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Comparative neuroanatomy of the central nervous system in web-building and cursorial hunting spiders
(2023)
Spiders (Araneae) include cursorial species that stalk their prey and more stationary species that use webs for prey capture. While many cursorial hunting spiders rely on visual cues, web-building spiders use vibratory cues (mechanosensation) for prey capture. We predicted that the differences in primary sensory input between the species are mirrored by differences in the morphology/architecture of the central nervous system (CNS). Here, we investigated the CNS anatomy of four spider species, two cursorial hunters Pardosa amentata (Lycosidae) and Marpissa muscosa (Salticidae), and two web-building hunters Argiope bruennichi (Araneidae) and Parasteatoda tepidariorum (Theridiidae). Their CNS was analyzed using Bodian silver impregnations, immunohistochemistry, and microCT analysis. We found that there are major differences between species in the secondary eye pathway of the brain that pertain to first-order, second-order, and higher order brain centers (mushroom bodies [MB]). While P. amentata and M. muscosa have prominent visual neuropils and MB, these are much reduced in the two web-building species. Argiope bruennichi lacks second-order visual neuropils but has specialized photoreceptors that project into two distinct visual neuropils, and P. tepidariorum lacks MB, suggesting that motion vision might be absent in this species. Interestingly, the differences in the ventral nerve cord are much less pronounced, but the web-building spiders have proportionally larger leg neuropils than the cursorial spiders. Our findings suggest that the importance of visual information is much reduced in web-building spiders, compared to cursorial spiders, while processing of mechanosensory information requires the same major circuits in both web-building and cursorial hunting spiders.
Foraging behavior, neuroanatomy and neuroplasticity in cursorial and stationary hunting spiders
(2023)
The central nervous system (CNS) is the integration center for the coordination and regulation of
all body activities of animals and the source of behavioral patterns, behavioral plasticity and
personality. Understanding the anatomy and the potential for plastic changes of the CNS not only
widens the knowledge on the biology of the respective species, but also enables a more
fundamental understanding of behavioral and ecological patterns. The CNS of species with
different sensory ecologies for example, will show specific differences in the wiring of their CNS,
related to their lifestyle. Spiders are a group of mesopredators that include stationary hunting
species that build webs for prey capture, and cursorial hunting species that do not build capture
webs. These distinct lifestyles are associated with major differences in their sensory equipment,
such as size of the different eyes.
In this thesis, I aimed to answer if a cursorial mesopredator would change its behavior due to
different levels of perceived predation risk, and if this behavior would be influenced by individual
differences (chapter 1); how the visual pathways in the brain of the cursorial hunting jumping
spider Marpissa muscosa differs from that of the nocturnal cursorial hunting wandering spider
Cupiennius salei (chapter 2); to what degree the visual systems of stationary and cursorial hunting
spiders differ and whether CNS areas that process vibratory information show similar differences
(chapter 3); and finally if the CNS in stationary and cursorial hunting spiders shows different
patterns of neuroplasticity in response to sensory input and deprivation during development
(chapter 4).
In chapter 1, I found that jumping spiders adjust their foraging behavior to the perceived level of
risk. By favoring a dark over a light substrate, they displayed a background-matching strategy.
Short pulses of acute risk, produced by simulated bird overflights, had only small effects on the
behavior. Instead, a large degree of variation in behavior was due to among-individual differences
in foraging intensity. These covaried with consistent among-individual differences in activity,
forming a behavioral syndrome. Our findings highlight the importance of consistent amongindividual
differences in the behavior of animals that forage under risk. Future studies should
address the mechanisms underlying these stable differences, as well as potential fitness
consequences that may influence food-web dynamics.
In chapter 2, I found that the visual pathways in the brain of the jumping spider M. muscosa differ
from that in the wandering spider C. salei. While the pathway of the principal eyes, which are
responsible for object discrimination, is the same in both species, considerable differences occur
in the pathway of the secondary eyes, which detect movement. Notably, M. muscosa possesses
an additional second-order visual neuropil, which is integrating information from two different
secondary eyes, and may enable faster movement decisions. I also showed that the tiny posterior
median eye is connected to a first-order visual neuropil which in turn connects to the arcuate body
(a higher-order neuropil), and is thus not vestigial as suggested before. Subsequent studies should
focus on exploring the function of the posterior median eyes in different jumping spider species,
Foraging behavior, neuroanatomy, and neuroplasticity in cursorial and stationary hunting spiders
as they show considerable inter-specific size differences that may be correlated with a differing
connectivity in the brain.
In chapter 3, I described all neuropils and major tracts in the CNS of two stationary (Argiope
bruennichi and Parasteatoda tepidariorum) and two cursorial hunting spiders (Pardosa amentata
and M. muscosa). I found major differences in the visual systems of the secondary eyes between
cursorial and stationary hunting spiders, but also within the groups. A. bruennichi has specialized
retinula cells in two of the secondary eyes, which connect to different higher-order neuropils. P.
tepidariorum has only a single visual neuropil connected to all secondary eyes, and lacks
recognizable mushroom bodies. The neuroanatomy of CNS areas that process mechanosensory
information on the other hand, is remarkably similar between cursorial and stationary hunting
species. This suggests that the same major circuits are used for the processing of mechanosensory
information in both cursorial and stationary hunting spiders. Future studies on functional aspects
of sensory processing in spiders can build on the findings of our study.
