberling, J. M., Cassidy, S. T., Fridley, J. D., Kalisz, S. (2019). Carbon gain phenologies of spring-flowering perennials in a deciduous forest indicate a novel niche for a widespread invader. New Phytol. 221 (2), 778–788. doi: 10.1111/nph.15404

PubMed Abstract | CrossRef Full Text | Google Scholar

Hectors, K., Prinsen, E., De Coen, W., Jansen, M. A. K., Guisez, Y. (2007). Arabidopsis thaliana plants acclimated to low dose rates of ultraviolet B radiation show specific changes in morphology and gene expression in the absence of stress symptoms. New Phytol. 175 (2), 255–270. doi: 10.1111/j.1469-8137.2007.02092.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Hectors, K., Van Oevelen, S., Geuns, J., Guisez, Y., Jansen, M. A. K., Prinsen, E. (2014). Dynamic changes in plant secondary metabolites during UV acclimation in arabidopsis thaliana. Physiol. Plant 152 (2), 219–230. doi: 10.1111/ppl.12168

PubMed Abstract | CrossRef Full Text | Google Scholar

Hernández, I., Alegre, L., Van Breusegem, F., Munné-Bosch, S. (2009). How relevant are flavonoids as antioxidants in plants? Trends Plant Sci. 14 (3), 125–132. doi: 10.1016/j.tplants.2008.12.003

PubMed Abstract | CrossRef Full Text | Google Scholar

Hertel, C., Leuchner, M., Menzel, A. (2011). Vertical variability of spectral ratios in a mature mixed forest stand. Agric. For. Meteorol. 151 (8), 1096–1105. doi: 10.1016/j.agrformet.2011.03.013

CrossRef Full Text | Google Scholar

Hideg, É, Jansen, M. A. K., Strid, Å. (2013). UV-B exposure, ROS, and stress: Inseparable companions or loosely linked associates? Trends Plant Sci. 18 (2), 107–115. doi: 10.1016/j.tplants.2012.09.003

PubMed Abstract | CrossRef Full Text | Google Scholar

Ibdah, M., Krins, A., Seidlitz, H. K., Heller, W., Strack, D., Vogt, T. (2002). Spectral dependence of flavonol and betacyanin accumulation in mesembryanthemum crystallinum under enhanced ultraviolet radiation. Plant Cell Environ. 25 (9), 1145–1154. doi: 10.1046/j.1365-3040.2002.00895.x

CrossRef Full Text | Google Scholar

Jansen, M. A. K., Gaba, V., Greenberg, B. M. (1998). Higher plants and UV-B radiation: balancing damage, repair and acclimation. Trends Plant Sci. 3 (4), 131–135. doi: 10.1016/S1360-1385(98)01215-1

CrossRef Full Text | Google Scholar

Julkunen-Tiitto, R., Nenadis, N., Neugart, S., Robson, M., Agati, G., Vepsäläinen, J., et al. (2015). Assessing the response of plant flavonoids to UV radiation: an overview of appropriate techniques. Phytochem. Rev. 14 (2), 273–297. doi: 10.1007/s11101-014-9362-4

CrossRef Full Text | Google Scholar

Klem, K., Holub, P., Stroch, M., Nezval, J., Spunda., V., Trìska, J., et al. (2015). Ultraviolet and photosynthetically active radiation can both induce photoprotective capacity allowing barley to overcome high radiation stress. Plant Physiol. Biochem. 93, 74–83. doi: 10.1016/j.plaphy.2015.01.001

PubMed Abstract | CrossRef Full Text | Google Scholar

Kolb, C. A., Kaser, M. A., Kopecky, J., Zotz, G., Riederer, M., Pfundel, E. E. (2001). Effects of natural intensities of visible and ultraviolet radiation on epidermal ultraviolet screening and photosynthesis in grape leaves. Plant Physiol. 127 (3), 863–875. doi: 10.1104/pp.010373

PubMed Abstract | CrossRef Full Text | Google Scholar

Kotilainen, T., Tegelberg, R., Julkunen-Tiitto, R., Lindfors, A., O'Hara, R. B., Aphalo, P. J. (2010). Seasonal fluctuations in leaf phenolic composition under UV manipulations reflect contrasting strategies of alder and birch trees. Physiol. Plant 140 (3), 297–2no. doi: 10.1111/j.1399-3054.2010.01398.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Krause, G. H., Gallé, A., Gademann, R., Winter, K. (2003). Capacity of protection against ultraviolet radiation in sun and shade leaves of tropical forest plants. Funct. Plant Biol. 30 (5), 533–542. doi: 10.1071/FP03047

