Abstract
The developing cerebellum of amniotes is characterised by a unique, transient, secondary proliferation zone: the external germinal layer (EGL). The EGL is comprised solely of granule cell precursors, whose progeny migrate inwardly to form the internal granule cell layer. While a range of cell morphologies in the EGL has long been known, how they reflect the cells’ differentiation status has previously only been inferred. Observations have suggested a deterministic maturation from outer to inner EGL that we wished to test experimentally. To do this, we electroporated granule cell precursors in chick with plasmids encoding fluorescent proteins and probed labelled cells with markers of both proliferation (phosphohistone H3) and differentiation (Axonin1/TAG1 and NeuroD1). We show that granule cell precursors can display a range of complex forms throughout the EGL while mitotically active. Overexpression of full length NeuroD1 within granule cell precursors does not abolish proliferation, but biases granule cells towards precocious differentiation, alters their migration path and results in a smaller and less foliated cerebellum. Our results show that granule cells show a greater flexibility in differentiation than previously assumed. We speculate that this allows the EGL to regulate its proliferative activity in response to overall patterns of cerebellar growth.
Subject terms: Cell fate and cell lineage, Neural progenitors
Introduction
Transit amplification of basal progenitors is an important feature of the vertebrate brain development that allows for a rapid expansion of specific cell populations and has facilitated the evolution of foliated structures such as the cortex and the cerebellum1–3. Secondary proliferation may also allow dedicated progenitors to respond to local environmental conditions to populate neural structures as required during development and repair. The process is found, for example, in the progenitors in the subventricular zone that generate the migrating neuroblasts of the rostral migratory stream (RMS)4, the basal neocortical progenitors1,5,6, and granule cell progenitors in the external germinal layer (EGL) of the cerebellum7–17.
The most comprehensively studied secondary proliferative cell population in the brain is the granule cell precursors (GCPs) within the EGL. An accepted view of EGL assembly, established by Cajal18, is that GCPs, which accumulate in this transient secondary epithelium after their birth at, and migration from, the rhombic lip, undergo determined sequential phases of proliferation, morphological elaboration, followed by tangential and radial migration into the inner granular layer (IGL) (Fig. 1A). This three phase sequence is a rational, parsimonious interpretation of the array of morphologies revealed by Golgi staining and is a graphical narrative that has had a profound influence on how morphology and differentiation status of GCPs has been assessed in many species and systems7–17, including the chick cerebellum10. In this paradigm, proliferating GCPs are localised to the superficial EGL (Fig. 1A, stage a) where they are generally accepted to “have a round soma without any long processes”15, although Cajal’s original descriptions identify short, irregular somatic protrusions18. Cajal defined a second phase (Fig. 1A, stage b) where post-mitotic cells adopt a bipolar, fusiform and horizontal15,18 morphology deep relative to dividing cells of the EGL. These post-mitotic cells exhibit processes of irregular length that can be tipped with growth cones and decorated with spines. These spines are retracted as bipolar cells’ cell bodies transition seamlessly into an inward radial migration towards the IGL, leaving behind the parallel fibres, the cells’ axons (Fig. 1A, stage c). However compelling, does this deterministic and linear interpretation of morphology capture the diversity of GCP behaviour? Given that the neuroblasts of the RMS, for example, retain their ability to divide as they migrate towards the olfactory bulb19–22 and express markers characteristic of postmitotic neurons23–25, we explored the possible presence of similar developmental features in GCPs in the developing cerebellum.
Given the number of studies of EGL development, there is a surprising dearth of time-lapse imaging of GCP behaviour in an intact EGL, and the few performed do not explore GCP morphology26,27. One reason for this is the extraordinary density of cells within the EGL, which exclusively comprises GCPs. This makes the visualisation of detailed morphologies of individual cells difficult. To overcome this, we electroporated a GFP transgene into chick rhombic lip cells in early development and allowed the embryo to grow in ovo for ten days. This results in sparse labelling of EGL cells and allowed detailed morphological examination of individual GCPs, which largely correspond to those described previously10,18 (Fig. 1B). In fixed tissue and ex ovo time-lapse imaging of cerebellar organotypic slices we find that GCPs retain their ability to divide in all layers of the EGL; are highly motile between cell divisions; can elaborate long and complex cellular processes that are retracted prior to cytokinesis; and can express proteins correlated with differentiation, such as TAG1 and NeuroD1, before undergoing final mitoses. Furthermore, we examine the role of NeuroD1, a transcription factor necessary for granule cell differentiation28–31, on the development of chick GCPs. Following misexpression of NeuroD1 in early-born GCPs at the rhombic lip, the progenitors differentiate early and fail to populate the EGL. The consequence is a smaller and unfoliated cerebellum with mislocalised cells of abnormal morphologies.
