Plasticity of Root Traits under Competition for a Nutrient-Rich Patch Depends on Tree Species and Possesses a Large Congruency between Intra- and Interspeciﬁc Situations

: Belowground competition is an important structuring force in terrestrial plant communities. Uncertainties remain about the plasticity of functional root traits under competition, especially comparing interspeciﬁc vs. intraspeciﬁc situations. This study addresses the plasticity of ﬁne root traits of competing Acer pseudoplatanus L. and Fagus sylvatica L. seedlings in nutrient-rich soil patches. Seedlings’ roots were grown in a competition chamber experiment in which root growth (biomass), morphological and architectural ﬁne roots traits, and potential activities of four extracellular enzymes were analyzed. Competition chambers with one, two conspeciﬁc, or two allospeciﬁc roots were established, and fertilized to create a nutrient ‘hotspot’. Interspeciﬁc competition signiﬁcantly reduced ﬁne root growth in Fagus only, while intraspeciﬁc competition had no signiﬁcant e ﬀ ect on the ﬁne root biomass of either species. Competition reduced root nitrogen concentration and speciﬁc root respiration of both species. Potential extracellular enzymatic activities of β -glucosidase (BG) and N -acetyl-glucosaminidase (NAG) were lower in ectomycorrhizal Fagus roots competing with Acer . Acer ﬁne roots had greater diameter and tip densities under intraspeciﬁc competition. Fagus root traits were generally more plastic than those of Acer , but no di ﬀ erences in trait plasticity were found between competitive situations. Compared to Acer , Fagus roots possessed a greater plasticity of all studied traits but coarse root biomass. However, this high plasticity did not result in directed trait value changes under interspeciﬁc competition, but Fagus roots grew less and realized lower N concentrations in comparison to competing Acer roots. The plasticity of root traits of both species was thus found to be highly species- but not competitor-speciﬁc. By showing that both con- and allospeciﬁc roots had similar e ﬀ ects on target root growth and most trait values, our data sheds light on the paradigm that the intensity of intraspeciﬁc competition is greater than those of interspeciﬁc competition belowground.


Introduction
There is strong evidence that belowground competition is an important structuring force in terrestrial plant communities including forests [1][2][3][4]-and often at least equally intense as aboveground competition [5][6][7]. Resource competition below ground is either based on exploitation (i.e., reduction of water and nutrient availability) or interference (i.e., the release of allelopathic compounds inhibiting growth or uptake), governed via fine roots of neighboring trees and their symbionts. In addition, intransitive mechanisms (i.e., competition mediated by factors other than resources, e.g., soil biota) are increasingly considered [8][9][10][11]. Competition occurs if negative effects on performance or fitness of a target plant (or components of it) result from the presence of another plant [12]. The magnitude of competitive effects (i.e., competition intensity) is a function of the plant's competitive ability (see [13] for a discussion on competitive response and effect components). Intraspecific competition is often assumed to be more intense due to a nearly complete niche overlap [14]. However, over-proportional reductions of fine root biomass in mixed stands and even over-proliferation of fine roots in soil volumes shared by allospecific roots have been reported [15][16][17]-pointing towards either greater or reduced root competition intensities under interspecific competition.
Evidence for global patterns of functional variation in plants, such as wood and leaf economic spectra [18,19], indicate that functional traits can enhance our mechanistic understanding of species' trade-offs (i.e., resource acquisition vs. conservation), community composition (e.g., influenced by competitive abilities) and ecosystem function [20,21]. As effects of shoot traits on individual plant strategies are increasingly understood, mechanisms behind species coexistence are progressively unraveled. For example, three key functional traits-wood density, specific leaf area and maximum height-have been shown to consistently influence competitive interactions in trees [22], but are also altered by co-occurring species (e.g., leaf trait variation in beech, [23]). In contrast, variation among functional traits of (tree) fine root systems remains poorly quantified [21,[24][25][26]. Although it becomes increasingly clear that soil resource availabilities are among the key drivers of root trait variation [27,28], few studies have addressed the effects of direct competitive interactions on the plasticity of root functional traits, particularly physiological root traits (e.g., [11,29,30]). This is unfortunate, as trait dissimilarities-as well as increasingly plastic traits and intraspecific trait variations per se-are widely considered to reduce competition intensities and thus increase the probability of species' coexistence [31][32][33][34].
As it remains unclear which root traits are most strongly associated with resource limitation [24]-and perhaps also methodological difficulties to quantify resource limitations in (temperate) soils-previous research in forests has largely focused on biomass allocation patterns under competition. Either reduced, increased or unaffected fine root biomasses, depending on tree species' competitive abilities, have been reported [2,17,35]. It remains controversial whether a high degree of trait organization, i.e., one 'root economic spectrum', exists among (tree) fine roots [28,36,37]. However, the suggested traits (e.g., specific root length (SRL), nitrogen (N) content, specific uptake and respiration rates, and lifespan) are strongly related to resource acquisition or conservation [26]-and thus also central to access mechanisms of exploitative competition. In particular, the fast proliferation of active root surface area into heterogeneously distributed, resource-rich patches might be an important strategy to pre-empt resources ( [8,38,39], but see [40]). Once space has been occupied, traits related to resource mobilization (such as extracellular enzymes exuded by roots or their fungal symbionts [41]) have to be considered. In sum, more detailed information on the plasticity of root functional traits under competition will facilitate our understanding of plant communities and ecosystem properties.
Mixed stands are increasingly perceived as a way to (partially) mitigate economic and ecological consequences of climate change [42,43]. Thus, the identification of factors which influence their regeneration is key [44][45][46]. In this context, European beech (Fagus sylvatica), the dominant tree species of a potential natural vegetation in large parts of the sub-mountainous altitude range of Central Europe [47], is favored. Sycamore maple (Acer pseudoplatanus) is a common competitor of beech-largely sharing its ecological spectrum, but possessing faster growth on resource-rich sites [47].