In chapter 4, I found that developmental neuroplasticity in response to sensory input differs
between a cursorial (M. muscosa) and a stationary hunting spider (P. tepidariorum). While
deprivation of sensory input leads to a volume increase in several visual and mechanosensory
neuropils M. muscosa, neither sensory deprivation nor sensory enrichment had an effect on the
volume of neuropils in P. tepidariorum. However, exposure to mechanical cues during
development had an effect on the allometric scaling slope of the leg neuropils in both M. muscosa
and P. tepidariorum. Future studies should focus on the genetic and cellular basis of
developmental neuroplasticity in response to sensory input in order to explain the observed
patterns.
Introduction: At the cellular level, acute temperature changes alter ionic conductances, ion channel kinetics, and the activity of entire neuronal circuits. This can result in severe consequences for neural function, animal behavior and survival. In poikilothermic animals, and particularly in aquatic species whose core temperature equals the surrounding water temperature, neurons experience rather rapid and wide-ranging temperature fluctuations. Recent work on pattern generating neural circuits in the crustacean stomatogastric nervous system have demonstrated that neuronal circuits can exhibit an intrinsic robustness to temperature fluctuations. However, considering the increased warming of the oceans and recurring heatwaves due to climate change, the question arises whether this intrinsic robustness can acclimate to changing environmental conditions, and whether it differs between species and ocean habitats.
Methods: We address these questions using the pyloric pattern generating circuits in the stomatogastric nervous system of two crab species, Hemigrapsus sanguineus and Carcinus maenas that have seen a worldwide expansion in recent decades.
Results and discussion: Consistent with their history as invasive species, we find that pyloric activity showed a broad temperature robustness (>30°C). Moreover, the temperature-robust range was dependent on habitat temperature in both species. Warm-acclimating animals shifted the critical temperature at which circuit activity breaks down to higher temperatures. This came at the cost of robustness against cold stimuli in H. sanguineus, but not in C. maenas. Comparing the temperature responses of C. maenas from a cold latitude (the North Sea) to those from a warm latitude (Spain) demonstrated that similar shifts in robustness occurred in natural environments. Our results thus demonstrate that neuronal temperature robustness correlates with, and responds to, environmental temperature conditions, potentially preparing animals for changing ecological conditions and shifting habitats.
Animals often respond to climate change with changes in morphology, e.g., shrinking body size with increasing temperatures, as expected by Bergmann’s rule. Because small body size can have fitness costs for individuals, this trend could threaten populations. Recent studies, however, show that morphological responses to climate change and the resulting fitness consequences cannot be generalized even among related species. In this long-term study, we investigate the interaction between ambient temperature, body size and survival probability in a large number of individually marked wild adult female Natterer’s bats (Myotis nattereri). We compare populations from two geographical regions in Germany with a different climate. In a sliding window analysis, we found larger body sizes in adult females that were raised in warmer summers only in the northern population, but not in the southern population that experienced an overall warmer climate. With a capture-mark-recapture approach, we showed that larger individuals had higher survival rates, demonstrating that weather conditions in early life could have long-lasting fitness effects. The different responses in body size to warmer temperatures in the two regions highlight that fitness-relevant morphological responses to climate change have to be viewed on a regional scale and may affect local populations differently.
Background
The ‘wallflower’ hypothesis proposes females mate indiscriminately to avoid reproductive delays. Post-copulatory mechanisms may then allow ‘trading up’, favouring paternity of future mates. We tested links between pre- and post-copulatory choice in Latrodectus geometricus female spiders paired sequentially with two males. These females copulate as adults or as subadults and store sperm in paired spermathecae. Choosy adults have a higher risk of delays to reproduction than subadults.
Results
We predicted low pre-copulatory, but high post-copulatory choice at first matings for adults and the opposite for subadults. At second matings, we expected all females would prefer males superior to their first. We found all females mated indiscriminately at their first pairing, but in contrast to subadults, adults usually allowed only a single insertion (leaving one of their paired spermatheca empty); a mechanism of post-copulatory choosiness. Adult-mated females were more likely to remate than subadult-mated females when they became adults, showing a preference for larger males, while subadult-mated females tended to prefer males of greater size-corrected mass.
Conclusions
Our results show that the ‘wallflower’ effect and ‘trading up’ tactics can be utilized at different life stages, allowing females to employ choice even if rejecting males is costly.
