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Background: Severe canopy-removing disturbances are native to many temperate forests and radically alter stand structure, but biotic legacies (surviving elements or patterns) can lend continuity to ecosystem function after such events. Poorly understood is the degree to which the structural complexity of an old-growth forest carries over to the next stand. We asked how pre-disturbance spatial pattern acts as a legacy to influence post-disturbance stand structure, and how this legacy influences the structural diversity within the early-seral stand. Methods: Two stem-mapped one-hectare forest plots in the Czech Republic experienced a severe bark beetle outbreak, thus providing before-and-after data on spatial patterns in live and dead trees, crown projections, down logs, and herb cover. Results: Post-disturbance stands were dominated by an advanced regeneration layer present before the disturbance. Both major species, Norway spruce (Picea abies) and rowan (Sorbus aucuparia), were strongly self-aggregated and also clustered to former canopy trees, pre-disturbance snags, stumps and logs, suggesting positive overstory to understory neighbourhood effects. Thus, although the disturbance dramatically reduced the stand's height profile with ~100% mortality of the canopy layer, the spatial structure of post-disturbance stands still closely reflected the pre-disturbance structure. The former upper tree layer influenced advanced regeneration through microsite and light limitation. Under formerly dense canopies, regeneration density was high but relatively homogeneous in height; while in former small gaps with greater herb cover, regeneration density was lower but with greater heterogeneity in heights. Conclusion: These findings suggest that pre-disturbance spatial patterns of forests can persist through severe canopy-removing disturbance, and determine the spatial structure of the succeeding stand. Such patterns constitute a subtle but key legacy effect, promoting structural complexity in early-seral forests as well as variable successional pathways and rates. This influence suggests a continuity in spatial ecosystem structure that may well persist through multiple forest generations.
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RESEARCH ARTICLE
Legacy of Pre-Disturbance Spatial Pattern
Determines Early Structural Diversity
following Severe Disturbance in Montane
Spruce Forests
Radek Bače
1
*, Miroslav Svoboda
1
, Pavel Janda
1
, Robert C. Morrissey
1
, Jan Wild
2,3
,
Jennifer L. Clear
1
, Vojtěch Čada
1
, Daniel C. Donato
1,4
1Department of Forest Ecology, Faculty of Forestry and Wood science, Czech University of Life Sciences,
Prague, Czech Republic, 2Institute of Botany, The Czech Academy of Sciences, Průhonice, Czech
Republic, 3Department of Applied Geoinformatics and Spatial Planning, Faculty of Environmental Sciences,
Czech University of Life Sciences, Prague, Czech Republic, 4Washington State Department of Natural
Resources, Olympia, Washington, United States of America
*bace@fld.czu.cz
Abstract
Background
Severe canopy-removing disturbances are native to many temperate forests and radically
alter stand structure, but biotic legacies (surviving elements or patterns) can lend continuity
to ecosystem function after such events. Poorly understood is the degree to which the struc-
tural complexity of an old-growth forest carries over to the next stand. We asked how pre-
disturbance spatial pattern acts as a legacy to influence post-disturbance stand structure,
and how this legacy influences the structural diversity within the early-seral stand.
Methods
Two stem-mapped one-hectare forest plots in the Czech Republic experienced a severe
bark beetle outbreak, thus providing before-and-after data on spatial patterns in live and
dead trees, crown projections, down logs, and herb cover.
Results
Post-disturbance stands were dominated by an advanced regeneration layer present before
the disturbance. Both major species, Norway spruce (Picea abies) and rowan (Sorbus
aucuparia), were strongly self-aggregated and also clustered to former canopy trees, pre-
disturbance snags, stumps and logs, suggesting positive overstory to understory neigh-
bourhood effects. Thus, although the disturbance dramatically reduced the stands height
profile with ~100% mortality of the canopy layer, the spatial structure of post-disturbance
stands still closely reflected the pre-disturbance structure. The former upper tree layer influ-
enced advanced regeneration through microsite and light limitation. Under formerly dense
canopies, regeneration density was high but relatively homogeneous in height; while in
PLOS ONE | DOI:10.1371/journal.pone.0139214 September 30, 2015 1/18
OPEN ACCESS
Citation: Bače R, Svoboda M, Janda P, Morrissey
RC, Wild J, Clear JL, et al. (2015) Legacy of Pre-
Disturbance Spatial Pattern Determines Early
Structural Diversity following Severe Disturbance in
Montane Spruce Forests. PLoS ONE 10(9):
e0139214. doi:10.1371/journal.pone.0139214
Editor: Han Y.H. Chen, Lakehead University,
CANADA
Received: April 13, 2015
Accepted: September 9, 2015
Published: September 30, 2015
Copyright: © 2015 Bače et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited.
Data Availability Statement: All relevant data are
within the paper and its Supporting Information files.
Funding: This work was supported by project Czech
Science Foundation (GACR) number P504/12/1218.
RB, PJ and RCM were supported by Ministry of
Finance of the Czech Republic, Norway grant
Frameworks and possibilities of forest adaptation
measures and strategies connected with climate
changeNo. EHP-CZ02- OV-1-019-2014. RB and MS
were supported also by ESF a MŠMT number
CZ.1.07/2.3.00/30.0040. JW was supported by long-
term research development project no.
former small gaps with greater herb cover, regeneration density was lower but with greater
heterogeneity in heights.
Conclusion
These findings suggest that pre-disturbance spatial patterns of forests can persist through
severe canopy-removing disturbance, and determine the spatial structure of the succeeding
stand. Such patterns constitute a subtle but key legacy effect, promoting structural complex-
ity in early-seral forests as well as variable successional pathways and rates. This influence
suggests a continuity in spatial ecosystem structure that may well persist through multiple
forest generations.
