Review Article |
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Corresponding author: Emilio Mateev ( e.mateev@pharmfac.mu-sofia.bg ) Academic editor: Alexander Zlatkov
© 2025 Emilio Mateev, Ekaterina Pavlova, Stefan Kostov, Ali Irfan, Alexandrina Mateeva, Magdalena Kondeva-Burdina, Georgi Momekov.
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation:
Mateev E, Pavlova E, Kostov S, Irfan A, Mateeva A, Kondeva-Burdina M, Momekov G (2025) Multi-target monoamine oxidase-B (MAO-B) inhibitors in the treatment of Parkinson’s disease. Pharmacia 72: 1-19. https://doi.org/10.3897/pharmacia.72.e164727
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Parkinson’s disease (PD) is a fast-advancing disorder of the nervous system, ranking only behind Alzheimer’s disease as the most prevalent neurodegenerative condition associated with aging. Its incidence increases with age – being relatively rare in people in their fifties and sixties but much more frequent in individuals older than eighty-five. Although extensive research over the past two centuries has been carried out to uncover the causes and mechanisms behind PD, its exact origins and underlying biology remain unclear. In the management of PD, monoamine oxidase-B (MAO-B) inhibitors are among the most frequently used drugs. In recent years, the multitarget-directed ligand (MTDL) approach has gained attention in neuropharmacology. This strategy involves designing compounds capable of acting on multiple biological pathways implicated in neurodegeneration at once, rather than targeting a single mechanism. This review summarizes recent progress in the development of such multi-target drugs for Parkinson’s disease. It begins with an overview of PD, then discusses the primary mechanisms involved in its pathogenesis, current treatment options, and the emergence of multi-target therapies – with a particular focus on MAO-B inhibitors. For each group of compounds discussed, the relationship between their chemical structure and biological activity is examined and analyzed.
Parkinson’s disease, multitarget-directed ligands, MAO-B inhibitors
Neurodegenerative disorders are among the most complex and challenging conditions present in modern medicine. They represent the third leading cause of disability and premature death across the European Union (EU), and projections indicate that both their prevalence and severity will rise as the population continues to age. This demographic shift has fueled growing scientific interest in developing new treatments for these diseases (Deuschl et al. 2017). Over many years of research, it has become clear that neurodegenerative diseases are influenced by a multitude of factors, including genetic predisposition, internal physiological processes, and environmental exposures. Major risk contributors include autoimmune responses, environmental toxins, viral infections, family history, advancing age, dietary habits, and pollution. As the number of elderly individuals increases – currently about 16% of Europe’s population is over 65, with estimates suggesting this will reach 25% by 2030 – the burden of neurodegenerative diseases is expected to escalate, leading to higher morbidity, mortality, and healthcare costs. The economic impact is substantial, with annual expenditures for treating neurodegenerative conditions exceeding 130 billion euros in Europe alone (
Despite two centuries of investigation into its origins, the precise causes and mechanisms underlying PD remain unclear. While some cases are connected to inherited genetic mutations, the majority are sporadic. The hallmark pathological change in PD is the progressive loss of dopamine-producing neurons and the accumulation of misfolded alpha-synuclein (αSyn) within cytoplasmic Lewy bodies. In addition to the substantia nigra, pathological changes can be found in other brain regions, including the locus coeruleus, pedunculopontine nucleus, raphe nuclei, olfactory bulb, autonomic nervous system, Meynert nucleus, and cerebral cortex. The degeneration of dopaminergic neurons in the substantia nigra pars compacta (SNpc) is primarily recorded as motor symptoms – tremor, slowed movement, muscle rigidity, and postural instability. However, non-motor symptoms such as anxiety, depression, hallucinations, cognitive impairment, sleep disturbances, and autonomic dysfunction are increasingly recognized as significant contributors to diminished quality of life as the disease progresses (
Among the pharmacological options for PD, monoamine oxidase-B (MAO-B) inhibitors, including selegiline and rasagiline, play a central role. These agents act by selectively blocking the MAO-B enzyme, thereby reducing dopamine breakdown in the brain and increasing its availability for neurotransmission. This mechanism enhances both the effectiveness and duration of dopamine’s action. MAO-B inhibitors can be used alone in early PD or in combination with levodopa in advanced stages, where they help manage motor fluctuations and extend the therapeutic window of levodopa treatment (
This review will examine the pathogenesis of PD, highlighting key factors that contribute to its development. Furthermore, it will also discuss current therapeutic strategies, including the latest advancements in PD treatment and novel multi-target compounds, incorporating data compiled from 2021 onwards.
