Abstract
Serotonin is a monoamine that acts in vertebrates and invertebrates as a modulator promoting changes in the structure and activity of brain areas relevant to animal behavior, ranging from sensory perception to learning and memory. Whether serotonin contributes in Drosophila to human-like cognitive abilities, including spatial navigation, is an issue little studied. Like in vertebrates, the serotonergic system in Drosophila is heterogeneous, meaning that distinct serotonergic neurons/circuits innervate specific fly brain regions to modulate precise behaviors. Here we review the literature that supports that serotonergic pathways modify different aspects underlying the formation of navigational memories in Drosophila.
1. Introduction
Neuromodulation confers flexibility to anatomically restricted neural networks so that animals can adequately respond to complex external demands [1]. Serotonin (5-hydroxytryptamine, 5-HT) is a neuroactive molecule that modulates behavioral functions that are planned and executed via circuits in the central nervous system (CNS) in both invertebrates and vertebrates. Serotonergic neurotransmission promotes changes in the structure and activity of brain areas relevant to cognitive abilities, such as spatial navigation, which is evolutionarily conserved [2,3]. The serotonergic system exhibits common organizational principles in vertebrates and invertebrates, such as similar biosynthetic and reuptake pathways and a relatively small number of serotonin-releasing neurons compared with the total number of brain neurons. Moreover, serotonin exerts modulatory roles by a wide distribution of projections reaching numerous neural targets in the CNS of both vertebrate and invertebrate animals [4,5,6].
Genetic tools generated over the years in Drosophila melanogaster (vinegar fly) have helped identify discrete serotonergic neuronal subpopulations and circuits that modulate behaviors at different levels of complexity [7,8,9,10,11,12,13,14]. Compared to other animal models, the fly offers experimental advantages in assessing whether distinct serotonergic neurons modulate specific neuronal circuits underlying cognitive abilities, such as spatial navigation. Here, we will review the evidence that supports the contribution of serotonin to different behavioral aspects of spatial navigation, such as sensorimotor responses and spatial memory processing.
2. A Brief Description of the Serotonergic System in Drosophila melanogaster
Serotonin is considered both a classic neurotransmitter and also a neuromodulator [15]. In vertebrates and invertebrates, neuromodulation occurs when serotonin is released extrasynaptically from the soma and dendrites, and from axon varicosities in synapses (Figure 1). In that sense, serotonergic neurons do not necessarily need to form classical synapses to communicate with another neuron and modulate its activity [16,17]. Below, we describe the serotonergic system in Drosophila at the molecular and anatomical levels.
Figure 1.
Representative scheme of a serotonergic synapse. The figure shows the distribution of presynaptic and postsynaptic serotonergic components reviewed here. Briefly, the presynaptic region includes components involved in serotonin synthesis, which happens in two steps. First, L-tryptophan is transformed into L-5-hydroxytryptophan (5-HTP) by the tryptophan hydroxylase (dTRH) enzyme. In the second step, 5-HTP is synthesized into 5-hydroxytryptamine (serotonin, 5-HT) by Aromatic L-amino acid decarboxylase (dDDC). The concentration of serotonin in the extracellular milieu is regulated by the activity of the serotonin transporter (dSERT), which is a plasma membrane protein responsible for the reuptake of serotonin back into the presynaptic terminal. Serotonin can then be repackaged into vesicles by the action of VMAT. In the terminal it can be found the d5-HT1B autoreceptor which inhibits the release of serotonin, and the existence of d5-HT1A has also been demonstrated. The postsynaptic region includes five metabotropic receptors for 5-HT: d5-HT1A, d5-HT2A, d5-HT2B, and d5-HT7. The d5-HT1A receptor (orthologous of mammalian 5-HT1A) is coupled to inhibitory Gi/Go, reducing the level of cytosolic cAMP due to the inhibition of the adenylyl cyclase (AC) activity; the d5-HT2A and d5-HT2B receptors (orthologs to mammalian 5-HT2), lead to Ca+2 signaling via coupling to Gq, and the activation of the phospholipase C (PLC) pathway; and the d5-HT7 receptor coupled to Gs activates the AC enzyme which leads to the increase in cytosolic cAMP. It has been shown that neuromodulation can occur in aminergic neurons via spillover from the synapse (shown) or via release from non-synaptic sites (not shown) in what is called volume neurotransmission. Glial cells and other neurons contribute to this form of intercellular communication.
2.1. Molecular Organization of Serotonergic Components in the Adult Fly
Like other aminergic systems, the serotonergic system and its cellular components are highly conserved between vertebrates and invertebrates (Figure 1). Thus, the genome of mammals and Drosophila contain genes encoding presynaptic cellular components. These include the biosynthetic enzymes tryptophan hydroxylase, dTRH [18] and dopa decarboxylase, dDDC, which is also known as Aromatic L-amino acid decarboxylase [19,20], the vesicular monoamine transporter dVMAT [21], and also the plasma membrane serotonin transporter dSERT, which is responsible for amine transport back into the presynaptic terminal [22]. Notably, the Drosophila genome does not seem to contain a gene encoding for the monoamine oxidase, MAO, which in vertebrates is an essential enzyme responsible for the metabolization of amines [23,24].
As in vertebrates, the synthesis of serotonin in flies implicates the action of the enzyme tryptophan hydroxylase (dTRH) [18] and the enzyme dopa decarboxylase (dDDC), which is common for dopamine synthesis [5,19]. The activity of the enzyme tryptophan hydroxylase is rate-limiting in serotonin biosynthesis. In Drosophila, two enzymes exhibit tryptophan hydroxylase activity: one, responsible for serotonin synthesis in neurons, known as dTRHn, while a different enzyme produces serotonin in non-neuronal tissues, the phenylalanine hydroxylase (dTPHu) [5,25]. Thus, dTRHu and dTRHn resemble TPH1 and THP2 in vertebrates. The expression of dTRH and dDDC is regulated in a developmental-stage-specific manner throughout the life cycle of Drosophila [26].
