Abstract
The spatial and temporal control of chromosome duplication and segregation is crucial for proper cell division. While this process is well studied in eukaryotic and some prokaryotic organisms, relatively little is known about it in prokaryotic polyploids such as Synechococcus elongatus PCC 7942, which is known to possess one to eight copies of its single chromosome. Using a fluorescent repressor-operator system, S. elongatus chromosomes and chromosome replication forks were tagged and visualized. We found that chromosomal duplication is asynchronous and that the total number of chromosomes is correlated with cell length. Thus, replication is independent of cell cycle and coupled to cell growth. Replication events occur in a spatially random fashion. However, once assembled, replisomes move in a constrained manner. On the other hand, we found that segregation displays a striking spatial organization in some cells. Chromosomes transiently align along the major axis of the cell and timing of alignment was correlated to cell division. This mechanism likely contributes to the non-random segregation of chromosome copies to daughter cells.
Introduction
Genomic DNA replication and segregation are fundamental processes crucial to survival for all organisms. This process has been well studied in many bacterial species, including Escherichia coli [1], Bacillus subtilis [2]–[4], and Caulobacter crescentus [5], [6]. Most of these organisms possess a single copy of one, two or three different chromosomes (Fig. 1A, I-III). In contrast, the cyanobacterium Synechococcus elongatus PCC 7942 has multiple copies of its single chromosome – estimates suggest between three to six copies [7], [8] (Fig. 1A, IV). To date, little is known about the dynamics of replication and segregation in prokaryotes with multiple copies of a single chromosome.
Most studies of replication and segregation so far have been conducted in monoploid bacterial species. In many of these organisms, replication timing and synchrony is strictly regulated [9]. In E. coli, for example, all origins fire synchronously at a fixed cell size per origin (initiation mass) that is independent of the growth rate [5], [10]. Synchrony is tightly coupled to cell division cycles and ensures that daughter cells receive the correct number of chromosomes. However, regulating timing of replication may not be as important for proper cell division in polyploid organisms.
In addition to timing of replication, the spatial localization of replication is important for proper cell division. In E. coli, newly synthesized chromosomes appear in the cell center or at the quartile points along the long axis of the cell [11]. Replication forks appear at the origin of replication, separate into two sister replisomes that migrate to opposite cell halves as replication proceeds and returns to mid-cell as replication ends [11]. In C. crescentus, replisomes move towards the middle from the cell poles [12]. In this study, we probe the localization dynamics of chromosome replication in S. elongatus. We also investigate the stringency of the spatial organization of replication.
It has been suggested that organisms with multiple chromosomes do not require an active segregation mechanism, since given a large number of chromosomes, it is likely that each daughter cell will receive at least one copy [4]. This is analogous to high-copy plasmid systems, which typically lack an active segregation mechanism [13].
In order to better understand chromosome replication and segregation in the polyploid organism, S. elongatus, we tagged and visualized the chromosome and the replisome using a fluorescent repressor-operator system. Chromosome count and localization data was collected. We probed the spatial organization of S. elongatus chromosome segregation and found that, contrary to previously suggested models, a surprising alignment occurs during the process. In addition, we calculated the timing of replisomes and the diffusive dynamics of replication. We found that chromosome number correlates with cell length but that chromosome duplication timing is asynchronous. Thus, while duplication is correlated to cell length, it is not coupled to cell division. Spatially, chromosome duplication occurs at random locations in the cell, but movement of each individual replisome remains confined after initiation. Together, these results elucidate chromosomal replication and segregation dynamics in a polyploid prokaryote.
Materials and Methods
Bacterial Strains and Growth Conditions
The wild-type Synechococcus elongatus PCC 7942 strain was acquired from the American Type Culture Collection (ATCC). S. elongatus cells were grown in solid BG11 medium following standard protocols with an illumination of 2000 lux at 30°C [14]. S. elongatus were transformed following standard protocols by incubating cells overnight in the dark with 100 ng of plasmid DNA and plating on selective media [15]. Antibiotics (kanamycin, spectinomycin, or chloramphenicol) were used at a concentration of 5 µg/ml. To prevent disruption of chromosome replication during growth, 200 µM isopropyl β-D-1-thiogalactopyranoside (IPTG) was added to the media. Cells were then replica plated onto media with 50 µM IPTG [19] for visualization and further experiments.