Experiment Set-Up
The experiment was conducted in a ventilated polytunnel greenhouse under slightly increased temperature conditions (approximately 5 • C above ambient daily average) and near ambient lighting conditions (approximately 80%-90% of ambient photosynthetically active radiation, midday; data not shown), in Tulln, Austria (48 • 19'05.0" N 16 • 03'58.2" E). The experiment took place between mid-April and early September 2017. Two common broad-leaved European tree species of economic importance were studied: Acer pseudoplatanus L. (A, Sycamore maple) and Fagus sylvatica L. (F, European beech). Acer pseudoplatanus is strictly associated with arbuscular mycorrhizal (AM) fungi, while Fagus sylvatica is associated with ectomycorrhizal (ECM) fungi [56]. Two-year-old bare-rooted seedlings of similar height (0.9-1.1 m), stem diameter and crown characteristics were obtained in early April 2017 (before budburst) from a local nursery (Natlacen GmbH, Pilgersdorf, Austria); seed certification numbers A/31807-01/2013 (Acer) and D092021322711 (Fagus). Two-year-old seedlings were chosen because the early developmental stage is crucial for seedling establishment, in particular under competition for limited resources [57], and practical aspects; two-year-old seedlings featured sufficiently long roots while being not too big for the deployed microcosm systems [58].
A microcosm system with two attached 'competition chambers' (CC), allowing for root competitive interactions between seedlings at distinct locations, was developed ( Figure 1). The CC are analogous to previously utilized in situ competition chambers described in Rewald and Leuschner [17]-allowing us to study intra-and inter-specific root competition effects in a highly controlled manner by minimizing parallel 'non-target' competition (e.g., the co-occurrence of intra-and inter-specific competition in studies using a 'shared'-pot design). In brief, the system comprises two large microcosms (7 L soil) interconnected by two small competition chambers (CC; 1 L soil). Initially, all compartments were filled with a nutrient-poor, sand-silty clay substrate (Supplementary Table S1). One tree seedling was planted per microcosm by mid-April 2017, and one 5-cm long, 'average'-branched (comprising two root orders), terminal fine root axis per plant was carefully inserted into each intra-and interspecific CC; thus, intra-and interspecific CCs hold two fine root axes, inserted from opposite sides ( Figure 1). In the isolation treatment (i.e., no competition), one opening (i.e., towards the competitor's microcosm) was sealed and only one fine root segment (of the target species) was inserted. See Supplementary Materials S1 for details. Thus, three different competition treatments (Table 1) were established per species: 1) isolation (ISO; 'no competition'; only a fine root segment of the target species was inserted into each CC); 2) intraspecific competition (INTRA; roots of two seedlings of the same species, either Acer or Fagus, were inserted thru opposite sides of the CC); 3) interspecific competition (INTER; roots of one Fagus and Acer seedling each were inserted from opposite sides of the CC). Table 1. Experimental set-up with three competitive situations belowground (i.e., isolation, intra-and interspecific competition) for a nutrient-rich spot by roots of two species, Fagus sylvatica (F) and Acer pseudoplatanus (A), resulting in six treatments (three per species). A:F and F:A originate essentially from the same competition chambers, but a distinction is made whether Acer (A:F) or Fagus (F:A) is considered the 'target species' (vs. competitor). Abbreviations of treatments are used throughout the manuscript; the number of realized replicates are given. An automated, pressure-compensated drip irrigation system was installed ensuring ample water supply. The amount was increased over the growing season in a stepwise manner according Microcosm system to study competition for localized nutrient-rich soil patches (i.e., competition chambers (CC) with NPK fertilization); (A) top view, (B) side view. Five-cm long sections of target (focal) species and competitor species' fine roots were inserted from opposite sides into the CC (in intra-and interspecific competition treatments); in the isolation (no competition) treatment, the apertures between the competitor and both CC were closed from one side (not displayed). Positions of tree boles (in microcosms with nutrient-poor substrate) and drippers are displayed. Nutrient-rich fertilizer (+NPK) was applied to the CC only; CC fertilized with a nutrient solution lacking nitrogen (+PK) are not part of this manuscript to keep manageable length and focus. Drawings not at scale.

Type of Root Competition
Thus, three different competition treatments (Table 1) were established per species: (1) isolation (ISO; 'no competition'; only a fine root segment of the target species was inserted into each CC); (2) intraspecific competition (INTRA; roots of two seedlings of the same species, either Acer or Fagus, were inserted thru opposite sides of the CC); (3) interspecific competition (INTER; roots of one Fagus and Acer seedling each were inserted from opposite sides of the CC). Table 1. Experimental set-up with three competitive situations belowground (i.e., isolation, intra-and interspecific competition) for a nutrient-rich spot by roots of two species, Fagus sylvatica (F) and Acer pseudoplatanus (A), resulting in six treatments (three per species). A:F and F:A originate essentially from the same competition chambers, but a distinction is made whether Acer (A:F) or Fagus (F:A) is considered the 'target species' (vs. competitor). Abbreviations of treatments are used throughout the manuscript; the number of realized replicates are given.  An automated, pressure-compensated drip irrigation system was installed ensuring ample water supply. The amount was increased over the growing season in a stepwise manner according to evapotranspiration. The CCs were manually fertilized once per week with 0.05 L of Hoagland solution (+NPK) to create nutrient-rich 'hotspots'. See Supplementary Material S1 for details.