The transport of serotonin across compartments occurs via dVMAT and dSERT. First, serotonin is stored in synaptic vesicles by the action of the vesicular monoamine transporter (VMAT). dVMAT is a member of the SLC18 subfamily, and in Drosophila, two variants have been described: dVMAT-A and dVMAT-B. The serotonergic neurons express the dVMAT-A variant [21,27]. On the other hand, serotonin reuptake from the extracellular environment occurs by the action of dSERT, which is homologous to the human and rodent SERT (hSERT and rSERT). This transporter binds serotonin with high affinity as its human orthologue [28]. dSERT exhibits similar pharmacological properties when compared to vertebrates; for instance, its activity can be inhibited by a variety of chemicals, including fluoxetine, which is a potent SERT blocker [29]. In adult flies, dSERT is widely expressed throughout the brain and is found in cellular bodies, arborizations, and varicosities [30]. Moreover, all the serotonin-containing somas are also positive for dSERT expression and vice versa [30].
Five metabotropic receptors for 5-HT have been described in Drosophila: d5-HT1A, d5-HT1B (expressed both pre- and postsynaptically), d5-HT2A, d5-HT2B y d5-HT7 [31,32,33]. At least three of these receptors mediate excitatory events in postsynaptic neurons, while one receptor is inhibitory [34]. In particular, d5-HT1A and -1B receptors are orthologous to mammalian 5-HT1A, which is found pre- and post-synaptically, and has been associated with several behavioral disorders [35,36]. There is evidence showing that d5-HT1B can act as an autoreceptor [5,37,38], while d5-HT1A is located presinaptically [39], which supports the idea that it could also act as an autoreceptor by analogy to its mammalian orthologous 5-HT1A. In addition, both are coupled to inhibitory Gi/Go, reducing the level of cytosolic cAMP due to the inhibition of the adenylyl cyclase (AC) activity [40,41]. The d5-HT2A and d5-HT2B receptors (ortholog to mammalian 5-HT2) are coupled to Gq, and their activation leads to an increase in calcium levels via activation of the phospholipase C (PLC) pathway [42,43,44]. The d5-HT7 receptor activates the Gs protein, which stimulates the AC enzyme, increasing cytosolic cAMP [45].
2.2. Anatomical Organization of Serotonin-Releasing Neurons and Their Projections in the Adult Brain
Although the brains of vertebrates and Drosophila exhibit some obvious anatomical differences, the organization of the serotonergic systems in these animals share some common basic principles. The different clusters of serotonergic neurons were discovered in rodents [46] by the so-called Falck–Hillarp method, which uses formaldehyde vapor to generate a yellow fluorescent signal in serotonergic neurons [47]. The brains of humans, rats, and mice contain about 300,000, 30,000, and 26,000 serotonin-releasing neurons, respectively [48,49,50], which are organized into nine clusters (B1–B9). The somas are distributed in a caudal to rostral organization in the raphe nuclei and send their projections to anterior or posterior areas of the vertebrate brain [2,51]. B1–B3 clusters form the caudal group in the medulla and project their axons to the spinal cord and the periphery. B4–B9 clusters form the rostral group from the pons to the midbrain, subdivided into the dorsal raphe group (B6 and B7) and the median raphe group (B5 and B8) [6,52]. The alphanumeric nomenclature refers only to the order of appearance of serotonergic clusters in brainstem sections.
Comparably, Drosophila researchers have identified serotonergic neuron clusters in the adult fly brain by immunostaining using anti-serotonin or anti-Trh antibodies [12,53]. By using this strategy, it has been determined that the adult fly brain contains ~100 serotonin-releasing neurons, and that 11 neuronal populations can be distinguished per hemisphere, out of which the AMP and ADMP have only one neuron per cluster (see Figure 2 and Table 1) [12,30,53,54]. The Gal4/UAS system [55,56] has been used to drive the expression of fluorescent proteins and complement the results obtained by immunostaining methods. The GAL4/UAS system combines the cloning of a transgene downstream of a UAS binding site (upstream activation sequence) and the use of a specific cell type promoter. The Trh promoter is commonly used to drive the expression of the Gal4 transcription factor in serotonergic neurons. Then, GAL4 expressed in serotonergic neurons directs the expression of a given transgene, such as green fluorescent protein (GFP). Table 1 shows that using Trh-Gal4 it is possible to recognize fewer serotonergic neurons than those stained with the anti-serotonin antibody, and that other neuronal populations are also identified [12]. Importantly, by using these approaches it has been shown that—similar to other monoaminergic populations—the somas of serotonergic neurons are distributed in the adult brain periphery, and they project towards the brain center where the neuropils are found [57].
Figure 2.
Distribution of serotonergic neuronal populations in the adult fly brain. Left panels, schematic illustration of the anterior (top) and posterior (bottom) halves of the adult fly brain, where eleven clusters of serotonin-releasing neurons are identified in red dashed circles, as it follows: ALP, anterior lateral protocerebrum (pink somas); AMP, anterior medial protocerebrum (red somas); ADMP, anterior dorsomedial protocerebrum (in purple); LP (LP2), lateral protocerebrum (orange somas); SEL (SE1–SE2), lateral subesophageal ganglion (green somas); SEM (SE3), medial subesophageal ganglion, which is subdivided in anterior (SEMa, dark cyan somas) and posterior (SEMp, cyan somas) subclusters; PLP, posterior lateral protocerebrum (yellow somas); PMPD, posterior medial protocerebrum, dorsal (light red somas); PMPM, posterior medial protocerebrum, medial (dark purple somas); PMPV, posterior medial protocerebrum, ventral (light blue somas). Schemes are drawn from data and description in [12,58]. Right panels, representative images of Trh+-immunoreactive neurons in anterior and posterior halves of a Drosophila brain. The serotoninergic clusters are identified in light red dashed circles, and cluster names are indicated. Scale bar: 100 µm. Reprinted from [58].
Table 1.
Historical nomenclature of serotonergic clusters according to the distribution and number $ of neuronal somas &.