Plasmid Construction
All cloning, unless otherwise stated, was done using a Biobrick-like strategy (SpeI as the upstream site and XbaI-HindIII-NotI as the downstream sites) [16]. 21 bp lacO operator sites were assembled with random ten bp spacers. lacO arrays were obtained from pLAU443 [17]. Two lacO arrays, with 120 lacO sites each, were then assembled with a kanamycin resistance marker inserted between them. Using Nhe1 and SalI restriction enzymes, this series of lacO arrays was then cloned into the neutral site 1 vector pAM2314 [18] or a vector containing homology regions to the terminus at 1.59 Mb in the S. elongatus chromosome. In the same vector LacI, fused to either the superfolder variant of green fluorescent protein (GFP) or yellow fluorescent protein (YFP) was inserted.
Image Acquisition and Analysis
Cells were plated onto BG11+50 µM IPTG [19] +2% agarose pads, which were transferred to a glass bottom dish (MatTek) for imaging. A Nikon TE-2000 microscope with a 100×1.4 numerical aperture objective equipped with an ORCA-ER CCD camera was used. Image acquisition utilized custom software, written using MATLAB (Mathworks), which interfaced with the microscope control package µManager [20]. Lighting necessary for cell growth during time lapse microscopy was controlled via a network AC power controller (IP Power 9258T), which also interfaced with MATLAB. Image analysis was performed using ImageJ [21], custom software written in MATLAB using the Image Processing Toolbox, and MicrobesTracker [22]. Cells were segmented using phase contrast images and cell size was calculated. Chromosomes were identified as foci in fluorescent images and their location and number calculated. Tracking and segmentation were verified manually and corrected as necessary.
Single-Stranded-Binding (SSB) Protein Visualization
SSB protein genes were cloned from S. elongatus, fused to mOrange, and cloned into the neutral site 3 vector using methods described above. The resulting plasmid was transformed into cyanobacteria either alone or with the LacI-lacO plasmid and visualized using methods described above.
Fluorescently Labeled Nucleotides Incorporation and Imaging
Cells were grown in the presence of 0.3% pluronic F-68 to OD750 = 0.4. Pluronic F-68 concentration was then elevated to 3% and fluorescently labeled nucleotides tetramethylrhodamine-5–2′-deoxy-uridine-5′-triphosphate (Roche) were added at a final concentration of 3 µM. After growth to late log phase, cells were washed in PBS and imaged as described above.
Results
Fluorescent Tagging of the Genome Using a Repressor-operator System Reveals the Spatial Localization of Origins and Termini of Chromosomes in vivo
Organization of chromosomes has been studied in cyanobacteria using DAPI and fixed-cell staining methods [23], [24]. However, these methods only give a static and low-resolution image of chromosome localization. In order to visualize and quantify chromosome dynamics in vivo, we used a fluorescent repressor-operator system (Fig. 1B). This system uses fluorescently-tagged DNA-binding proteins that bind to their cognate recognition sequences. Multiple proteins bound to operator arrays then appear as foci when imaged using fluorescence microscopy [25], [26]. In our case, we used the LacI repressor fused to either yellow fluorescent protein (YFP) or the superfolder variant of the green fluorescent protein (GFP) as our DNA binding protein [27]. Simultaneously, an array of 240 lacO operator sites [1] was inserted using homologous recombination at various positions in the chromosome (Fig. 1B).
The precise location of the origin of replication (oriC) and the terminus region (ter) was predicted using the program Ori-Finder on the S. elongatus chromosome [28] and was recently confirmed with experimental data [29]. This analysis revealed that the origin of replication is located at the region defined as the start in the current chromosome sequence from NCBI. It is the intergenic region between dnaN and ccbZp and contains 11 dnaA boxes (consensus sequence TTTTCCACA) [28]. Interestingly, the dnaA gene, which is usually found near oriC in other species, was found elsewhere in the genome (1.1 Mb). The terminus region was not clearly defined via either GC skew or base disparity [28]. Due to the highly recombinant nature of the S. elongatus genome, the GC skew plot does not display a clear V-shape typical of organisms such as E. coli [30]. We reasoned that the terminus would be close to the region with the highest peak of GC disparity (Fig. S1, green line) so we inserted the lacO array at 1.59 Mb in the chromosome.