Type of Root Competition
In total, 131 microcosm systems holding 262 trees were set up; 7 were later excluded (see below), resulting in 124 analyzed microcosms (Table 1). A distance of 10 cm was kept between microcosms. The microcosms were set up randomly and in alternating directions (i.e., target species either placed north or south of competitor), to ensure a homogeneous competition environment above ground. After four months of fertilization (May-August), the CCs were harvested in early September 2017.

Harvesting of NPK Fertilized Competition Chambers
During harvest, the roots were (i) cut at the competition chambers' (CC) apertures (from the inside towards the microcosm), (ii) the bottom of the CC was opened and the substrate was emptied into a bowl, and (iii) the root origin (i.e., from one of the two microcosms) was marked. Subsequently, the apertures (towards the microcosms) were investigated for additional root in-growth (i.e., beside the initially inserted root axis), and roots were investigated for viability using morphological criteria and color [17]. If additional root in-growth or dead roots were detected, the CC were excluded from further analyses (7 CC in total), see realized replicate numbers (Table 1). While induced root death might be a competition mechanism [29], it cannot be ruled out that dead roots resulted from damage that occurred during installation. The roots were carefully rinsed under tap water and untangled into separate root branches-according to the microcosm of origin-keeping the roots moist at all times. No spatial segregation of roots in the CC was noticed during harvest. Subsequently, coarse root segments (diameter (d) > 2mm) were manually dissected from fine roots (d ≤ 2 mm) using a caliper and stored separately.

Specific Fine Root Respiration
Within 10 min after harvesting, surface-moist fine root sub-samples were entered into 55 mL plastic tubes with lids and placed in a climate cabinet (20 • C) for temperature acclimation (~10-15 min). Subsequently, the roots were blotted surface dry and the CO 2 efflux was determined at 20 • C with an infra-red gas-analyzer (IRGA; EGM-5, PP-Systems International, Inc. Amesbury, MA, USA) as ∆CO 2 (ppm)-recording ppm values every 30 sec for 4-5 minutes (+60 s 'deadband' to stabilize CO 2 readings before measurements). Slopes of ∆CO 2 were calculated by linear regressions (as no curve flattening, requiring polynomial approaches, was observed); specific (fine) root respiration rates (RR S ; nmol CO 2 g −1 s −1 ) were calculated, taking headspace, air pressure, temperature, and root dry mass (see below) into account.

Root Morphology, Biomass and Root Competition Intensity
Fine (d ≤ 2 mm) and coarse (d > 2mm) root samples (including samples for respiration measurements) were stored in tap water at 4-5 • C until further processing. Fine root samples were individually imaged with a flatbed scanner (Expression 10000XL with transparency unit, Epson, Japan; 600 dpi, grey-scale). Images were analyzed with the software WinRhizo 2012b Pro (Regent, Quebec, Canada) for morphological root traits including length (cm), surface area (cm 2 ), volume (cm 3 ), and average diameter (RD; mm). In addition, root tip density (RTD; n cm −1 ) was calculated by dividing recorded tip numbers by length.
Root samples were dried to constant mass (65 • C) and weighed (±0.1 mg); fine root (FRB) and coarse root (CRB)) values were recorded (g DM, dry matter). Specific root area (SRA; cm 2 g −1 ) and tissue density (TD; g cm −3 ) were calculated for dried fine root samples. In addition, total FRB (i.e., sum of target and competitor fine root biomass) was calculated per CC with intra-and interspecific competition.

Root and Soil Chemical Analysis
For determination of root carbon (C) and nitrogen (N) concentrations, dried (70 • C, until constant mass) fine roots were ground to powder (Pulverisette 5; Fritsch, Idar-Oberstein, Germany). Fine roots were analyzed by pooling and homogenizing three random samples each per treatment (n = 5). Total C and N concentrations (mg g −1 ) were determined by dry combustion using a TruSpec CN analyser (Leco, St. Joseph, USA) according to the Austrian ÖNORM L1080 protocol. C:N ratios were calculated. See Supplementary Material S2 for details on soil chemical analysis.

