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Sustained Circadian Rhythms in Continuous Light in Synechocystis sp. PCC6803 Growing in a Well-Controlled Photobioreactor

  • Pascal van Alphen,

    Affiliation Molecular Microbial Physiology Group, Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands

  • Klaas J. Hellingwerf

    K.J.Hellingwerf@uva.nl

    Affiliations Molecular Microbial Physiology Group, Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands, Photanol BV, Amsterdam, The Netherlands

Sustained Circadian Rhythms in Continuous Light in Synechocystis sp. PCC6803 Growing in a Well-Controlled Photobioreactor

  • Pascal van Alphen, 
  • Klaas J. Hellingwerf
PLOS
x

Abstract

The cyanobacterial circadian clock has been well-studied and shown to be both robust and a dominant factor in the control of gene expression in Synechococcus elongatus PCC7942. In Synechocystis sp. PCC6803, the circadian clock is assumed to function similarly, yet appears to control transcription to a far lesser extent and its circadian rhythm was reported to not be sustained, or at least rapidly damped, under continuous illumination. One of the feedback loops that governs the clock in S. elongatus in addition to the core oscillator, i.e., the transcriptional-translation regulation loop hinging on KaiC-dependent expression of kaiBC, appears to be missing in Synechocystis, which would account for this difference. Here, we show that the clock in Synechocystis fulfills all criteria of a circadian clock: 1) a free-running period of approximately 24 h, 2) temperature compensation, and 3) being able to be entrained. A remarkably stable rhythm is generated despite the fact that the organism grows with a doubling time of less than 24 h in a photobioreactor run in turbidostat mode. No damping of the free-running circadian oscillation was observed in 2 weeks, suggesting that the clock in individual cells stays synchronized within a culture despite the apparent lack of a transcriptional-translation regulation loop. Furthermore, the dependence of chlorophyll synthesis on the presence of O2 was demonstrated.

Introduction

Many organisms have a circadian timing mechanism to cope with daily fluctuations in light and nutrient availability and temporally separate mutually incompatible processes [1]. The cyanobacteria are the only known phylum of prokaryotes to have a circadian clock, though there is evidence for the presence of circadian rhythms in other Bacteria [2] and Archaea [3]. Circadian clocks must fulfill three criteria to be called as such: 1) a period of approximately 24 h in the absence of environmental cues (the so-called free-running period); 2) compensation for environmental changes, most prominently temperature, to keep this period at approximately 24 h and 3) the ability to be entrained by environmental cues (zeitgebers) and maintaining its phase relationship with the zeitgeber [4,5].

In Synechococcus elongatus PCC7942 (Synechococcus), a free-running, temperature-compensated period of approximately 24 h was observed for many physiological phenomena, including gene expression and chromosome compaction [69]. This showed that a prokaryote can contain a fully functional circadian clock and Synechococcus has since become the model organism to study the cyanobacterial circadian clock [10]. The core oscillator of this circadian clock is a posttranslational regulation mechanism that has been shown to consist of just three proteins, KaiA, KaiB and KaiC, and is even able to generate a rhythmic phosphorylation/dephosphorylation cycle of KaiC when reconstituted in vitro [11]. In addition to the core oscillator, a transcriptional-translational regulation (TTR) loop couples the phosphorylation state of KaiC to the transcription of kaiBC, thereby introducing a negative feedback loop in which KaiC controls its own production. This TTR loop has been shown to be particularly important for maintaining synchrony within a population [12,13]. Even though homologs of cyanobacterial clock genes have been found in multiple Bacteria and Archaea, complete kaiABC gene clusters are only found in cyanobacteria [14,15].