Podocytes are highly specialized kidney cells that are attached to the outer aspect of the glomerular capillaries and are damaged in more than 75% of patients with an impaired renal function. This specific cell type is characterized by a complex 3D morphology which is essential for proper filtration of the blood. Any changes of this unique morphology are directly associated with a deterioration of the size-selectivity of the filtration barrier. Since podocytes are postmitotic, there is no regenerative potential and the loss of these cells is permanent. Therefore, identification of small molecules that are able to protect podocytes is highly important. The aim of this work was to establish an in vivo high-content drug screening in zebrafish larvae. At first, we looked for a reliable podocyte injury model which is fast, reproducible and easy to induce. Since adriamycin is commonly used in rodents to damage podocytes, we administered it to the larvae and analyzed the phenotype by in vivo microscopy, (immuno-) histology and RT-(q)PCR. However, adriamycin did not result in a podocyte-specific injury in zebrafish larvae. Subsequently, we decided to use a genetic ablation model which specifically damages podocytes in zebrafish larvae. Treatment of transgenic zebrafish larvae with 80 µM metronidazole for 48 hours generated an injury resembling focal and segmental glomerulosclerosis which is characterized by podocyte foot process effacement, cell depletion and proteinuria. Following this, we established an in vivo high-content screening system by the use of a specific screening zebrafish strain. This screening strain expresses a circulating 78 kDa eGFP-labeled Vitamin D-binding fusion protein, which passes the filtration barrier only after glomerular injury. Therefore, we had an excellent readout to follow podocyte injury in vivo. We generated a custom image analysis software that measures the fluorescence intensity of podocytes and the vasculature automatically on a large scale. Furthermore, we screened a specific drug library consisting of 138 compounds for protective effects on larval podocytes using this in vivo high-content system. The analysis identified several initial hits and the subsequent validation experiments identified belinostat as a reliable and significant protective agent for podocytes. These results led to a patent request and belinostat is a promising candidate for a clinical use and will be tested in mammalian podocyte injury models.
Hibernation is a widespread adaptation in animals to seasonally changing environmental conditions. In the face of global anthropogenic change, information about plastic adjustments to environmental conditions and associated mortality costs are urgently needed to assess population persistence of hibernating species. Here, we used a five-year data set of 1047 RFID-tagged individuals from two bat species, Myotis nattereri and Myotis daubentonii that were automatically recorded each time they entered or left a hibernaculum. Because the two species differ in foraging strategy and activity pattern during winter, we expected species–specific responses in the timing of hibernation relative to environmental conditions, as well as different mortality costs of early departure from the hibernaculum in spring. Applying mixed-effects modelling, we disentangled population-level and individual-level plasticity in the timing of departure. To estimate mortality costs of early departure, we used both a capture mark recapture analysis and a novel approach that takes into account individual exposure times to mortality outside the hibernaculum. We found that the timing of departure varied between species as well as among and within individuals, and was plastically adjusted to large-scale weather conditions as measured by the NAO (North Atlantic Oscillation) index. Individuals of M. nattereri, which can exploit milder temperatures for foraging during winter, tuned departure more closely to the NAO index than individuals of M. daubentonii, which do not hunt during winter. Both analytical approaches used to estimate mortality costs showed that early departing individuals were less likely to survive until the subsequent hibernation period than individuals that departed later. Overall, our study demonstrates that individuals of long-lived hibernating bat species have the potential to plastically adjust to changing climatic conditions, although the potential for adjustment differs between species.
Geometric regularity of spider webs has been intensively studied in orb‐weaving spiders, although it is not exclusive of orb weavers. Here, we document the geometrically regular, repetitive elements in the webs of the non‐orb‐weaving groups Leptonetidae and Telemidae for the first time. Similar to orb weavers, we found areas with regularly spaced parallel lines in the webs of Calileptoneta helferi, Sulcia sp., and cf. Pinelema sp. Furthermore, we provide a detailed account of the regular webs of Ochyrocera (Ochyroceratidae). The sections of the web with regularly disposed parallel lines are built as U‐shaped modules reminiscent of orb webs. It has been suggested that the regularly spaced parallel lines in the webs of Ochyroceratidae and Psilodercidae may be produced in a single sweep of their posterior lateral spinnerets, which have regularly spaced aciniform gland spigots, perhaps involving expansion of the spinnerets. To test this hypothesis, we compared the spacing between parallel lines with the spacing between spigots, searched for expansible membranes in the spinnerets, and examined the junctions of regularly spaced lines. The distance between parallel lines was 10–20 times the distance between spigots, and we found no expansible membranes, and the intersection of parallel lines are cemented, which opposes the single sweep hypothesis. Furthermore, we found cues of viscid silk in the parallel lines of the psilodercid Althepus and broadened piriform gland spigots that may be responsible of its production. Finally, we evaluated the presence or absence of geometrically regular web elements across the spider tree of life. We found reports of regular webs in 31 spider families, including 20 families that are not orb weavers and hypothesize that the two basic aspects of regularity (parallel lines spaced at regular intervals, and radial lines spaced at regular angles) probably appeared many times in the evolution of spiders.