Visualization of tagged oriC showed multiple distinct foci throughout the cell (Fig. 1C). This is unlike previous observations of oriC localization in E. coli and B. subtilis, where oriC were replicated and maintained at the poles of cells [31], [32]. Tagged termini also displayed multiple foci throughout the cell (Fig. 1D), whereas previously, termini in E. coli were found to migrate from poles to mid-cell during cell division [33]. Also, the origin and terminus in E. coli are spatially separate, confined to distinct regions of the cell [1]. We did not find such spatial specificity in Syenchococcus (Fig. 1D, bottom). Together, these data confirm earlier studies that S. elongatus does indeed have multiple copies of its chromosome throughout the cell cycle [34]. They also reveal that the localization of the oriC and terminus in Syenchococcus is distinct from that in other bacteria. The strains with the array integrated near the oriC showed a better signal-to-noise-ratio, so this strain was used in subsequent experiments.
Chromosome Duplication is Correlated to Cell Length and not Coupled to Cell Division
Using a custom made algorithm developed in MATLAB, we quantified the number of fluorescent foci (tagged oriC), representing the number of chromosome copies in each cell. The algorithm also allowed us to quantify cell boundaries and cell length using phase contrast images.
We found that the chromosome copy number distribution was not significantly different from a log-normal distribution (n = 681, χ2 goodness of fit test, h = 0, p = 0.2621) with a mean of 4.62 copies per cell and a median and mode of 4 copies per cell (Fig. 2A). Cells harbored 1–10 chromosome copies. Interestingly, some cells contained an odd number of chromosomes and chromosome copy numbers other than 2n copies. This observation does not fit the model typically observed in single replicon prokaryotes, where replication occurs synchronously [9]. Instead, it is similar to observations of asynchrony in E. coli replication mutants [35]. The chromosome copy numbers hint at asynchronous DNA replication, supporting previous fjndings of constant DNA synthesis rate over time; that is, DNA replication is not coupled to cell division [34].
We found that larger cells contained higher number of chromosome copies compared to smaller cells, strongly supporting a model where chromosomes replicate at a constant rate during growth. By observing chromosome numbers in growing cells, we found a linear correlation between cell length and number of chromosomes (n = 660, r2 = 0.57, p<0.001) (Fig. 2B, red line). These results suggest that chromosome duplication is correlated to cell growth.
Replication Timing is Asynchronous: Only One Replisome is found in Most Cells at Any Given Time
In order to better understand the timing and spatial localization of single replication events in vivo, we fluorescently tagged single-stranded-binding (SSB) proteins. SSB proteins play a fundamental role during chromosome replication, coating single-stranded DNA that is temporarily exposed; thereby, preventing it from degradation [36]. Approximately 30 SSB proteins localize to the replisome in E. coli, and this method has been used extensively to track replisomes in other organisms [11], [37].
Cyanobacterial SSB protein was fused to mOrange and expressed in cells with the origin of replication tagged with GFP (as described above). We found that SSB foci (SSB-mOrange) were co-localized with Origin-GFP foci present in the cell (Fig. 3A), indicating that tagging did not interfere with SSB function. SSB foci, therefore, correspond to active chromosome replication occurring in the cell. We found that at any given time, 85% of cells contain just one replisome, while 13.6% have two and only 1.3% have three (Fig. 3B). Since most cells contain only one actively replicating chromosome (SSB-mOrange foci) but more than one chromosome (Origin-GFP foci), our data show that, in most cells, only one copy of the chromosome is being replicated at any given time. This, along with chromosome number data (Fig. 2A) suggests that replication occurs asynchronously in S. elongatus.
Chromosome Duplication is Spatially Randomly Distributed
Since we found that cells containing multiple chromosomes typically replicate a single chromosome at a time (Fig. 3), we hypothesized that new chromosomes may be synthesized at a particular location in the cell, either at the poles or mid-cell. We investigated the spatial localization of the replication event and of newly synthesized chromosomes to determine if there is a spatial preference for replication.