A cyanobacterium that is of particular interest is Synechocystis sp. PCC6803 (Synechocystis). This is the commonly used model organism in photosynthesis research due to its ability to heterotrophically grow on glucose, even in almost constant darkness [16]. What makes it interesting for clock research is that in addition to a kaiABC gene cluster (kaiAB1C1), it contains an extra kaiBC operon (kaiB2C2) and another copy of both kaiB (kaiB3) and kaiC (kaiC3), but appears to be missing the promoter in-between kaiA and kaiB1C1 as in Synechococcus [17]. The bioluminescence technique of expressing luciferase under the control of a clock-regulated promoter, first applied to Synechococcus, yielded similar results in Synechocystis, indicating a functional circadian clock [18,19]. However, the resulting rhythm was much more rapidly damped than in Synechococcus [18]. Of note is the observation that dark-adapted Synechocystis growing in heterotrophic conditions showed a circadian rhythm in continuous darkness (DD), but was unable to phase-reset, due to rapid damping of bioluminescence after a light pulse [19]. As the functioning of the bioluminescence reporter system also depends on other factors besides promoter activity, it is possible that these were effects of the conditions chosen rather than of the circadian clock of Synechocystis. Additionally, it should be noted that the bioluminescence experiments were done with bacterial colonies on solid medium, which makes it challenging to precisely control the physiology of all cells involved.

Circadian rhythms of transcript levels of Synechocystis, cultivated in liquid medium, were investigated by Kucho et al. in 2005 and recently by Beck et al. in 2014. Kucho et al. showed circadian oscillation of 2–9% of the genes in continuous light (LL) after entrainment by a single pulse of 12 h darkness [20]. Re-analysis of the data in a study comparing Synechococcus with Synechocystis showed an even lower percentage of significantly oscillating transcripts [21]. The recent study of Beck et al., however, showed no sustained oscillation in either continuous light or darkness, and only weakly oscillating transcripts in a 12 h/12 h light/dark regime (LD) [22]. Whether the oscillation damped over time in either study was not investigated, given that sampling was only done over 48 h. These findings seem quite divergent, which can possibly be explained by the experimental conditions selected. In the work of Kucho et al., a continuous culturing system was used, whereas Beck et al. used a batch culture. Other than that, however, culturing conditions (medium, illumination, temperature) were similar. Kucho et al. reported a circadian rhythm in growth rate, in addition to that found in various transcript levels, suggesting that despite the low number of oscillating genes identified, a free-running phenotype was observed. Conversely, Beck et al. observed very slow growth with no apparent rhythm. In contrast to Synechocystis, long-term sustained circadian oscillation has been reported in Synechococcus [23].

Here, we show that sustained, temperature-compensated free-running rhythms can be induced in Synechocystis under precisely controlled growth conditions, as evidenced by oscillations in growth rate, chlorophyll content and indirectly through dissolved oxygen and carbon dioxide levels, pH, and chlorophyll and phycobilisome fluorescence excitation.

Results and Discussion

The circadian clock in Synechocystis sp. PCC6803

In order to establish whether or not Synechocystis has a circadian clock, a Synechocystis culture growing in a photobioreactor (PBR) in turbidostat mode was subjected to 12 h/12 h light/dark (LD) entrainment (Fig 1). Entrainment followed a period of continuous illumination (LL) in which a steady state was reached. During the entrainment period, no growth was observed in the dark and a varying growth rate was observed in the light, which peaked in the afternoon of the subjective ‘day’. After 48 h in LD, a free-running period followed in which oscillation of growth rate with a period of approximately 24 h (i.e. 24.1 ±0.1 h) was maintained at the same phase angle relative to the rhythm of the zeitgeber, indicating that an endogenous time-keeping mechanism operates in this organism. This phase relation held, independent of the time point of the actual day at which the experiment was started.

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Fig 1. Entrainment and free-running of a Synechocystis sp. PCC6803 culture in continuous culture in a photobioreactor.

An unsynchronized culture was used to inoculate the photobioreactor approximately 140 h before entrainment, of which the last 12 h in continuous light are shown as the first 12 h. The culture was entrained by two periods of 12h/12h light/dark and subsequently subjected to continuous light. Dark periods are indicated by a grey background and solid dark bars. Subjective ‘night’ in continuous light is indicated by striped bars. Shown are the growth rate (red circles, left axis), the ratio of OD680/OD720 (green line, right axis) as measured by the photobioreactor, including the fit thereof (dashed line, right axis). Growth rate was calculated from the OD720 measured by an integrated photocell in-between pump events using μ = (Δln(OD720))/Δt. Growth rate data points are plotted in the middle of each pump cycle.