Root Trait Plasticity
The plasticity of root traits under the different competitive situations was calculated as relative distance plasticity index (RDPI) with strong statistical power to test for differences in plasticity of traits within and between species (see [63] for details). Root phenotypic plasticity was determined for the following (normalized) traits: FRB, CRB ('biomass traits'); RD, TD, SRA and RTD ('morphological traits'); and RR S , PEA AP , PEA BG , PEA LAP , PEA NAG ('physiological traits'). RDPI(X) values were calculated for each specific trait (X) as relative phenotypic distances between individuals (d ij →i'j') of the same species under different competition treatments, divided by the sum (x i j + x ij ). An RDPI ranging from 0 (no plasticity) to 1 (maximal plasticity) was obtained for each species as:

Statistical Analysis
Statistical analysis was performed using the PC software SPSS v. 24.0 (SPSS, IL, USA) and Microsoft Excel 2013. The data were transformed to obtain a normal distribution when needed (Kolmogorov-Smirnov test) and controlled for homogeneity of variances (Leven's test). Overall differences in root traits between species and competitive situations were tested with a general linear model (GLM) with species and competition as fixed variables (see Supplementary Material S4 for GLM statistics). In addition, all traits were tested for differences between treatments with a t-test; RCI was tested for differences between species within competitive environments with a t-test; RDPI Total values among species and/or competition treatments were analyzed by GLMs followed by two-sample t-tests. Please note, the alpha-value of t-tests were not Bonferroni-corrected, following the arguments of Moran [66]. All data represent mean ± standard error (SE). Statistical relationships were considered significant at p < 0.05.

Root Biomass and Competition Intensity
The fine (FRB; Figure 2a; Supplementary Table S2), coarse (CRB; Supplementary Figure S1, Table S3), and total root biomass (Supplementary Table S4) of Acer were larger than those of Fagus. In Acer, FRB did not vary significantly under intra-and interspecific competition compared to isolation (i.e., no competition). In contrast, significantly less fine and coarse root biomass were found in Fagus under interspecific competition (F:A) compared to isolation. The relative distance plasticity indices (RDPI Total ; Figure 3a) of FRB and CRB possessed in both species the greatest values across all measured traits (beside RDPI Total (PEA NAG ) of Fagus, see below; Figure 3a). RDPI Total (FRB) of Fagus was significantly greater than that of Acer, while RDPI Total (CRB) values did not differ between species. The RCI values of Acer were generally lower than RCI values of Fagus; RCI INTER vs ISO of Fagus under interspecific competition tended (p = 0.06) to be greater than RCI INTER vs ISO of Acer (Figure 2b).

Fine Root Respiration
The specific fine root respiration (RR S ) rates were significantly lower in both species grown under intra-and interspecific competition in comparison with isolation ( Figure 4). In most cases, RR S did not differ significantly between species within the same competition treatment; however, the RR S of Acer under intraspecific competition (A:A) was significantly lower than the RR S of Fagus under intraspecific competition (F:F). Within species, the t-test indicated no significant differences in RR S between intra-and interspecific competition, however, a significant interaction in the GLM between species and competition type may hint at Acer fine roots respiring more under interspecific competition and Fagus under intraspecific competition (Supplementary Table S5).
RDPI Total (RR S ) values of Acer and Fagus' RR S differed significantly between species (Figure 3a).
(RDPITotal; Figure 3a) of FRB and CRB possessed in both species the greatest values across all measured traits (beside RDPITotal(PEANAG) of Fagus, see below; Figure 3a). RDPITotal(FRB) of Fagus was significantly greater than that of Acer, while RDPITotal(CRB) values did not differ between species. The RCI values of Acer were generally lower than RCI values of Fagus; RCIINTER vs ISO of Fagus under interspecific competition tended (p = 0.06) to be greater than RCIINTER vs ISO of Acer (Figure 2b). .

Fine Root Respiration
The specific fine root respiration (RRS) rates were significantly lower in both species grown under intra-and interspecific competition in comparison with isolation ( Figure 4). In most cases, RRS did not differ significantly between species within the same competition treatment; however, the RRS of Acer under intraspecific competition (A:A) was significantly lower than the RRS of Fagus under intraspecific competition (F:F). Within species, the t-test indicated no significant differences in RRS between intra-and interspecific competition, however, a significant interaction in the GLM    Supplementary Table S5 for GLM statistics).

Potential Extracellular Enzymatic Activities
Fagus root tips possessed generally higher potential enzymatic activities (PEA) at the surface than Acer root tips ( Figure 5). Specifically, the PEA of acid phosphatase (PEAAP) possessed no differences to either intra-or interspecific competition compared to isolation (Figure 5a). Similarly, the PEA of leucine-amino-peptidase (PEALAP) was unaffected by the competition treatments in both species (Figure 5c). Finally, the PEAs of both β-glucosidase (PEABG) and N-acetyl-glucosaminidase (PEANAG) were unaffected by competition in Acer while being significantly reduced in Fagus under interspecific competition (F:A) compared to isolation (Figure 5b,d).
RDPITotal values of PEAAP and PEALAP ranged in both species from 0.18-0.26; the plasticity of PEABG had a similar extent compared to PEAAP and PEALAP in Acer but was greater in Fagus ( Figure  3a). PEANAG possessed RDPITotal values of 0.34 ± 0.00 and 0.53 ± 0.01 in Acer and Fagus, respectively.   Supplementary Table S5 for GLM statistics).

Potential Extracellular Enzymatic Activities
Fagus root tips possessed generally higher potential enzymatic activities (PEA) at the surface than Acer root tips ( Figure 5). Specifically, the PEA of acid phosphatase (PEA AP ) possessed no differences to either intra-or interspecific competition compared to isolation (Figure 5a). Similarly, the PEA of leucine-amino-peptidase (PEA LAP ) was unaffected by the competition treatments in both species (Figure 5c). Finally, the PEAs of both β-glucosidase (PEA BG ) and N-acetyl-glucosaminidase (PEA NAG ) were unaffected by competition in Acer while being significantly reduced in Fagus under interspecific competition (F:A) compared to isolation (Figure 5b,d).
RDPI Total values of PEA AP and PEA LAP ranged in both species from 0.18-0.26; the plasticity of PEA BG had a similar extent compared to PEA AP and PEA LAP in Acer but was greater in Fagus (Figure 3a). PEA NAG possessed RDPI Total values of 0.34 ± 0.00 and 0.53 ± 0.01 in Acer and Fagus, respectively.

