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Physics-regularized Machine Learning To Approximate 3D Ideal-MHD Equilibria At Wendelstein 7-X
(2024)
The magnetohydrodynamic (MHD) equilibrium model is one of the fundamental building blocks in the description of a magnetically confined plasma. The computational cost of constructing solutions to the 3D ideal-MHD equilibrium problem is one of the limiting factors in stellarator research and design; in particular, it limits the extent to which we can perform sample-intensive applications, applications which require many samples to be evaluated to yield meaningful results. Sample-intensive applications in stellarator research and design include, for example, equilibrium reconstruction, stellarator optimization, and flight simulators. In this thesis, we investigate how faithfully artificial neural networks (NNs) can quickly approximate ideal-MHD equilibria in stellarator geometries, starting with Wendelstein 7-X (W7-X), the world’s most advanced stellarator. In particular, we investigate (see section 1.7):
RQI: to what extent can NN models approximate the MHD equilibrium solution for different W7-X configurations and plasma profiles? What
is the speed-accuracy trade-off offered by NN models?
RQII: to what degree the NN model faithfully reproduces equilibrium quantities of interest (e. g., MHD stability)? To what extent can NN models meet the requirements of downstream applications (e. g., Bayesian
inference, stellarator optimization) in terms of equilibrium quantities
accuracy?
RQIII: whether we can exploit the implicit representation of a MHD equilibrium, i. e., the equilibrium solution should satisfy the ideal-MHD force
balance equation, to improve the NN approximation’s accuracy;
RQIV: the reconstruction of the full posterior istribution of plasma parameters and equilibrium quantities with self-consistent MHD equilibria; moreover, how does the adoption of MHD equilibria approximated by NN models affect the inferred plasma parameters?
A deep NN model is developed to learn the ideal-MHD solution operator in W7-X operational subspace, yielding 3D equilibria up to six orders of magnitude faster than currently available MHD equilibrium codes. Physics domain knowledge is embeded into the NN model: equilibrium solution symmetries are satisfied by construction, and the MHD force balance regularizes the NN model to satisfy the ideal-MHD equations. The model accurately predicts the equilibrium solution and it faithfully reproduces global equilibrium quantities and proxy functions used in stellarator optimization. Finally, the developed fast NN equilibrium model has been applied in downstream applications to obtain W7-X configurations with improved fast-particle confinement and to infer plasma parameters with self-consistent MHD equilibria at W7-X.
An already existing shortage of nurses was exacerbated by the COVID-19 pandemic. Inactive (former) nurses were regarded as a so-called silent reserve and were called upon by various agencies to volunteer for nursing. The question arose as to what factors might encourage or hinder such volunteering and facilitate deployment.
First, inactive nurses were asked via an online survey whether they had registered for deployment or not and what the reasons were for this decision. Further information on professional background was collected, including the reason for having left the profession in the first place. Based on the results of the online survey, focus group discussions were conducted with registered and unregistered inactive nurses, with nurses who had returned to the profession permanently, and with care home managers.
Only one third of the participants in the online survey said they had registered for a temporary assignment during the pandemic. The main reasons for registering were that inactive nurses ‘wanted to do their bit’ to manage the crisis, felt it was their duty and/or felt a sense of belonging to the nursing profession. The main reasons given for not having registered was that respondents ‘could not see a reason at the moment’, had health concerns, and ‘other relevant job commitments’. The majority of respondents still had jobs related to health, care or nursing.
The topics covered in the focus group discussions included the following: perception of the pandemic as a crisis, identity as a nurse and sense of professional commitment, role of current occupation in the decision to register, winning over inactive nurses with a very negative attitude towards returning to care during a crisis situation, support measures and offers regarding a deployment in nursing.
Both in the online survey and in the focus group discussions, a sense of belonging to the nursing profession was evident among many participants. However, this identity does not necessarily lead to a willingness to return to nursing during a crisis situation. Weighing up the risk of deployment against the positive or negative experiences gained during the active period can influence willingness. However, the possibility of taking a break from current work and returning to nursing at short notice is not always given. Many inactive nurses continue to work in the health sector and fulfil equally important tasks during a crisis situation which render them unavailable for deployment.