Introduction
Large, severe disturbances are native to many temperate forests, but are increasing in frequency
and extent in many forest landscapes, a trend predicted to continue with future climate change
[13]. These events profoundly influence ecosystem structure and function, generating wide
variability in ecological responses relative to smaller, less severe disturbances [4] and, thus,
greater uncertainty for stand development and management [5]. An emerging theme in forest
ecology is understanding the role of spatial heterogeneity relative to disturbances, biological
legacies, and other factors influencing stand development and biodiversity (e.g. [68]).
A key factor influencing the stability of ecosystem pattern through disturbance is the pres-
ence of biological legacies, defined as biologically-derived elements of the pre-disturbance eco-
system that carry over into the next stand [9]. The most commonly studied examples include
standing and down dead trees, pits and mounds from uprooted trees, soil organic matter, sexu-
ally mature live trees, understory seedling and sapling banks (advance regeneration), and vege-
tatively reproducing parts and seed banks [9]. The role of advance regeneration in driving
succession following canopy-removing disturbances (via abundance and composition of the
surviving cohort) has been well established across several forest types [1012]. Rarely studied,
however, is how pre-disturbance forest spatial patterns, including advance regeneration and
the former overstory, influence the structure of post-disturbance stands. Although disturbances
may be severe enough to erase pre-disturbance structural patterns [5,13], recent studies show
persistent horizontal patterns after disturbances [6,8], and that such fidelity of pattern can per-
sist for more than two centuries [1415]. However, the drivers underlying this continuity of
pattern and the consequences for early-seral stand structure and development are poorly
understood.
The legacy influence of advance regeneration, and the factors that structure its spatial pat-
tern, are especially important after disturbances that cause near complete overstory removal.
For example, Norway spruce (Picea abies (L.) Karst.) montane forests of Central Europe, where
wind storms and bark beetle outbreaks have recently caused total overstory dieback across
thousands of hectares [1619], regenerate primarily from an understory seedling and sapling
bank, and post-disturbance seedling germination is a relatively minor component of regenera-
tion [2021]. Patterns of advance regeneration in mature stands are influenced by overstory
distribution through seed distribution and light availability for understory trees [22], and
ground-layer vegetation which can act as a strong filter on succession of advance regeneration
both before and after disturbance [23]. Deadwood such as snags, stumps, down logs, and their
immediate vicinity, are also important to advance regeneration and survival by providing
Legacy of Pre-Disturbance Spatial Pattern in Spruce Forests
PLOS ONE | DOI:10.1371/journal.pone.0139214 September 30, 2015 2/18
RVO67985939. JLC and VC were supported by the
Czech University of Life Sciences, Prague (Project
CIGA No. 20154309). The funders had no role in
study design, data collection and analysis, decision to
publish, or preparation of the manuscript.
Competing Interests: The authors have declared
that no competing interests exist.
favourable germination sites and microenvironments for Norway spruce [24]. Thus, pre-dis-
turbance interactions between mature overstories, microsite availability, and understory distri-
bution and growth may effectively determine the stand structure following severe canopy-
removing disturbance.
Canopy-opening disturbances positively influence the diversity of organisms that peak in
newly-opened stands (e.g. fresh deadwood specialists) as well as those associated with more
developed early-seral vegetation for subsequent decades [2529]. However, open habitats (e.g.
sun-exposed large deadwood) are expected to diminish after tree canopy closure; thus, variable
post-disturbance pathways that include protracted early-seral stages and promote the survival
of early-seral dependent species can maintain greater biodiversity.
Identifying the influence of pre-disturbance spatial pattern on post-disturbance stand struc-
ture has been limited by a lack of spatially explicit data monitored through a disturbance event.
Most studies have used only post-disturbance data to reconstruct some components of the
prior stand [8,11,30]. Monitoring spatial pattern through time, even in a limited number of
plots, can yield a unique data set that gives more accurate insight into stand dynamics [31].
After two large research plots in a montane spruce forest with mapped stand structure data
were impacted by a major (100%) canopy-removing windstorm and bark beetle outbreak, we
re-measured and mapped the plots. We used these spatially explicit data to evaluate how the
structural pattern of regeneration relates to pre-existing microsites, overstory pattern, and
understory vegetation, factors known to influence stand development pathways. Tree species
composition, spatial distribution, height, and height heterogeneity were compared before and
after disturbance with the following objectives: (1) to determine how pre-disturbance spatial
pattern acts as a legacy to influence post-disturbance spatial structure and; (2) to evaluate how
the fidelity of horizontal pattern influences the structural diversity within the early-seral stand.
Methods
Study site
This study was conducted in a Norway spruce forest situated in the Bohemian Forest (Šumava
in Czech; 48°470N, 13°490E) located in the southwest of the Czech Republic. The Administra-
tion of the National Park and Protective Landscape Area of Šumava granted the permission for
data collection. The region was established as a nature reserve in 1933 before becoming part of
the Šumava National Park in 1991. Study plots are located between 12201270 m a.s.l., with a
north aspect and gentle slope (8°). Total annual precipitation is ca. 1400 mm and mean
annual temperature is approximately 4°C [32]. Snow cover usually persists from November to
early May and the maximum snow depth is about 2 m. The bedrock is coarse-grained granite.
Plant communities are classified as Athyrio alpestris-Piceetum [33] with abundant Alpine-lady
fern (Athyrium distentifolium Tausch ex Opiz) undergrowth.
Present day forest composition and structure is the legacy of the historical disturbance
regime, characterized by infrequent large-scale, moderate-severity (non-stand-replacing) dis-
turbances combined with frequent low-severity events during the last 300 years [3435]. Before
the most recent severe disturbance, the forest was dominated by spruce trees with an unbal-
anced bimodal height distribution [36]. The age distribution of trees was also bimodal; with
numerous trees older than 250 years, almost no recruitment during the first half of the 20th
century, then a more recently established advance regeneration layer [35]. Overstory canopy
cover was <30% on both study plots and regeneration was dominated by spruce and rowan
(Sorbus aucuparia L.). Sapling (50200 cm tall) density was 1095 and 253 individuals per hect-
are for spruce and rowan, respectively. Spruce seedling (<50 cm tall) density was 4 400 individ-
uals per hectare [36]. A bark beetle (Ips typographus L.) outbreak between 1996 and 1999
Legacy of Pre-Disturbance Spatial Pattern in Spruce Forests
PLOS ONE | DOI:10.1371/journal.pone.0139214 September 30, 2015 3/18
resulted in a mosaic of dead tree patches, each up to one hectare. This was followed in 2007 by
a winter storm (Kyrill) that caused severe and widespread uprooting of mature spruce trees. A
subsequent bark beetle outbreak resulted in mortality of all canopy spruce trees in 2008.