Copulatory mechanics of ghost spiders reveals a new self-bracing mechanism in entelegyne spiders
(2023)
Spiders evolved a distinctive sperm transfer system, with the male copulatory organs located on the tarsus of the pedipalps. In entelegyne spiders, these organs are usually very complex and consist of various sclerites that not only allow the transfer of the sperm themselves but also provide a mechanical interlock between the male and female genitalia. This interlocking can also involve elements that are not part of the copulatory organ such as the retrolateral tibial apophysis (RTA)—a characteristic of the most diverse group of spiders (RTA clade). The RTA is frequently used for primary locking i.e., the first mechanical engagement between male and female genitalia. Despite its functional importance, some diverse spider lineages have lost the RTA, but evolved an apophysis on the femur instead. It can be hypothesized that this femoral apophysis is a functional surrogate of the RTA during primary locking or possibly serves another function, such as self-bracing, which involves mechanical interaction between male genital structures themselves to stabilize the inserted pedipalp. We tested these hypotheses using ghost spiders of the genus Josa (Anyphaenidae). Our micro-computed tomography data of cryofixed mating pairs show that the primary locking occurs through elements of the copulatory organ itself and that the femoral apophysis does not contact the female genitalia, but hooks to a projection of the copulatory bulb, representing a newly documented self-bracing mechanism for entelegyne spiders. Additionally, we show that the femoral self-bracing apophysis is rather uniform within the genus Josa. This is in contrast to the male genital structures that interact with the female, indicating that the male genital structures of Josa are subject to different selective regimes.
Extra-organismal DNA (eoDNA) from material left behind by organisms (noninvasive DNA, e.g., feces, hair) or from environmental samples (eDNA, e.g., water, soil) is a valuable source of genetic information. However, the relatively low quality and quantity of eoDNA, which can be further degraded by environmental factors, results in reduced amplification and sequencing success. This is often compensated for through cost- and time-intensive replications of genotyping/sequencing procedures. Therefore, system- and site-specific quantifications of environmental degradation are needed to maximize sampling efficiency (e.g., fewer replicates, shorter sampling durations), and to improve species detection and abundance estimates. Using 10 environmentally diverse bat roosts as a case study, we developed a robust modeling pipeline to quantify the environmental factors degrading eoDNA, predict eoDNA quality, and estimate sampling-site-specific ideal exposure duration. Maximum humidity was the strongest eoDNA-degrading factor, followed by exposure duration and then maximum temperature. We also found a positive effect when hottest days occurred later. The strength of this effect fell between the strength of the effects of exposure duration and maximum temperature. With those predictors and information on sampling period (before or after offspring were born), we reliably predicted mean eoDNA quality per sampling visit at new sites with a mean squared error of 0.0349. Site-specific simulations revealed that reducing exposure duration to 2–8 days could substantially improve eoDNA quality for future sampling. Our pipeline identified high humidity and temperature as strong drivers of eoDNA degradation even in the absence of rain and direct sunlight. Furthermore, we outline the pipeline's utility for other systems and study goals, such as estimating sample age, improving eDNA-based species detection, and increasing the accuracy of abundance estimates.
Increasing environmental changes primarily due to anthropogenic impacts, are affecting organisms all over the planet. In general, scientists distinguish between three different ways in which organisms can respond to environmental changes in their habitat: extinction, dispersal and adaptation. An example of organisms which are highly adaptable and can easily cope with new and changing environments are invasive species which are able to colonize new habitats with only few individuals. To successfully survive in their new environment, invasive species adapt fast to novel abiotic and biotic parameters, such as different temperature regimes. Phenotypic plasticity which enables organisms to quickly modify their phenotype to new environmental conditions, explains the success in adaptation of invasive species.
While underlying mechanisms of phenotypic plasticity are not fully understood, one possible “motor” of phenotypic plasticity is epigenetics. Especially DNA methylation could explain the fast changes of the organism’s phenotype due to plasticity when experiencing changing environments, as invasive species do. DNA methylation could even contribute to the adaptation of invasive species via phenotypic plasticity, especially with clonally reproducing species. Methods such as common garden experiments with clonally reproducing species are a useful tool to differentiate between phenotypic plasticity and genetic adaptation because the confusing effects of genetic variation are lowered in clonally reproducing species.
Our overall goal was to evaluate the genetic adaptive potential of New Zealand mud snail (Potamopyrgus antipodarum) populations from Europe since they went through an extreme bottleneck after colonizing Europe only 180-360 generations ago. Seemingly, two different clonal lineages colonized Europe because two 16 s rRNA and cytochrome b haplotypes were found across different European countries, haplotypes t and z. The NZMS is a highly successful invasive species that is nowadays nearly globally distributed. The shells of the NZMS show a habitat-dependent high variability and are a fitness-relevant trait. The high variability in shell morphology is due to both genetic variation and phenotypic plasticity. To disentangle genetic from environmental effects on the shell morphology NZMS, we conducted a common garden experiment. We kept asexually reproducing females from eleven European populations in climate cabinets with three different temperatures to produce offspring. We compared shell size and shape across three generations using the geometric morphometrics approach. Furthermore, we estimated reaction norms, maternal effects, broad-sense heritability, the coefficient of genetic variation (CVA) and evolvability (IA) in shell size and shape across different temperature conditions. Additionally, we investigated the reproductive rate of the parental generation.