Different kinds of support for those willing to return to nursing during a crisis situation and communication on conditions of deployments need to be implemented and continuously improved to offer the inactive nurses the greatest possible security and to enable a largely unbureaucratic deployment.
Materials and Methods:
Literature search was conducted using electronic MEDLINE/ Cochrane databases, relevant references, citations and hand search was conducted. Academic Colleges were contacted to identify relevant studies and full texts. Inclusion Criteria were Randomized clinical trials, human cohort and case series reporting increasing vertical dimension and restoring worn dentition in adults suffering from tooth wear using fixed, minimal invasive and adhesive techniques.
The search period spanned from 2000 up to January 2023. Of the 550 articles identified, 111 went throw full text screening for eligibility and 12 studies were included in our study.
Failure, follow-up period for all the studies were assessed. Attrition , Bruxism, increase of vertical dimension rates and mean time of failure were calculated using random effect models.
Results:
Tooth wear was reported equally in anterior and posterior region, and restorations were done in direct and indirect manners, mostly with pre-evaluation of the needed increase of vertical dimension. The mean of increased vertical dimension was 2.3 mm. The mean observation time of the restorations was 41.3 months with a minimum observation period of 12 months and a maximum of 84 months. Failure rate of all the included studies was 9.9% (95% CI: 91.00 % to 95.80%) high heterogeneity was detected in Failure rate with I2 of (93.85). Time to fail was calculated to be 37.5 months for 2458 cases (95% CI:32.32 to 91.13%). A fixed effect model was performed to calculate the event of increasing vertical dimension , the event rate was 81.72% (95% CI: 0.00 to 88.10%).
Conclusion:
The performance of direct and indirect restorations is satisfactory, and the failure rate is low, which leads us to conclude that these non-invasive restorations are a reliable and cost-effective middle-term treatment method to restore vertical dimension in moderate to severe worn dentition.
Conflict of interest: None
Clear cell renal cell carcinoma is the most frequent malignant kidney tumor in adults. It is often associated with biallelic VHL mutations. We characterized our cell lines according to their HIF expression pattern. Cell lines RCC4, UOK-220 and CaKi-2 were assigned to subtype H1H2, cell lines 786-O and A-498 were assigned to subtype H2 and cell lines CaKi-1 and Rc-124 were assigned to subtype VHLwt.
Previous work of our group had shown, that p53 can be activated in ccRCC following irradiation but is not able to induce apoptosis. An important link to p53 activity with strong antiapoptotic qualities is the NFB pathway, which can be activated e. g. by irradiation.
We irradiated the three subtypes previously established as well as two control cell lines, SAOS-2 (p53 negative cell line) and HEK 293 (contains functioning p53) with 2 Gy and 10 Gy and analyzed several proteins of the pathway by using western blots. Several target genes with antiapoptotic qualities were analyzed by using rt-PCR.
We found, that out of the cell lines analyzed, both control cell lines (SAOS-2, HEK 293) showed the strongest response (activation of the NFB pathway) following irradiation. Among the three ccRCC subtypes the VHLwt cell lines showed the strongest response. H2 cell lines showed almost no response at all.
A connection between the missing ability of p53 to induce apoptosis and an induction of transcription factors by the NFB pathway could not be determined. We also could not determine biological differences between the subtypes.
We analyzed, whether any NFB proteins were present in the nucleus following irradiation and found, that only p50 homodimers were present in the nucleus. This might point towards p50 homodimers, which have been described to have different characteristics than heterodimers. More research is needed to analyze this important finding.
Recent experimental campaigns in the Wendelstein 7-X stellarator, a
plasma-confining device designed to investigate the Magnetic Confinement Fusion
(MCF) approach to generating electrical power, have shown that the injection of
fuelling pellets had an unexpected and considerable impact on the performance of
the plasma. Rather than simply refuelling the device and `diluting' the plasma
energy, pellet injection is followed by a significant increase in the ratio of
the ion temperature to the electron temperature. It has been suggested that this
is not merely due to the improved confinement following the reduction of
turbulent transport after the pellet material has homogenised with the bulk
plasma, but also due to a direct transfer of energy from electrons to ions. The
proposed mechanism for this energy transfer is the ambipolar expansion of the
pellet plasmoid, the localised plasma structure produced by the
ionisation of ablated pellet material, along magnetic field lines.
