Abstract
Background
During Drosophila oogenesis, the follicular epithelium differentiates into several morphologically distinct follicle-cell populations. Characteristic bioelectrical properties make this tissue a suitable model system for studying connections between electrochemical signals and the organisation of the cytoskeleton. Recently, we have described stage-specific transcellular antero-posterior and dorso-ventral gradients of intracellular pH (pHi) and membrane potential (Vmem) depending on the asymmetrical distribution and/or activity of various ion-transport mechanisms. In the present study, we analysed the patterns of basal microfilaments (bMF) and microtubules (MT) in relation to electrochemical signals.
Results
The bMF- and MT-patterns in developmental stages 8 to 12 were visualised using labelled phalloidin and an antibody against acetylated α-tubulin as well as follicle-cell specific expression of GFP-actin and GFP-α-tubulin. Obviously, stage-specific changes of the pHi- and Vmem-gradients correlate with modifications of the bMF- and MT-organisation. In order to test whether cytoskeletal modifications depend directly on bioelectrical changes, we used inhibitors of ion-transport mechanisms that have previously been shown to modify pHi and Vmem as well as the respective gradients. We inhibited, in stage 10b, Na+/H+-exchangers and Na+-channels with amiloride, V-ATPases with bafilomycin, ATP-sensitive K+-channels with glibenclamide, voltage-dependent L-type Ca2+-channels with verapamil, Cl−-channels with 9-anthroic acid and Na+/K+/2Cl−-cotransporters with furosemide, respectively. The correlations between pHi, Vmem, bMF and MT observed in different follicle-cell types are in line with the correlations resulting from the inhibition experiments. While relative alkalisation and/or hyperpolarisation stabilised the parallel transversal alignment of bMF, acidification led to increasing disorder and to condensations of bMF. On the other hand, relative acidification as well as hyperpolarisation stabilised the longitudinal orientation of MT, whereas alkalisation led to loss of this arrangement and to partial disintegration of MT.
Conclusions
We conclude that the pHi- and Vmem-changes induced by inhibitors of ion-transport mechanisms simulate bioelectrical changes occurring naturally and leading to the cytoskeletal changes observed during differentiation of the follicle-cell epithelium. Therefore, gradual modifications of electrochemical signals can serve as physiological means to regulate cell and tissue architecture by modifying cytoskeletal patterns.
Keywords: Drosophila melanogaster, Bioelectricity, Intracellular pH, Membrane potential, Cell polarity, Pattern formation, Ion pump, Ion channel, Microfilament, Microtubule
Background
Localised ion fluxes, gradients of ion concentrations, of intracellular pH (pHi) and of membrane potentials (Vmem) are involved, as fast and wide-ranging signals, in various developmental and regenerative processes [1–6]. Gradual changes of bioelectrical properties mediate diverse cellular events, e.g. proliferation [7], migration [8] and differentiation [9–12]. Establishing electrochemical gradients within single cells or whole tissues requires asymmetrically distributed or activated ion-transport mechanisms [13–16] as well as gap junctions [17–21].
Electrochemical signals are transduced, perceived and translated into cellular responses by pHi- or Vmem-sensitive ion-channels, phosphatases, transporters of signalling molecules or other proteins, like elements of the cytoskeleton [2, 22]. Influences of pHi on actin self-assembly [23], on contractility of the actomyosin cytoskeleton [24] and on the activity of cross-linking proteins [25, 26] are known to exist. Furthermore, changes of Vmem are associated with reorganisation or stabilisation of the microfilament (MF) network [27, 28]. Besides pHi-dependence of polymerisation as well as depolymerisation of microtubules (MT) [25, 29, 30], correlations between Vmem-changes and an altered MT-organisation are also known [31–33].
We have found, in ovarian follicles of Drosophila melanogaster, stage-specific patterns of extracellular currents [34], gradients of pHi [15, 16] and gradients of Vmem [15, 16, 35]. It is tempting to assume that these bioelectrical phenomena, resulting mainly from the exchange of protons, potassium ions and sodium ions [35–39], serve as signals to guide development. During the course of oogenesis, follicles consisting of 16 germ-line cells, i.e. 15 nurse cells (NC) and one oocyte (Oo), surrounded by a single-layered somatic follicle-cell epithelium (FCE) are passing through 14 stages (S1–14) [40] (Fig. 1). The FCE differentiates into several morphologically distinct follicle-cell (FC) populations [41–43] with characteristic cytoskeletal patterns. Therefore, the FCE is an appropriate model system for studying influences of bioelectrical signals on the cytoskeletal organisation during development. The FCE participates in establishing the embryonic axes [44–46] and in synthesising the multi-layered eggshell [43]. Polarised and parallel aligned MF-bundles (bMF) at the basal side of the FCE have long been assumed to be involved, as a molecular corset, in shaping the egg [47, 48]. Recent studies have demonstrated the role of bMF, and also of MT, during follicle elongation, a complex process which includes a global rotation of the FCE during S5–8 [49–53].