To accomplish this, we segmented cells using a custom MATLAB algorithm and sub-segmented each cell along the major axis into 20 smaller regions. SSB foci location was distributed into these bins based on their distance from the pole of the cell along the major axis (Fig. 4A). This distance was normalized to the total length of the cell. We found that the distribution of SSB localization was not significantly different from a uniform distribution (Kolmogorov-Smirnov test, h = 0, p = 0.4867, k = 0.0456), suggesting random localization of replisomes. That is, duplication is equally likely to begin at any point along the length of the cell in the inner quintiles (20%–80%). SSB at the poles of cells were not included in this analysis, since nucleoid volume results in reduced probability of the replisome appearing at the edge of the cell. In addition, SSB foci are less likely to be found at the poles due to decreased cell volume at the ends. From this data, we found a striking absence of spatial preference for beginning replication.
In order to confirm our finding that chromosome replication occurs in random locations throughout the cell, we also fluorescently labeled newly synthesized DNA. To do so, we permeabilized cells using pluronic F-68 to allow uptake of fluorescently labeled nucleotides [38]. After cells grew to late log-phase, incorporation of fluorescent nucleotides into the chromosome was seen as foci. The images were automatically segmented and binned as described earlier. There seemed to be no spatial preference in newly synthesized DNA (Fig. 4B). Chromosome localization in the inner deciles (10%–90%) of the cell’s major axis was not significantly different from a uniform distribution (KS test against uniform distribution. h = 0, p = 0.1027, k = 0.0579). We conclude that there is no spatial preference for chromosome duplication in the cell, confirming our previous results (Fig. 4a) from replisome localization data. These findings are in contrast to findings on chromosome replication in E. coli, which are preferentially localized to the center or the quartile points along the major axis (in cells with one and two replisomes respectively), as well as chromosome replication in other organisms, where chromosomes preferentially replicate at the poles or the middle of the cell [2], [39], [40].
Replication Fork Movement is Constrained
We concluded that replisomes appear at random locations throughout the cell, but how does their localization change over the course of a single duplication process? To investigate dynamic behavior of replisomes, time lapse imaging of SSB foci was used to track movement of replication forks. We followed replisomes over time, tracking individual foci every 5 seconds. We calculated a diffusion coefficient of 6.24×10−5±4×10−5 µm2/s (n = 20) for replication forks, similar to the reported values for E. coli (∼10−4 µm2/s) [11], [41].
In order to determine whether movement is constrained over the time scale of a complete replication cycle, we tracked replisomes for one hour, acquiring images every two minutes (Fig. 4C). We found that replisomes were confined to a region of the cytoplasm, remaining close to their initial position. This behavior was observed in cells containing one or two replisomes, suggesting that this is not merely the result of observing two strands of the same chromosome. The small amount of movement over the time scale of replication suggests that replisome motion is constrained to the local cytoplasmic region in which it assembled. This is distinct from E. coli or C. crescentus in which replication follows directed motion between mid-cell and the edges of the cell. The data suggest that chromosomes are spooled through the replisomes rather than replisomes tracking along the chromosome. Together, these data give us an understanding of the spatial organization of chromosome duplication in S. elongatus: duplication starts in random locations throughout the cell and as duplication proceeds, the replisomes remain stationary.
Chromosomes Transiently Align During the Cell Cycle
The lack of spatial preference of duplication events supports the current model that organisms with multiple chromosome copies do not have an active chromosome segregation system [4]. It is currently believed that, just as in a high copy number plasmid system [13], a large number of chromosomal copies abolishes the need for an active segregation system since it is highly likely that each daughter cell obtains at least one copy by random. We surmised that our GFP-lacI-lacO method of visualizing chromosome dynamics in vivo would provide further insights into the dynamics of multiple chromosomes during segregation and allow us to follow up on previous works [24]. We found striking spatial organization, contrary to earlier models of random chromosome segregation in polyploid organisms.
Cells in a freely growing population displayed one of two phenotypes. Most of the cells displayed randomly localized chromosomes (85%, n = 289) (Fig. 5A right). However, some cells displayed chromosomes aligned along the major axis of the cell (Fig. 5A left). This surprising behavior prompted us to analyze the spatial arrangement of the chromosome copies over time. We tracked growing cells every hour for eight hours after which we could no longer distinguish signal from background (Fig. 5B). We found that chromosomes transiently aligned during the cell cycle: collapsing towards the middle and aligning evenly spaced along the major axis of the cell (Fig. 5B, 4 hrs, yellow arrows). Shortly after (1 hr), spatial arrangement was lost. This transient spatial arrangement took place either one or two times during the acquisition window of 8 hours. In some of the cases, partial alignment was observed; that is, not all of the chromosomes aligned. This process was correlated to cell division, hinting that this process is mainly driven by the cell’s commitment to division and may help maintain high fidelity chromosome segregation.