https://doi.org/10.1371/journal.pone.0127715.g001

Other parameters, such as dissolved oxygen (dO2), dissolved CO2 (dCO2) level, pH, PS-II fluorescence emission excited by phycobilisome (Ftred) and chlorophyll excitation (Ftblue), and OD680 displayed similar oscillatory behavior, though not all were at the same phase angle as the growth rate (Fig 2). Particularly, relative chlorophyll content, of which the OD680/OD720 ratio is a proxy, peaks shortly after subjective dawn; a phase-advance of approximately 6 h with respect to the peak in growth rate in the subjective afternoon. Interestingly, this phase-advance of a quarter of a period with respect to the chlorophyll content approximates the derivative of growth rate. Ftblue, originating solely from chlorophyll, is slightly out of phase with the total amount of chlorophyll, indicating that PS-II assembly and (non-) photochemical quenching lags chlorophyll synthesis. Ftred, on the other hand, which predominantly originates via the phycobilins, is less-well correlated and peaks even before Ftblue, indicating that phycobilisome (PBS) content, state transitions and/or dissipation mechanisms are not or only slightly affected by the circadian clock. However, at 33°C, Ftred correlates well with chlorophyll content and peaks after Ftblue (S1 Fig).

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Fig 2. Pearson’s correlation of growth rate with other culture parameters.

Most parameters peak together with growth rate in the circadian cycle. Notably, relative chlorophyll content (OD680/OD720, light green circles), fluorescence emission from chlorophyll excitation (Ftblue, blue line with crosses) and phycobilisome excitation (Ftred, red diamonds) do not. The data shown here are of the same culture as in Fig 1. A value of 1 indicates a perfect positive linear correlation, 0 the absence of correlation and -1 perfect negative correlation. Note that the phase shift is obtained from sliding along the data points (i.e. growth/dilution cycles), which do not all represent the same time interval due to differences in growth rate. Shown further: pH (cyan squares), dissolved O2 (green upward triangles) and dissolved CO2 concentration (purple downward triangles).

https://doi.org/10.1371/journal.pone.0127715.g002

The amplitude of each oscillation as a percentage change with respect to the mean is shown in Fig 3. For most parameters the amplitude is fairly small (within ±5% of the mean), except growth rate which oscillates between ±15% of the mean. The highest overall growth rate was seen in the light period of LD, which may be due to preparatory activity during the night which is either not done, or not possible, in continuous light [22].

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Fig 3. Relative amplitude of circadian oscillation.

Shown are data from the free-running period following entrainment from the same culture as in Fig 1. Subjective ‘night’ in continuous light is indicated by striped bars. Each data point represents the average of a measured parameter in-between pump events. The time-weighted average of all data points after the first 24 h of continuous conditions (i.e. 84–162 h) was used to normalize each parameter to 1. All data points are plotted mid-cycle. Shown are growth rate (red circles), dissolved O2 (dark green line) and dissolved CO2 concentration (purple line), Ftred (dark red line), Ftblue (blue line), pH (cyan line) and the OD680/OD720 ratio (light green line).

https://doi.org/10.1371/journal.pone.0127715.g003

Another important property of a circadian clock is that a period length of approximately 24 h is maintained at different temperatures. Fig 4 shows that the oscillations in the free-running clock of Synechocystis fulfill this requirement, with a measured period length of 24.8 ±0.1 h at 27°C, 24.1 ±0.1 h at 30°C and 23.6 ±0.3 h at 33°C. This leads to a Q10 value of 1.1, which is similar to that of Synechococcus [6].

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Fig 4. Temperature dependence of the free-running period of the circadian clock.

The data are based on at least two independent experiments. For 30°C, three independent experiments were averaged. Error bars show the SD. The temperature dependence, Q10, of the period of the free-running circadian clock was calculated using a rate of 1 per period.