Results showed that the shell morphology of the parental generation differed across populations. In contrast, the shell morphology of offspring generations became more similar. The reaction norms of the F1 generation were rather variable across the three temperatures. However, we were able to observe a haplotype-dependent pattern across the reaction norms suggesting a restricted genetic differentiation among NZMS in Europe. We detected high heritability values in size indicating a high genetic influence. Heritability values for shape were lower than in size. Generally, heritability varied slightly depending on temperature. Size seemed to have a higher evolvability than shape. However, the values of all our calculations were very low which indicates that the European NZMS populations are genetically diminished. The reproductive rate of the parental generation was rather haplotype than temperature dependent. In summary, we were able to display that the NZMS is capable to plastically adapt its shell morphology to different temperatures showing significant differences between the two haplotypes. Nevertheless, the low evolvability values indicate that little genetic variation has formed since the arrival of the NZMS in Europe and therefore, European NZMS seem to have a reduced ability to react to selection.
These results implied that phenotypic plasticity is important for the adaptation to different environmental conditions in the NZMS and maybe other molluscan species. Since classical experimental approaches can only describe the resulting phenotypes, we also intended to shed more light on the mechanistic side of environmentally induced phenotypic modifications using DNA methylation analysis. Although molluscs represent one of the most diverse taxa within the metazoan and are found in many different habitats, our knowledge of the DNA methylation in molluscs is scarce. Therefore, we aimed at deepening and summarizing our understanding about DNA methylation in molluscs. Publicly available molluscan genomic and transcriptomic data of all eight mollusc classes was downloaded to search for DNA methyltransferases (DNMTs 1-3) responsible for DNA methylation. Additionally, we estimated the normalized CpG dinucleotide content (CpG o/e) indicating the presence/absence and the frequency of DNA methylation in the genome. The CpG o/e ratio refers to the level of DNA methylation in the genome. Based on the sensitivity of methylated cytosines to mutate into thymine residues, species having a high germline methylation in genomic regions over evolutionary time, also have a lower CpG content, which is called CpG depletion. In contrary, species with a limited germline methylation in genomic regions over evolutionary time, show a higher CpG content and lack CpG depletion. The presence or absence of CpG depletion can be calculated with the CpG o/e ratio. Ultimately, the goal of our analyses was to gain insight into the evolution of methylation in molluscs.
We detected DNMTs in all eight mollusc classes and in most of the species. It is therefore plausible that the last common ancestor of molluscs has already had the enzymatic machinery which is needed for DNA methylation. However, various species did not possess the complete DNMT toolkit indicating evolutionary modification in DNA methylation. In general, we found a wide distribution of the bimodal CpG o/e pattern in six mollusc classes, resulting from CpG depletion. The genes in these groups seem to be divided into genes with a high degree of methylation and genes with a lower degree of methylation. This implies that DNA methylation seems to be rather common in molluscs. Species of Solenogastres and Monoplacophora were not or only sparsely methylated. It seems that those mollusc groups have undergone a reduction in DNA methylation. We hope that our investigations will demonstrate the lacking knowledge in epigenetics of molluscs and encourage scientist to execute and continue genetic studies on molluscs.
How well populations can cope with global warming will often depend on the evolutionary potential and plasticity of their temperature-sensitive, fitness-relevant traits. In Bechstein's bats (Myotis bechsteinii), body size has increased over the last decades in response to warmer summers. If this trend continues it may threaten populations as larger females exhibit higher mortality. To assess the evolutionary potential of body size, we applied a Bayesian ‘animal model’ to estimate additive genetic variance, heritability and evolvability of body size, based on a 25-year pedigree of 332 wild females. Both heritability and additive genetic variance were reduced in hot summers compared to average and cold summers, while evolvability of body size was generally low. This suggests that the observed increase in body size was mostly driven by phenotypic plasticity. Thus, if warm summers continue to become more frequent, body size likely increases further and the resulting fitness loss could threaten populations.
In mandibulate arthropods, the primary olfactory centers, termed olfactory lobes in crustaceans, are typically organized in distinct fields of dense synaptic neuropils called olfactory glomeruli. In addition to olfactory sensory neuron terminals and their postsynaptic efferents, the glomeruli are innervated by diverse neurochemically distinctive interneurons. The functional morphology of the olfactory glomeruli is understudied in crustaceans compared with insects and even less well understood and described in a particular crustacean subgroup, the Peracarida, which embrace, for example, Amphipoda and Isopoda. Using immunohistochemistry combined with confocal laser scanning microscopy, we analyzed the neurochemistry of the olfactory pathway in the amphipod Parhyale hawaiensis. We localized the biogenic amines serotonin and histamine as well as the neuropeptides RFamide, allatostatin, orcokinin, and SIFamide. As for other classical neurotransmitters, we stained for γ-aminobutyric acid and glutamate decarboxylase and used choline acetyltransferase as indicator for acetylcholine. Our study is another step in understanding principles of olfactory processing in crustaceans and can serve as a basis for understanding evolutionary transformations of crustacean olfactory systems.