Data collection
In 2005, two permanent sampling plots (100×100 m) were established in the study area. Plots
were selected to minimize the inclusion of trees recently killed by the earlier bark beetle distur-
bance (between 1996 and 1999) and to avoid the occurrence of specific site conditions (e.g.
stream corridors, rock outcrops, or evidence of logging). Thus, sample plots were initially in
relatively undisturbed, unmanaged old growth forest.
Electronic and laser measuring devices (Field-Map
1
, Monitoring and Mapping Solutions,
Ltd.; www.fieldmap.cz) were used to map and field-tag all live individuals of spruce >50 cm
height and of rowan >30 cm height, all standing deadwood with diameter at ground level >10
cm, and down logs with large end diameter >10 cm and >2 m length. Species and height were
recorded for each tree. Down logs were classified into 4 categories according to side vegetation
cover (the vegetation growing along a log and/or rising over the log): (1) up to 5% of the log
covered; (2) 6 to 25% covered; (3) 26 to 50% covered and (4) >50% covered. The crown projec-
tion of trees taller than 4 m was recorded by a minimum of five radii extending to the edge of
the crown. Spruce individuals below 50 cm (seedlings) were sampled in 25 5×5 m subplots
located at every other intersection and end of a 10 m grid overlain on the plot. Seedlings were
measured and classified into one of five 10 cm height classes. The coverage of all vascular plants
was estimated (to the nearest 5%) in each 10×10 m grid cell and within each 5×5m subplot.
Following the complete overstory mortality generated by the windstorm (only ~10% of can-
opy trees were uprooted) and ensuing beetle outbreak (~90% canopy trees were killed), a post-
disturbance inventory of the stem-mapped plots was conducted in 2009. All individuals were
identified and recorded as; survived, damaged (breakage, bending, drying, uprooting) or dead.
The reason for tree mortality was subsequently identified as: bark beetle attack; wind uproot-
ing; falling caused by mechanical forcing (by another mature tree, snag or live uprooted tree);
uprooting from deadwood microsite; competition; ungulate damage; and other (e.g. snow). On
plot 2, all newly recruited (post-disturbance) saplings above 50 cm (spruce) and 30 cm (rowan)
were also spatially mapped.
Data analysis
Pre-disturbance. For the purpose of analysis, saplings were defined as individuals 2m
tall, and canopy trees were those >25 m in height. To identify differences in spatial pattern of
small versus large sapling regeneration, saplings were divided into two groups of approximately
equal abundance using a boundary value of 90 cm in height. Individuals between 2 and 25 m
tall were not included in the analysis regarding influence of canopy trees on regeneration. All
analyses were conducted using R statistical software (v.2.15.2; R Development Core Team
2009). Tree spatial patterns were analysed using pair correlation function (pcf), estimated by
smoothing with Epanechnikov kernel and Ripleys isotropic edge correction implemented in
spatstat R-package [3738]. Univariate pcf were compared to envelopes to assess spatial rela-
tions within the advance regeneration cohort. Envelopes were constructed by removing the
four highest and four lowest values of 199 random simulations of a complete spatial random-
ness (CSR) null model. The relations among different tree groups (i.e. among saplings of differ-
ent species, saplings and canopy trees, snags and stumps) were assessed using a bivariate form
of pcf [3738]. To test the independence of two spatial patterns we constructed null model by
Legacy of Pre-Disturbance Spatial Pattern in Spruce Forests
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random shifting of all position of one group, while keeping a fixed position of the second
group [3940]. The envelopes were than constructed similarly as by univariate pcf.
To examine the relationship between sapling density and potential overstory and understory
competition, as indicated by canopy cover and Alpine-lady fern cover, respectively, the rhohat
procedure [41] was implemented using spatstat R-package [38]. Sapling density was plotted as a
function of canopy cover and Alpine-lady fern cover in each 10×10 m grid cell. Canopy cover
within the grid cells was defined as 100% minus the area without crown projection. The cover of
Alpine-lady fern was used for analysis because it is the most abundant vascular plant in this local-
ity and reacts positively to an increase in light availability [42]. The rhohat procedure was also
used to evaluate the dependency of spruce sapling establishment on down logs, with distance
from the nearest long axis of a down log used as a covariate. Spruce sapling establishment associ-
ated with individual logs was then compared according to the amount of side vegetation cover.
Finally, we assessed how the occurrence of regeneration of different height classes and the het-
erogeneity versus homogeneity of sapling heights varied by patch type within the stands (high or
low canopy cover; high or low Alpine-lady fern cover) using a principal component analysis
(PCA). The PCA were based on a subplot-by-height class matrix, with the regeneration densities
occupying matrix cells. Spruce seedling and sapling densities were log-transformed and scaled in
analyses of both seedling (5×5 m) subplots and sapling (10×10 m) subplots. To describe the main
gradients, canopy and Alpine-lady fern cover variables (with r
2
>0.1 and p<0.001) were passively
projected into ordination space using the envfit function with 999 permutations [43]. This
method produces vectors that represent the most rapidly changing direction for a given variable
and have lengths proportional to the strength of the correlation between variables and the ordi-
nation. To display the position of regeneration characteristics in ordination space, the arrows
representing regeneration density (trees ha
-1
), height homogeneity (kurtosis of height distribu-
tion) and height heterogeneity (interquartile range of height distribution) were also overlain on
the ordination space. All independent variables are listed in S1 Table.