Several mechanisms have been associated with the development of PD, with the accumulation of α-synuclein considered a key factor in its pathogenesis. In addition to this, research indicates that disruptions in protein clearance, problems with mitochondrial function, and inflammation within the nervous system may also contribute to both the onset and advancement of the disease. Despite these findings, the exact connections and interactions among these different biological pathways are not yet fully understood. In the current article, we focused on α-synuclein misfolding and aggregation, mitochondrial dysfunction, neuroinflammation, and environmental factors (
PD is marked by the progressive loss of dopamine-producing neurons in the midbrain, the buildup of α-synuclein protein aggregates within nerve cells, and ongoing inflammation in the nervous system. The crystal structure of α-synuclein is given in Fig.
These abnormal protein clumps are known in the literature as Lewy bodies (LBs) and are found alongside Lewy neurites, which are located in the axons (
LBs appear as dense clusters within neurons, composed of a mixed granular and fibrous center encircled by a lighter peripheral zone, as depicted in Fig.
Hematoxylin and eosin stain of Lewy bodies and pale bodies. A. Concentric LB present in the substantia nigra; B. Cortical LB in the temporal cortex; C. Intraneuritic LB; D. Pale body (asterisk) and Lewy bodies (arrowheads) found in a pigmented neuron in the substantia nigra. Taken from
Lewy bodies are primarily made up of filamentous α-synuclein, a protein that is widely present in the brain. In PD and other synucleinopathies, α-synuclein adopts an abnormal, amyloid-like filamentous form and becomes excessively phosphorylated and aggregated (
In its natural form in the brain, α-synuclein is mostly unstructured and does not possess a stable three-dimensional shape. However, in aqueous environments, it can assemble into stable tetramers that are less likely to aggregate (
In PD, α-synuclein undergoes structural reorganization, transitioning into a β-sheet-dominated amyloid configuration that promotes clumping. These aberrant protein assemblies form filamentous structures measuring 5–10 nanometers in diameter, which are prominent components of Lewy bodies. Multiple pathways are implicated in driving this pathological transformation – such as phosphorylation at the serine 129 residue, attachment of ubiquitin molecules, and cleavage of the protein’s C-terminal region. This results in a spectrum of α-synuclein forms within affected brain tissue, ranging from disordered single molecules and soluble intermediate clusters to elongated protofibrils and densely packed, insoluble fibrillar aggregates (Fig.
Emerging research using animal models highlights oligomeric forms of α-synuclein – small, soluble clusters of misfolded protein – as primary drivers of neuronal damage in PD, surpassing the toxicity of larger, insoluble fibrils. Cellular studies consistently demonstrate that these oligomers disrupt membrane integrity, trigger inflammatory responses, and induce mitochondrial dysfunction more potently than their fibrillar counterparts. A critical mechanism underlying their pathogenicity involves their role as “seeds” that template further misfolding of native α-synuclein, propagating aggregation cascades across neural networks. This seeding activity is hypothesized to facilitate the cell-to-cell transmission of pathological α-synuclein, contributing to the progressive spread of neurodegeneration observed in PD. Experimental evidence further indicates that fibrils dynamically release oligomeric species during their growth phase, with shorter fibrils generating higher oligomer concentrations due to increased surface area for secondary nucleation (
Over the past twenty years, laboratory, tissue-based, and animal studies have repeatedly demonstrated that microglial and astrocytic activation drives inflammatory processes in PD, which are triggered by misfolded α-synuclein aggregates or distress signals from compromised neurons and neighboring cells, directly contributing to neuronal loss and disease progression. Beyond central nervous system immune dysregulation – such as T cell migration into brain regions – emerging research highlights systemic immune adaptations affecting both innate and adaptive immunity. Notably, monocytes and T lymphocyte subsets (including CD4+ and CD8+ cells) exhibit altered functional profiles, reflecting broader immune system engagement in PD pathogenesis (
Mitochondrial dysfunction is recognized as a crucial factor in the development of PD. Studies of brain tissue from Parkinson’s patients revealed a deficiency in mitochondrial complex I, an essential part of the electron transport chain responsible for cellular energy production. This discovery was among the first to directly associate mitochondrial impairment with PD. Similar deficits in complex I activity have also been observed in skeletal muscle and platelets of individuals with Parkinson’s, compared to healthy people (