BatNet: a deep learning-based tool for automated bat species identification from camera trap images
(2023)
Automated monitoring technologies can increase the efficiency of ecological data collection and support data-driven conservation. Camera traps coupled with infrared light barriers can be used to monitor temperate-zone bat assemblages at underground hibernacula, where thousands of individuals of multiple species can aggregate in winter. However, the broad-scale adoption of such photo-monitoring techniques is limited by the time-consuming bottleneck of manual image processing. Here, we present BatNet, an open-source, deep learning-based tool for automated identification of 13 European bat species from camera trap images. BatNet includes a user-friendly graphical interface, where it can be retrained to identify new bat species or to create site-specific models to improve detection accuracy at new sites. Model accuracy was evaluated on images from both trained and untrained sites, and in an ecological context, where community- and species-level metrics (species diversity, relative abundance, and species-level activity patterns) were compared between human experts and BatNet. At trained sites, model performance was high across all species (F1-score: 0.98–1). At untrained sites, overall classification accuracy remained high (96.7–98.2%), when camera placement was comparable to the training images (<3 m from the entrance; <45° angle relative to the opening). For atypical camera placements (>3 m or >45° angle), retraining the detector model with 500 site-specific annotations achieved an accuracy of over 95% at all sites. In the ecological case study, all investigated metrics were nearly identical between human experts and BatNet. Finally, we exemplify the ability to retrain BatNet to identify a new bat species, achieving an F1-score of 0.99 while maintaining high classification accuracy for all original species. BatNet can be implemented directly to scale up the deployment of camera traps in Europe and enhance bat population monitoring. Moreover, the pretrained model can serve as a baseline for transfer learning to automatize the image-based identification of bat species worldwide.
Amid the current global biodiversity crisis, being able to accurately monitor the changing state of biodiversity is essential for successful conservation actions and policy. Despite the pressing need for reliable and cost-effective monitoring methods, collecting such data remains extremely difficult for elusive species, such as temperate zone bats. Although bats are important indicators of environmental changes, monitoring bat populations is challenging because they are nocturnal, volant, small, and highly sensitive to human activities and disturbance. Thus far, population trends of temperate zone bats have been mainly based on visual surveys, including winter hibernation counts at underground sites. However, as bats may not always be roosting in visible locations within the hibernacula, it is currently unknown how these estimates relate to actual population sizes.
Infrared light barriers combined with camera traps are a novel method to monitor bats at underground sites. When installed at the entrance of hibernacula, infrared light barriers have the potential to estimate site-level population sizes more accurately than visual surveys, by counting all bats flying in and out of the site. Moreover, camera traps, consisting of a digital camera and white flash, can be used for species-level identification. However, for this new method to be applicable as a large-scale bat monitoring technique, it is important to characterize it with regard to three main criteria: is the method minimally invasive, is it accurate, and is it scalable in terms of spatial and temporal resolution? Therefore, the purpose of this thesis was to investigate the invasiveness and accuracy of this novel bat monitoring method, and to develop standardized and automated data analysis pipelines, both for the light barrier and camera trap data, to support the deployment of this method at scale.
In Publication I, we used light barrier data, infrared video recordings and acoustic data from an experimental field study to investigate whether the white flash of the camera trap has any measurable short- or long-term effect on bat activity and behavior. The flash of the camera trap was turned on and off every week at each site, which allowed us to compare the activity and behavior of bats between flash-on and flash-off nights. We found that despite the high sensitivity of bats to disturbance, they did not change their nightly activity patterns, flight direction, echolocation behavior, or long-term site use in response to the white flash of the camera trap. Based on these results, we concluded that camera traps using a white flash are a minimally invasive method for monitoring bat populations at hibernacula, providing high quality images that allows species-level identification.
In Publication II, we used infrared video surveillance to quantify the accuracy of infrared light barriers, and we described a standardized methodology to estimate population sizes and trends of hibernating bat assemblages using light barrier data. We showed that light barrier accuracy varies based on the model and location of the installation relative to the entrance, with the best combination achieving nearly perfect accuracy over the spring emergence phase. When compared to light barrier-based estimates, we found that visual counts markedly underestimated population sizes, recovering less than 10% of the bats at the most complex hibernacula. Moreover, light barrier-based population trends showed regional patterns of growth and decline that were not detectable using the visual count data. Overall, we established that the light barrier data can be used to estimate the population size and trends of hibernating bat assemblages with unprecedented accuracy and in a standardized way.
In Publication III, we described a deep learning-based tool, BatNet, that can accurately and efficiently identify bat species from camera trap images. The baseline model was trained to identify 13 European bat species or species complexes using camera trap images collected at 32 hibernation sites (i.e., trained sites). We showed that the baseline model performance was very high across all 13 bat species on trained sites, as well as on untrained sites when the camera angle and distance from the entrance were comparable to the training images. At untrained sites with more atypical camera placements, we demonstrated the ability to retrain the baseline model and achieve an accuracy comparable to the trained sites. Additionally, we showed that the model can learn to identify a new species, while maintaining high classification accuracy for all original species. Finally, we established that BatNet can be used to accurately describe ecological metrics from camera trap images (i.e., species diversity, relative abundance, and species-specific phenology) that are relevant for bat conservation.