CrossRef Full Text | Google Scholar

Kumke, J. M. (1982). Analysis of the orcadian leaf movement in Oxalis acetosella and Oxalis regnellii. J. Interdiscip. Cycle Res. 13 (3), 187–208. doi: 10.1080/09291018209359778

CrossRef Full Text | Google Scholar

Laitinen, M., Julkunen-Tiitto, R., Rousi, M. (2002). Foliar phenolic composition of european white birch during bud unfolding and leaf development. Physiol. Plant 114 (3), 450–460. doi: 10.1034/j.1399-3054.2002.1140315.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Liakoura, V., Manetas, Y., Karabourniotis, G. (2001). Seasonal fluctuations in the concentration of UV-absorbing compounds in the leaves of some mediterranean plants under field conditions. Physiol. Plant 111 (4), 491–500. doi: 10.1034/j.1399-3054.2001.1110409.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Liakoura, V., Bornman, J. F., Karabourniotis, G. (2003). The ability of abaxial and adaxial epidermis of sun and shade leaves to attenuate UV-A and UV-B radiation in relation to the UV absorbing capacity of the whole leaf methanolic extracts. Physiol. Plant 117 (1), 33–43. doi: 10.1034/j.1399-3054.2003.1170104.x

CrossRef Full Text | Google Scholar

Markham, K. R., Ryan, K. G., Bloor, S. J., Mitchell, K. A. (1998). An increase in the luteolin: apigenin ratio in marchantia polymorpha on UV-B enhancement. Phytochemistry 48 (5), 791–794. doi: 10.1016/S0031-9422(97)00875-3

CrossRef Full Text | Google Scholar

Martínez-Abraín, A. (2007). Are there any differences? A non-sensical question in ecology. Acta Oecol. 32 (2), 203–206. doi: 10.1016/j.actao.2007.04.003

CrossRef Full Text | Google Scholar

Myers, D. A., Vogelmann, T. C., Bornman, J. F. (1994). Epidermal focussing and effects on light utilization in Oxalis acetosella. Physiol. Plant 91 (4), 651–656. doi: 10.1111/j.1399-3054.1994.tb03001.x

CrossRef Full Text | Google Scholar

Nenadis, N., Llorens, L., Koufogianni, A., Díaz, L., Font, J., Gonzalez, J. A., et al. (2015). Interactive effects of UV radiation and reduced precipitation on the seasonal leaf phenolic content/composition and the antioxidant activity of naturally growing arbutus unedo plants. J. Photochem. Photobiol. B.: Biol. 153, 435–444. doi: 10.1016/j.jphotobiol.2015.10.016

CrossRef Full Text | Google Scholar

Nybakken, L., Aubert, S., Bilger, W. (2004a). Epidermal UV-screening of arctic and alpine plants along a latitudinal gradient in Europe. Polar Biol. 27, 391–398. doi: 10.1007/s00300-004-0601-9

CrossRef Full Text | Google Scholar

Nybakken, L., Bilger, W., Johanson, U., Björn, L. O., Zielke, M., Solheim, B. (2004b). Epidermal UV-screening in vascular plants from Svalbard (Norwegian Arctic). Polar Biol. 27, 383–390. doi: 10.1007/s00300-004-0602-8

CrossRef Full Text | Google Scholar

Olsen, K. M., Slimestad, R., Lea, U. S., Brede, C., Løvdal, T., Ruoff, P., et al. (2009). Temperature and nitrogen effects on regulators and products of the flavonoid pathway: experimental and kinetic model studies. Plant Cell Environ. 32 (3), 286–299. doi: 10.1111/j.1365-3040.2008.01920.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Paul, N. D., Gwynn-Jones, D. (2003). Ecological roles of solar UV radiation: towards an integrated approach. Trends Ecol. Evol. 18 (1), 48–55. doi: 10.1016/S0169-5347(02)00014-9

CrossRef Full Text | Google Scholar

Pearcy, R. W., Sims, D. A. (1994). “Photosynthetic acclimation to changing light environments: scaling from leaf to the whole plant,” in Physiological ecology. A series of monographs, texts, and treatises: Exploitation of environmental heterogeneity by plants. Ecophysiological processes above- and belowground. Eds. Caldwell, M. M., Pearcy, R. W. (San Diego: California: Academic Press, Inc.), 145–174.