Results
To observe the morphologies of individual GCPs in the chick EGL we electroporated the rhombic lip progenitors at embryonic day 5 (E5) with a plasmid encoding a GFP transgene flanked by Tol2 sites, alongside a plasmid encoding a Tol2 transposase32. This results in a stable genomic GFP expression in a subset of GCPs born at the rhombic lip. We sacrificed embryos at E14 (the peak of GCP proliferation in the chick EGL) and found sparsely labelled rhombic-lip derived cells in the EGL, the molecular layer, and the IGL (Fig. 1B).
We observed cells resembling granule cells at various stages of development that were distributed in a manner consistent with Cajal’s model throughout the cerebellar cortex (Fig. 1A,B). We also see radially migrating postmitotic granule cells as well as a small population of cells in the deeper layers that might represent unipolar brush cells, which are born at the rhombic lip after GCPs (Fig. 1B, arrowheads). To verify the identity of cells within the EGL we stained the tissue for Pax6, a marker of differentiating and mature granule cells (Fig. 1C). We found that all GFP-expressing cells in the inner half of the EGL co-express Pax6, confirming these cells as differentiating, tangentially migrating granule cells (Fig. 1C’). We conclude that all rhombic lip derived, GFP-expressing cells within the EGL are granule cells.
To identify proliferating granule cell precursors among all GFP-expressing granule cells in the EGL we used an antibody against phosphohistone H3 (PH3), a marker of mitosis. PH3 positive cells were found in all layers of the EGL, including the inner EGL (Fig. 1D). We mapped the distribution of PH3 positive cells, by dividing the EGL into three equal sectors (outer, middle, inner EGL, Fig. 1D’). The highest proportion of PH3 positive cells was found in the outer EGL (49%), followed by the middle EGL (44%) with a minority of cells located within the inner EGL (7%) (Fig. 1E). We assessed the complexity of PH3-positive cells and found that the morphology of dividing cells often reflects their location within the EGL (Fig. 1F). This suggests that dividing granule cells can display an unexpected diversity of form.
Mitotic cells located in the outer EGL are mostly spherical and lack long cellular processes. They can however extend short lateral protrusions (Fig. 2A) or basal attachments which protrude directly to the pial surface (Fig. 2B). PH3 positive cells located in deeper sectors, within the middle and inner EGL, can possess long and elaborate cellular processes (Fig. 2C,D). These can have claw-like extensions (Fig. 2C-C’) or more elongated processes (Fig. 2C”-C”’). While the overall geometry of dividing cells becomes increasingly bipolar in the inner EGL (Fig. 2D), there may still be multiple filamentous processes at either pole of the cell (Fig. 2D”). Cells with long, extended processes (<40 µm in length), and horizontally elongated nuclei (Fig. 2D) share the characteristics of tangentially migrating neurons. Time-lapse confocal imaging of live GCPs within these deeper layers imaged in organotypic slice culture ex-ovo, revealed that processes continuously change their shape, length and direction of extension (Fig. 2E-H, Supplementary Movie S1). We therefore conclude that a proportion of mitotically active GCPs can be located in the middle and inner EGL and can extend elaborate cellular processes before dividing.
Because PH3 defines a relatively narrow M-phase window in mitosis, the rapid remodelling of processes makes it possible that even very long cellular extensions are retracted during cytokinesis. The number of cell division events recorded by time-lapse imaging in the outer EGL were too few to answer this question. We therefore returned to PH3 label and used condensation patterns of DNA at high magnification to characterise the morphologies of GCPs at different stages of mitosis (Fig. 3). We found that the proportion of GCPs that extend processes decreases as the cells pass through prophase (Fig. 3A), pro-metaphase (Fig. 3B) to metaphase (Fig. 3C). During anaphase (Fig. 3D) and telophase (Fig. 3E), when cells undergo cytokinesis, processes are completely withdrawn. Quantification in Fig. 3F shows that nearly all cells observed in prophase (96%) extended some form of a process, whereas very few cells in metaphase (23%) and no cells in anaphase or telophase extended processes. These observations were supported by time-lapse movies, which showed dividing cells in the EGL consistently retracting their cellular processes and completely rounding up before division (Fig. 3G, Supplementary Movie S2).