Chromosomes are Non-randomly Segregated
The transient alignment of chromosomes prompted us to hypothesize that chromosome segregation is not random, and that cells harboring the transient alignment have a high fidelity of chromosome segregation. This would be analogous to the spatial organization previously found regulating segregation of carboxysomes, microcompartments involved in the “carbon concentrating mechanism” in S. elongatus [42]. If true, chromosome segregation organization would be another example of order in bacteria, which were previously thought to be homogenous “bags of protein” with little to no internal organization [43]. To test our hypothesis, we assayed chromosome segregation by quantifying the number of chromosomes each daughter cell inherited after cytokinesis of mother cells (n = 48) that had 8 chromosome copies (Fig. 5C). We found a striking difference between the experimental results and a predicted binomial distribution based on random segregation to daughter cells (Fig. 5C Lilliefors test, P<0.001). Cells with 7, 9, and 10 chromosome copies were likewise found to undergo nonrandom segregation (Lilliefors test, P<0.001).
Discussion
The goal of this research was to understand the dynamics of chromosome replication and segregation in S. elongatus. To do so, we used the GFP-lacI-lacO fluorescent repressor-operator system to visualize chromosomes in vivo. Similar analyses have been performed in other bacterial species, including E. coli, and B. subtilis [1], [44]. Here, however, we investigate live chromosomal dynamics in a bacterial species with multiple chromosomes. Having multiple copies of a single chromosome changes the parameters of the biological problem of replication and segregation that the organism must solve in order to successfully pass on its genetic information. The replication and segregation organization we found in S. elongatus differs from that in E. coli or other bacteria, and the difference can be attributed to the different challenges these bacteria face in passing on chromosomes to the next generation.
Bacterial chromosomal DNA is compacted into a nucleoid. In E. coli, the terminus and the origin can be overlapping or far apart from each other depending on the timing of replication and the cell cycle [45]. In our study, we labeled either the terminus or the origin of replication and analyzed origin movement in replication and segregation; however, different parts of the chromosome may be localized differently. We could not maintain the strain with the lacO array integrated at the terminus regions for long periods of time and we speculate that this may be due to a higher level of recombination occurring in that region of the chromosome. Integrations at other regions of the chromosome will clarify whether this is a global trend or specific to that region of the chromosome.
Our studies suggest that S. elongatus chromosome origins are randomly distributed throughout the cell. This is in contrast to specific localization of origins and termini in other bacterial species. In E. coli for example, the oriC is localized mid-cell and the terminus region is located at the poles of the cells [32]. In C. crescentus, both the oriC and ter are located at the poles [46]. In V. cholerae, one of its two origins is localized to the mid-cell, and the other is at the pole [47]. B. subtilis origins are located at the poles [31]. In these other species, replicated chromosomes initially occupy the same regions and require separation for proper segregation to occur. The relative positions of S. elongatus origin and terminus are still unclear. Two color experiments with tagging at both the terminus and origin (or other regions of the chromosomes) would help elucidate details of replication and segregation: how the DNA strand is situated within the cell during different phases of replication and segregation. It will also answer how compact and region-excluded each chromosome is from its neighbors. The chromosomes may occupy distinct territories as has been previously observed in DAPI stained chromosomes [24]. The existence of local regions occupied by a single nucleoid can be advantageous for an organism with multiple chromosomes as it can undergo cytokinesis without the need to untangle chromosomes using FtsK or similar proteins.
Chromosome replication and cell division are fundamentally linked in most organisms [48], that is, replication must occur exactly once before (or during) cell division. Both events are believed to be regulated by mass doubling time, i.e. how long it takes for a cell to grow to double its mass [5]. Contrary to these studies in other organisms, asynchrony of chromosome replication has been observed in S. elongatus [8], [29]. Indeed, recently, Watanabe et al. showed that cyanobacterial chromosomes replicate asynchronously based on mapping analysis and fixed cell staining methods [29]. They also suggested that while replication is still coupled to cell division (peaking at a few hours before cell division occurs), it is less stringently coupled than in E. coli or B. subtilis. In addition, cell division has been found to be gated by circadian rhythm [34], that is, cyanobacteria do not divide at night. Thus, timing of chromosome dynamics may be regulated by the circadian cycle. We found that replication in S. elongatus is independent of cell division and is instead correlated to cell length. We also found that chromosomes were replicated multiple times every cell division. Both replication and cell division may still be dependent on cell mass, but if so, the threshold of activation is much lower for chromosome replication than it is for cell division in S. elongatus. Observing chromosome copy number in cells where cytokinesis is inhibited may uncouple these dependencies. In addition, growing cells in multiple conditions leading to different cell division rates would also clarify the dependence between cell growth and chromosome copy number.