Further evidence for the importance of mitochondrial dysfunction emerged from cases involving the drug MPTP, which, when abused, leads to persistent Parkinsonian symptoms and loss of dopamine-producing neurons. MPTP is converted in the body to a toxic compound that is taken up by dopamine neurons, where it inhibits complex I, resulting in cell death. Other environmental toxins, such as the pesticides rotenone and paraquat, also block complex I activity and produce Parkinson’s-like symptoms and dopamine neuron loss in animal studies and possibly in humans. These findings suggest that defects in mitochondrial complex I play a critical role in the death of dopaminergic neurons by depleting the cell’s energy reserves and increasing vulnerability to damage (
Mitochondrial dysfunction is increasingly recognized as a central contributor to PD pathogenesis, supported by genetic and molecular evidence linking familial PD genes to mitochondrial processes. For instance, mutations in PINK1 and PRKN (associated with the PARK6 and PARK2 loci, respectively) disrupt mitochondrial quality control by impairing mitophagy – the selective degradation of damaged mitochondria. These recessive mutations result in the accumulation of dysfunctional organelles, exacerbating oxidative stress and neuronal vulnerability, particularly in dopaminergic cells (
A key pathological player, α-synuclein, exacerbates mitochondrial dysfunction through direct interactions. Misfolded α-synuclein accumulates on mitochondrial membranes, where it inhibits complex I activity, reducing ATP production and amplifying reactive oxygen species (ROS). Recent studies highlight a toxic interplay between oligomeric α-synuclein and the mitochondrial import machinery. Specifically, oligomers (but not monomers or fibrils) bind to TOM20, a receptor critical for importing nuclear-encoded proteins into mitochondria. This interaction disrupts protein import, compromises respiratory chain function, and perpetuates ROS generation. The resulting energy deficits and oxidative damage create a self-reinforcing cycle, accelerating neuronal degeneration (
These findings underscore a synergistic relationship between genetic susceptibility and protein-mediated toxicity, where mitochondrial impairments – whether inherited or acquired – drive PD progression through disrupted bioenergetics, proteostasis, and redox balance.
Neuroinflammation is a complex process that plays a pivotal role in the pathogenesis of neurodegenerative diseases, including Parkinson’s disease. The process involves the activation of immune cells within the CNS, such as microglia and astrocytes, which release pro-inflammatory cytokines, chemokines, and ROS. Cytokines, such as tumor necrosis factor-α (TNF-α), interleukin-1β (IL-1β), and interferon-gamma (IFN-γ), are also released (
In addition to genetic and metabolic factors, environmental toxicants have emerged as significant contributors to the increasing incidence of PD. Pesticides, solvents such as trichloroethylene, and air pollution represent some of the most prevalent environmental toxins associated with PD. These toxicants can accumulate in the body through various exposure routes, including inhalation, ingestion, and skin contact. Research has demonstrated that prolonged exposure to these environmental toxins disrupts mitochondrial function and induces neurodegenerative processes. Specifically, the widespread use of agricultural chemicals, alongside urban air pollution, has been identified as a critical environmental risk factor for the development of PD. This underscores the importance of mitigating exposure to these toxicants as a potential strategy for disease prevention. While environmental factors play a pivotal role, other contributors have also been implicated in the rising prevalence of PD. One such factor is the advancement of diagnostic techniques over recent decades. Progress in neuroimaging, biomarker discovery, and refined clinical diagnostic criteria has facilitated the detection of PD, particularly in its early stages. Consequently, these improvements in diagnostic accuracy have led to a greater number of identified cases, including individuals who may have previously been misdiagnosed or underdiagnosed. However, while enhanced diagnostic capabilities and greater awareness have contributed to more precise identification of PD, they alone cannot fully account for the significant rise in its prevalence. Age is another critical factor implicated in this trend, with the incidence of PD increasing exponentially in individuals aged 60 and older. Although the overall incidence of PD correlates with advancing age, it has escalated disproportionately relative to other age-related neurodegenerative diseases, such as Alzheimer’s disease. Importantly, while aging is a key risk factor, it does not independently cause PD but likely contributes through age-related physiological changes that may exacerbate the disease process (
Overall, the pathogenesis of PD is a complicated process involving a complex interaction of genetic, environmental, and molecular factors. To this day, the aggregation of α-synuclein remains a central factor, forming the hallmark Lewy bodies and Lewy neurites that contribute to the loss of dopaminergic neurons in the substantia nigra (
The standard therapy for PD is based on the restoration of dopamine (DA, 3,4-dihydroxyphenethylamine) (Fig.