Over the years, the nomenclature of serotonergic clusters has changed. The changes are illustrated in Table 1. Vallés and White [53] reported the existence of nine noticeable groups distributed in the entire adult brain using immunostaining against serotonin. The clusters described by Vallés and White [53] were named lateral protocerebrum (LP1 and LP2), supraesophageal ganglion (SP1 and SP2), ipsilateral IP, and subesophageal ganglion (SE1, SE2, and SE3). Sitaraman et al. [59] identified more clusters in the brain’s anterior region, which were named anterior medial protocerebrum (AMP) and anterior lateral protocerebrum (ALP). In addition, some of the previously described clusters were redefined to propose the existence of the posterior medial protocerebrum (PMP) and posterior lateral protocerebrum (PLP) clusters [10,54]. Later, Pooryasin and Fiala [12] proposed that SE1 and SE2 clusters, which are located in the anterior area of the brain, could be renamed lateral subesophageal ganglion (SEL). In contrast, the SE3 cluster could be called medial subesophageal ganglion (SEM), and the LP2 cluster could change its name to lateral protocerebrum (LP). Moreover, Pooryasin and Fiala [12] described a new cluster localized in the anterior dorsomedial proto-cerebrum, which was named anterior dorsal-medial paired somata (ADMP), and further proposed the division of the PMP cluster into three new groups, PMP-dorsal, -medial, and -ventral. This new redefinition of clusters acknowledges better the distribution of the different neuronal populations in the fly brain. Importantly, it is consistent with more recent reports which studied the organization of serotonergic clusters in the fly brain using TRH-Gal4-driven GFP expression [60], and an antibody staining against TRH [58] (see Figure 2).
The complementary use of immunostaining and the Gal4/UAS system have made it possible to identify the wide distribution of serotonergic projections in the fly brain. However, better characterization of serotonergic projections has been obtained using sophisticated tools, such as the stochastic approach FRT-FLP system [11,12], and the electron microscopy-based Drosophila brain connectome that allows reconstruction of individual neurons [61,62].
Most neuropils of the central fly brain and in the optic lobes (OL) show innervation of 5-HT-immunoreactive fibers [39,60]. For instance, the lateral horn (LH), a dorsal neuropil, is innervated by fibers from AMP [63,64] and PMPV [12] clusters. The antennal lobes (AL), which are the fly brain structure homologous to the vertebrate olfactory bulb, are innervated by fibers from the serotonergic AMP [63,64,65] and PLP clusters [11,64,65]. Lateral neuropils located in the OL, which are associated with the processing of visual information, receive axons from the LP/PMPV cluster [12,39]. A very important neuropil in the insect brain that receives and processes olfactory information, the Mushroom Bodies (MB), receives serotonergic projections at different levels [11,64,66,67]. Another important neuropil in the fly brain is the central complex, which has been associated with the execution of motor programs. It is possible to find 5-HT-immunoreactive fibers in this Drosophila brain region arising from PLP and PMPD clusters, which innervate the dorsal portion of the so-called fan-shaped body (FB) and the ellipsoid body (EB), respectively [11,12,62].
Here below, we will review the information that supports that serotonin is able to modulate the activity of neurons constituting fly brain neuropils associated with spatial navigation.
4. Conclusions and Future Directions
The first evidence about serotonin’s behavioral and physiological roles was derived mainly from studies in the whole animal. In this context, the consequences of global or ectopic manipulations of serotonergic components in different behaviors were investigated. These studies suggested that serotonin is implicated in modulating a wide range of behavioral responses. Importantly, these studies also argued in favor of the idea that serotonin plays a neuromodulatory role with structural and functional heterogeneity. This principle is supported by the fact that serotonergic axons originate from a small number of neurons, elaborate complex arborizations, and project diffusely to reach many neurons distributed in distinct brain areas.
Experimental strategies aimed at dissecting neuronal circuits responsible for cognitive abilities are a step forward in refining our understanding on how serotonin contributes to these behaviors. Although the multisensory control of navigation can be studied in many organisms, the fly’s expansive genetic tools and conserved serotonergic heterogeneity make it an excellent model for identifying the basic principles by which serotonergic circuit motifs modulate the integration in spatial navigation, even considering the differences between vertebrates and Drosophila. For example, as discussed here, spatial memory in flies requires subpopulations of ring neurons from the EB, in which R3 and R4 show strong innervation of serotonergic fibers. Spatial memory in flies also depends on the activity of the d5-HT7 receptor. In contrast, in vertebrates, spatial memory involves the MEC and hippocampus, which are brain regions also highly innervated by serotonergic axons. Interestingly, is not the 5-HT7 but the 5-HT1A receptor that seems to play a major role in modulating the activity of these brain nuclei.
At a clinical level, impairments in spatial cognition are highly significant to several neurological disorders such as Alzheimer’s dementia, traumatic brain injury, and schizophrenia. Additionally, the ability to process and remember spatial representations is associated with learning disabilities in children. Thus, the use of an experimental model such as Drosophila to learn some of the basic principles governing spatial navigation could be essential in reaching possible therapeutic actions in neurological disorders and learning disabilities.
Author Contributions
I.G., S.G. and J.M.C. wrote the review. All authors have read and agreed to the published version of the manuscript.
Funding
This work was supported by CONICYT/ANID doctoral fellowships 21191820 (I.G.).
Institutional Review Board Statement
Not applicable.
Informed Consent Statement
Not applicable.
Data Availability Statement
Not applicable.
Acknowledgments
We thank comments and ideas from members of the Campusano Lab. All figures were created in Biorender.com.
Conflicts of Interest
The authors declare no conflict of interest.