The aim of the present study is to characterise the physiological relevance of electrochemical gradients by investigating their influence on the cytoskeletal organisation during Drosophila oogenesis. We observed stage-specific bMF- and MT-patterns in the FCE and found correlations with the stage-specific bioelectrical patterns described previously [16]. In addition, we used inhibitors of various ion-transport mechanisms, which we have recently shown to modify pHi and Vmem as well as the respective gradients during S10b (Fig. 2; [16]). We detected alterations of the bMF- and MT-patterns that result from changes in pHi- and Vmem-gradients and discuss the potential mechanisms.
Results
Stage-specific patterns of basal microfilaments
We analysed in detail, during vitellogenic stages S8–12, the bMF-organisation in the cuboidal and columnar FCE (Fig. 3) and detected, despite of some variation, characteristic stage-specific patterns (Fig. 4). The bMF-bundles in the cuboidal FCE of S8 are highly polarised perpendicular to the antero-posterior (a-p) axis of the follicle (circumferential organisation). This parallel alignment, both within individual FC and in relation to neighbouring FC, disappears in part during S9. In the flattening FC (the prospective cFC) near the border between NC and Oo, condensations of bMF become obvious. The bMF-bundles in the remaining columnar FCE surrounding the Oo retain their parallel alignment within individual FC, but they become more disordered relative to neighbouring FC. During S10a, the bMF-bundles in cFC are again aligned in parallel and oriented circumferentially. Subsequent morphological changes during S10b, like thickening of the dorsal FCE and elongation of inwardly migrating cFC, are accompanied by bMF-condensations that first appear in dorsal cFC and spread out over mbFC to pFC during S11. In S11, a peculiar bMF-organisation showing crescent- or fan-shaped condensations becomes obvious, wheras during S12, a new pattern of dense parallel bMF oriented circumferentially appears (Fig. 4).
Stage-specific patterns of microtubules
A detailed analysis of the MT-organisation also revealed characteristic stage-specific patterns during S8–12 (Fig. 5). In S8, similar to bMF, the preferred orientation of MT in the cuboidal FC is perpendicular to the a-p axis of the follicle. From S9 onward, diffuse MT surround the FC nuclei in a basket-like arrangement. In the flattening cFC, a longitudinal orientation of MT along the a-p axis first becomes obvious. During S10a-12, this longitudinal pattern continuously spreads out to mbFC and pFC. During S9–12, the MT of squamous FC covering the NC are organised in typical web-like structures enclosing the nuclei (Fig. 5).
Bioelectrical patterns correlate with cytoskeletal patterns
We have shown previously [15, 16] that, during the course of development, ovarian follicles undergo significant changes in their pHi- and Vmem-patterns caused by varying activities of asymmetrically distributed or activated ion-transport mechanisms. In the present study, we analysed in detail how the cytoskeletal organisation in the FCE alters during vitellogenesis (Figs. 4 and 5). It is obvious that stage-specific changes of pHi and Vmem correlate spatially and temporally with structural modifications of bMF and MT (summarised in Fig. 6). These alterations are accompanied by cell migrations, cell rearrangements, or cell-shape changes like, e.g., cell flattening or cell stretching. In S8, the uniformly cuboidal FCE exhibits relatively homogeneous pHi- and Vmem-patterns as well as homogeneous bMF- and MT-patterns [16]. During S9, gradients of pHi and Vmem develop with relatively acidic and relatively depolarised cFC [16]. At this stage, the bMF in the flattening cFC lose their circumferential orientation and condense, while the MT change their orientation from d-v to a-p. In S10a, the bMF-bundles of the columnar FCE are aligned in parallel circumferentially again. During further development, d-v gradients of pHi and Vmem develop [16]. In S10b, the dorsal FCE is relatively hyperpolarised and relatively acidic compared to the ventral FCE and, as a result, dorsal cFC and neighbouring FC are the most acidic FC. In these, in part, inwardly migrating cells, the bMF condense again. During this process, in late S10b/11, a strong depolarisation of dorsal cFC and neighbouring FC becomes apparent. Unlike the bMF-pattern, the MT-organisation alters gradually along the a-p axis, but not along the d-v axis. In pFC, which are relatively alkaline and depolarised [16], no longitudinal alignment of MT was found.