Post-disturbance. To determine whether disturbance-generated changes occur in a spa-
tially correlated way over pre-disturbance univariate patterns of trees, bivariate pcf between
killed and newly recruited individuals above 50 cm and survived individuals were used. To test
the spatial independence of survived and newly recruited spruce we constructed a null model
by random shifting of all position of survived trees, while keeping a fixed position of new
recruits [3940]. The spatial independence of demographic events like mortality and recruit-
ment within a fixed pattern approach were tested using random labelling of either killed and
survived or survived and newly recruited individuals for each simulation [3940]. The enve-
lopes for all pcf tests were constructed by removing the four highest and four lowest values of
199 simulations [38]. To evaluate changes in spruce-free patch size (gaps in the pattern), the
empty space distance F-functionwith Kaplan-Meier edge correction was used in the spatstat
package [38]. The empty space distance F is the distance from an arbitrary fixed location to the
nearest point of the pattern.
To test the difference in increase between spruce and rowan saplings, Pearson's Chi-squared
test with Yates' continuity correction was used. To compare the height increment among
spruce and rowan saplings, an ANCOVA and associated F-test was used with 2005 height mea-
surements as a covariate and species as an explanatory variable.
Results
Pre-disturbance
Spatial pattern of advance regeneration. When individually analysed (within species),
both spruce and rowan regeneration were spatially aggregated; strongly at distances of up to
Legacy of Pre-Disturbance Spatial Pattern in Spruce Forests
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23 m and slightly to a distance of 810 m (Fig 1A). The bivariate spatial pattern of spruce and
rowan regeneration indicates weak aggregation or randomness at most scales and this pattern
is variable between plots (Fig 1B). Rowan regeneration exhibited clustering with canopy spruce
Fig 1. Spatial patterns of regeneration. A) Spatial patterns of saplings (small: 5090 cm, large: 90200 cm); B) spatial relationship between spruce and
rowan saplings; C) spatial relationship between saplings and canopy living trees and D) spatial relationship between saplings and snags or stumps evaluated
with univariate and bivariate pair correlation function. Both strongly self-aggregated spruce and rowan saplings are clustered to canopy (>25 m) trees, snag
and stumps.
doi:10.1371/journal.pone.0139214.g001
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trees at distances between 13 m, particularly for smaller saplings (Fig 1C). Spruce regenera-
tion is more spatially independent of canopy trees, especially for tall saplings (Fig 1C). Both
rowan and especially spruce regeneration were clustered with pre-disturbance snags and
stumps at distances up to approximately 2 m (Fig 1D).
Structure of advance regeneration in relation to canopy and understory
cover
The density of both spruce and rowan advance regeneration exhibited a unimodal humpdis-
tribution with respect to both overstory canopy cover and Alpine-lady fern cover (S1 Fig).
Reduced sapling density is associated with highly closed tree canopies, and also under very
open canopies, where Alpine-lady fern was abundant. PCA also indicates that advance regener-
ation of spruce and rowan was strongly spatially limited by patches with dense herbaceous
cover formed by Alpine-lady fern (Fig 2). Height class trajectories and canopy cover exhibited
a negative relationship for spruce and rowan regeneration (tall saplings are associated with
more open conditions). Spruce saplings exhibited higher density values near logs with lower
levels of competition, particularly at distances <2m(S2 Fig). However, spruce sapling density
was low near logs with high vegetation cover, and they were often limited to microsites directly
on the deadwood (0 m).
Post disturbance
Species composition and height structure. After the 2007 windstorm, virtually all canopy
trees were killed; some by the initial windstorm but the majority by subsequent bark beetle out-
break. The height threshold for survival of spruce trees through the disturbance was approxi-
mately 24m(Fig 3). The disturbance effect on existing regeneration was relatively low (S2
Table). The only notable disturbance-related injury was damage and death of spruce saplings
by another large live tree falling during the windstorm, whether due to the whole trunk or just
branch fall. Rowan remained mostly unaffected; only 5 individuals died, and these were a result
of live tree fall (S2 Table). The number of newly recruited spruce saplings, above 50 cm, was
significantly higher than the number of newly recruited rowan saplings (Plot 2: χ
2
= 8.38,
p= 0.004), at 39% (535 new individuals) and at 26% (70 new individuals), respectively. Rowan
post-disturbance height increment (average standard deviation]: 43.0[±44.5] cm) was signif-
icantly higher than spruce (12.7[±39.6] cm).
Spatial pattern. The disturbance-related mortality among all spruce individuals above 50
cm (including canopy trees) was not random within fixed pre-disturbance pattern. The bivari-
ate pcf suggested partial segregation of killed individuals from survived individuals at finer
scales (up ~8 m) (Fig 4A). But disturbance-related mortality among saplings within fixed pre-
disturbance spatial pattern did not significantly differ from the random mortality null model
(Fig 4B). This indicates that canopy trees, which have the highest mortality rate (Fig 3), were
less aggregated to saplings than saplings were among themselves. New spruce trees were found
to establish close to survived individuals, more than predicted by the null model based on ran-
dom shifting of new recruits (S3 Fig). However, the process that distributed the label (survivor
or new recruit) within the fixed pattern was not random. Slight negative departures (to a dis-
tance of 3 m) from the random labelling null model show slight segregation between survivors
and new recruits (Fig 4C). Consequently, the post-disturbance spruce-free patches were in the
same locations (compare gaps on subplots Fig 4, Plot 2) and were slightly larger than spruce
free-patches formed before disturbance, despite the fact that the number of newly recruited
spruce above 50 cm was greater than the number of killed individuals (Fig 5A). The post-dis-
turbance living spruce spatial pattern remains strongly aggregated (Fig 5B).