References
- Sizemore, T.R.; Dacks, A.M. Serotonergic Modulation Differentially Targets Distinct Network Elements within the Antennal Lobe of Drosophila melanogaster. Sci. Rep. 2016, 6, 37119. [Google Scholar] [CrossRef] [PubMed]
- Glikmann-Johnston, Y.; Saling, M.M.; Reutens, D.C.; Stout, J.C. Hippocampal 5-HT1A Receptor and Spatial Learning and Memory. Front. Pharmacol. 2015, 6, 289. [Google Scholar] [CrossRef] [PubMed]
- Wert-Carvajal, C.; Reneaux, M.; Tchumatchenko, T.; Clopath, C. Dopamine and Serotonin Interplay for Valence-Based Spatial Learning. Cell Rep. 2022, 39, 110645. [Google Scholar] [CrossRef]
- Cools, R.; Roberts, A.C.; Robbins, T.W. Serotoninergic Regulation of Emotional and Behavioural Control Processes. Trends Cogn. Sci. 2008, 12, 31–40. [Google Scholar] [CrossRef]
- Blenau, W.; Thamm, M. Distribution of Serotonin (5-HT) and Its Receptors in the Insect Brain with Focus on the Mushroom Bodies. Lessons from Drosophila melanogaster and Apis Mellifera. Arthropod Struct. Dev. 2011, 40, 381–394. [Google Scholar] [CrossRef]
- Lesch, K.-P.; Waider, J. Serotonin in the Modulation of Neural Plasticity and Networks: Implications for Neurodevelopmental Disorders. Neuron 2012, 76, 175–191. [Google Scholar] [CrossRef]
- Albin, S.D.; Kaun, K.R.; Knapp, J.-M.; Chung, P.; Heberlein, U.; Simpson, J.H. A Subset of Serotonergic Neurons Evokes Hunger in Adult Drosophila. Curr. Biol. 2015, 25, 2435–2440. [Google Scholar] [CrossRef]
- Ries, A.-S.; Hermanns, T.; Poeck, B.; Strauss, R. Serotonin Modulates a Depression-like State in Drosophila Responsive to Lithium Treatment. Nat. Commun. 2017, 8, 15738. [Google Scholar] [CrossRef]
- Howard, C.E.; Chen, C.-L.; Tabachnik, T.; Hormigo, R.; Ramdya, P.; Mann, R.S. Serotonergic Modulation of Walking in Drosophila. Curr. Biol. 2019, 29, 4218–4230.e8. [Google Scholar] [CrossRef]
- Alekseyenko, O.V.; Lee, C.; Kravitz, E.A. Targeted Manipulation of Serotonergic Neurotransmission Affects the Escalation of Aggression in Adult Male Drosophila melanogaster. PLoS ONE 2010, 5, e10806. [Google Scholar] [CrossRef]
- Alekseyenko, O.V.; Kravitz, E.A. Serotonin and the Search for the Anatomical Substrate of Aggression. Fly 2014, 8, 200–205. [Google Scholar] [CrossRef]
- Pooryasin, A.; Fiala, A. Identified Serotonin-Releasing Neurons Induce Behavioral Quiescence and Suppress Mating in Drosophila. J. Neurosci. 2015, 35, 12792–12812. [Google Scholar] [CrossRef] [PubMed]
- Sitaraman, D.; Kramer, E.F.; Kahsai, L.; Ostrowski, D.; Zars, T. Discrete Serotonin Systems Mediate Memory Enhancement and Escape Latencies after Unpredicted Aversive Experience in Drosophila Place Memory. Front. Syst. Neurosci. 2017, 11, 92. [Google Scholar] [CrossRef]
- Scheunemann, L.; Plaçais, P.-Y.; Dromard, Y.; Schwärzel, M.; Preat, T. Dunce Phosphodiesterase Acts as a Checkpoint for Drosophila Long-Term Memory in a Pair of Serotonergic Neurons. Neuron 2018, 98, 350–365.e5. [Google Scholar] [CrossRef] [PubMed]
- De-Miguel, F.F.; Trueta, C. Synaptic and Extrasynaptic Secretion of Serotonin. Cell Mol. Neurobiol. 2005, 25, 297–312. [Google Scholar] [CrossRef] [PubMed]
- Kaushalya, S.K.; Nag, S.; Balaji, J.; Maiti, S. Serotonin: Multiphoton Imaging and Relevant Spectral Data. In Proceedings of the Multiphoton Microscopy in the Biomedical Sciences VIII, San Jose, CA, USA, 15 February 2008; Periasamy, A., So, P.T.C., Eds.; SPIE: Bellingham, DC, USA, 2008; p. 68601C. [Google Scholar] [CrossRef]
- De-Miguel, F.F.; Leon-Pinzon, C.; Noguez, P.; Mendez, B. Serotonin Release from the Neuronal Cell Body and Its Long-Lasting Effects on the Nervous System. Philos. Trans. R. Soc. B Biol. Sci. 2015, 370, 20140196. [Google Scholar] [CrossRef]
- Coleman, C.M.; Neckameyer, W.S. Serotonin Synthesis by Two Distinct Enzymes in Drosophila melanogaster. Arch. Insect Biochem. Physiol. 2005, 59, 12–31. [Google Scholar] [CrossRef]
- Tempel, B.L.; Livingstone, M.S.; Quinn, W.G. Mutations in the Dopa Decarboxylase Gene Affect Learning in Drosophila. Proc. Natl. Acad. Sci. USA 1984, 81, 3577–3581. [Google Scholar] [CrossRef]
- Beall, C.J.; Hirsh, J. Regulation of the Drosophila dopa decarboxylase gene in neuronal and glial cells. Genes Dev. 1987, 1, 510–520. [Google Scholar] [CrossRef]
- Greer, C.L.; Grygoruk, A.; Patton, D.E.; Ley, B.; Romero-Calderon, R.; Chang, H.-Y.; Houshyar, R.; Bainton, R.J.; DiAntonio, A.; Krantz, D.E. A Splice Variant of TheDrosophila Vesicular Monoamine Transporter Contains a Conserved Trafficking Domain and Functions in the Storage of Dopamine, Serotonin, and Octopamine. J. Neurobiol. 2005, 64, 239–258. [Google Scholar] [CrossRef]
- Park, S.K.; George, R.; Cai, Y.; Chang, H.Y.; Krantz, D.E.; Friggi-Grelin, F.; Birman, S.; Hirsh, J. Cell-Type-Specific Limitation Onin Vivo Serotonin Storage Following Ectopic Expression of TheDrosophila Serotonin Transporter, DSERT. J. Neurobiol. 2006, 66, 452–462. [Google Scholar] [CrossRef]
- Roelofs, J.; Van Haastert, P. Genes lost during evolution. Nature 2001, 411, 1013–1014. [Google Scholar] [CrossRef] [PubMed]
- Li, L.; Zhang, C.-W.; Chen, G.Y.J.; Zhu, B.; Chai, C.; Xu, Q.-H.; Tan, E.-K.; Zhu, Q.; Lim, K.-L.; Yao, S.Q. A Sensitive Two-Photon Probe to Selectively Detect Monoamine Oxidase B Activity in Parkinson’s Disease Models. Nat. Commun. 2014, 5, 3276. [Google Scholar] [CrossRef]