An example of a bipolar cell undergoing division is shown in Fig. 4, (Supplementary Movie S3). Here, 12 frames spanning 26 hours show the division of a bipolar GCP in the middle EGL. The GCP extends leading- and trailing- like processes before mitosis and its cell body migrates a short distance (~10 µm), which is followed by retraction of all processes, the cell rounding up and dividing parallel to the pial surface. Following mitosis, the two daughter cells migrate in opposite directions from one another and extend their own processes, one forming a rudimentary T-shaped cell process reminiscent of forming parallel fibres. This type of behaviour was observed in the majority of dividing GCPs imaged, whereby following division, the daughter cells extended leading processes in opposite directions and migrate away from each other (data not shown). Cells were not imaged sufficiently long to follow the fate of the daughter cells. Most divisions observed in the time-lapse movies occurred perpendicular to the pial surface (64%) with the rest being parallel (36%).
The elaborate processes found on a subset of proliferative GCPs raised the question of whether the cells have initiated a differentiation pathway at the time of cell division. Previous studies have suggested that Axonin1 (TAG1 in mouse), which is important for axon pathfinding in the EGL33 and marks initial differentiation of granule cells, can co-label alongside proliferative markers34,35. Consistent with this, Axonin1 expression in the chick cerebellum characterises a broad domain in the inner half of the EGL that overlaps with some PH3 positive cells (Fig. 5A), suggesting that some progenitor cells may express markers of differentiating neurons prior to final mitoses. Another transcription factor associated with the onset of differentiation of granule cells is NeuroD131,36–39. Due to the absence of an antibody in chick for NeuroD1 we used a previously described NeuroD1 expression reporter (NeuroD1-CNE-GFP)30. We assessed the number of PH3 positive EGL cells that co-label with GFP following electroporation of the NeuroD1-CNE-GFP plasmid into E14 cerebellar slices40 (Fig. 5B). 2 out of 406 GFP-positive cells were co-labelled with PH3, compared to 19 out of 588 cells electroporated when GFP was driven by an Atoh1-cre plasmid that reports activity of proliferating granule cell precursors (Fig. 5C,D). This suggests that it is possible for PH3 positive granule cell precursors to have high levels of NeuroD1 gene activation and that NeuroD1 might be expressed in ≈15% of mitotic GCPs.
Our results show that cells that have initiated a differentiation pathway may retain proliferative potential. To test this hypothesis, we drove differentiation in a larger pool of GCPs by electroporating a full length NeuroD1-GFP plasmid into GCPs at the rhombic lip at E6, when first GCPs are born. NeuroD1 is considered a marker of postmitotic granule cells31,36–39. We previously showed that misexpression of NeuroD1 at E4 has the capacity to block EGL assembly30. Interestingly, following misexpression at E6, many GCPs within the forming EGL at E8 misexpressed exogenous NeuroD1-GFP and yet co-expressed PH3, suggesting that progenitor cells misexpressing a differentiation factor can nonetheless undergo mitosis (Fig. 5E,F).
We confirmed that cells expressing ectopic NeuroD1 are indeed driven to early differentiation by examining the distribution of electroporated cells two and five days after an E6 electroporation. At E8, after electroporation of control tdTomato plasmid into the rhombic lip, the EGL of control embryos is populated with fluorescent migratory derivatives (Fig. 6A). Following misexpression of NeuroD1, however, there is both a limited migration of rhombic lip derivatives into the EGL and their ectopic distribution at the boundary between the mantle layer and the ventricular zone (Fig. 6B). While there is almost no radial migration from the EGL into the IGL of control postmitotic granule cells at E8 (Fig. 6A), misexpression of NeuroD1 induces mature granule cell morphologies prematurely (Fig. 6C). At later stages (E11), the consequence of NeuroD1 misexpression, when compared to a normal EGL (Fig. 6D and inset), is a depletion of GFP labelled GCP precursors in the EGL as well as mislocalization of rhombic lip derived cells (Fig. 6E and inset). In a unilateral electroporation this results in a smaller cerebellum ipsilateral to NeuroD1 misexpression (Fig. 6F) and is reflected in a loss of foliation at the electroporated side, (Fig. 6G) compared to the normal foliation in the non-electroporated side of the E11 cerebellum (Fig. 6H).