Google Scholar

Pinheiro, J., Bates, D., DebRoy, S., Sarkar, D., R Core Team (2019). Nlme: Linear and Nonlinear Mixed Effects Models. R package version 3.1-141, https://CRAN.R-project.org/package=nlme.

Google Scholar

Qi, Y., Heisler, G. M., Gao, W., Vogelmann, T. C., Bai, S. (2010). “Characteristics of UV-B Radiation Tolerance in Broadleaf Trees in Southern USA,” in UV Radiation in Global Climate Change. Measurements. Modeling and Effects on Ecosystems. Eds. Gao, W., Schmoldt, D. L., Slusser, J. R. (Berlin Heidelberg: Springer-Verlag), 509–530.

Google Scholar

Riipi, M., Ossipov, V., Lempa, K., Haukioja, E., Koricheva, J., Ossipova, S., et al. (2002). Seasonal changes in birch leaf chemistry: are there trade-offs between leaf growth and accumulation of phenolics? Oecologia 130 (3), 380–390. doi: 10.1007/s00442-001-0826-z

PubMed Abstract | CrossRef Full Text | Google Scholar

Robberecht, R., Caldwell, M. M., Billings, W. D. (1980). Leaf ultraviolet optical properties along a latitudinal gradient in the arctic-alpine life zone. Ecology 61 (3), 612. doi: 10.2307/1937427

CrossRef Full Text | Google Scholar

Robson, T. M., Aphalo, P. J., Banas, A. K., Barnes, P. W., Brelsford, C. C., Jenkins, G. I., et al. (2019). A perspective on ecologically relevant plant-UV research and its practical application. Photochem. Photobiol. Sci. 19, 970–988. doi: 10.1039/C8PP00526E

CrossRef Full Text | Google Scholar

Rothstein, D. E., Zak, D. R. (2001). Photosynthetic adaptation and acclimation to exploit seasonal periods of direct irradiance in three temperate, deciduous-forest herbs. Funct. Ecol. 15 (6), 722–731. doi: 10.1046/j.0269-8463.2001.00584.x

CrossRef Full Text | Google Scholar

Rozema, J., Chardonnens, A., Tosserams, M., Hafkenscheid, R., Bruijnzeel, S. (1997). Leaf thickness and UV-B absorbing pigments of plants in relation to an elevational gradient along the Blue Mountains, Jamaica. Plant Ecol. 128, 150–159. doi: 10.1023/A:1009719109153

CrossRef Full Text | Google Scholar

Searles, P. S., Flint, S. D., Caldwell, M. M. (2001). A meta-analysis of plant field studies simulating stratospheric ozone depletion. Oecologia 127 (1), 1–10. doi: 10.1007/s004420000592

PubMed Abstract | CrossRef Full Text | Google Scholar

Sellaro, R., Crepy, M., Trupkin, S. A., Karayekov, E., Buchovsky, A. S., Rossi, C., et al. (2010). Cryptochrome as a sensor of the blue/green ratio of natural radiation in arabidopsis. Plant Physiol. 154 (1), 401–409. doi: 10.1104/pp.110.160820

PubMed Abstract | CrossRef Full Text | Google Scholar

Semerdjieva, S. I., Sheffield, E., Phoenix, G. K., Gwynn-Jones, D., Callaghan, T. V., Johnson, G. N. (2003). Contrasting strategies for UV-B screening in sub-Arctic dwarf shrubs. Plant Cell Environ. 26 (6), 957–964. doi: 10.1046/j.1365-3040.2003.01029.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Smith, W. K., Berry, Z. C. (2013). Sunflecks? Tree Physiol. 33 (3), 233–237. doi: 10.1093/treephys/tpt005

PubMed Abstract | CrossRef Full Text | Google Scholar

Smith, H. (1982). Light quality, photoperception, and plant strategy. Annu. Rev. Plant Physiol. 33, 481–518. doi: 10.1146/annurev.pp.33.060182.002405