Extended use of L-DOPA, a primary treatment for PD, has been linked to neuronal damage stemming from oxidative stress. This occurs when dopamine metabolism via MAO generates ROS within dopamine-producing neurons (
To maximize clinical benefit and reduce side effects, L-DOPA is routinely administered in combination with other agents. The addition of a peripheral dopa decarboxylase inhibitor (such as carbidopa or benserazide) prevents the premature breakdown of L-DOPA outside the brain, increasing its central bioavailability and reducing peripheral side effects like nausea and cardiovascular disturbances. Dopamine receptor agonists (e.g., pramipexole, ropinirole) are often used alongside or as alternatives to L-DOPA, allowing lower L-DOPA doses, smoothing motor fluctuations, and targeting symptoms not fully controlled by L-DOPA alone. Furthermore, catechol-O-methyltransferase (COMT) inhibitors (such as entacapone or opicapone) are co-administered to prolong L-DOPA’s half-life and provide more stable plasma and brain dopamine levels, further minimizing motor complications and fluctuations (
One known mechanism for indirectly increasing DA levels is through the administration of monoamine oxidase inhibitors. The MAO-B isoform predominates in the human brain, where it degrades DA to 3,4-dihydroxyphenylacetic acid and homovanillic acid. MAO-B converts endogenous and exogenous dopamine to hydrogen peroxide. Therefore, it is essential for the processes involved in oxidative stress and oxidative damage that occur in PD.
MAO-B inhibitors, such as selegiline and rasagiline (Fig.
These medications are effective as monotherapy in the early stages of PD and can also be used alongside L-DOPA to help manage motor fluctuations and extend periods of symptom control. Rasagiline, in particular, is widely prescribed due to its neuroprotective properties and potential to slow disease progression. The clinical benefits of MAO-B inhibitors have been further supported by the approval of safinamide, a selective MAO-B inhibitor, which has been shown to improve both motor and certain non-motor symptoms in people with PD (
Based on the etiology of PD and the role of α-synuclein in its development as a major component of Lewy bodies, a possible therapy for PD is inhibition of α-synuclein protein aggregation by administration of multifunctional small molecules. One such alternative is the MAO-B inhibitor selegiline, which modulates the intracellular clearance of α-synuclein via the ABC transporter-mediated non-classical secretion pathway and temporarily suppresses the formation and transmission of α-synuclein aggregates (Fig.
Levodopa (L-DOPA) is associated with a range of mild side effects, including nausea, vomiting, and hypotension, as well as more severe complications, such as behavioral disturbances and the production of toxic metabolites (
Two additional non-dopaminergic therapeutic strategies are currently employed in clinical practice to alleviate motor deficits in Parkinson’s disease. The first strategy involves the inhibition of muscarinic cholinergic receptors (mAChRs), such as through the use of trihexyphenidyl, while the second targets the blockade of ionotropic glutamate receptors (NMDA) within the central nervous system (CNS), exemplified by the use of amantadine (
While treatments aimed at restoring DA levels can help to re-establish extracellular DA concentrations, they do not reverse the functional and anatomical alterations in non-dopaminergic systems. As a result, several alternative, non-DA-based therapeutic strategies have been proposed in recent years (
In addition, neurotrophic factors, particularly glial cell line-derived neurotrophic factor (GDNF), have emerged as promising candidates for PD therapy. Several strategies have been developed to enhance the stability and retention of GDNF within the brain (
Another potential strategy involves the neural transplantation of stem cells, which possess self-renewal capacity and the ability to differentiate into dopaminergic neurons. Mesenchymal stem cells, in particular, can differentiate into a range of neuronal phenotypes, including dopaminergic, noradrenergic, serotonergic, and cholinergic cells, making them promising candidates for addressing non-motor symptoms (NMSs) in PD (
Antioxidant-based therapies have emerged as a complementary strategy in managing PD, targeting oxidative stress – a key contributor to dopaminergic neuron degeneration. While ROS are natural byproducts of metabolic processes, their excessive accumulation in dopamine-producing neurons, driven by enzymatic and non-enzymatic dopamine metabolism, heightens susceptibility to cellular damage (
Clinical trials evaluating coenzyme Q10 (CoQ10), a mitochondrial antioxidant, demonstrated its safety and potential to slow functional decline in early-stage PD patients, though efficacy varied with dosage and disease progression (Fig.