Legacy of Pre-Disturbance Spatial Pattern in Spruce Forests
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Fig 2. Ordination biplots of rowan sapling, spruce seedling, and spruce sapling densities in different
height classes. Regeneration densities are represented by text (indicating height in cm) and arrows show
the direction from smaller to larger height classes of saplings. The passively projected environmental
variables (Alpine-lady fern and canopy cover) are represented by blue and brown arrow. The passively
projected spruce regeneration density, height homogeneity and height heterogeneity are overlain. Brown
isolines show the gradient in the canopy cover.
doi:10.1371/journal.pone.0139214.g002
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Discussion
Detailed analyses of horizontal and vertical forest structure pre- and post-disturbance allowed
us to reveal some of the drivers of regeneration pattern and revealed the potential precursors of
early-seral structural diversity. The spatial pattern of regeneration before disturbance was
driven mainly by canopy closure, the density of herb layer vegetation, and spatial aggregation
among various tree life stages. After the disturbance, all canopy trees were killed, but the distur-
bance had little impact on advance regeneration; variability of regeneration density and height
was similar pre- and post-disturbance. Overall horizontal post-disturbance spatial pattern was
maintained primarily by the strong spatial aggregation among surviving spruce and rowan
regeneration, killed canopy spruce trees, and pre-existing snags and stumps. The locations of
low-density and high-density tree patches remained largely the same through the disturbance.
Pre-disturbance spatial pattern influences post-disturbance stand
horizontal and vertical structure
The spatial pattern of living trees after severe bark beetle disturbance was almost exclusively
influenced by the pre-disturbance state. Pre-disturbance advance regeneration was resistant to
disturbance and had high survival, and newly recruited individuals established proximal to
existing individuals. Although the disturbance dramatically reduced the height structure
through total mortality of the canopy layer, post-disturbance vertical structure still partly
reflected the pre-disturbance structure. The memory of vertically structured stands is incorpo-
rated implicitly in to the localized severity of a disturbance of otherwise similar intensity; i.e.
larger trees are more susceptible to disturbance [4445]. Forests with more developed vertical
structure retain the pattern of the previous state to a greater degree, because the smaller trees
Fig 3. Histograms of individual tree heights categorized by species and plot before disturbance
(2005). Surviving and dead individuals after disturbance are marked in colour. The y-axes for spruce
histogram were square root-transformed.
doi:10.1371/journal.pone.0139214.g003
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survive the disturbance; homogeneous stand structures typical of managed forests have lower
vertical diversity, thus they tend to be less resistant and resilient [46]. Vertical heterogeneity
was further enhanced by the diversity of height growth responses of surviving regeneration
(coefficient of variation = 3.1) and the persistence of spruce-free patches, which are large
enough to allow the further establishment of younger individuals in the future and further
diversify the age and height structures. Suzuki et al. [6] attributed the observed long-term struc-
tural heterogeneity in part to the variability of individual tree growth associated with different
patterns of regeneration survival and distribution. We know of no other studies that have
examined the pre- and post-disturbance spatial patterning of regeneration, however, several
studies have examined post-disturbance tree distribution (e.g. [8,4749]).
The spatial aggregation among surviving spruce and rowan regeneration, killed canopy
spruce trees, and pre-existing snags and stumps (Fig 1) confirm the existence of a strong posi-
tive overstory to understory neighbourhood effect [8,50]. The positive neighbourhood effect of
overstory on spruce recovery is mediated by; (1) direct regeneration of spruce on deadwood or
in vicinity of stems [8,24] and (2) reducing competition with understory plants due to unfa-
vourable light conditions under the canopy [42]. Suitable microsites for young seedling estab-
lishment of both species occurred in patches with higher levels of canopy cover [42,5152]; in
Fig 4. Mortality and recruitment spatial pattern. Bivariate spatial pattern between disturbance-killed and survived individuals of; (A) all pre-disturbance
recruited spruce, (B) pre-disturbance recruited spruce saplings and (C) the bivariate pattern between all survived and newly recruited spruce above 50 cm.
Positions of spruces killed by disturbance (A, B) or newly recruited spruces (C) are marked in each subplots. Spruce-free patches (gaps) before disturbance
(A, B) and after disturbance (C) are stressed by colour spectrum that represents the distance to the nearest live individual in meters.
doi:10.1371/journal.pone.0139214.g004
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the presence of dense undergrowth vegetation, even the most suitable microsites (deadwood)
are only sparsely populated by spruce saplings (S2 Fig).
The relationship between regeneration density and undergrowth plant and canopy cover
suggests a disturbance-activated positive neighbourhood effect [50]. Although Norway spruce
evolved various adaptations for an advance regeneration systemincluding adventitious root
formation [53], the period of understory persistence is limited and probably does not exceed 50
years [24,54]. Spruce regeneration density tended to be low in areas of moderate canopy cover
(2055%). For seedlings, high competition pressure within the herb layer makes establishment
and survival difficult over long time periods [23,42,55]. Those that do survive to sapling size
have increasing light requirements with increasing size [22]. Without canopy disturbance, sap-
lings at this stage are increasingly subject to overwintering injuries [56], herbivore pressure
Fig 5. Distribution of empty space function (F(r)) from spruce point pattern. Point pattern is formed by living before and living after disturbance, killed by
disturbance and newly recruited spruces above 50 cm. The numbers of individuals are specified in brackets. The evaluation of post-disturbance living spruce
spatial pattern is shown in subplot using univariate pair correlation function and CSR null model.
doi:10.1371/journal.pone.0139214.g005
Legacy of Pre-Disturbance Spatial Pattern in Spruce Forests
PLOS ONE | DOI:10.1371/journal.pone.0139214 September 30, 2015 11 / 18
[57], and allelopathy and resource competition by herb layer [24,58]; thus, areas of moderate
canopy cover may have low or no spruce regeneration. A disturbance-activated positive neigh-
bourhood effect is evident with the release of residual seedlings, which improves height growth
through increased light availability.
Severe bark beetle disturbance preserved forest structural complexity
and composition
The severe bark beetle disturbance reduced vertical structure within these stands; the wind and
beetle disturbance strongly selected against overstory spruce, but the legacy of advance regener-
ation also displayed structural complexity. The heterogeneous structure imparts resistance and
resilience to these forests and decreases susceptibility to future similar disturbance types [1].