Discussion
In this study, we demonstrate in chick that GCPs divide in all layers of the EGL; can extend elaborate processes between cell divisions; retract all processes prior to cytokinesis; are able to undergo short migration movements before mitosis; and can express differentiation-associated genes whilst mitotically active. Additionally, GCPs can divide perpendicular or parallel to the pial surface and the daughter cells tend to migrate away from one another in the medio-lateral direction. These results raise questions about the nature of the relevance of inner and outer EGL designations for proliferative versus non-proliferative GCPs and whether transition through the inner EGL represents a deterministic, or a one-way, step towards radial migration.
The widespread distribution of mitotic cells through the depth of the EGL poses questions about the factors that regulate the overall amplification of the population. Recent evidence of a stem cell population in mice that is capable of repopulating the EGL in response to injury41,42 suggests a far less determined developmental path to a granule cell than previously imagined. It seems unlikely that any GFP labelled cells in this study arose from this deeply situated population of cells. However, it is possible that the depletion of the EGL following NeuroD1 over expression is partly compensated for by an as yet uncharacterised population of equivalent cells in birds.
In common with some intermediate progenitors in the cortex, GCPs appear to extend a basal attachment, which has been proposed to be essential for GCP proliferation11,43,44. Our data suggest that this basal attachment is not a common feature of all dividing cells but rather is a feature limited to some cells within the outer EGL. One possibility is that the attachment to the basal lamina is linked to the expression of Atoh1. This transcription factor is essential for transit amplification and symmetrical proliferative divisions of GCPs45 and is linked to the ability of cells to occupy a subpial membrane46. As GCPs leave the outer EGL and switch off Atoh1 expression, they might lose their proliferative capacity and undergo asymmetrical or terminal neurogenic divisions only. One question that remained beyond our technical capacity was to determine cell fate of the electroporated cells by imaging multiple rounds of division within the EGL.
Rhombic lip-derived cerebellar GCPs are conventionally understood to undertake a stereotyped sequence of morphological steps as they transition through the layers of the developing cerebellum. Our results show that the sequence of morphological differentiation of GCPs does not fully follow the linear sequence anticipated from Golgi studies18. Rather, our data suggests that GCPs lose their proliferative potential as they migrate through the layers of the EGL, as depicted in the model in Fig. 7. This is experimentally supported by misexpression of NeuroD1, which, as shown elsewhere29, results in a smaller cerebellum but does not abolish proliferation within multipolar granule cells.
Other studies have shown that mitotic granule cell precursors can express a number of markers associated with postmitotic cells such as Axonin1/TAG135 and NeuroD147, as well as p2734, supporting a model whereby increasing the expression of proteins associated with differentiation encourages cells towards a terminal division, but does not cease mitotic activity per se. It remains to be shown whether these types of morphological changes occur in the mammalian cerebellar system. Currently, no rodent studies have explored the morphological features of individual GCPs in vivo. It is possible that the morphological plasticity that we observe in chick GCPs is a general feature of GCP differentiation in all amniote species.
Interestingly, both the morphological transitions and the gradual transcriptional changes of GCPs resemble those of the neuroblasts migrating within the RMS19–22. RMS neuroblasts go through repeated stages of migration, process retraction, and division on route to the olfactory bulb19. They also have a transcriptome that gradually shifts from a program controlling proliferation to one that modulates migration and differentiation4. While migrating in the RMS, neuroblasts receive a plethora of stimuli that modify transcription according to the local microenvironment. It would be interesting to examine whether GCPs, which migrate tangentially within the EGL for shorter distances15, also respond to local stimuli to guide their development and what the identity of such stimuli might be. The response of stem cells in the white matter that can respond to cues in the EGL41,42 support this hypothesis. It seems likely that local cues that drive stem cell repopulation of a damaged cerebellar might also guide rhombic-lip derived granule cells to populate the cerebellum appropriately during normal development.
Methods
Animals
All experiments on chicken embryos were carried out in accordance with the relevant Home Office guidelines and regulations.