https://doi.org/10.1371/journal.pone.0127715.g004

Circadian oscillation in Synechocystis is robust and highly synchronized

After ~114 h in LL, turbidostat control was stopped to allow approximately a doubling of cell density before rapidly diluting the culture to within the chosen turbidostat thresholds (S2 Fig). The dashed line represents the fit to the last three periods before releasing turbidostat control, extended to the end of the experiment. Apart from the introduction of an upward trend in relative chlorophyll content, the period was unaffected by this perturbation. The feedback regulation of the relative chlorophyll content is visible as it converges on the value of the predicted rhythm. During this period of batch growth, the OD680/OD720 ratio increased beyond the predicted peak, but was instantly reduced upon dilution to a value well above that predicted by the fit (inset S2 Fig). This indicated non-linearity of the OD measurements caused the ratio to shift further than expected from the physiological response. To test whether or not this non-linearity affected the observed oscillations, the turbidostat thresholds were chosen such that it approximates a chemostat with almost constant dilution and OD720. In this period, between 350 h and 429 h, no growth rate data are available as a consequence of near-constant dilution, however, the lack of any effect on the OD680/OD720 ratio shows that in the chosen turbidostat range, non-linearity of the measured ODs did not affect the observed oscillation. It appears as if the circadian oscillation was slightly damped during the first two days of LL, but this can be explained by the smaller amplitude of the oscillation, compared to LD, due to lacking the night of LD to prepare for growth in the light. A relatively high peak in growth rate, OD680/OD720, etc., is always seen after a period of darkness.

Besides having a fully functional circadian clock that affects important physiological parameters like growth rate, chlorophyll synthesis and photosynthesis, it is striking that the free-running oscillation is maintained for almost three weeks, with no apparent damping in constant conditions. In Synechococcus, sustained oscillation is observed that can last for months [23,24]. This sustained oscillation, i.e. synchronization of the clock of each cell, was shown to be governed by a transcriptional-translational feedback loop, involving a KaiC-dependent promoter, located in-between kaiA and kaiBC [13]. Disruption of this feedback loop causes a rapid loss of synchrony between cells in a culture and is postulated to also be required at generation times shorter than 24 h to counteract the effective degradation of clock proteins by cell division and protein degradation [12,13]. Recent analysis of the transcriptome of Synechocystis revealed that a similar promoter is not present in the latter organism [17], yet oscillation is evidently highly synchronized and sustained in its cultures, with a generation time well below 24 h.

Oxygen is required for chlorophyll synthesis

In Fig 1, a striking difference is visible between the chlorophyll content trace during darkness of the second ‘night’, compared to the subjective ‘night’ during free-running in LL. In darkness, no increase in relative chlorophyll content was observed, except for a short period after the onset of darkness during which oxygen was not yet fully removed, and rapid synthesis started when the light was turned on. Conversely, a sinusoidal pattern of net synthesis and degradation was seen in continuous light. This can be related to either the presence of light or the presence of oxygen, both of which are absent only in darkness, or a lack of energy in the absence of both. In biosynthesis of chlorophyll, the oxidation of protoporphyrinogen to protoporphyrin IX is oxygen-dependent in plants, but not in anoxygenic photosynthetic bacteria [25]. Interestingly, the homolog of the protein catalyzing this reaction that is present in Synechocystis suggests that an oxygen-independent bacterial variant is present instead of the oxygen-dependent plant and algal enzyme. In order to test the dependence of chlorophyll synthesis on O2, an LD rhythm was imposed in its presence and absence (Fig 5).

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Fig 5. Chlorophyll content under 12h/12h dark/light regime in the presence and absence of O2.

Shown are the OD680/OD720 (green line, left axis), OD720 (black line, right axis), dissolved O2 concentration normalized to the air-saturated concentration (blue line, right axis) and growth rate normalized to the median (red circles, right axis). The inset on the right shows an enlargement of the time window from 288 h to 312 h in which sparging was stopped and started as indicated by the arrows. The blue line shows a gap where the dissolved oxygen concentration exceeded the measuring range of the probe. Dark periods are indicated by a dark bar.

https://doi.org/10.1371/journal.pone.0127715.g005

A clear difference, depending on the presence/absence of O2, was observed. In its absence, the chlorophyll content was approximately stable at a slightly higher level (i.e. OD680/OD720 ≈ 1.7 during the first 48 h) than when O2 was present in the dark (OD680/OD720 ≈ 1.65). In its absence, no change in chlorophyll content was observed in darkness, followed by rapid synthesis in the light. Furthermore, from the data displayed in Fig 5 it stands out that during the first night in the presence of O2 the highest net rate of synthesis of chlorophyll is observed, followed by a slow decrease in average chlorophyll content. The reverse trend was seen when the culture was subsequently switched back to nightly periods of anaerobiosis. The difference in average chlorophyll content may be explained by the involvement of feedback regulation, causing accumulation of biosynthetic intermediates in the absence of O2, and incidentally causing a slight overshoot in chlorophyll content with the onset of illumination and, consequently, the presence of O2. If the lack of O2 in the subjective night during LD is integrated into the regulation of chlorophyll synthesis, the presence of O2 in subjective night of LL may also account for the slightly larger amplitude seen in the first 12 h of LL.