The large horizontal and vertical heterogeneity of surviving regeneration is a foundation of
high structural diversity within early-seral stands and is predicted to sustain such diversity
through several decades of early-seral stand development [29]. The importance of post-distur-
bance spatial pattern of regeneration for future development increases with decreasing density
of live residuals [5]. The structural heterogeneity evident in many primary Norway spruce for-
ests thus serves an ecological function supporting biodiversity not only before, but also after
disturbance.
The species composition of montane Norway spruce forests tends to remain unchanged
[21], regardless of prevailing disturbance typewindthrow or bark beetle outbreak [17,5960].
This differs from mixed forests in that wind or insect disturbances may be followed by spread-
ing of tree species resistant to the disturbance agent [12,30,61].
Maintenance of rowan, which contributes forage and biodiversity functions in these high-
elevation, spruce-dominated communities, is dependent on canopy-openings. Relatively few
rowan trees were recruited post-disturbance, but survival of advance regeneration rowan was
very high, and survivors exhibited higher, less variable height growth rates than spruce; this is
partly because the distribution of rowan seedling height was more unimodal compared to the
reverse-J distribution of spruce seedlings (Fig 3). Our results confirmed that renewal of rowan
is primarily dependent on the release of an advance regeneration bank [52]. The recruitment of
shade-tolerant rowan seedlings under mature canopies allows the formation of a seedling bank
[5152]. As the life span of rowan trees is shorter than the lifespan of spruce, rowan abundance
decreases in the long-term absence of canopy-open disturbance [62], and may also act as a
source of future canopy heterogeneity through death.
Pre-disturbance structure influences post-disturbance early-seral
structural development pathways
The Fig 6 illustrates how the structural complexity of an old-growth forest carries over to the
next stand, in spite of a severe canopy-removing bark beetle disturbance. Structurally simple
patches dominated by a dense overstory tend to be replaced by a young simple cohort (high
density, more evenly spatially distributed, shorter and more uniform heights). Structurally
complex patches that include gaps tend to be replaced by with a similarly complex young
cohort (lower density, larger patches of open space, greater maximum and wider variability in
heights). This difference in post-disturbance early-seral structural development pathways is
attributed to light conditions and microsite availability when the advance regeneration bank
was formed: Under densely closed canopies, there are suitable microsite conditions (sparse
herb layer) for seedling establishment but not enough light for sustainable height growth over a
certain threshold (~50 cm). Indeed, in a nearby stand with a more uniformly dense canopy,
advance regeneration density was an order of magnitude greater than in our dense patches,
Legacy of Pre-Disturbance Spatial Pattern in Spruce Forests
PLOS ONE | DOI:10.1371/journal.pone.0139214 September 30, 2015 12 / 18
Fig 6. The conceptual figure illustrates how the structural complexity of an old-growth forest carries
over to the next stand, in spite of a severe canopy-removing bark beetle disturbance. Structurally
simple patches dominated by a dense overstory tend to be replaced by a young simple cohort (high density,
more evenly spatially distributed, shorter and more uniform heights). Structurally complex patches that
include gaps tend to be replaced by with a similarly complex young cohort (lower density, larger patches of
open space, greater maximum and wider variability in heights). This difference in post-disturbance early-seral
structural development pathways is attributed to light conditions and microsite availability whenthe advance
regeneration bank was formed: Under densely closed canopies, there are suitable microsite conditions
(sparse herb layer) for seedling establishment but not enough light for sustainable height growth over a
certain threshold. In contrast, under moderate canopy cover, the establishment of new seedlings is inhibited
by a dense herb layer. Seedlings and saplings that do manage to establish in these patches are subject to
Legacy of Pre-Disturbance Spatial Pattern in Spruce Forests
PLOS ONE | DOI:10.1371/journal.pone.0139214 September 30, 2015 13 / 18
with an even lower maximum height [20]. In contrast, under moderate canopy cover, the estab-
lishment of new seedlings is inhibited by a dense herb layer. Seedlings and saplings that do
manage to establish in these patches are subject to mortality due to resource competition by
the herb layer [23,58], resulting in lower advance regeneration density, larger patches of open
space and wider height variability under moderate canopy cover.
Based on the above-described mechanism, the persistence of forest complexity within the
post-disturbance stand could also be possible in mature stands with developed old-growth
characteristics, such as a diversity of tree sizes and gaps in the forest canopy. As such, small- to
meso-scale disturbances that break up dense canopies are important to both creating and per-
petuating structural diversity across the forest sere.
Implications and Conclusions
Heterogeneous stands encourage the development of heterogeneous regeneration patterns,
thus, disturbances that minimize damage to the advance regeneration layer yields new stands
with still-heterogeneous structural patterns; this mechanism acts as a memory of pre-distur-
bance structural patterns [8]. The logical converse of this observation is that structurally simple
stands with a single dense canopy layer (e.g., managed second-growth in a stem-exclusion
stage; [9]) would yield structurally simple stands when subject to bark beetle disturbance; this
hypothesis could be verified in future research.
Increasingly, landscapes of Central Europe have become dominated by even-aged and even-
density stands. Two centuries of management designed to increase the homogeneity of spruce
forest structure have increased the susceptibility of forested landscapes to large-scale distur-
bance [1]. Forest stands with homogeneous canopies potentially diminish biodiversity by
reducing understory light gaps and microenvironments [27]. Structurally complex forests may
provide increased resistance and resilience to severe disturbances. Despite the perception that
early-seral forests related to severe disturbance are structurally simple, high-severity distur-
bances common in high-elevation Norway spruce forests can produce early-seral forests with
heterogeneous structure (sensu [26]). The wide spatial variability of regeneration associated
with pre-disturbance structures represents a crucial biological legacy, which, in turn, is related
to the previous disturbances that influenced stand structure. This memory of pre-disturbance
structural patterns may explain why spruce-free patches may persist for several decades
[23,55]. Prior canopy structure and persistence of microsite conditions (e.g. fern cover) can
provide relative stability of forest structure complexity and spatial pattern, which may persist
for several decades and even through multiple forest generations.