Early work on pellet plasmoid expansion predicted that half the heating power
deposited in plasmoid electrons by collisions with hot ambient electrons is
transferred to plasmoid ions in the form of flow velocity as the plasmoid
expands. The complicated nature of the system of the pellet plasmoid embedded in
the ambient plasma, particularly the behaviour of electrons, which experience
many collisional and collisionless phenomena on multiple disparate timescales,
means that early models of the expansion were not wholly self-consistent, but
rather made use of strong approximations that apply in some regions of the
plasmoid but not in others. For example, only electrons and ions associated with
the plasmoid were rigorously treated, meaning that the framework was one of
`expansion into vacuum'. Combined with the assumption of Maxwellian electrons,
this led to an electric potential that was unbounded at infinity. Naturally, the
validity of the conclusions of such a model are called into question because the
approximations lose their validity far from the plasmoid and as time advances,
yet predictions about the final state of the plasma are desired. A deeper
investigation is required: careful consideration of the phenomena in question
and the timescales (and lengthscales) on which they act must be made in order to
rigorously construct a model that is valid throughout the entire expansion.
The first two papers presented in this thesis iterate on the model established
in the paper that first predicted the electron-to-ion energy transfer; their aim
was to find out how the character of the expansion changes with a more
sophisticated and accurate description of various phenomena, while remaining
within the existing framework of expansion into vacuum. Ultimately, we find that
the qualitative character is unchanged, and that approximately half the heating
power deposited in plasmoid electrons is transferred to ions.
Two other papers in this thesis address the limitations of the original model.
This is achieved by properly considering the electron kinetic problem in a
plasmoid. One paper considers the electron kinetic problem when electrons are
highly isotropised. In this case the kinetic equation can be integrated to
remove all but two independent variables, which is the maximum possible
reduction considering it is a time-dependent problem. The full nonlinear
integro-differential Landau self-collision operator is integrated exactly and
few approximations are made, leading to a rather general kinetic equation.
However, for fuelling pellets some anisotropy in the electron distribution is
expected. Another paper considers the electron kinetic problem (and the entire
plasmoid expansion) allowing for electron anisotropy. Careful consideration of
the ordering of timescales of electron phenomena in a pellet plasmoid leads to a
steady-state kinetic problem that we call collisional quasi-equilibrium (QE). QE
appears in many ways similar to the collisional steady-state characterising a
true thermal equilibrium. It was found that the time-dependent kinetic problem
of the earlier paper, with isotropic electrons, produces the QE distribution
function, corroborating the existence of the QE state. We then take moments of
the electron kinetic equation that is valid on the expansion timescale, assuming
that the electron distribution is that given as the solution to the QE kinetic
problem. This is completely analogous to what is done to obtain the Braginskii
equations or any Chapman-Enskog theory. The result is a set of equations for the
long-term evolution of the macroscopic quantities that describe the distribution
function existing in a quasi-steady-state at each point in time. It is from this
point that one may feasibly describe the plasmoid expansion with an accurate
picture of the electron kinetics and finally obtain the electron-to-ion energy
transfer so desired in a rigorous model of the expansion.
From a broader point of view, the two frameworks provided by these rigorous
investigations of the electron kinetic problem serve as a basis for the future
study of plasmoids. Such a `first-principles' approach to plasmoid dynamics is
novel and interesting in its own right, but it will be demonstrated that such an
approach is essential for pellet plasmoids owing to the fact that they are
poorly described by the `standard tools' of plasma physics.
Using the QE framework it was found that, once more, about half the heating
power experienced by plasmoid electrons is transferred to plasmoid ions. The
incredible robustness of the prediction of such an energy transfer is, in the
author's opinion, the result of the self-similar nature of the expansion found
as a solution to the original model. As a rule, the profiles of self-similar
solutions tend to be attractors for the `real', more complicated, system, and
the qualitative predictions involving no parameters, of which the
electron-to-ion energy transfer is one, tend to be very sturdy.