Fine Root Morphology
The average fine root diameter (RD) differed significantly between Acer grown under intra-(A:A) compared to interspecific (A:F) competition, with lower average diameters under interspecific competition (Figure 6a). The tissue density (TD) and specific root area (SRA) of Acer fine roots were generally lower or greater, respectively, compared to Fagus; competition had no significant influence on either trait (Figure 6b,c). GLM evidenced no overall competition effect on root diameter (RD), tissue density (TD) and specific root area (SRA; Supplementary Tables S6-S8). The root tip density was generally greater under intraspecific competition as compared to isolation and intraspecific competition (Supplementary Table S9); this effect was largest in Acer (Figure 6d). Fagus had both higher TD and RTD than Acer (Supplementary Tables S8 and S9).
The RD and RTD of both species possessed relatively low plasticity indices under competition, with RDPI Total values of 0.20-0.24; however, RDPI Total (RD) differed significantly between species, with greater RDPI values in Fagus (Figure 3a). The RDPI Total (TD) differed significantly between Acer and Fagus. Similar, RDPI Total (SRA) values differed significantly between species, with a significantly greater plasticity of SRA in Fagus compared to Acer.
the PEA of leucine-amino-peptidase (PEALAP) was unaffected by the competition treatments in both species (Figure 5c). Finally, the PEAs of both β-glucosidase (PEABG) and N-acetyl-glucosaminidase (PEANAG) were unaffected by competition in Acer while being significantly reduced in Fagus under interspecific competition (F:A) compared to isolation (Figure 5b,d).
RDPITotal values of PEAAP and PEALAP ranged in both species from 0.18-0.26; the plasticity of PEABG had a similar extent compared to PEAAP and PEALAP in Acer but was greater in Fagus ( Figure  3a). PEANAG possessed RDPITotal values of 0.34 ± 0.00 and 0.53 ± 0.01 in Acer and Fagus, respectively.   competition treatments each in nutrient-rich soil patches. A, Acer root grown in isolation (no competition); A:A, Acer root grown in competition with another Acer root; A:F, Acer grown in competition with Fagus; F, Fagus grown in isolation; F:F, Fagus grown in competition with Fagus; F:A, Fagus grown in competition with Acer. Significant differences between treatments are indicated by different letters (t-test, p < 0.05, mean + SE, n = 14-50).

Fine Root Morphology
The average fine root diameter (RD) differed significantly between Acer grown under intra-(A:A) compared to interspecific (A:F) competition, with lower average diameters under interspecific competition (Figure 6a). The tissue density (TD) and specific root area (SRA) of Acer fine roots were generally lower or greater, respectively, compared to Fagus; competition had no significant influence on either trait (Figure 6b,c). GLM evidenced no overall competition effect on root diameter (RD), tissue density (TD) and specific root area (SRA; Supplementary Tables S6-S8). The root tip density was generally greater under intraspecific competition as compared to isolation and intraspecific competition (Supplementary Table S9); this effect was largest in Acer ( Figure 6d). Fagus had both higher TD and RTD than Acer (Supplementary Tables S8,9).
The RD and RTD of both species possessed relatively low plasticity indices under competition, with RDPITotal values of 0.20-0.24; however, RDPITotal (RD) differed significantly between species, with greater RDPI values in Fagus (Figure 3a). The RDPITotal (TD) differed significantly between Acer and Fagus. Similar, RDPITotal (SRA) values differed significantly between species, with a significantly greater plasticity of SRA in Fagus compared to Acer.  Tables S6-9 for GLM statistics, partially on log-transformed data).

Fine Root N Concentrations
No significant differences in total nitrogen (N) concentrations were found between Acer and Fagus fine roots grown under similar competitive treatments. However, N concentrations were  Tables S6-S9 for GLM statistics, partially on log-transformed data).

Fine Root N Concentrations
No significant differences in total nitrogen (N) concentrations were found between Acer and Fagus fine roots grown under similar competitive treatments. However, N concentrations were significantly reduced by approximately 7%-33% under competition in both species (Figure 7, Supplementary  Table S10). In Fagus, the N under interspecific competition (F:A) was significantly lower compared to both intraspecific competition (F:F) and isolation (F), while in Acer, the N concentration under interspecific competition was significantly lower compared to isolation only. The low N content under interspecific competition is reflected by a greater C:N ratio under interspecific competition compared to the other two treatments; see Supporting Material S2 for fine root total carbon concentration and C:N ratios (Supplementary Figure S2, Table S11).  Table S10). In Fagus, the N under interspecific competition (F:A) was significantly lower compared to both intraspecific competition (F:F) and isolation (F), while in Acer, the N concentration under interspecific competition was significantly lower compared to isolation only. The low N content under interspecific competition is reflected by a greater C:N ratio under interspecific competition compared to the other two treatments; see Supporting Material S2 for fine root total carbon concentration and C:N ratios (Supplementary Figure S2, Table S11).  Supplementary Table S10 for GLM statistics).