- Neckameyer, W.S.; Coleman, C.M.; Eadie, S.; Goodwin, S.F. Compartmentalization of Neuronal and Peripheral Serotonin Synthesis in Drosophila melanogaster. Genes Brain Behav. 2007, 6, 756–769. [Google Scholar] [CrossRef] [PubMed]
- Bao, X.; Wang, B.; Zhang, J.; Yan, T.; Yang, W.; Jiao, F.; Liu, J.; Wang, S. Localization of Serotonin/Tryptophan-Hydroxylase-Immunoreactive Cells in the Brain and Suboesophageal Ganglion of Drosophila melanogaster. Cell Tissue Res. 2010, 340, 51–59. [Google Scholar] [CrossRef]
- Deshpande, S.A.; Freyberg, Z.; Lawal, H.O.; Krantz, D.E. Vesicular Neurotransmitter Transporters in Drosophila melanogaster. Biochim. Biophys. Acta BBA-Biomembr. 2020, 1862, 183308. [Google Scholar] [CrossRef] [PubMed]
- Demchyshyn, L.L.; Pristupa, Z.B.; Sugamori, K.S.; Barker, E.L.; Blakely, R.D.; Wolfgang, W.J.; Forte, M.A.; Niznik, H.B. Cloning, Expression, and Localization of a Chloride-Facilitated, Cocaine-Sensitive Serotonin Transporter from Drosophila melanogaster. Proc. Natl. Acad. Sci. USA 1994, 91, 5158–5162. [Google Scholar] [CrossRef]
- Corey, J.L.; Quick, M.W.; Davidson, N.; Lester, H.A.; Guastella, J. A Cocaine-Sensitive Drosophila Serotonin Transporter: Cloning, Expression, and Electrophysiological Characterization. Proc. Natl. Acad. Sci. USA 1994, 91, 1188–1192. [Google Scholar] [CrossRef] [PubMed]
- Giang, T.; Rauchfuss, S.; Ogueta, M.; Scholz, H. The Serotonin Transporter Expression in Drosophila melanogaster. J. Neurogenet. 2011, 25, 17–26. [Google Scholar] [CrossRef]
- Becnel, J.; Johnson, O.; Luo, J.; Nässel, D.R.; Nichols, C.D. The Serotonin 5-HT7Dro Receptor Is Expressed in the Brain of Drosophila, and Is Essential for Normal Courtship and Mating. PLoS ONE 2011, 6, e20800. [Google Scholar] [CrossRef]
- Kahsai, L.; Carlsson, M.A.; Winther, Å.M.E.; Nässel, D.R. Distribution of Metabotropic Receptors of Serotonin, Dopamine, GABA, Glutamate, and Short Neuropeptide F in the Central Complex of Drosophila. Neuroscience 2012, 208, 11–26. [Google Scholar] [CrossRef] [PubMed]
- Blenau, W.; Daniel, S.; Balfanz, S.; Thamm, M.; Baumann, A. Dm5-HT2B: Pharmacological Characterization of the Fifth Serotonin Receptor Subtype of Drosophila melanogaster. Front. Syst. Neurosci. 2017, 11, 28. [Google Scholar] [CrossRef] [PubMed]
- Vogt, K. Towards a Functional Connectome in Drosophila. J. Neurogenet. 2020, 34, 156–161. [Google Scholar] [CrossRef]
- Bose, S.K.; Mehta, M.A.; Selvaraj, S.; Howes, O.D.; Hinz, R.; Rabiner, E.A.; Grasby, P.M.; Turkheimer, F.E.; Murthy, V. Presynaptic 5-HT1A Is Related to 5-HTT Receptor Density in the Human Brain. Neuropsychopharmacology 2011, 36, 2258–2265. [Google Scholar] [CrossRef] [PubMed]
- Garcia-Garcia, A.L.; Newman-Tancredi, A.; Leonardo, E.D. P5-HT1A Receptors in Mood and Anxiety: Recent Insights into Autoreceptor versus Heteroreceptor Function. Psychopharmacology 2014, 231, 623–636. [Google Scholar] [CrossRef]
- Yuan, Q.; Lin, F.; Zheng, X.; Sehgal, A. Serotonin Modulates Circadian Entrainment in Drosophila. Neuron 2005, 47, 115–127. [Google Scholar] [CrossRef]
- Johnson, O.; Becnel, J.; Nichols, C.D. Serotonin 5-HT2 and 5-HT1A-like Receptors Differentially Modulate Aggressive Behaviors in Drosophila melanogaster. Neuroscience 2009, 158, 1292–1300. [Google Scholar] [CrossRef]
- Sampson, M.M.; Myers Gschweng, K.M.; Hardcastle, B.J.; Bonanno, S.L.; Sizemore, T.R.; Arnold, R.C.; Gao, F.; Dacks, A.M.; Frye, M.A.; Krantz, D.E. Serotonergic Modulation of Visual Neurons in Drosophila melanogaster. PLoS Genet. 2020, 16, e1009003. [Google Scholar] [CrossRef]
- Gramates, L.S.; Agapite, J.; Attrill, H.; Calvi, B.R.; Crosby, M.A.; dos Santos, G.; Goodman, J.L.; Goutte-Gattat, D.; Jenkins, V.K.; Kaufman, T.; et al. FlyBase: A Guided Tour of Highlighted Features. Genetics 2022, 220, iyac035. [Google Scholar] [CrossRef]
- Saudou, F.; Boschert, U.; Amlaiky, N.; Plassat, J.L.; Hen, R. A Family of Drosophila Serotonin Receptors with Distinct Intracellular Signalling Properties and Expression Patterns. EMBO J. 1992, 11, 7–17. [Google Scholar] [CrossRef]
- Clarke, H.F. Prefrontal Serotonin Depletion Affects Reversal Learning But Not Attentional Set Shifting. J. Neurosci. 2005, 25, 532–538. [Google Scholar] [CrossRef]
- Gasque, G.; Conway, S.; Huang, J.; Rao, Y.; Vosshall, L.B. Small Molecule Drug Screening in Drosophila Identifies the 5HT2A Receptor as a Feeding Modulation Target. Sci. Rep. 2013, 3, srep02120. [Google Scholar] [CrossRef] [PubMed]
- Colas, J.F.; Launay, J.M.; Kellermann, O.; Rosay, P.; Maroteaux, L. Drosophila 5-HT2 Serotonin Receptor: Coexpression with Fushi-Tarazu during Segmentation. Proc. Natl. Acad. Sci. USA 1995, 92, 5441–5445. [Google Scholar] [CrossRef] [PubMed]
- Witz, P.; Amlaiky, N.; Plassat, J.L.; Maroteaux, L.; Borrelli, E.; Hen, R. Cloning and Characterization of a Drosophila Serotonin Receptor That Activates Adenylate Cyclase. Proc. Natl. Acad. Sci. USA 1990, 87, 8940–8944. [Google Scholar] [CrossRef]
- Dahlström, A.; Fuxe, K. Evidence for the existence of monoamine-containing neurons in_the central nervous system. I. Demonstration of monoamines in the cell bodies of brain_stem neurons. Acta Physiol. Scand Suppl. 1964, 232, 1–55. Available online: https://pubmed.ncbi.nlm.nih.gov/14229500/ (accessed on 29 December 2022).