Plasmids
pT2K-CAGGS-EGFP and pCAGGS-T2TP were described previously48 and are referred to as Tol2:GFP in this study. pT2K-CAGGS-EGFP is a Tol2 transposon-flanked EGFP and pCAGGS-T2TP codes for Tol2 transposase. Upon co-electroporation of pT2K-CAGGS-EGFP and pCAGGS-T2TP plasmids, the resulting transposon construct is excised from the plasmid and integrated into the host genome in proliferating precursors. NeuroD1-CNE-GFP plasmid has been reported previously30. In short, a conserved non-coding element drives the expression of GFP that recapitulates endogenous NeuroD1 expression. A CAGGS-TdTomato plasmid was used as a control electroporation plasmid. NeuroD1-GFP misexpression construct has been described previously and was cloned using full length NeuroD1 sequence following a β-actin promoter30. IRES sequence was inserted between the NeuroD1 sequence and the EGFP. The Atoh-cre plasmid has been reported previously49; we replaced the LacZ sequence with Cre-recombinase sequence to conditionally report expression of Atoh1 when combined with lox-stop-lox-GFP plasmid.
In ovo electroporation
Fertilised chicken eggs were incubated at 38 °C for 4–6 days. The eggs were drained a day before electroporation with a hypodermic needle; 3–4 ml of egg albumen was removed. The eggs were then windowed using egg scissors and the embryo was located and its position manipulated for ease of access. DNA constructs at 1–2 µg/µl were mixed with trace amounts of fast green dye (Sigma) and injected into the fourth ventricle directly below the rhombic lip using a glass needle. Where two or more constructs were co-electroporated both were mixed in equal amounts, each at concentration of at 1–2 µg/µl. The negative electrode was placed underneath the embryo at the level of the rhombic lip and the positive electrode was placed on top of the embryo at the same level. The cerebellar rhombic lip was targeted this way. Three 50 ms/10 V square waveform electrical pulses were passed between the electrodes so that DNA entered the right side of the neural tube. Eggs were then treated with Tyrodes solution (1 ml) and sealed back. Eggs were incubated at 38 °C until the embryos were harvested at appropriate experimental age (E8-E14). Dissected hindbrains (E8-E10) or cerebella (E11-E14) were fixed overnight at 4 °C in 4% PFA in PBS and then processed as needed for histology, mounting and imaging. All procedures were carried out with Home Office approval and were subject to local Ethical Committee review at King’s College London.
Live imaging of cerebellar slices
The rhombic lip was electroporated with Tol2:GFP in ovo at E4 as described above. The cerebella were dissected at E14 in cold HBSS and processed into 250 µm sagittal slices using a tissue chopper. Tissue with a good representation of fluorescently labelled cells (identified using an epifluorescent stereomicroscope) was selected for time-lapse filming. Slices were transferred using a plastic pipette into a pre-assembled coverslip with a glass ring attached with silicon grease to create vacuum in the Rose chamber. The chamber is constructed from two 25 mm2 coverslips, a silicon spacer, a metal planchet milled to accept a condenser lens. The whole assembly is held together by two metal clips attached to the sides. The chamber can be filled and drained using two 25 G needles and a syringe. Excess liquid transferred with the tissue was removed from the cover slip, making sure that the cerebellar slice lies flat on the cover slip. 500 µl of rat tail collagen prepared to a neutral pH was then added on top of the slice in the glass ring, making sure that the slice remains close to the surface of the cover slip. The cover slip with the cerebellar slice was then incubated at 37 °C 5%CO2 for 30 min to 1 hr. After the collagen has set, another cover slip was placed on top of the ring and the rest of the Rose chamber was assembled. 2 ml of pre-incubated (37 °C 5%CO2) culture medium was added to the sealed chamber and the preparation was immediately imaged using a Nikon Eclipse EZ-C1 confocal microscope with a 20x objective lens overnight (12–28 hrs) with 20 min intervals between time points. For analysis, variable z-stack projections were chosen from the whole z- stack, depending on the best combination to observe specific cell behaviours.
Cerebellar slice electroporation
Fertilised eggs were incubated at 38 °C for 14 days. The chicken embryo was decapitated at E14 and the cerebellum was dissected out in ice cold HBSS. The cerebellum was sectioned using a tissue chopper in a sagittal orientation into 300 µm thick slices. The sliced cerebellum was covered in ice cold HBSS and transferred into a 60 mm Petri dish containing ice cold fresh HBSS. Under a dissecting microscope illuminated with a fibre optic light source, individual slices were separated using watchmaker forceps. Slices to be electroporated were selected based upon their tissue integrity and medio-lateral position.