We conclude that infrared light barriers and camera traps offer a minimally invasive and accurate method to monitor site-level bat population trends and species-specific phenological estimates at underground sites. Such remote data collection approaches are particularly relevant for monitoring large, complex hibernation sites, where traditional visual surveys are not feasible or account only for a small fraction of the actual population. Combining this automated monitoring method with a deep learning-based species identification tool, BatNet, allows us quickly and accurately analyze millions of camera trap images resulting from large-scale, long-term camera trap studies. As a result, we can gain unprecedented insights into the behavior and population dynamics of these enigmatic species, drastically improving our ability to support data-driven bat conservation.
Metabarcoding of invertebrate-derived DNA (iDNA) is increasingly used to describe vertebrate diversity in terrestrial ecosystems. Fly iDNA has also shown potential as a tool for detecting pathogens. Combining these approaches makes fly iDNA a promising tool for understanding the ecology and distribution of novel pathogens or emerging infectious diseases. Here, we use fly iDNA to explore the geographic distribution of Bacillus cereus biovar anthracis (Bcbva) along a gradient from the forest within Taï National Park, Côte d'Ivoire, out to surrounding villages. We tested fly pools (N = 100 pools of 5 flies) collected in the forest (N = 25 pools), along the forest edge (N = 50 pools), and near surrounding villages (N = 25 pools) for Bcbva. Using the same iDNA, we sought to reconstruct fly and mammal communities with metabarcoding, with the aim of investigating potential links with Bcbva detection. We detected Bcbva in 5/100 fly pools and positivity varied significantly across the habitat types (forest = 4/25, edge = 1/50, village = 0/25). It was possible to culture Bcbva from all positive fly pools, confirming their positivity, while sequencing of their whole genomes revealed a considerable portion of known genomic diversity for this pathogen. iDNA generated data about the mammal and fly communities in these habitats, revealing the highest mammal diversity in the forest and considerable changes in fly community composition along the gradient. Bcbva host range estimates from fly iDNA were largely identical to the results of long-term carcass monitoring efforts in the region. We show that fly iDNA can generate data on the geographic distribution and host range of a pathogen at kilometer scales, as well as reveal the pathogen's phylogenetic diversity. Our results highlight the power of fly iDNA for mammal biomonitoring and pathogen surveillance.
Flies form high-density associations with human settlements and groups of nonhuman primates and are implicated in transmitting pathogens. We investigate the movement of nonhuman primate-associated flies across landscapes surrounding Kibale National Park, Uganda, using a mark–recapture experiment. Flies were marked in nine nonhuman primate groups at the forest edge (x̄ = 929 flies per group), and we then attempted to recapture them in more anthropized areas (50 m, 200 m and 500 m from where marked; 2–21 days after marking). Flies marked in nonhuman primate groups were recaptured in human areas (19/28,615 recaptured). Metabarcoding of the flies in nonhuman primate groups revealed the DNA of multiple eukaryotic primate parasites. Taken together, these results demonstrate the potential of flies to serve as vectors between nonhuman primates, livestock and humans at this biodiverse interface.
The male genitalia of pholcid spiders, which is one of the most species-rich spider families, are characterized by a procursus, which is a morphologically diverse projection of the copulatory organ. It has been shown that the procursus interacts with the female genitalia during copulation. Here, we investigate the function of the procursus in Gertschiola neuquena, a species belonging to the early branched and understudied subfamily Ninetinae, using behavioural and morphological data. Although many aspects of the copulatory behaviour of G. neuquena follow the general pattern described for the family, males use only one pedipalp during each copulation. Based on our micro-CT analysis of cryofixed mating pairs using virgin females, we can show that the long and filiform procursus is inserted deeply into the unpaired convoluted female spermatheca, and the intromittent sclerite, the embolus, is rather short and stout only reaching the most distal part of the female sperm storage organ. Histological data revealed that sperm are present in the most proximal part of the spermatheca, suggesting that the procursus is used to allocate sperm deeply into the female sperm storage organ. This represents the first case of a replacement of the sperm allocation function of the intromittent sclerite in spiders.
The need for the diversification of utilised species has emerged in the present aquaculture
production environment. Shifts in consumer interest, climate change-induced temperature
increases, and major fish disease outbreaks have put a strain on this industry. In this context,
the pikeperch (Sander lucioperca) has become a new target species for aquaculture in Central
Europe. This new aquaculture focus species exhibits high numbers of offspring, fast growth,
and high consumer acceptance. It can also effectively deal with higher temperatures and turbid
water. However, the rate of successful rearing is still low, as various developmental
transformations and environmental effects commonly lead to high mortality rates during the
early ontogenetic stages. The aim of this doctoral project was thus to obtain insight into
embryonic to larval developmental changes during pikeperch ontogeny. Specifically, the times
of change that influence survival were of focus. Based on the available literature, particular
attention was paid to general growth patterns and the connected developmental changes, the
determination of myogenesis gene marker expression changes, and the support of animal
welfare efforts for pikeperch rearing procedures. To achieve the aims of the study, a methodical
setup consisting of morphometric and developmental observations was combined with
transcriptome gene marker analysis for the different ontogenetic stages.