- Hökfelt, T. Early Attempts to Visualize Cortical Monoamine Nerve Terminals. Brain Res. 2016, 1645, 8–11. [Google Scholar] [CrossRef]
- Baker, K.G.; Halliday, G.M.; Hornung, J.-P.; Geffen, L.B.; Cotton, R.G.H.; To¨rk, I. Distribution, Morphology and Number of Monoamine-Synthesizing and Substance P-Containing Neurons in the Human Dorsal Raphe Nucleus. Neuroscience 1991, 42, 757–775. [Google Scholar] [CrossRef]
- Vertes, R.P.; Fortin, W.J.; Crane, A.M. Projections of the Median Raphe Nucleus in the Rat. J. Comp. Neurol. 1999, 407, 555–582. [Google Scholar] [CrossRef]
- Ishimura, K.; Takeuchi, Y.; Fujiwara, K.; Tominaga, M.; Yoshioka, H.; Sawada, T. Quantitative Analysis of the Distribution of Serotonin-Immunoreactive Cell Bodies in the Mouse Brain. Neurosci. Lett. 1988, 91, 265–270. [Google Scholar] [CrossRef]
- Jacobs, B.L.; Azmitia, E.C. Structure and Function of the Brain Serotonin System. Physiol. Rev. 1992, 72, 165–229. [Google Scholar] [CrossRef]
- Calizo, L.H.; Akanwa, A.; Ma, X.; Pan, Y.; Lemos, J.C.; Craige, C.; Heemstra, L.A.; Beck, S.G. Raphe Serotonin Neurons Are Not Homogenous: Electrophysiological, Morphological and Neurochemical Evidence. Neuropharmacology 2011, 61, 524–543. [Google Scholar] [CrossRef]
- Vallés, A.M.; White, K. Serotonin-Containing Neurons in Drosophila melanogaster: Development and Distribution: SEROTONIN IN DROSOPHILA NERVOUS SYSTEM. J. Comp. Neurol. 1988, 268, 414–428. [Google Scholar] [CrossRef] [PubMed]
- Sitaraman, D.; LaFerriere, H.; Birman, S.; Zars, T. Serotonin Is Critical for Rewarded Olfactory Short-Term Memory in Drosophila. J. Neurogenet. 2012, 26, 238–244. [Google Scholar] [CrossRef]
- Brand, A.H.; Perrimon, N. Targeted Gene Expression as a Means of Altering Cell Fates and Generating Dominant Phenotypes. Development 1993, 118, 401–415. [Google Scholar] [CrossRef]
- Duffy, J.B. GAL4 System In Drosophila: A Fly Geneticist’s Swiss Army Knife. Genesis 2002, 34, 1–15. [Google Scholar] [CrossRef] [PubMed]
- Chiang, A.S.; Lin, C.Y.; Chuang, C.C.; Chang, H.M.; Hsieh, C.H.; Yeh, C.W.; Shih, C.T.; Wu, J.J.; Wang, G.T.; Chen, Y.C.; et al. Three-dimensional reconstruction of brain-wide wiring networks in Drosophila at single-cell resolution. Curr. Biol. 2011, 21, 1–11. [Google Scholar] [CrossRef]
- Zárate, R.V.; Hidalgo, S.; Navarro, N.; Molina-Mateo, D.; Arancibia, D.; Rojo-Cortés, F.; Oliva, C.; Andrés, M.E.; Zamorano, P.; Campusano, J.M. An Early Disturbance in Serotonergic Neurotransmission Contributes to the Onset of Parkinsonian Phenotypes in Drosophila melanogaster. Cells 2022, 11, 1544. [Google Scholar] [CrossRef] [PubMed]
- Sitaraman, D.; Zars, M.; LaFerriere, H.; Chen, Y.-C.; Sable-Smith, A.; Kitamoto, T.; Rottinghaus, G.E.; Zars, T. Serotonin Is Necessary for Place Memory in Drosophila. Proc. Natl. Acad. Sci. USA 2008, 105, 5579–5584. [Google Scholar] [CrossRef]
- Niens, J.; Reh, F.; Çoban, B.; Cichewicz, K.; Eckardt, J.; Liu, Y.-T.; Hirsh, J.; Riemensperger, T.D. Dopamine Modulates Serotonin Innervation in the Drosophila Brain. Front. Syst. Neurosci. 2017, 11, 76. [Google Scholar] [CrossRef] [PubMed]
- Li, F.; Lindsey, J.W.; Marin, E.C.; Otto, N.; Dreher, M.; Dempsey, G.; Stark, I.; Bates, A.S.; Pleijzier, M.W.; Schlegel, P.; et al. The Connectome of the Adult Drosophila Mushroom Body Provides Insights into Function. eLife 2020, 9, e62576. [Google Scholar] [CrossRef]
- Hulse, B.K.; Haberkern, H.; Franconville, R.; Turner-Evans, D.; Takemura, S.; Wolff, T.; Noorman, M.; Dreher, M.; Dan, C.; Parekh, R.; et al. A Connectome of the Drosophila Central Complex Reveals Network Motifs Suitable for Flexible Navigation and Context-Dependent Action Selection. eLife 2021, 10, e66039. [Google Scholar] [CrossRef] [PubMed]
- Coates, K.E.; Majot, A.T.; Zhang, X.; Michael, C.T.; Spitzer, S.L.; Gaudry, Q.; Dacks, A.M. Identified Serotonergic Modulatory Neurons Have Heterogeneous Synaptic Connectivity within the Olfactory System of Drosophila. J. Neurosci. 2017, 37, 7318–7331. [Google Scholar] [CrossRef] [PubMed]
- Coates, K.E.; Calle-Schuler, S.A.; Helmick, L.M.; Knotts, V.L.; Martik, B.N.; Salman, F.; Warner, L.T.; Valla, S.V.; Bock, D.D.; Dacks, A.M. The Wiring Logic of an Identified Serotonergic Neuron That Spans Sensory Networks. J. Neurosci. 2020, 40, 6309–6327. [Google Scholar] [CrossRef] [PubMed]
- Dacks, A.M.; Green, D.S.; Root, C.M.; Nighorn, A.J.; Wang, J.W. Serotonin modulates olfactory processing in the antennal lobe of Drosophila. J. Neurogenet. 2009, 23, 366–377. [Google Scholar] [CrossRef]