Several mechanisms ensure chromosomal replication takes place once every cell cycle and simultaneously from all origins in E. coli as well as in other prokaryotes [35], [45]. These regulatory cellular processes give rise to a chromosome copy distribution where all possible values can be written in the form 2n, where n is an integer. A Gaussian-like distribution of chromosome copy number similar to the one we observed has been found in E. coli DnaA mutants, which have disrupted initiation of replication [35], [49]. Such a distribution could arise from the inability of some chromosomes to complete a single round of replication after the cell initiates synchronous replication. Alternatively, asynchronous initiation could also result in distributions containing copy numbers other than 2n. We found that most cells only have one replisome and therefore only one actively replicating chromosome at a time. This supports asynchronous initiation as the mechanism that resulted in the observed Gaussian distribution of chromosome copy number.
There are two competing models for how replisomes proceed in DNA replication [37]. The first is the independent replisome model, in which replisomes and replication forks track along the stationary chromosome. The second is the spooling replisome model, in which DNA is “spooled” through relatively stationary replisomes. A variation of the spooling model is the factory model in which the left and right replisomes are physically coupled throughout DNA replication. While early results favored a spooling model, recent results have shown that sister replisomes transiently separate. Another study observed that sister replisomes appear together early in S-phase but afterwards independently track DNA until they meet again as they near the terminus region. While our results suggest the spooling model is more likely in S. elongatus, we cannot rule out the independent model given the resolution limits of wide-field microscopy, especially if chromosomes each occupy exclusive local cytoplasmic regions during replication.
The spatial organization of chromosome origins along the major axis of the cell was observed for short periods (<1 hr) of the cell cycle. This spatial organization of chromosomes is surprisingly similar to eukaryotic mitosis, in which chromosomes align during metaphase before migration to the poles. However, in our current study, an active mechanism maintaining the organization was missing. Most other mechanisms of prokaryotic spatial organization studied such as carboxysome localization in S. elongatus [42] as well as low-copy plasmid segregation in E. coli [50], [51], are maintained constantly throughout the cell cycle. We speculate that S. elongatus may not require an active segregation mechanism throughout the entire cell cycle in part because entropic forces may not be sufficiently disruptive to the arrangement of chromosomes post alignment and before cytokinesis. That is, due to having multiple chromosomes, S. elongatus do not have a stringent segregation problem and may not need constant organization. The transient alignment may enrich for rather than actively impose even segregation.
Conclusions
We have shown that the multiple copies of the chromosomes in S. elongatus can be tagged and tracked in living cells. Our model and findings are summarized in Fig. 6. Chromosomes are replicated in a linear-like fashion correlated with cell length in growing cells. By tracking replisomes in vivo we show that chromosome replication takes place in a confined region of the cytoplasm in accordance with the spooling replisome model and that chromosome replication does not happen preferentially in specific locations of the cell. Finally, we show S. elongatus segregates chromosomes to daughter cells in a non-random fashion, which we speculate may be the result of a cellular process that transiently organizes the chromosomes just before completion of cell division.
While this manuscript was in preparation, Jain et. al independently came to similar conclusions [52].
Supporting Information
Funding Statement
This work is supported by the National Institutes of Health (Grant #GM080177) and a Graduate Research Fellowship from the National Science Foundation to AHC, by the Fundação para a Ciência e a Tecnologia and Graduate Program in Areas of Basic and Applied Biology (GABBA) to BA and by the Wyss Institute for Biologically Inspired Engineering and Department of Defense to PAS, and the Department of Energy Office of Science Early Career Research Program through Office of Basic Energy Sciences Grant DE-SC0006394 to DFS. DFS was a Department of Energy Physical Biosciences Fellow of the Life Sciences Research Foundation. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
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