Aside from fuelling pellets, composed of hydrogen or deuterium, one paper in
this thesis investigates the physics of high-Z pellets that are designed to
terminate the plasma safely in the event of a `disruption', where much of the
magnetic field energy is channelled into a runaway electron beam with
potentially disastrous consequences if the beam encounters a plasma-facing
component. The paper draws on the work carried out in the paper concerning the
kinetic problem of isotropised electrons in a plasmoid.
This thesis is `cumulative'; the vast majority of the work carried out is
described within a set of Papers, labelled A-E, placed at the back of the text.
There is a preceding `wrapper text' (given in numbered Sections) tasked with
introducing the reader to the topic, guiding the reader through the papers, and
expounding some of their main results. Some amount of material not present in
the papers is also provided in the wrapper text. Naturally, the wrapper text
mainly focusses on the results of the papers which are under my first
authorship. In the course of publishing papers over an extended period of time
the nomenclature is bound to vary. Although it is mostly consistent between the
papers, a few difference do arise, and the section `Common symbols and
subscripts' is provided in the frontmatter to alleviate confusion. Particular
care should be taken with the symbols x and z; both can refer to the
coordinate parallel to the magnetic field line, but in papers where z is used
for this purpose x tends to have another definition. In the wrapper text the
choice of symbols is generally chosen to reflect those in the corresponding
paper.
With high prevalence and mortality, myocardial infarction constitutes a social and economic burden in Germany and worldwide. Current guidelines for MI treatment require prompt reperfusion to salvage heart tissue and minimize short- and long-term complications. However, there are currently no treatments available to attenuate reperfusion injury. Ischemic as well as pharmacological post-conditioning have been identified as important clinical strategies to improve outcome. Membrane stabilizers, like Poloxamer 188 (P188), have been shown to improve myocardial ischemia reperfusion (IR) injury and mitochondrial function but have not yet been proven to directly offer mitochondrial protection. Mitochondrial function is crucial for cardiomyocyte function, and mitochondrial dysfunction plays an important role in myocardial injury.
In this study, hearts from 79 Sprague Dawley rats were isolated and perfused ex-vivo with oxygenated Krebs Buffer for 20 min before 30 min of no-flow ischemia. Hearts were reperfused for 10 min with Krebs buffer or 1 mM P188. Cardiac mitochondria were isolated with 1 mM P188 vs 1 mM polyethylene glycol (PEG) vs vehicle by differential centrifugation. Mitochondrial function was assessed as adenosine triphosphate (ATP) synthesis, oxygen consumption and calcium retention for complex I and II substrates of the respiratory chain.
An improvement of myocardial function with 10 min P188 post-conditioning could not be shown. Direct mitochondrial protection of P188 or PEG could not be observed in this model either. Further research is needed to ascertain whether P188 has a direct protective effect on mitochondria and, if so, on what pathways of IR injury it acts.
In den Weltmeeren findet rund die Hälfte der jährlichen globalen Kohlenstofffixierung statt, davon ein großer Anteil in küstennahen Regionen. Hier kommt es zu wiederkehrenden saisonalen Algenblüten, die durch eine zeitlich begrenzte explosionsartige Vermehrung von Mikroalgen (hauptsächlich Diatomeen und Coccolithophoren) charakterisiert sind. Vor allem Frühjahrsblüten (März-Mai) haben aufgrund ihrer zeitlichen und räumlichen Vorhersagbarkeit einen hohen Stellenwert als Modellsysteme, anhand deren sich der Kohlenstoffkreislauf der Meere untersuchen lässt.
Mikroalgen produzieren eine große Vielfalt an Makromolekülen, die für die mit ihnen vergesellschafteten Bakterien als Nahrungsgrundlage dienen. Besonders im Fokus stehen hier die für den Kohlenstoffkreislauf relevanten Polysaccharide. Im Gegensatz zu anderen natürlichen Makromolekülen wie DNA oder Proteinen können Polysaccharide aus vielen verschiedenen Monomeren mit unterschiedlichsten Bindungen bestehen. Zusätzlich finden sich an diesen Zuckermonomeren viele Modifikationen wie Acetylierungen, Methylierungen oder Sulfatierungen, die die Komplexität weiter erhöhen. Diese Variabilität bedingt eine hohe strukturelle und funktionale Diversität. So können Polysaccharide Speicherstoffe, Zellwandbestandteile oder Teile der extrazellulären Matrix darstellen.