Modifying pHi and Vmem with inhibitors of ion-transport mechanisms
We used six inhibitors of ion-transport mechanisms, which we have recently shown to affect either pHi, Vmem or both parameters in the FCE during S10b [16]. We found that each tested inhibitor also exerted influence on the cytoskeletal organisation (Figs. 7, 8, 9 and 10). Certain groups of inhibitors giving rise to similar effects on pHi and/or Vmem caused similar changes in the bMF- and/or MT-patterns. Therefore, we conclude that the observed cytoskeletal changes depended on the induced pHi- and/or Vmem-changes, and not on effects of the involved ions.
As described in detail previously ([16], summarised in Fig. 2), alkalisation was caused by furosemide, glibenclamide, 9-anthroic acid or verapamil. Furosemide and glibenclamide resulted in the strongest overall increase of pHi and also in enhanced angles of the a-p and the d-v gradient. 9-Anthroic acid led to an enhanced angle of the a-p gradient, but to a reduced angle of the d-v gradient. Amiloride or bafilomycin resulted in acidification and in reduction of the angles of the a-p and the d-v gradient. Vmem was influenced to the greatest extent by verapamil (strong hyperpolarisation), followed by glibenclamide (hyperpolarisation), and both inhibitors reduced the angles of the a-p and the d-v gradient. Furosemide, 9-anthroic acid, amiloride and bafilomycin, respectively, had no consistent effects on Vmem and on both gradients.
Changes in pHi and Vmem affect the organisation of basal microfilaments
Inhibition experiments were performed using S10b-follicles of the wild-type as well as of the transgenic strain Lifeact-GFP. The bMF-patterns in the FCE of both strains were very similar (Figs. 7 and 8), only a slight difference in the thickness of bMF-bundles was obvious: The bMF-bundles of fixed phalloidin-stained wild-type follicles were thinner than those of living Lifeact-GFP follicles. Furthermore, Lifeact-GFP follicles often showed a weakly fluorescent area in the FCE that seemed to result from squeezing during microscopic observation.
Despite of some variation, the effects of inhibitors on the bMF-patterns were also similar in both strains (Figs. 7 and 8). Strong alkalisation, either without a distinct effect on Vmem (furosemide) or combined with hyperpolarisation (glibenclamide), retained a highly polarised bMF-pattern consisting of parallel aligned, but thinner bMF-bundles, whereas condensations of bMF, as in the controls, were rarely observed (Fig. 8a,b). The bMF-bundles of furosemide-treated follicles appeared to be even thinner and partially disintegrated compared to those of glibenclamide-treated follicles. Presumably, this difference depends on the fact that furosemide showed no clear influence on Vmem. Furosemide and glibenclamide both led to alkalisation in all FC, but especially in pFC and ventral FC, thus enhancing the angles of the a-p and the d-v pHi-gradient (cf. Figure 2). Both Vmem-gradients were either maintained or reduced resulting in a larger area of relatively hyperpolarised FC.
Slight alkalisation together with no clear effect on Vmem (9-anthroic acid) reduced the frequency of bMF-condensations (Fig. 8a,b). This treatment led to an enhanced angle of the a-p pHi-gradient but to a reduced angle of the d-v pHi-gradient, since the ventral cFC became less alkalised (cf. Figure 2). Slight alkalisation combined with strong hyperpolarisation (verapamil) resulted either in depolymerisation or in condensation of bMF throughout the entire columnar FCE (Fig. 8b). This seems to be due to the fact that the angles of both the a-p and the d-v Vmem-gradient were reduced, which led to more homogeneous electrochemical properties throughout the FCE (cf. Figure 2).
Acidification combined with an unchanged Vmem (amiloride, bafilomycin) led to an increase in bMF condensation and disintegration. The angles of the a-p and the d-v pHi-gradient of both amiloride- and bafilomycin-treated follicles were reduced (cf. Figure 2), and the relatively acidic area of the FCE showing condensed bMF was enlarged (Fig. 8a,b).