Furthermore, the neuroprotective effects of vitamin E in PD have been investigated (Fig.
Administration of various antioxidants successfully maintains neuronal viability while preserving and improving the activity of their antioxidant system in preclinical models of PD. Unfortunately, when experimental models turn into clinical trials, these therapies are less effective. However, failed clinical trials of non-enzymatic antioxidants in PD do not necessarily preclude the possibility of future success (
Considering the significant contribution of neuroinflammation to the development of PD, targeting the immune system has become a promising strategy for treatment. Certain nonsteroidal anti-inflammatory drugs (NSAIDs) have been shown to protect dopaminergic neurons from damage (
The multitarget-directed ligand (MTDL) design approach represents an innovative paradigm in neurochemistry, focusing on the design and synthesis of dual-acting molecules capable of simultaneously addressing multiple targets within the neurodegenerative cascade. Traditional drug design methodologies – highlighting the “one protein, one target” principle – are often inadequate for addressing the complex, multifactorial nature of neurodegenerative disorders. The efficacy of single-target drugs is frequently compromised by the emergence of resistance, as active sites on target proteins are susceptible to mutations. In contrast, targeting multiple proteins reduces the probability of concurrent mutations across all targets, thereby enhancing therapeutic resilience. This approach has led to the creation of compounds with at least two distinct mechanisms of action, enabling the modulation of multiple pathways implicated in a single disease (
Reported scientific papers suggest that AChE may influence the apoptosis of dopaminergic neurons, a key factor in PD progression. Moreover, increased AChE expression can induce apoptosis in cell models, while AChE deficiency may protect against dopaminergic neuron loss. Cholinesterase inhibitor drugs can improve cognitive function; however, they may exacerbate motor symptoms and increase tremors (
A recent paper discussed the synthesis of seventeen N-methyl-piperazine chalcones, which were examined for their MAO-B and AChE inhibiting properties (
Liu et al. developed a novel hybrid compound targeting both monoamine oxidase (MAO) and acetylcholinesterase (AChE) for potential treatment of dementia and depression in PD (
Binici et al. found that indole-3-carbinol (I3C) could act as a dual MAO-B and AChE inhibitor at micromolar doses (
Bijo Mathew et al. published a study on the synthesis of novel piperazine-substituted chalcones, which exhibit dual inhibitory activity against MAO-B and AChE (
Our research group recently reported a study on in silico drug repurposing of FDA-approved drugs as novel dual MAO-B/AChE inhibitors for the potential treatment of Alzheimer’s disease (
A recent study reported by
A non-selective MAO inhibitor comprising AChE blocking effects was synthesized by
Our research group has successfully developed pyrrole-based compounds with dual MAO-B and AChE inhibitory properties (
Dual monoamine oxidase B (MAO-B) inhibitors with antioxidant properties represent an innovative therapeutic strategy for PD, addressing both dopaminergic neurotransmission deficits and oxidative stress mechanisms central to disease progression. Oxidative stress exacerbates PD pathology by generating ROS during dopamine metabolism, damaging mitochondria, and promoting α-synuclein aggregation (
A 2022 study explored the synthesis of novel 2-(1H-indol-3-yl)ethan-1-amine derivatives, investigating their dual functionality as Nrf2 inducers and MAO-B inhibitors (
A recently published paper by Basagni et al. discussed the synthesis of novel pioglitazone hybrids designed as dual MAO-B inhibitors and Nrf2 translocation inducers (
A 2025 study introduced a novel class of dual MAO-B inhibitors and Nrf2 inducers with neuroprotective properties in PD models (
A recent study explores the neuroprotective, radical-scavenging, and MAO-B inhibitory properties of newly synthesized benzimidazole arylhydrazones as potential multi-target drugs for the treatment of PD (
A paper by
A recent study explores the synthesis and biological evaluation of isatin-based hydrazone derivatives as monoamine oxidase (MAO) inhibitors, which are potential therapeutic agents for neurological disorders such as depression and PD (
A recent study reported the synthesis of a series of novel compounds based on 1-(3-(4-tert-butylphenoxy)propyl)piperidine with various structural modifications (
A study conducted by
A recent study highlights the potential of ethyl ferulate (Fig.