Komplementär hierzu besitzen Polysaccharid-verwertende Bakterien entsprechend komplexe, enzymatische Abbaumechanismen. Besonders hervorzuheben sind hier die Bakterien des Phylums Bacteroidota, die sich in verschiedensten Nischen auf den Abbau von Polysacchariden spezialisiert haben. Sie finden sich in Bodenproben, als Teil der menschlichen Darmflora, oder eben auch als bedeutende Begleiter von Algenblüten.
Bacteroidota (und in marinen Systemen hauptsächlich die zu ihnen gehörenden Flavobakterien) besitzen zum Abbau diverser Polysaccharide sogenannte Polysaccharide utilization loci (PULs), genomische Inseln, die alle notwendigen Proteine zur Aufnahme und Abbau eines bestimmten Polysaccharids codieren. Hierzu gehören hochspezifische Enzyme (Carbohydrate-active enzymes, CAZymes), transkriptionelle Regulatoren sowie Transportersysteme, die initial gespaltene Oligosaccharide über die Membran in das Bakterium transportieren, wo sie von weiteren Enzymen vollständig abgebaut werden. Diese Co-Lokalisation der benötigten Gene und deren gemeinsame Regulation stellt einen enormen Selektionsvorteil der Bacteroidota dar und ist der Grund, warum sie, ähnlich wie Algen, einer jährlich wiederkehrenden Sukzession folgen, die sich gut untersuchen lässt.Die Forschungsartikel, die Teil dieser Doktorarbeit sind, untersuchen das Zusammenspiel von Polysaccharid-produzierenden Algen mit den Bakterien, die sie abbauen, aber auch darauf basierende Beziehungen der Bakterien untereinander. Die erste Publikation beschäftigt sich mit dem weit verbreiteten Speicherpolysaccharid α-Glucan, für das der Großteil der blütenbegleitenden Bakterien einen spezifischen aktiven PUL besitzt. Eine Untersuchung der in der Blüte vorhandenen Algenarten bestätigte, dass die Blüte von β-Glucan-produzierenden Algen dominiert wird. Da Bakterien aber selbst α-Glucane als Speicherpolysaccharide verwenden, konnte gezeigt werden, dass nicht die Algen selbst, sondern die Bakterien Hauptproduzent dieser Polysaccharide während einer Phytoplanktonblüte sind. Bakterielle Proteine, die dem Abbau von Algen-β-Glucan und dem daraus folgenden Aufbau von bakteriellem α-Glucan dienen, waren in Umweltproben und in Laborkulturen unter ähnlichen Bedingungen abundant. Die Untersuchung von extrahiertem bakteriellem Polysaccharid bewies, dass dieses nicht nur α-Glucan enthält, sondern dass dieses Polysaccharid auch in der Lage war, α-Glucan PULs mariner Bakterien zu induzieren. Hier zeigte sich ein innerhalb des marinen Kohlenstoffkreislaufs bisher wenig berücksichtigter Kreislauf, indem Bakterien Polysaccharide anderer Bakterien nutzen, die z.B. durch Viren lysiert wurden.
Die anderen zwei Artikel dieser Arbeit befassen sich mit dem Abbau von Zellwandpolysacchariden durch blütenassoziierte Modellbakterien. In einer der Studien wird detailliert der Abbau eines β-Mannans (ein Polysaccharid das hauptsächlich aus dem Monosaccharid Mannose besteht) durch ein Bakterium des Genus Muricauda beschrieben. Die PUL-Struktur dieses Bakteriums kam in mehreren anderen Phytoplanktonblüten-assoziierten Bakterien vor. Diese Beobachtung wies darauf hin, dass es sich hier um ein Mannan mit zusätzlichen Galactose- und Glucose-Substitutionen handelte. Proteom-Untersuchungen bestätigten, dass das Bakterium derartige Substrate unter Induktion des β-Mannan-PULs nutzen können. β-Mannan konnte durch Antikörpermarkierung in Blütenproben sowie spezifischen Mikroalgenarten (Chaetoceros, Coscinodiscus) nachgewiesen werden. Die in dieser Publikation charakterisieren β-Mannan-PUL-codierten Enzyme waren in der Lage, dieses Signal zu löschen, was bewies, dass Muricauda sp. Mannan-basierte Zellwandpolysaccharide bestimmter Arten von Mikroalgen abbauen kann.