Taken together, we found that alkalisation prevented condensation of bMF and stabilised their parallel alignment, while the bMF-bundles became thinner. In contrast, acidification led to increasing condensations of bMF in both the a-p and the d-v direction, while the bMF-bundles became thicker and more disordered. When strong alkalisation was combined with hyperpolarisation, disintegration of bMF was absent. Thus, hyperpolarisation had a stabilising effect on bMF (Figs. 7 and 8).
Changes in pHi and Vmem affect the organisation of microtubules
Inhibition experiments were performed using S10b-follciles of the wild-type as well as of the transgenic strain αTub84B-GFP. While, in living αTub84B-GFP follicles, the α-subunits of all MT in the FCE were labelled, only a subset of MT was stained in fixed wild-type follicles treated with an antibody against acetylated α-tubulin. Thus, in αTub84B-GFP, a denser network of MT-bundles was revealed and the overall longitudinal alignment of MT became more evident (Figs. 9 and 10).
Alkalisation, caused by furosemide, glibenclamide or 9-anthroic acid, resulted either in reduction (glibenclamide, 9-anthoric acid) or in loss (furosemide) of the longitudinal orientation of MT as well as in their partial disintegration. In furosemide-treated follicles (strong alkalisation, no clear effect on Vmem), disintegration of MT was most prominent compared to follicles treated with glibenclamide (strong alkalisation, slight hyperpolarisation) or with 9-anthoric acid (slight alkalisation, no clear effect on Vmem). Strong alkalisation combined with no clear effect on Vmem (furosemide) resulted in spherical FC, presumably due to weakend cell-cell contacts, which was particularly visible in αTub84B-GFP. This phenomenon was less pronounced with glibenclamide, presumably due to a stabilising effect of hyperpolarisation. Slight alkalisation combined with strong hyperpolarisation (verapamil) preserved the longitudinal orientation, while the MT-bundles appeared to be thicker (Figs. 9 and 10).
In addition, furosemide, glibenclamide or 9-anthroic acid led to an enhanced angle of the a-p pHi-gradient and to a reduced angle of the a-p Vmem-gradient (cf. Figure 2). This means that the cFC became more alkaline compared to the mbFC, while the area of relatively hyperpolarised FC became enlarged. The altered pHi-gradient resulted in loss of the longitudinal MT-alignment in the mbFC and cFC. Verapamil also led to an enhanced angle of the a-p pHi-gradient and to a reduced angle of the a-p Vmem-gradient (cf. Figure 2). But the effect of verapamil on pHi in general as well as on its gradients was small, so that it had no impact on MT-organisation. In addition, the strong hyperpolarising effect of verapamil and the reduced Vmem-gradients both preserved the longitudinal alignment of MT (Figs. 9 and 10).
Acidification in the whole FCE as well as reduced angles of both pHi-gradients combined with no clear effects on Vmem caused by amiloride and bafilomycin (cf. Figure 2) did not alter the MT-organisation (not shown).
Therefore, we conclude that hyperpolarisation as well as acidification exerted stabilising effects on the longitudinal orientation of MT-bundles. Strong alkalisation resulted in loss of this MT-arrangement and in partial disintegration of MT. These effects were reduced when alkalisation was combined with hyperpolarisation, which preserved the longitudinal orientation of MT-bundles (Figs. 9 and 10).
Discussion
Considering the results of our analysis of stage-specific patterns as well as of inhibition experiments, correlations between pHi- and Vmem-changes and changes of the cytoskeletal organisation become obvious. Alkalisation supports the parallel alignment of bMF-bundles and prevents the longitudinal orientation of MT, whereas acidification results in increasing condensation and subsequent disintegration of bMF while supporting the longitudinal alignment of MT. Depending on pHi, hyperpolarisation has stabilising effects on bMF- or on MT-bundles, whereas depolarisation correlates with bMF-disintegration or with reduced longitudinal MT-orientation (summarised in Fig. 11). Obviously, bMF and MT are not disintegrated under the same electrochemical conditions. It seems as if bMF are predominantly stabilising the transversal axis while MT are stabilising the longitudinal axis of the follicle.