Three developmental phases were differentiated during the embryo-larval transition. Each of
these possessed distinct growth patterns with different growth rates. The intermediate
threshold phase showed internal organ development that focused on digestive, neuronal, and
heart tissues. Three activity phases of myogenesis were determined: during early embryonic
development, before hatching, and after hatching during the larval stages. Therefore, muscle
development seemed to be regulated to balance energy expenditures. Additionally, two
coinciding skeletogenic phases were found. Furthermore, a cell line from whole embryos was
developed to support the replacement of animals in future experimental setups. A software
system for video analyses was developed to support rearing procedures in aquaculture
facilities. This prototype can be used to automate the counting of specimens and thus allows
for faster responses to increasing mortalities. Based on the results of this thesis project, further
insights into the early development of pikeperches were obtained. This will facilitate the design
and adaptation of raising and husbandry protocols, which can help to further establish
pikeperch as an aquaculture species and support its application in modern recirculatory
systems.
Emerging infectious diseases are among the greatest threats to human, animal and plant health as well as to global biodiversity. They often arise following the human-mediated transport of a pathogen beyond its natural geographic range, where host species are typically not well adapted due to a lack of co-evolutionary host-pathogen dynamics. One such pathogen is the fungus Pseudogymnoascus destructans (Pd), which causes White-Nose disease in hibernating bats. While Pd was first observed in North America where it has led to mass-mortalities in some bat species, the pathogen originates from Eurasia where infection is not associated with mortality. Most of the Pd research has focused on the invasive North American range, which likely underestimated the genetic structure of the pathogen and the role it might play in the disease dynamics.
In my work, I therefore evaluated the genetic structure of Pd in its native range with the aim of uncovering cryptic diversity and further use population genetic data to address some key ecological aspects of the disease dynamics. With an extensive reference collection of more than 5,000 isolates from 27 countries I first demonstrated strong differentiation between two monophyletic clades across several genetic measures (multi-locus genotypes, full genome long-read sequencing and Illumina NovaSeq on isolate pools). These findings are consistent with the presence of two cryptic species which are both causative agents of bat White-Nose disease (‘Pd-1’, which corresponds to P. destructans sensu stricto, and ‘Pd-2’). Both species exist in the same geographic range and co-occur in the same hibernacula (i.e., in sympatry), though with specialised host preferences. I further described the fine-scale population structure in Eurasia which revealed that most genotypes are unique to single hibernacula (more than 95% of genotypes). The associated differences in microsatellite allele frequencies among hibernacula allowed the use of assignment methods to assign the North American isolates (exclusively Pd-1) to regions in Eurasia. Hence, a region in Ukraine (Podilia) is the most likely origin of the North American introduction.
To gain further insights into the spatial and temporal dynamics of White-Nose disease on a localised scale, several hibernacula were sampled with high intensity (artificial hibernaculum in Germany and natural karst caves in Bulgaria). Low rates of Pd gene flow were observed even among closely situated hibernacula. This indicates that Pd does not remain viable on bats over summer or it would be frequently exchanged among bats (and hence hibernacula) resulting in a homogenous distribution of genotypes. Instead, bats need to become re-infected each hibernation season to explain the yearly re-occurrence of White-Nose disease. Given the distribution and richness of Pd genotypes on hibrnacula walls and infected bats of the same hibernacula, bats become infected from the hibernacula walls when they return after summer. This means that environmental reservoirs exist within hibernacula (i.e., the walls) on which Pd spores persist during bat absence and which drive the yearly re-occurrence of White-Nose disease. In an experimental setup, I confirmed the long-term viability of Pd spores on abiotic substrate for at least two years and furthermore discovered temporal variations in Pd spores’ ability to germinate. In fact, these variations followed a seasonal pattern consistent with the timing of bats absence (reduced germination) and presence (increased germination) and could indicate adaptations of Pd to the bats’ life-cycle. The infection of bats from environmental reservoirs hence seems to be a central aspect of White-Nose disease dynamics and Pd biology.
Pds ability to remain viable for extended periods outside the host increases its risk of being anthropogenically transported and might have played a role in the emergence of White-Nose disease in North America. The existence of a second species (Pd-2) poses a great additional danger to North American bats considering that its introduction there could lead to deaths and associated population declines in so-far unaffected species given what is known about differing host species preferences in Eurasian bats. Even within the native range of Pd, the movement of Pd between differentiated fungal populations could facilitate genetic exchanges (e.g., through sexual reproduction) between genetically distant genotypes. Such genetic exchanges could lead to phenotypic jumps in pathogenicity or host-species preferences and should hence be prevented.
The native range of a pathogen holds great potential to better understand the genetic and ecological basis of a (wildlife) disease. My work informs about the dangers associated with the accidental transport of Pd (and other pathogens) and highlights the need for ‘prezootic’ biosecurity-oriented strategies to prevent disease outbreaks globally. Once a pathogen has arrived in a new geographic range, and particularly if it has environmentally durable spores (as demonstrated for Pd), it will be difficult/impossible to eradicate. Furthermore, a pathogen’s ability to remain viable outside the host and infect them from environmental reservoirs has been associated with an increased risk of species extinctions and needs to be considered when designing management strategies to mitigate disease impact.