Die dritte Studie geht näher auf den Abbau von Xylanen (bestehend aus Xylose) durch ein blütenassoziiertes Bakterium des Genus Flavimarina ein. In diesem Bakterium wurden anhand der enthaltenen Xylanasen zwei putative Xylan-PULs annotiert. Wachstumsexperimente und Proteom-Untersuchungen zeigten, dass einer dieser PULs hauptsächlich bei Wachstum auf Glucoronoxylan induziert wird, während der andere PUL aufArabinoxylane stärker reagierte. Untersuchung der PUL-CAZymes bestätigte diese Ergebnisse durch Charakterisierung mehrerer Xylanasen sowie Glucoronidasen und Arabinofuranosidasen. Zusätzlich codierten beide PULs für Esterasen, die eine Modifikation der natürlichen Substrate durch Acetylierungen oder Methylierungen nahelegen. Da all diese Merkmale von terrestrischen Xylanen geteilt werden und in Blütenproben aus Küstennahen Regionen Xylane nachgewiesen wurden, ist es möglich, dass Bakterien aus solchen Regionen sowohl Xylane terrestrischen Ursprungs (z.B. durch Flusseinspeisung) sowie marinen Ursprungs abbauen können.
Our study examined whether potentially critical indications from depression questionnaires, interviews, and single items on suicidal ideation among partici-pants in a large prospective population-based study are related to short-term sui-cides within one year. For this purpose, we studied the association between (a) the severity of depressive symptoms according to the M-CIDI and the PHQ-9, BDI-II, and CID-S depression screening and (b) elevated scores on single sui-cidal ideation items and mortality according to claims databases.
In the baseline cohort, the frequency of depressive symptoms measured by CID-S was 12.90% (SHIP-START-0). The frequency for “Moderate” to “Severe de-pression” measured by the PHQ-9 (≥ 10 points) and BDI-II (≥ 20 points) ques-tionnaires ranged from 5.40% (SHIP-LEGENDE) to 8.80% (SHIP-TREND Morbid-ity follow-up). The 1-month prevalence of unipolar depression, measured by the M-CIDI in SHIP LEGENDE, was 2.31%.
Between 5.90% (SHIP-TREND Morbidity follow-up) and 6.60% (SHIP-LEGENDE) of respondents showed a certain degree of suicidal ideation in the two weeks preceding the assessment, according to BDI-II and PHQ-9.
Our results show the high frequency of depressive symptoms in the study region, with women being affected more frequently than men, especially in the higher categories. Furthermore, women were more frequently affected by suicidal idea-tion, although this difference was not evident in the highest categories.
There was one potential suicide in the year after a SHIP examination.
From our results, we cannot conclude that severe self-reported symptoms from depression questionnaires should be reported back to participants of an obser-vational population-based study to prevent suicide deaths within one year.
The maintenance of protein homeostasis in muscle by degradation systems, e.g. the autophagy lysosomal pathway (ALP) and the ubiquitin-proteasome system (UPS), is of great importance. It prevents the accumulation of nonfunctioning and not properly folded proteins, which can lead to protein aggregate myopathies (PAMs) and several other protein storage diseases. Degradation by the UPS depends on the transfer of ubiquitin to a target protein. This happens in a cascade of E1-E2-E3 proteins. This process is also involved in protein location and regulation of protein activity. E3 ligases are often tissue specific. Muscle RING-finger proteins (MuRFs) are a family of really interesting new gene (RING)-Finger E3 ubiquitin ligases, that are almost exclusively expressed in the striated muscle. They play a role in muscle wasting, but are also important for the maintenance of the structure of striated muscle. MuRF proteins are also involved in the regulation of the striated muscle energy metabolism. Previous work has demonstrated that MuRF1/MuRF3 DKO mice show a protein surplus myopathy characterized by an accumulation of myosin heavy chain proteins in striated muscles and a reduction in function of both heart and skeletal muscle. The aim of this study was to test the hypothesis that the myopathic phenotype of MuRF1/MuRF3 DKO mice is mediated by a disturbed energy homeostasis in the heart and skeletal muscle, with focus on mitochondrial function. Because sex-specific differences have not been investigated in these mice so far, a further aim was to investigate any differences between male and female mice.