Our observations are in line with previous findings in various systems. Besides a pH-dependence of actin self-assembly [23], it has been shown that contractility of the actomyosin cytoskeleton [24] as well as the activities of cross-linking proteins, like cortexillin, filamin and fascin, are regulated by pH [25, 26]. The interplay between actin, myosin and cross-linking proteins is highly complex, and the pH-dependencies of these proteins are diverse. Accordingly, specific changes of the cytoskeletal organisation in consequence of pHi-modifications relate to the respective cytoplasmic mixture of actin-binding proteins [25]. Also indirect effects, e.g. changes in cell volume or cell tension, could be envolved.
Condensation of bMF was mainly observed in FC that undergo significant morphological changes, like flattening and stretching. This applies for the cFC in S9 and for the dorsal cFC and neighbouring FC, the prospective floor and roof cells of respiratory appendages [54, 55], in S10b. Since cell-shape changes require a reorganisation of the cytoskeleton, we assume that condensation and subsequent disintegration of bMF are distinct steps of cytoskeletal restructuring processes. Reorganisation of the bMF-network is usually correlated with lower pHi. It has been shown in vitro that acidification leads to increased bundling of MF and to subsequent contraction of the actomyosin network, while alkalisation maintains the MF-organisation by stabilising cross-linking [24]. The described condensation of bMF in the relatively acidic cFC in S9 and dorsal cFC in S10b, as well as in the mbFC after treatment with amiloride or bafilomycin, seems to be based on a comparable mechanism. On the other hand, the parallel alignment of bMF in relatively alkaline FC, for example after application of glibenclamide or furosemide, indicates stable cross-linking between bMF-bundles. This interpretation is further supported by the observation that actin self-assembly is accelerated at lower pHi [23], since restructuring of the MF-network depends on rapid self-assembly.
The MT-organisation has been shown to be directly influenced by pHi-changes: Acidification results in polymerisation of tubulin while alkalisation results in depolymerisation [25, 29, 30]. Loss of the longitudinal alignment of MT observed in the relatively alkaline pFC and in all FC after the application of alkalising inhibitors (furosemide, glibenclamide or 9-anthroic acid) is likely to be based on MT-depolymerisation (Fig. 11).
In addition to being regulated by pHi-changes, both MF and MT are known to be affected by Vmem-changes. In cultured bovine corneal endothelial cells, it has been demonstrated that depolarisation of Vmem leads to reorganisation and to decreasing densities of the MF- and MT-networks [31]. Depolarisation is usually correlated with MF-network restructuring processes, whereas hyperpolarisation is correlated with stabilisation of the MF-organisation [27, 28]. These findings are in line with our own observations (Fig. 11). Moreover, since MF as well as MT are charged and polar polymers that can act as electrical conductors, both cytoskeletal networks are highly sensitive to electrical fields [32, 33, 56].
Conclusion
Correlations between stage-specific bioelectrical properties and cytoskeletal patterns observed in the FCE of Drosophila were confirmed by the application of inhibitors of several ion-transport mechanisms. We conclude that the changes of pHi- and Vmem-gradients induced by inhibitors simulate electrochemical changes that occur naturally, resulting in the cytoskeletal changes observed during differentiation of the FCE. Our results support the hypothesis that electrochemical signals play important roles in the regulation of cell and tissue architecture by organising elements of the MF- and MT-cytoskeleton. It remains to be shown which specific elements are affected by these signals.
Methods
Preparation of follicles
Drosophila melanogaster were reared at 20–23 °C on standard medium with additional fresh yeast. 2–3 days old females were killed by crushing the head and thorax with tweezers without anaesthesia. The ovaries were dissected and single follicles of vitellogenic stages (S8–12) were isolated (see Fig. 1). The preparations were carried out in R-14 medium [57] which is best suited for in-vitro culture of Drosophila follicles [58].
In addition to wild-type (Oregon R), we used the Gal4/UAS system for the follicle-cell specific expression (Tj-Gal4; gift of S. Roth, Köln, Germany) of GFP-actin (UAS-Lifeact-GFP; Bloomington Stock Center, USA) and GFP-α-tubulin (UAS-αTub84B; Bloomington), respectively.
Labelling of microfilaments
Follicles were fixed for 20 min in microfilament-stabilising buffer (MF-buffer) containing 4% formaldehyde according to [47], washed in phosphate-buffered saline (PBS) and stained for 20 min with 0.25 μg/ml phalloidin-FluoProbes 550A (Interchim, France; dissolved in dimethyl sulfoxide, DMSO) which specifically binds to F-actin.