An electroporation chamber was constructed by fixing the anode of an electroporator to the base of a 60 mm Petri dish with insulation tape. Approximately 1 ml of HBSS was added to cover the electrode. A 0.4 µm culture insert was placed on top of the electrode covered in HBSS. Identified slices (up to five per culture insert) were transferred onto culture insert. The slices were separated and allowed to settle onto culture insert in a sagittal orientation. Excess HBSS was removed. 5 μL DNA solution (at a concentration of 1 μg/μL) diluted with 20% fast green was pipetted over the surface of targeted region of a slice. The cathode was placed over desired targeted tissue, which was electroporated with 3 × 10 V, 10 ms duration pulses. The surface tension of the liquid was used to maintain conductance. DNA delivery and electroporation to multiple regions of EGL was repeated on each individual cerebellar slice as desired. Upon completion of electroporation, culture insert was transferred to 30 mm Petri dish with 1 ml of pre-warmed culture medium. Cultures were incubated at 37 °C/6% CO2 for two days. Culture medium was replaced every 24 hours with fresh pre-warmed medium. Following culture, slices were fixed on culture inserts for 1 hour at room temperature in 4% paraformaldehyde (or overnight at 4 °C). Slices were processed for immunohistochemistry as described previously40. Fluorescent confocal images were taken with Zeiss LSM 800 microscope or Olympus FV 500. Z-stack projections were compiled using ImageJ. Z-stacks were taken at 1–20 µm intervals.
Histology and immunohistochemistry
Electroporated E14 chicken cerebellum was fixed in 4% PFA overnight at 4 °C. The tissue was then washed in PBS 3 times for 15 min and then transferred into 10% sucrose (Sigma) in PBS for 30 min, then 20% sucrose solution for 30 min and finally 30% sucrose solution overnight. The tissue was then transferred into OCT compound (VWR) in moulds and placed on dry ice or liquid nitrogen to freeze. The tissue was then stored at −80 °C overnight. For sectioning, the blocks were placed at −20 °C an hour before sectioning. The blocks were cut and mounted on cryostat chucks using OCT compound and sectioned using a Zeiss Microm HM 560 cryostat at 50 µm thickness and transferred onto Superfrost Plus slides (VWR). The sections were allowed to air dry for two hours and were stored at −80 °C long term and −20 °C short term. Cryostat sections were defrosted for at least 30 min at room temperature before immunohistochemistry. The slides were then washed three times for 5 min in PBS. Slides were then covered in 500–800 µl block (1% normal goat serum, 0.2% Triton x100 in PBS) and incubated for 30 min at RT. Primary antibody was diluted at an appropriate concentration in the blocking solution. After the blocking solution was removed from the slides, 150–200 µl of the antibody solution was added onto the slide and covered with parafilm to prevent drying out. Incubation was performed overnight at 4 °C. The next day, primary antibody was washed off with PBS three times for 5 mins. Secondary antibody was diluted in block solution and put onto the slides for 2 hrs at RT. The slides were then washed with PBS three time for 5 mins and covered with a coverslip using Fluoroshield mounting medium with DAPI (Abcam). Fluorescent confocal images of all fixed tissues were taken with Zeiss LSM 800 microscope or Olympus FV 500. Z-stack projections were compiled using ImageJ. Z-stacks were taken at 1–20 µm intervals.
The primary antibodies used in this study include calbindin (rabbit, SWANT 1:2000), Phosphohistone H3 (rabbit, Cell Signalling, 1:150), GFP (mouse, Abcam, 1:1000), GFP (rabbit, Life Technologies, 1:1000), Axonin1 (mouse, Hybridoma Bank, 1:100). Appropriate secondary antibodies: Alexa Fluor 488, 568, 633 (Thermo Fisher Scientific, 1:500).
Supplementary information
Acknowledgements
This work was supported by a doctoral scholarship from the Medical Research Council (G0901899/93715) to M.H.
Author contributions
M.H. and R.W. conceived of the project. M.H. and V.R. performed the experiments. M.H. and V.R. analysed the data and prepared the figures. M.H. and R.W. wrote and reviewed the manuscript.
Data availability
The data generated and analysed during the current study are available from the corresponding author on reasonable request.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
is available for this paper at 10.1038/s41598-019-51532-y.
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Data Availability Statement
The data generated and analysed during the current study are available from the corresponding author on reasonable request.