To test these hypotheses, we measured the weight of the heart and the hindlimb muscles tibialis anterior and soleus to detect a possible hypertrophy in the DKO mice. Hematoxylin and eosin staining of histological cross sections of the tibialis anterior were performed to investigate protein accumulations. Muscle function was quantitated via grip strength and specific force measurements. Possible changes in protein amounts were detected via mass spectrometry analyses and western blot analyses. Changes in gene expression were investigated by qRT-PCR. Coimmunoprecipitation was used to determine direct interactions between proteins. Protein stability and ubiquitination were investigated by cycloheximide (CHX) and ubiquitination assays, respectively.
DKO mice showed an increase in heart and skeletal muscle weights. Grip strength assays revealed limb weakness of DKO mice. H&E staining of histological cross sections of the tibialis anterior muscle (TA) showed protein aggregates within myofibers. Mass spectrometry analyses of proteins isolated from TA and heart muscle revealed an increase of muscle stress markers and structural proteins in DKO mice, while proteins involved in the energy metabolism were reduced. Especially interesting here were the proteins of the mitochondrial electron transport chain (ETC), which play a major role in the energy production of the mitochondria by catalyzing the phosphorylation of ADP to ATP, the universal energy carrier in all living organisms. These changes were more pronounced in TA compared to heart. Western blot and qRT-PCR results of ETC subunits supported our proteome data. They also revealed a sex-specific difference, in which the reduction ETC subunits was more pronounced in females than males. In female
TA NDUFB8, SDHB, UQCRC2, MTCO1 and ATP5 were significantly reduced compared to controls, while only UQCRC2 and ATP5 were decreased in male TA compared to controls. A significant reduction in gene expression of Ndufb8, Sdhb, Mtco1 and Atp5 was detected in TA of female mice compared to controls, while only Ndufb8, Sdhb and Atp5 were decreased in male TA compared to controls. We observed the same pattern in Heart of male (protein: NDUFB8; mRNA: Mtco1) and female (protein: UQCRC2, MTCO1, ATP5; mRNA: Sdhb, Mtco1) DKO mice compared to their controls. The reduction in ETC subunits was paralleled by a reduction in complex I and complex III activity in the TA of DKO mice, but not in heart. However, this was only significant in the TA of female but not male mice. Mechanistical analyses using coimmunoprecipitation, cycloheximide chase and ubiquitination assays showed that MuRF1 physically interacted with the transcriptional repressor histone deacetylase 5 (HDAC5), mediated its ubiquitination as well as its UPS-dependent degradation. The absence of MuRF1 and MuRF3 in DKO mice let to an increase in the amounts of HDAC5 in TA. Because HDAC5 binds to PGC-1α, the master regulator of mitochondrial biogenesis (encoded by Ppargc1a), we investigated its gene expression in DKO muscle and found it to be reduced.
These data connect MuRF1 and MuRF3 directly to the striated muscle energy metabolism, by regulating mitochondrial function. The results provide insights into the development of PAMs and possibly other protein storage diseases, where a decrease of mitochondrial function has already been described.