Indirect immunofluorescence labelling of microtubules
Follicles were fixed for 20 min in MF-buffer, washed in PBS and blocked for 1 h with 2% bovine serum albumin (BSA)/0.1% Triton X-100 in PBS. Thereafter, the follicles were incubated for 1 h at 20 °C or overnight at 4 °C in PBS containing 1% BSA/0.1% Triton X-100 and a monoclonal antibody against acetylated α-tubulin (6-11B-1; Santa Cruz Biotechnology, USA; diluted 1:100). After washing, the follicles were treated with goat-anti-mouse biotin (Dianova, Germany; diluted 1:200) for 1 h in PBS containing 1% BSA/0.1% Triton X-100. Washing was repeated before TexasRed-conjugated streptavidin (Dianova; diluted 1:1000) was added for 30 min in PBS containing 1% BSA/0.1% Triton X-100.
Fluorescence microscopy and optical sectioning
Fixed follicles were imaged in Fluoromount G (Interchim), and living follicles in R-14 medium, respectively, using a Zeiss AxioImager.M2 structured-illumination microscope, equipped with a Zeiss ApoTome and a Zeiss AxioCamMRm camera using a × 40/1.3oil objective and the appropriate filter sets. To investigate either basal microfilament (bMF) or microtubule (MT) patterns, tangential optical sections of follicles were analysed (Fig. 3).
Inhibition of ion-transport mechanisms
All S10b-follicles of a single fly (approximately 10–20 follicles) were divided into a control group and an experimental group. Inhibition was performed for 20 min in R-14 medium containing the respective inhibitor according to [16]. The following inhibitors of ion-transport mechanisms were used: Na+/H+-exchangers (NHE) and Na+-channels were blocked with amiloride (Sigma-Aldrich, Germany; 10 μM; dissolved in DMSO), V-ATPases with bafilomycin A1 (Sigma-Aldrich; 160 nM; dissolved in DMSO), ATP-sensitive K+-channels with glibenclamide (Biomol, Germany; 100 μM; dissolved in DMSO), voltage-dependent L-type Ca2+-channels with verapamil-HCl (Sigma-Aldrich; 50 μM; dissolved in ethanol), Cl−-channels with 9-anthroic acid (Sigma-Aldrich; 100 μM; dissolved in ethanol), and Na+/K+/2Cl−-cotransporters with furosemide (Sigma-Aldrich; 1 mM; dissolved in DMSO). Control experiments were performed in R-14 medium containing 0.1–1% v/v ethanol or DMSO without the respective inhibitor. After treatment, wild-type follicles were fixed and stained before analysis while GFP-follicles were directly analysed as described above. Each experiment was performed at least three times.
Acknowledgements
We thank Susanne Schotthöfer for technical assistance, and Siegfried Roth (Köln, Germany) for providing the Tj-Gal4 strain. UAS-Lifeact-GFP and UAS-αTub84B were obtained from the Bloomington Drosophila Stock Center (USA).
Authors´ contributions
IW carried out the experiments and analysed the data under the supervision of JB. JB conceived the study and reviewed the data. Both authors wrote the manuscript and read and approved the final version.
Abbreviations
- a-p
Antero-posterior
- bMF
Basal microfilaments
- cFC
Centripetal follicle cells
- DIC
Differential interference contrast
- DMSO
Dimethyl sulfoxide
- d-v
Dorso-ventral
- FC
Follicle cell
- FCE
Follicle-cell epithelium
- mbFC
Mainbody follicle cells
- MF
Microfilaments
- MF-buffer
Microfilament-stabilising buffer
- MT
Microtubules
- NC
Nurse cells
- NHE
Na+/H+-exchangers
- Oo
Oocyte
- PBS
Phosphate buffered saline
- pFC
Posterior follicle cells
- pHi
Intracellular pH
- S
Stage
- Vmem
Membrane potential
Funding
Financial support by RWTH Aachen University is acknowledged. The funding body played no role in the design of the study or the collection, analysis, and interpretation of data, or in writing the manuscript.
Availability of data and materials
The datasets used during the current study are available from the corresponding author on reasonable request.
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare that they have no competing interests.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Isabel Weiß, Email: weiss@bio2.rwth-aachen.de.
Johannes Bohrmann, Email: bohrmann@bio2.rwth-aachen.de.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The datasets used during the current study are available from the corresponding author on reasonable request.