A recently published article discussed the synthesis of 19 novel xanthine-based molecules with multi-target actions against MAO-B, the A2A adenosine receptor, and phosphodiesterase-4 and -10 (PDE4/10) (
Despite significant advances in the design and preclinical evaluation of multi-target MAO-B inhibitors, several challenges and limitations remain, which have limited their clinical impact in the treatment of PD. Although MAO-B inhibitors such as selegiline, rasagiline, and safinamide are well established in PD management, meta-analyses indicate that their symptomatic benefits are often modest in magnitude. Furthermore, some clinical trials have produced conflicting results regarding their ability to slow disease progression, emphasizing the need for more rigorous, long-term studies.
Many multi-target ligands demonstrate potent enzyme inhibition, neuroprotective effects, and favorable pharmacokinetic profiles in vitro or in animal models. However, these promising findings frequently fail to translate into substantial clinical benefits in human trials. The complexity of human PD pathology, compensatory mechanisms, and the limitations of current animal models all contribute to this discrepancy. For example, antioxidant-based therapies and dual MAO-B/AChE inhibitors often show neuroprotection in preclinical studies, yet clinical trials have yielded inconclusive or negative outcomes. Moreover, achieving balanced affinity and selectivity for multiple targets while maintaining favorable pharmacokinetic and drug-like properties is a significant challenge. Drug design strategies, such as pharmacophore merging or linking, can result in large, lipophilic molecules with poor bioavailability or unintended off-target activity.
Addressing these challenges will require improved translational models, advanced medicinal chemistry approaches, comprehensive clinical trials, and close attention to safety and regulatory requirements to fully realize the therapeutic potential of these agents.
Numerous studies have demonstrated that MAO-B inhibitors are both effective and safe for managing early and advanced stages of PD. These agents significantly alleviate motor and non-motor symptoms, reduce “OFF” periods, and exhibit potential neuroprotective properties. Furthermore, they address the need for long-term, standardized therapeutic strategies and expand the options available for comprehensive management throughout the disease course. Additionally, novel MAO-B inhibitors with enhanced selectivity, safety profiles, and neuroprotective effects are currently under development. With continued research, these inhibitors are anticipated to offer greater therapeutic advantages for patients with neurodegenerative disorders such as PD.
Future perspectives in MAO-B inhibitor therapy include the integration of precision medicine approaches to tailor treatments based on individual genetic and disease profiles, maximizing therapeutic benefits while minimizing adverse effects. The design and synthesis of MTDLs represent a promising direction, potentially enhancing efficacy and reducing drug resistance compared to single-target therapies. Continued interdisciplinary research and clinical trials are crucial to validate these strategies, with the ultimate goal of achieving more effective, disease-modifying treatments for PD.
Conflict of interest
The authors have declared that no competing interests exist.
Ethical statements
The authors declared that no clinical trials were used in the present study.
The authors declared that no experiments on humans or human tissues were performed for the present study.
The authors declared that no informed consent was obtained from the humans, donors or donors’ representatives participating in the study.
The authors declared that no experiments on animals were performed for the present study.
The authors declared that no commercially available immortalised human and animal cell lines were used in the present study.
Use of AI
No use of AI was reported.
Funding
This research was funded by the Bulgarian National Science Fund, funding number КП-06-M83/3; 03.12.2024.
Author contributions
All authors have contributed equally.
Author ORCIDs
Emilio Mateev https://orcid.org/0000-0002-5885-7213
Stefan Kostov https://orcid.org/0009-0001-4272-3579
Ali Irfan https://orcid.org/0000-0002-8977-3303
Alexandrina Mateeva https://orcid.org/0000-0003-1905-7130
Georgi Momekov https://orcid.org/0000-0003-2841-7089
Data availability
All of the data that support the findings of this study are available in the main text.