- Lee, P.-T.; Lin, H.-W.; Chang, Y.-H.; Fu, T.-F.; Dubnau, J.; Hirsh, J.; Lee, T.; Chiang, A.-S. Serotonin–Mushroom Body Circuit Modulating the Formation of Anesthesia-Resistant Memory in Drosophila. Proc. Natl. Acad. Sci. USA 2011, 108, 13794–13799. [Google Scholar] [CrossRef] [PubMed]
- Hidalgo, S.; Fuenzalida-Uribe, N.; Molina-Mateo, D.; Escobar, A.P.; Oliva, C.; España, R.A.; Andrés, M.E.; Campusano, J.M. Study of the release of endogenous amines in Drosophila brain in vivo in response to stimuli linked to aversive olfactory conditioning. J. Neurochem. 2021, 156, 337–351. [Google Scholar] [CrossRef]
- Owald, D.; Lin, S.; Waddell, S. Light, Heat, Action: Neural Control of Fruit Fly Behaviour. Philos. Trans. R. Soc. B Biol. Sci. 2015, 370, 20140211. [Google Scholar] [CrossRef]
- Martín, F.; Alcorta, E. Novel Genetic Approaches to Behavior in Drosophila. J. Neurogenet. 2017, 31, 288–299. [Google Scholar] [CrossRef]
- Pfeiffer, B.D.; Ngo, T.T.; Hibbard, K.L.; Murphy, C.; Jenett, A.; Truman, J.W.; Rubin, G.M. Refinement of tools for targeted gene expression in Drosophila. Genetics 2010, 186, 735–755. [Google Scholar] [CrossRef]
- Jenett, A.; Rubin, G.M.; Ngo, T.T.; Shepherd, D.; Murphy, C.; Dionne, H.; Pfeiffer, B.D.; Cavallaro, A.; Hall, D.; Jeter, J.; et al. A GAL4-driver line resource for Drosophila neurobiology. Cell Rep. 2012, 2, 991–1001. [Google Scholar] [CrossRef]
- Tirian, L.; Dickson, B.J. The VT GAL4, LexA, and Split-GAL4 Driver Line Collections for Targeted Expression in the Drosophila Nervous System. Neuroscience 2017. preprint. [Google Scholar] [CrossRef]
- Qian, Y.; Cao, Y.; Deng, B.; Yang, G.; Li, J.; Xu, R.; Zhang, D.; Huang, J.; Rao, Y. Sleep Homeostasis Regulated by 5HT2b Receptor in a Small Subset of Neurons in the Dorsal Fan-Shaped Body of Drosophila. eLife 2017, 6, e26519. [Google Scholar] [CrossRef] [PubMed]
- Liu, C.; Meng, Z.; Wiggin, T.D.; Yu, J.; Reed, M.L.; Guo, F.; Zhang, Y.; Rosbash, M.; Griffith, L.C. A Serotonin-Modulated Circuit Controls Sleep Architecture to Regulate Cognitive Function Independent of Total Sleep in Drosophila. Curr. Biol. 2019, 29, 3635–3646.e5. [Google Scholar] [CrossRef]
- Cao, H.; Tang, J.; Liu, Q.; Huang, J.; Xu, R. Autism-like Behaviors Regulated by the Serotonin Receptor 5-HT2B in the Dorsal Fan-Shaped Body Neurons of Drosophila melanogaster. Eur. J. Med. Res. 2022, 27, 203. [Google Scholar] [CrossRef]
- Alekseyenko, O.V.; Chan, Y.-B.; Fernandez, M.d.l.P.; Bülow, T.; Pankratz, M.J.; Kravitz, E.A. Single Serotonergic Neurons That Modulate Aggression in Drosophila. Curr. Biol. 2014, 24, 2700–2707. [Google Scholar] [CrossRef] [PubMed]
- Alekseyenko, O.V.; Chan, Y.-B.; Okaty, B.W.; Chang, Y.; Dymecki, S.M.; Kravitz, E.A. Serotonergic Modulation of Aggression in Drosophila Involves GABAergic and Cholinergic Opposing Pathways. Curr. Biol. 2019, 29, 2145–2156.e5. [Google Scholar] [CrossRef]
- Hu, S.W.; Yang, Y.T.; Sun, Y.; Zhan, Y.P.; Zhu, Y. Serotonin Signals Overcome Loser Mentality in Drosophila. iScience 2020, 23, 101651. [Google Scholar] [CrossRef]
- Sun, Y.; Qiu, R.; Li, X.; Cheng, Y.; Gao, S.; Kong, F.; Liu, L.; Zhu, Y. Social Attraction in Drosophila Is Regulated by the Mushroom Body and Serotonergic System. Nat. Commun. 2020, 11, 5350. [Google Scholar] [CrossRef]
- Hinman, J.R.; Dannenberg, H.; Alexander, A.S.; Hasselmo, M.E. Neural Mechanisms of Navigation Involving Interactions of Cortical and Subcortical Structures. J Neurophysiol. 2018, 119, 2007–2029. [Google Scholar] [CrossRef]
- Hartley, T.; Lever, C.; Burgess, N.; O’Keefe, J. Space in the Brain: How the Hippocampal Formation Supports Spatial Cognition. Philos. Trans. R Soc. B Biol. Sci. 2014, 369, 20120510. [Google Scholar] [CrossRef]
- Moser, M.-B.; Rowland, D.C.; Moser, E.I. Place Cells, Grid Cells, and Memory. Cold Spring Harb. Perspect. Biol. 2015, 7, a021808. [Google Scholar] [CrossRef] [PubMed]
- Muzerelle, A.; Scotto-Lomassese, S.; Bernard, J.F.; Soiza-Reilly, M.; Gaspar, P. Conditional Anterograde Tracing Reveals Distinct Targeting of Individual Serotonin Cell Groups (B5–B9) to the Forebrain and Brainstem. Brain Struct. Funct. 2016, 221, 535–561. [Google Scholar] [CrossRef]
- Buhot, M.C.; Patra, S.K.; Naïli, S. Spatial memory deficits following stimulation of hippocampal 5-HT1B receptors in the rat. Eur. J. Pharmacol. 1995, 285, 221–228. [Google Scholar] [CrossRef]