Supporting Information
S1 Fig. Sapling density as a function of A) canopy cover and B) Alpine-lady fern cover.
Grey areas represent the 95% confidence envelopes of the density functions. The rasters of can-
opy or Alpine-lady fern cover (colour range from light green representing the lowest cover to
violet representing the highest cover) are shown with the position of the saplings represented
by black dots.
(TIF)
S2 Fig. Relative distribution estimates of spruce sapling densities based on distance to the
nearest down log. Logs were classified according to side vegetation cover. The grey-shaded
mortality due to resource competition by the herb layer, resulting in lower advance regeneration density,
larger patches of open space and wider height variability under moderate canopy cover.
doi:10.1371/journal.pone.0139214.g006
Legacy of Pre-Disturbance Spatial Pattern in Spruce Forests
PLOS ONE | DOI:10.1371/journal.pone.0139214 September 30, 2015 14 / 18
areas indicate the envelope of uncertainty around the estimates of sapling density, as indicated
by the differentiated lines.
(TIF)
S3 Fig. Bivariate spatial pattern between survived and newly recruited spruces. The null
model was constructed using random shifting. Positions of survived and newly recruited
spruces (above 50 cm) are marked in subplot.
(TIFF)
S1 Table. List of independent and supplementary variables used in PCA.
(PDF)
S2 Table. Tree and regeneration density before and after disturbance. The number (total for
both plots) of survived undamaged, survived damaged, and dead spruce and rowan individuals
by height classes (50200 cm, >200 cm) four years after the wind and bark beetle disturbance.
Disturbance-related causes are in italics. The sign (-) means that χ2approximation of interspe-
cific differences would be incorrect because the number of expected values is too low.
(PDF)
Acknowledgments
We would like to thank Václav Pouska, Jitka Zenáhlíková, Lucie Vítková, Jan Rejzek, and Mar-
tin Starý for assistance with field data collection. We thank the Šumava National Park authori-
ties for administrative support.
Author Contributions
Conceived and designed the experiments: RB MS PJ JW. Performed the experiments: RB MS
PJ VC. Analyzed the data: RB PJ JW. Contributed reagents/materials/analysis tools: MS JW.
Wrote the paper: RB MS PJ RCM JW JLC VC DCD.
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... Suc h a c hange consider abl y affects the microclimatic regime of the locality, enhances soil nutrient availability (Ka ňa et al. 2013 ;Oulehle et al. 2019 ;Kopáček et al. 2020 ;Choma et al. 2021 ), and could endure from a few years to decades, depending of post-disturbance forest management (Šamonil et al. 2020 ). At the time of canopy opening, young surviving trees are usually present on site in natural forests (Ba če et al. 2015 ). Their growth almost instantly accelerates due to the increase in amount of penetrating light. ...
... One such event disturbed a mature spruce forest in the Plešné Lake catchment in 2004-2008, when bark beetle outbreak caused the loss of the majority of matur e tr ees pr esent (Kopáček et al. 2017 ). The starting conditions for natural forest regeneration varied in this area due to uneven occurrence of occasional surviving trees, a legacy of pre-disturbance forest structure and a vast micr osite heter ogeneity (Ba če et al. 2015 ;Kopáček et al. 2023 ). T hus , a rich mosaic of young forest stages developed in this area after 11 years since the forest breakdown. ...
... In contrast, the catchment included se v er al isolated patc hes of closed canopy stands wher e the fungal communities were dominated by EMF. These patches emerged from young, small spruces present in the undergrowth prior to disturbance and spread after the canopy opened (Ba če et al. 2015 ). The continued presence of spruce probably conserved the EMF community within these encla ves . ...
Article
Bark beetle disturbances are a critical event in the life cycle of Norway spruce forests. However, our knowledge of their effects on ectomycorrhizal fungi (EMF), which play a key role in forest productivity and nutrient cycling, is still incomplete. Special attention has been paid to the dynamics and diversity of EMF communities in managed forests, but studies dealing with disturbed natural stands are underrepresented. We conducted a study in an unmanaged natural spruce forest in the Bohemian Forest, (Czech Republic) which suffered severe forest dieback caused by bark beetle. Approximately a decade after the disturbance, the character of the forest structure in the study area (∼60 ha, 41 study plots) ranged from sites with open canopy and sparse tree cover to areas with dense spruce regeneration to patches of closed-canopy forest. We found that relative EMF abundance in soils was positively related to surviving tree and regeneration density. The number of surviving trees also positively affected species EMF richness and tended to support preservation of late-successional EMF species. Our results suggest that trees that survive bark beetle disturbance are key for the fate of the EMF community in natural forests.
... The abundance, species composition, and spatial distribution of surviving trees are all biological legacies (sensu Franklin et al. 2000) that persist through bark beetle outbreaks and shape forest recovery (Nigh et al. 2010;Dhar and Hawkins 2011). Within-stand landscape pattern is itself an important biological legacy influencing the growth release of survivors (Wild et al. 2014), yet the role of fine-scale spatial pattern in shaping both individual and standlevel compensatory responses remains largely unexplored (Wild et al. 2014;Bače et al. 2015). Building an understanding of how spatial heterogeneity affects disturbance and resilience dynamics requires repeated, spatially explicit measurements (Bače et al. 2015;Lutz et al. 2014); thus, opportunities to build this understanding at the scale of individual trees are relatively rare. ...
... Within-stand landscape pattern is itself an important biological legacy influencing the growth release of survivors (Wild et al. 2014), yet the role of fine-scale spatial pattern in shaping both individual and standlevel compensatory responses remains largely unexplored (Wild et al. 2014;Bače et al. 2015). Building an understanding of how spatial heterogeneity affects disturbance and resilience dynamics requires repeated, spatially explicit measurements (Bače et al. 2015;Lutz et al. 2014); thus, opportunities to build this understanding at the scale of individual trees are relatively rare. However, such insight is critical for characterizing how forest structure, demography, and function respond to disturbances such as bark beetle outbreaks (Dhar and Hawkins 2011;Pfeifer et al. 2011;Turner et al. 2013). ...