Plasticity Index
Greater relative distance plasticity index (RDPI) values indicate a greater plasticity of a specific trait under different environmental conditions, i.e., here understood as the different competition treatments. Fagus roots possessed greater RDPITotal values for the traits FRB, RD, TD, SRA, RRS and all four PEAs than Acer (Figure 3a). For both species, the RDPITotal values for the traits FRB and CRB were above the mean of all traits' RDPITotal across species (0.32 ± 0.02; dotted line in Figure 6b); RDPITotal values of TD, PEABG and PEANAG were 30-50% greater than the mean RDPITotal in Fagus only. In both species, the traits RD, RTD, PEAAP and PEALAP possessed RDPITotal values well below the mean.
The RDPIINTRA vs ISO and RDPIINTER vs ISO values per species and trait were comparable to the respective RDPITotal values, but slightly lower (Figure 3). The RDPI values under intra-and interspecific competition, each relative to the trait values under isolation (Control), were highly related and thus aligned closely to a hypothesized 1:1 line (Figure 3b).

Influence of Competition for a Nutrient-Rich Soil Spot on Fine Root Foraging Behaviour, Root Nitrogen Status and Root Trait Characteristics
The root biomass production rates, root N concentrations and C:N ratios measured in the competition chambers (CC) were comparable to values from nutrient-rich top soil layers in mature stands dominated by either species [67], suggesting that realistic experimental conditions were established. No signs of fine root over-proliferation were found [38] but individual root biomasses were in general lower in CCs with a competing root compared to isolation (Figure 2a). The stronger  Supplementary Table S10 for GLM statistics).

Plasticity Index
Greater relative distance plasticity index (RDPI) values indicate a greater plasticity of a specific trait under different environmental conditions, i.e., here understood as the different competition treatments. Fagus roots possessed greater RDPI Total values for the traits FRB, RD, TD, SRA, RR S and all four PEAs than Acer (Figure 3a). For both species, the RDPI Total values for the traits FRB and CRB were above the mean of all traits' RDPI Total across species (0.32 ± 0.02; dotted line in Figure 6b); RDPI Total values of TD, PEA BG and PEA NAG were 30%-50% greater than the mean RDPI Total in Fagus only. In both species, the traits RD, RTD, PEA AP and PEA LAP possessed RDPI Total values well below the mean.
The RDPI INTRA vs ISO and RDPI INTER vs ISO values per species and trait were comparable to the respective RDPI Total values, but slightly lower (Figure 3). The RDPI values under intra-and interspecific competition, each relative to the trait values under isolation (Control), were highly related and thus aligned closely to a hypothesized 1:1 line (Figure 3b).