CrossRef Full Text | Google Scholar

Solanki, T., Aphalo, P. J., Neimane, S., Hartikainen, S. M., Pieristè, M., Shapiguzov, A., et al. (2019). UV-screening and springtime recovery of photosynthetic capacity in leaves of Vaccinium vitis-idaea above and below the snow pack. Plant Physiol. Biochem. 134, 40–52. doi: 10.1016/j.plaphy.2018.09.003

PubMed Abstract | CrossRef Full Text | Google Scholar

Stark, S., Julkunen-Tiitto, R., Holappa, E., Mikkola, K., Nikula, A. (2008). Concentrations of foliar quercetin in natural populations of white birch (Betula pubescens) increase with latitude. J. Chem. Ecol. 34 (11), 1382–1391. doi: 10.1007/s10886-008-9554-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Sullivan, J. H., Gitz, D. C., Liu-Gitz, L., Xu, C., Gao, W., Slusser, J. (2007). Coupling short-term changes in ambient UV-B levels with induction of UV-Screening compounds. Photochem. Photobiol. 83 (4), 863–870. doi: 10.1111/j.1751-1097.2007.00138.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Talhouët, A., Meyer, S., Baudin, X., Streb, P. (2019). Dynamic acclimation to sunlight in an alpine plant, soldanella alpina L. Physiol. Plant. doi: 10.1111/ppl.12982

CrossRef Full Text | Google Scholar

Valladares, F. (2003). “Light Heterogeneity and Plants: from Ecophysiology to Species Coexistence and Biodiversity,” in Progress in Botany, vol. 64 . Eds. Esser, K., Lüttge, U., Beyschlag, W., Hellwig, F. (Berlin Heidelberg: Springer-Verlag), 439–471.

Google Scholar

Verdaguer, D., Jansen, M. A. K., Llorens, L., Morales, L. O., Neugart, S. (2017). UV-A radiation effects on higher plants: exploring the known unknown. Plant Sci. 255, 72–81. doi: 10.1016/j.plantsci.2016.11.014

PubMed Abstract | CrossRef Full Text | Google Scholar

Way, D. A., Pearcy, R. W. (2012). Sunflecks in trees and forests: From photosynthetic physiology to global change biology. Tree Physiol. 32 (9), 1066–1081. doi: 10.1093/treephys/tps064

PubMed Abstract | CrossRef Full Text | Google Scholar

Wickham, H. (2016). Ggplot2: elegant graphics for data analysis (New York: Springer-Verlag).

Google Scholar

Williams, W. E., Gorton, H. L., Witiak, S. M. (2003). Chloroplast movements in the field. Plant Cell Environ. 26 (12), 2005–2014. doi: 10.1046/j.0016-8025.2003.01117.x

CrossRef Full Text | Google Scholar

Ylianttila, L., Visuri, R., Huurto, L., Jokela, K. (2005). Evaluation of a single-monochromator diode array spectroradiometer for sunbed UV-radiation measurements. Photochem. Photobiol. 81 (2), 333–341. doi: 10.1111/j.1751-1097.2005.tb00192.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Ziska, L. H., Teramura, A. H., Sullivan, J. H. (1992). Physiological sensitivity of plants along an elevational gradient to UV-B radiation. Am. J. Bot. 79 (8), 863. doi: 10.2307/2444995

CrossRef Full Text | Google Scholar

Keywords: flavonoids, flavonol index, phenology, secondary metabolism, spectral irradiance, UV radiation

Citation: Hartikainen SM, Pieristè M, Lassila J and Robson TM (2020) Seasonal Patterns in Spectral Irradiance and Leaf UV-A Absorbance Under Forest Canopies. Front. Plant Sci. 10:1762. doi: 10.3389/fpls.2019.01762

Received: 20 September 2019; Accepted: 17 December 2019;
Published: 18 February 2020.

Edited by:

Sebastian Leuzinger, Auckland University of Technology, New Zealand

Reviewed by:

Antonella Gori, University of Florence, Italy
Fabian Döweler, Auckland University of Technology, New Zealand

Copyright © 2020 Hartikainen, Pieristè, Lassila and Robson. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Saara Maria Hartikainen, saara.hartikainen@helsinki.fi; Thomas Matthew Robson, matthew.robson@helsinki.fi

ORCID: Saara Maria Hartikainen, orcid.org/0000-0002-8430-6861
Marta Pieristè, orcid.org/0000-0001-6515-0833
Thomas Matthew Robson, orcid.org/0000-0002-8631-796X

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