Ecological Impacts and Phenotypic Plasticity of a Global Invasive Cactus, Opuntia ficus-indica
(2023)
Biological invasions by non-native species pose one of the major threats to biodiversity, the way ecosystems function, and the well-being of humans. These invasions can occur through various means, including accidental or intentional introductions by humans, natural dispersal, and climate change. Non-native species can harm the native species and ecosystems, by homogenizing plant communities, competing for resources, changing how the ecosystem operates, and eventually causing native species to go extinct. Even though not all non-native species become invasive, changes in climate and ecosystems can cause the successful establishment and spread of non-native species. Despite the advancements in our understanding of biological invasions in recent years, research has been biased towards temperate regions, whereas arid and semi-arid regions that are highly impacted by climate change are underrepresented. Thus, particularly focusing on the impacts of biological invasions in subtropical arid and semi-arid regions, the goal of this PhD project was to explore the effects of an invasive cactus on the local native communities and investigate the mechanisms of its successful invasion. Certain species are found to take advantage of the ever-drying climates in the arid/ semi-arid regions of the world. Opuntia ficus-indica, native to Mexico, is an exceptionally successful drought-tolerant invasive cactus that successfully grows in these regions. O. ficus-indica, a most widespread invasive cactus, is considered an ecosystem engineer as it modifies the habitats of indigenous plant species and dependent animals. This project aimed to identify the ecological impacts of O. ficus-indica in the highlands of Eritrea, the competitive potential of O. ficus-indica and the plastic changes that enabled its spread and invasion (Chapters I-III). For this purpose, field observations and common garden experiments were carried out throughout the project.
We investigated the effects of Opuntia ficus-indica on the spatial diversity of native plant communities (Chapter I), its competitive ability against native species (Chapter II) and the phenotypic plasticity of O. ficus-indica (Chapter III). To investigate the main ecological effects of O. ficus-indica on the native community, field data was collected from the highlands of Eritrea and comparisons were made between O. ficus-indica invaded and noninvaded areas (Chapter I). The study aimed to understand the effects of O. ficus-indica by examining species composition, richness, and diversity across vegetation layers and revealed that O. ficus-indica homogenises the species composition of the native ecosystem. This provides evidence that the presence of O. ficus-indica reduces landscape-level heterogeneity or spatial diversity. However, O. ficus-indica did not influence the species richness and diversity of the local communities. The mechanisms of the successful homogenisation of the local communities by O. ficus-indica were attributed to the potential competitive abilities of O. ficus-indica against the native species, and the plastic and adaptive traits it developed in the non-native ranges. The first assumption was tested by setting up a common garden competition experiment between two native Eritrean species, Ricinus communis and Solanum marginatum (Chapter II). The experiment used two water availability treatments, wet and dry, and categorized plants into intraspecific (native or invasive only) and interspecific (native and invasive) competition. The study evaluated the impacts by comparing the growth of O. ficus-indica alone to the growth alongside native species which revealed the weak competitive potential of O. ficus-indica. However, O. ficus-indica was observed to outgrow the native species in several folds which can be attributed to its successful invasion. The second assumption of the successful spread of O. ficus-indica was attributed to the phenotypic plastic traits adapted by O. ficus-indica in the non-native ranges (Chapter III). The phenotypic plasticity of O. ficus-indica was assessed by exposing it to water stress across dry and wet environments. The species were cultivated from a diverse set of 12 populations, encompassing its native range in Mexico with three cultivars and nonnative ranges in Africa (Algeria, Eritrea, Ethiopia), the island of Madeira off the coast of Africa, and in Europe, Italy with two cultivars and in Portugal from three sites. In Mexico and Italy, we collected various cultivars to ensure a wide representation of genotypes. We found that the species originating from the native range of O. ficus-indica exhibited lower plasticity to conditions of elevated water availability. Furthermore, a trial gradient experiment on O. ficus-indica was conducted to determine the appropriate watering levels for the species and the experiment revealed not only the species' capacity to endure a lack of water for nine months but also its ability to withstand prolonged waterlogged conditions.
This thesis illustrates the fact that invasive species are a major threat to biodiversity and ecosystem functioning worldwide, especially in rarely studied regions with dry climates and limited resources. How can invasive plants spread and cause negative impacts on native ecosystems (Chapter I), despite their weak competitive abilities (Chapter II)? This thesis explored these questions by examining the case of O. ficus-indica, an invasive species in arid/ semi-arid climates (Chapter I). It showed that O. ficus-indica has a high growth potential that allows it to overcome resource limitations, that its growth is not affected by competition from native species (Chapter II), and that it exhibits adaptive plasticity that enhances its invasion success in different environments (Chapter III). This thesis revealed the complex mechanisms and consequences of biological invasions in dry climates and contributes to the understanding of invasive species. It also suggests that more research is needed in understudied regions to assess the impacts of O. ficus-indica or invasive species in general on native biodiversity and ecosystem services and to identify the factors that influence the competitive and adaptive potentials.