... Lodgepole pine will remain an important component of our study stands, however, as it continued to dominate post-outbreak overstory recruitment (i.e., total number of stems). These findings highlight how pre-outbreak spatial pattern acts as a persistent biological legacy shaping post-outbreak stand development dynamics (Bače et al. 2015), which in turn will shape how these stands respond to future disturbance (Turner et al. 2013). ...
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... Recent bark beetle outbreaks in spruce-dominated forests have significantly outperformed previously known frequencies and consequences, despite their crucial role in forest regeneration and succession (Bače et al., 2015;Zeppenfeld et al., 2015;Zabihi et al., 2021a). The number of I. typographus generations per year may increase due to climate change (i.e., increased temperature) which could also drive further outbreaks than previously documented (Hlásny et al., 2011;Marini et al., 2013). ...
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Climate change-related acute or long-term drought stress can weaken forest ecosystems and result in widespread bark beetle infestations. Eurasian spruce bark beetle (Ips typographus L.) infestations have been occurring in Norway spruce [Picea abies (L.) Karst.]-dominated forests in central Europe including the Czechia. These infestations appear regularly, especially in homogeneous spruce stands, and the impact varies with the climate-induced water stress conditions. The removal of infected trees before the beetles leave the bark is an important step in forest pest management. Early identification of susceptible trees to infestations is also very important but quite challenging since stressed tree-tops show no sign of discolouration in the visible spectrum. We investigated if individual spectral bandwidths or developed spectral vegetation indices (SVIs), can be used to differentiate non-attacked trees, assumed to be healthy, from trees susceptible to attacks in the later stages of a growing season. And, how the temporal-scale patterns of individual bands and developed SVIs of susceptible trees to attacks, driven by changes in spectral characteristics of trees, behave differently than those patterns observed for healthy trees. The multispectral imagery from the PlanetScope satellite coupled with field data were used to statistically test the competency of the individual band and/or developed SVIs to differentiate two designated classes of healthy and susceptible trees. We found significant differences between SVIs of the susceptible and healthy spruce forests using the Enhanced Vegetation Index (EVI) and Visible Atmospherically Resistant Index (VARI). The accuracy for both indices ranged from 0.7 to 0.78; the highest among all examined indices. The results indicated that the spectral differences between the healthy and susceptible trees were present at the beginning of the growing season before the attacks. The existing spectral differences, likely caused by water-stress stimuli such as droughts, may be a key to detecting forests susceptible to early infestations. Our introduced methodology can also be applied in future research, using new generations of the PlanetScope imagery, to assess forests susceptibility to bark beetle infestations early in the growing season.
... Schurman et al. (2018) determined that disturbance legacies are crucial to the vulnerability of European mountain spruce forests, which are currently being affected by various harmful events resulting in large-scale disturbances across their entire range (Seidl et al. 2014, Schurman 2018, Senf and Seidl 2018, Č ada et al. 2016. Recent dendrochronological research has revealed many new insights into the disturbance history and long-term dynamics of these forests , Zielonka et al. 2010, as well as their patterns of tree regeneration (Diaci et al. 2005, Bače et al. 2015, Wild et al. 2014. Therefore, disturbance history and its legacies are considered to be critical factors shaping current spatiotemporal structure and ecosystem functioning in primary montane Norway spruce (Picea abies (L.) Karst) forests. ...
... Schurman et al. (2018) determined that disturbance legacies are crucial to the vulnerability of European mountain spruce forests, which are currently being affected by various harmful events resulting in large-scale disturbances across their entire range (Seidl et al. 2014, Schurman 2018, Senf and Seidl 2018, Č ada et al. 2016. Recent dendrochronological research has revealed many new insights into the disturbance history and long-term dynamics of these forests , Zielonka et al. 2010, as well as their patterns of tree regeneration (Diaci et al. 2005, Bače et al. 2015, Wild et al. 2014. Therefore, disturbance history and its legacies are considered to be critical factors shaping current spatiotemporal structure and ecosystem functioning in primary montane Norway spruce (Picea abies (L.) Karst) forests. ...
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... Altered fire regimes pose a major challenge to the management of 'pyrodiverse' ecosystems, where high spatiotemporal variability in fire regimes may promote biodiversity-the 'pyrodiversity begets biodiversity' hypothesis (Parr & Anderson, 2006). The management of these ecosystems requires careful consideration of both the 'visible' mosaic of the most recent fire and the 'invisible' mosaic of prior fires at the landscape level; both these mosaics produce legacy effects that influence the recovery of ecosystems after fire (Bače et al., 2015;Bowd, Blair, et al., 2021;Bradstock et al., 2005). ...
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... Increasing climate extremes have also amplified the frequency and severity of disturbances (e.g., wind, fire, and insect outbreaks), which can cause extensive damage to the forest structure (Seidl et al., 2017). However, the impacts of climatic stress would have longerterm implications, because the natural recovery of forests lost under climatic conditions that are unsuitable for forest establishment would be more difficult than that after external physical disturbances, such as wind and fire (Bače et al., 2015;Everham and Brokaw, 1996;Peterson, 2000). Evaluations of the relative importance of SRIs and the geographic range where SRIs have a significant impact on vegetation establishment would improve our understanding of the responses of global forests to climatic stress. ...
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This chapter first considers the influence of the understory filter on dispersal, germination, and survival of tree seeds and seedlings individually. It then explains the effects of the understory filter on tree seedling community attributes such as tree seedling distribution, species composition, and diversity; the influence of the understory filter on seedling growth; and the role of the understory in determining the size structure of tree seedling communities. The filtering activity of the understory is complex not only because of its activity at multiple life stages of a tree, but also because the understory itself is a complex and changing mosaic of understory plants. The chapter concludes by discussing the spatial and temporal distribution of understory plants and how the mosaic nature of the understory affects the complexity of the understory filter.
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