- Rogers, J.; Churilov, L.; Hannan, A.J.; Renoir, T. Search Strategy Selection in the Morris Water Maze Indicates Allocentric Map Formation during Learning That Underpins Spatial Memory Formation. Neurobiol. Learn. Mem. 2017, 139, 37–49. [Google Scholar] [CrossRef] [PubMed]
- Beaudet, G.; Jozet-Alves, C.; Asselot, R.; Schumann-Bard, P.; Freret, T.; Boulouard, M.; Paizanis, E. Deletion of the Serotonin Receptor Type 7 Disrupts the Acquisition of Allocentric but Not Egocentric Navigation Strategies in Mice. Behav. Brain Res. 2017, 320, 179–185. [Google Scholar] [CrossRef]
- Ryu, L.; Kim, S.Y.; Kim, A.J. From Photons to Behaviors: Neural Implementations of Visual Behaviors in Drosophila. Front. Neurosci. 2022, 16, 883640. [Google Scholar] [CrossRef]
- Turner-Evans, D.B.; Jensen, K.T.; Ali, S.; Paterson, T.; Sheridan, A.; Ray, R.P.; Wolff, T.; Lauritzen, J.S.; Rubin, G.M.; Bock, D.D.; et al. The Neuroanatomical Ultrastructure and Function of a Biological Ring Attractor. Neuron 2020, 108, 145–163.e10. [Google Scholar] [CrossRef]
- Namiki, S.; Dickinson, M.H.; Wong, A.M.; Korff, W.; Card, G.M. The Functional Organization of Descending Sensory-Motor Pathways in Drosophila. eLife 2018, 7, e34272. [Google Scholar] [CrossRef]
- Xu, L.; He, J.; Kaiser, A.; Gräber, N.; Schläger, L.; Ritze, Y.; Scholz, H. A Single Pair of Serotonergic Neurons Counteracts Serotonergic Inhibition of Ethanol Attraction in Drosophila. PLoS ONE 2016, 11, e0167518. [Google Scholar] [CrossRef]
- Nichols, C.D. 5-HT2 Receptors in Drosophila Are Expressed in the Brain and Modulate Aspects of Circadian Behaviors. Dev. Neurobiol. 2007, 67, 752–763. [Google Scholar] [CrossRef]
- Sizemore, T.R.; Hurley, L.M.; Dacks, A.M. Serotonergic Modulation across Sensory Modalities. J. Neurophysiol. 2020, 123, 2406–2425. [Google Scholar] [CrossRef]
- Marin, E.C.; Büld, L.; Theiss, M.; Sarkissian, T.; Roberts, R.J.V.; Turnbull, R.; Tamimi, I.F.M.; Pleijzier, M.W.; Laursen, W.J.; Drummond, N.; et al. Connectomics Analysis Reveals First-, Second-, and Third-Order Thermosensory and Hygrosensory Neurons in the Adult Drosophila Brain. Curr. Biol. 2020, 30, 3167–3182.e4. [Google Scholar] [CrossRef]
- Putz, G.; Heisenberg, M. Memories in Drosophila Heat-Box Learning. Learn. Mem. 2002, 9, 349–359. [Google Scholar] [CrossRef]
- Wu, M.; Nern, A.; Williamson, W.R.; Morimoto, M.M.; Reiser, M.B.; Card, G.M.; Rubin, G.M. Visual Projection Neurons in the Drosophila Lobula Link Feature Detection to Distinct Behavioral Programs. eLife 2016, 5, e21022. [Google Scholar] [CrossRef]
- Keleş, M.F.; Frye, M.A. Object-Detecting Neurons in Drosophila. Curr. Biol. 2017, 27, 680–687. [Google Scholar] [CrossRef]
- Foucaud, J.; Philippe, A.-S.; Moreno, C.; Mery, F. A Genetic Polymorphism Affecting Reliance on Personal versus Public Information in a Spatial Learning Task in Drosophila melanogaster. Proc. R Soc. B Biol. Sci. 2013, 280, 20130588. [Google Scholar] [CrossRef]
- Foucaud, J.; Burns, J.G.; Mery, F. Use of Spatial Information and Search Strategies in a Water Maze Analog in Drosophila melanogaster. PLoS ONE 2010, 5, e15231. [Google Scholar] [CrossRef]
- Ofstad, T.A.; Zuker, C.S.; Reiser, M.B. Visual Place Learning in Drosophila melanogaster. Nature 2011, 474, 204–207. [Google Scholar] [CrossRef]
- Melnattur, K.; Kirszenblat, L.; Morgan, E.; Militchin, V.; Sakran, B.; English, D.; Patel, R.; Chan, D.; van Swinderen, B.; Shaw, P.J. A conserved role for sleep in supporting Spatial Learning in Drosophila. Sleep 2021, 44, zsaa197. [Google Scholar] [CrossRef]
- Omoto, J.J.; Nguyen, B.-C.M.; Kandimalla, P.; Lovick, J.K.; Donlea, J.M.; Hartenstein, V. Neuronal Constituents and Putative Interactions Within the Drosophila Ellipsoid Body Neuropil. Front. Neural Circuits 2018, 12, 103. [Google Scholar] [CrossRef]
- Kong, E.C.; Woo, K.; Li, H.; Lebestky, T.; Mayer, N.; Sniffen, M.R.; Heberlein, U.; Bainton, R.J.; Hirsh, J.; Wolf, F.W. A Pair of Dopamine Neurons Target the D1-Like Dopamine Receptor DopR in the Central Complex to Promote Ethanol-Stimulated Locomotion in Drosophila. PLoS ONE 2010, 5, e9954. [Google Scholar] [CrossRef]
- Monastirioti, M. Biogenic Amine Systems in the Fruit Fly Drosophila melanogaster. Microsc. Res. Techol. 1999, 45, 106–121. [Google Scholar] [CrossRef]
- Kahsai, L.; Winther, Å.M.E. Chemical Neuroanatomy of the Drosophila Central Complex: Distribution of Multiple Neuropeptides in Relation to Neurotransmitters. J. Comp. Neurol. 2011, 519, 290–315. [Google Scholar] [CrossRef]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).