Influence of Competition for a Nutrient-Rich Soil Spot on Fine Root Foraging Behaviour, Root Nitrogen Status and Root Trait Characteristics
The root biomass production rates, root N concentrations and C:N ratios measured in the competition chambers (CC) were comparable to values from nutrient-rich top soil layers in mature stands dominated by either species [67], suggesting that realistic experimental conditions were established. No signs of fine root over-proliferation were found [38] but individual root biomasses were in general lower in CCs with a competing root compared to isolation (Figure 2a). The stronger decrease in fine root biomass in Fagus as compared to Acer seedlings under competition and the relative competition intensity (RCI) indices illustrate that Fagus seedlings' roots are affected to a greater extent by roots sharing the same soil volume than Acers' (Figure 2b). In accordance, significant effects of neighboring plants on Fagus root systems (i.e., reduced total fine root biomass/root length density or shifted rooting depths) were previously reported for e.g., mature mixed stands of Fagus and Picea abies [35,68,69], although with contrasting results in regard to the shift of Fagus' fine root production to deeper or more shallow soil horizons, respectively. In contrast, Leuschner, Hertel, Coners and Büttner [2] reported increasing Fagus fine root biomass (i.e., over-proliferation) when competing with Quercus petraea roots for N-rich top soil layers, concluding that this competitive replacement of Quercus fine roots by faster growing Fagus roots indicates asymmetric interspecific root competition in favor of Fagus in the studied stand. Although data on Acer sp. fine root biomass in monocultures is absent, to the best of our knowledge, Meinen, et al. [70] showed that the (relative) fine root biomass of mature Acer sp. increased with increasing tree species diversity level in situ. Based on findings on mature trees, we had thus hypothesized that competition intensities between seedling roots also differ largely between competitive situations. The supposed difference between intra-and interspecific situations is usually related to two contrasting ideas-one being that conspecific roots compete for more similar resources and root growth is thus inhibited to a larger extent compared to interspecific situations, where facilitative aspects may dominate [17,71], and another being that plants may recognize their 'kin' and compete less with conspecifics vs. 'strangers', i.e., allospecific roots [32,72]. However, our data does not support either hypotheses for both species as fine root biomasses and competition intensities under intra-and interspecific competition did not differ significantly, indicating similar effects of neighboring roots independent of their identity. However, as the fine root biomass of Fagus declined significantly compared to isolation while Acers' did not, the available data underscore that root foraging behaviors under interspecific competition are in favor of Acer seedlings. Together with previous results, using similar experimental set-ups in situ [17,71,73], our results add to the conclusion that root foraging behaviors (of temperate trees) in shared soil patches are highly species-specific and modulated by the respective environmental conditions [30,71,74]. We thus suggest that our current understanding of root competitive interactions does not yet allow for drawing general predictions on the intensity of root interactions under intra-vs. interspecific competition between species.
While a reduced root resource uptake capacity, as related to reduced fine root biomasses, length or surface, might be 'counterbalanced' in theory by increasing specific uptake rates, the fine root N concentrations of both Fagus and Acer seedlings decreased under interspecific competition while being significantly lower under intraspecific competition in Fagus (Figure 7). Similarly, Simon, et al. [75] reported that under interspecific competition, the inorganic N uptake rates (per root dry weight) decreased by up to 80% in Fagus but increased by 30%-50% in Acer seedlings, resulting in significantly lower N concentrations in the roots of Fagus compared to intraspecific situations. The results of Simon and colleagues are also consistent with earlier reports stating 30%-60% lower/decreased inorganic N accumulation efficiencies/uptake rates in Fagus seedlings under competition with Rubus fruticosus [74,76]. While we cannot exclude modified N translocation rates (to the shoot or other parts of the root system), our results on root N concentrations are in line with previous reports indicating lower N uptake capacities of Fagus roots in comparison to Acer seedlings' roots.
Specific root respiration (RR S ) rates depend on three major energy-requiring processes, namely ion uptake and mobilization, growth and defense, and maintenance of living cells, and root respiration represents a major sink of assimilated C [77]. As both species possess relatively similar growth rates at sapling stage [44,48], and RR S is generally considered to be related to growth rates [77], the similarity of RR S of Fagus and Acer within the same competitive situation might come as a limited surprise. However, our results are in contrast to findings on Pisum sativum and root tips of Larix gmelinii, where (nocturnal) root respiration increased significantly under non-self/interspecific competition for unknown reasons (see [11,78] and the discussion within). Furthermore, our experiment did not find significant differences in RR S between intra-and interspecific competition (Figure 4), while Zwetsloot, Goebel, Paya, Grams and Bauerle [69] recently reported that oxygen consumption rates of Fagus, and partially Picea abies, fine roots (of mature trees during spring) were significantly lower under interspecific competition compared to 'single species' conditions. However, it remains open if Zwetsloot and colleagues measured 'single species' RR S on roots competing with roots of conspecifics, the same individual, or isolated roots. As respiration is highly related to root N concentrations-as a proxy for the amount of protein-it may serve as a predictor of root tissue activity [26]. Thus, lower root N concentrations and the sum of reduced, RR S -effective 'activities' such as growth and exudation, may underlie the reduced RR S rates under competition found in our study. Further studies are needed to untangle the contrastingly reported, potentially direct (e.g., interference competition) or indirect (e.g., resource competition) effects of roots sharing the same soil volume on specific root respiration rates.
In addition to root biomass and root respiration, root exudates (directly or via C transfer to exuding mycorrhiza) can be a substantial sink for assimilated carbon and have a major influence on plant mineralization and nutrient uptake capacity and efficiency. The C investment in symbiotic microorganisms, in our case ectomycorrhiza for Fagus and arbuscular mycorrhiza for Acer, is reflected in the potential enzymatic activity (PEA) on the root rhizoplane-as among the four analyzed PEAs, roots can only produce phosphatase (AP, Figure 5a). In contrast, NAG in particular has been found to be strongly related to soil fungal biomass [see [79] and references within). The generally higher PEAs in Fagus are likely based on the higher enzyme exudation rates of ECM compared to AM fungi [80]; NAG activity has been found to be strongly correlated to Basidiomycota and Ascomycota (both ectomycorrhizal phyla). Changes in PEAs of BG, LAP and NAG are thus likely (co-)related to changes in mycorrhizal colonization rates or identity of the symbionts; both parameters were previously reported to differ between monocultures and mixtures [11,81], but lay beyond the focus of this study. A lower colonization rate of Fagus under interspecific competition could thus be another factor underlying the lower extracellular enzymatic activity (reduced PEA NAG and PEA BG ) of Fagus fine roots and their symbionts under interspecific competition. In contrast, an increase in the enzymatic activity, especially of NAG, would have indicated a change in nutrient foraging strategy from roots to hyphae under competition-however, our study does not provide evidence for such potentially adaptive changes in neither of the two species.
In sum, we could not generally confirm our first hypothesis, namely that that sharing a nutrient-rich spot with another root strongly affects root biomass and N status of fine roots negatively; Acers' root growth and N content were, especially under intraspecific competition, affected only to a minor extent. However, our data does provide support for the hypotheses that root competition intensities differ for the two studied tree species but do not confirm that competitive interactions generally differ under intra-and interspecific situations. This strongly contrasts common findings above ground, namely that 'competition within species [is] stronger than between species' [22]-the divergence is likely related to the multitude of resources below-compared to aboveground.

Species-Specific Plasticity of Functional Root Traits (under Intra-and Interspecific Competition)
In our third hypothesis, we speculated that different competitive neighborhoods trigger distinct, species-specific responses among root traits-potentially increasing the differences between specific root traits. Our results evidence that root traits of Fagus seedlings were in general significantly more plastic than Acer root traits (Figure 3). This fits with previous studies, which frequently describe the root system (biomass) of Fagus sylvatica as being very dynamic and adaptable to competitive situations compared to other Central European tree species (e.g., [17,68,69]). Specifically, we found a high degree of plasticity in biomass-related traits (i.e., FRB, CRB) of both studied species while the morphological root traits studied in this work (i.e., RD, TD, SRA), especially of Fagus, possessed limited plasticities. While the high plasticity of fine root biomass fits previous findings on tree roots competing with other tree roots [17], it contrasts the findings of e.g., Fagus with herbs where FRB was not responsive [82].
The low plasticity of morphological traits was surprising as it has been frequently hypothesized that e.g., the production of thinner roots with a greater SRL or SRA in response to a specific neighbor could improve nutrient and water uptake under competition [83,84]. Indeed, increased SRL were previously reported for competing, mature Fagus trees [68], and Fagus seedlings competing with herbs [82]. Furthermore, consistent responses to N enrichment resulting in greater fine root diameters of temperate trees has been reported recently [85]. However, similar to our findings (Figure 6a,c), Lei et al. [86] reported no significant differences in Fagus fine-root diameter and SRL between different species richness levels. In Acer, on the other hand, fine root diameter (RD) and root tip density (RTD) were significantly greater under intra-compared to interspecific competition (Figure 6a,d). As we did not perform a root-order based analysis, we can only speculate that the increased mean fine RD in Acer is related to the increase in RTD, as 'swollen' root tips often feature a slightly larger diameter than the next higher fine root orders. As the N content of Acer fine roots was sustained under intraspecific competition, this might point to a benefit of a greater density of 'physiological active' root tips for N uptake [87]; however, studying the underlying (e.g., anatomical) traits of the RD change in greater detail would be necessary to draw general conclusions [85]. Among the physiological root traits studied, Fagus showed a high plasticity in PEA NAG . As PEA NAG is related to the presence of fungal symbionts, and ectomycorrhiza are only present in Fagus, the high plasticity probably largely reflects different ectomycorrhizal colonization or activity as discussed above. In contrast, RDPI Total values do indicate a generally low plasticity of RR S and other PEAs. No consistent patterns regarding the influence of competition for local nutrient patches on morphological or physiological root traits have thus emerged in our study.
In summary, our study possesses limited evidence for greater root trait dissimilarities under interspecific competition. This is further supported by comparing the plasticities between isolation and intra-(RDPI INTRA vs ISO ), and isolation and interspecific (RDPI INTER vs ISO ) competition. They follow a near 1:1 pattern in our study-i.e., indicating very similar trait plasticities irrespective of the competing species (Figure 3b). Thus, most observed changes in root trait values under competition compared to isolation might be rather a 'passive' reaction to resource availability (or a modified stoichiometry) and not directed or even adaptive (to specific competitors)-in the sense of increasing the competitive ability of a specific root. However, as information on root trait values is still scarce in general and not related to different competitive situations but environmental gradients at best [27,28], it seems too early to draw general conclusions on root reactions norms under resource competition. However, due to the marked differences in root traits under isolation compared to 'competition', we suggest that information on the competitive neighborhood (in a shared soil space) is key ancillary data needed to better interpret functional root traits deposited within databases [88,89].

Conclusions
In accordance with previous results [30,53,75], our study underscores the inability of roots of Fagus sylvatica seedlings to successfully compete with Acer pseudoplatanus roots for nutrient-rich soil patches under ambient light conditions. This inability of Fagus is embodied by the significantly reduced root biomass placement under interspecific competition, partially in combination with reduced extracellular enzymatic activities, which resulted in low root N concentrations. Our findings can be generally attributed to the different growth patterns of Fagus sylvatica and Acer pseudoplatanus, at least at the seedling stage. In studies investigating growth performance, Acer sp. had a competitive advantage over Fagus with increasing light availability and under non-limiting water supply (e.g., [54,90]).
The observed foraging behavior of Fagus sylvatica seedlings under competition seems unfavorable to exploit a specific, nutrient-rich soil patch. However, we speculate that a (potentially resource availability-or kin recognition-induced) feedback mechanism may limit root growth (and related C costs, i.e., respiration, exudation and mycorrhizal symbionts; as evident from our data) into 'pre-occupied' soil areas. Limiting C allocation to specific, 'non-efficient' roots (in regard to resource uptake) may result in an overall greater C use efficiency in Fagus seedlings. Diverging C allocation and turnover patterns in specific parts of the root system have been previously shown e.g., in Pinus sylvestris [91]. This may foster the ability of highly shade-tolerant Fagus seedlings to withstand the limited availability of photosynthetic assimilates-as is prevailing under the light conditions of dense forest understories. Indeed, the importance of C assimilate availability in determining the N uptake capacities of Acer and Fagus was demonstrated by Simon, Li and Rennenberg [53]-i.e., a reduced light availability severely hampering the ammonium and glutamine uptake of Acer but not Fagus under interspecific competition. The strongly reduced fine root biomass of Fagus might thus be interpreted as a 'self-thinning mechanism', reducing the competitive interactions belowground by curtailing the overlap of root/mycorrhizal zones (and leading to increased root zone 'stratification')-as repeatedly shown for mature Fagus sylvatica trees in mixtures (see also theoretical consideration in [38]). While in large parts of Central Europe, the competitive advantage of Fagus sylvatica aboveground is clearly related to its ability to tolerate shade in the juvenile state and pre-empt light as mature trees, evidence is thus increasing that Fagus 'strength' belowground may not be its competitive effect on neighboring roots per se but its highly plastic and C-efficient root system. To improve our understanding of competitive mechanisms belowground, further studies are needed considering C and nutrient metabolism of roots and their symbionts in relation to whole plant C economics.