Conclusions

Here, we show that Synechocystis has an authentic circadian clock that fulfills all criteria and maintains a free-running circadian rhythm in continuous light with minimal damping that lasts well over two weeks, which is in contrast to earlier reports that showed either strongly damped or no oscillation in continuous illumination conditions [19,22]. Our approach of measuring multiple parameters simultaneously in a continuous culture with precisely defined growth conditions allowed for the detection of small amplitude oscillations and their underlying relation. Kondo & Ishiura remarked that often, damping of the oscillation is attributed to culturing conditions that do not allow for sustained oscillation to be assayed, rather than a property of the oscillator itself [26]. In the case of Synechocystis, the amplitude of all measurable oscillations—except growth rate—is small (Fig 3), which suggests that in most previous research, these oscillations were probably hidden in the noise, while growth rate was not precisely monitored. This interpretation is supported by the observation of Kucho et al. that growth rate oscillated rhythmically, despite identifying few oscillating transcripts. Circadian rhythms are sustained despite perturbations of growth conditions such as cell density (which also affects light availability), showing the robustness of the clock.

Even though the small amplitude may explain the low number of oscillating transcripts found in the works of Kucho and Beck, this does not account for the lack of sustained oscillation found by Beck et al. in the transcripts that were found to oscillate in LD. The culturing conditions (i.e. continuous growth) employed in the present study are similar, though unlikely to be identical, to those of Kucho et al., and very different from those of Beck et al., which may explain the similarities and discrepancies between those results and the ones reported here. However, it begs the question of why the conditions chosen by Beck et al. do not allow for a sustained free-running circadian rhythm and why no gradual damping was observed as expected in the case of unsynchronized oscillators. A possible explanation is that very slow growth, as observed by Beck et al., disables the clock under continuous light which is supported by earlier observations of van Thor [27].

We chose a background of N2 to mimic mass culture conditions in which anaerobic conditions may prevail during the night (e.g. when CO2 from an anaerobic digester or industrial off-gases supply the CO2), which is a major difference with previous work. However, the data from Fig 5 indicate that anaerobiosis in the night does not influence the circadian rhythm and further emphasizes the robustness of the circadian clock in Synechocystis. Additionally, by utilizing a photobioreactor with precisely controlled growth conditions and measurements rather than bioluminescence, it is possible to follow oscillations over time in anaerobic and micro-aerobic conditions.

Precisely because of the sensitivity of the on-line measurements, it is critical to exclude that periodic variations in external conditions (e.g. room temperature) are the actual cause of the observed oscillation. No such effect was found. Neither starting entrainment at various points of the actual day or, alternatively, completely covering the PBR with dark cloth, nor changing pump rate and turbidostat range (Fig 5) had any measurable effect on the period of oscillation or the phase relationship with the zeitgeber.

The sustained, remarkably undamped oscillation shown here raises many questions. It was convincingly shown in Synechococcus that a TTR loop is required to maintain synchrony between cells in a (fast-) growing culture [12,13], but the lack of a promoter in-between kaiA and kaiB1C1 makes this particular TTR unlikely to be the case in Synechocystis [17]. Furthermore, transcript levels of kaiAB1C1 were shown to accumulate to similar amounts in the same phase [22]. The specific Synechocystis strain used in the study of Beck et al. does differ from the strain used in this study. However, they reported no clock-related mutations compared to the originally sequenced strain, which is a close relative of our strain [28].

An explanation might be found in the additional homologs of the clock genes that were found in Synechocystis, though this seems unlikely. Recently, Dörrich et al. showed impaired growth in a ΔkaiAB1C1 mutant under LD, whereas a ΔkaiC3 mutant had a phenotype identical to that of the wild type [29]. Additionally, kaiB2C2 could not be deleted which indicates they are not involved with the core oscillator and may be an unrelated operon with homology to kaiBC such as found in many non-cyanobacteria [10]. Earlier work showed that KaiC2 and KaiC3 do not interact or co-purify with KaiA, further suggesting that there is no link to the clock components [30]. Even though the circadian rhythm in Synechocystis seems remarkably similar to that of Synechococcus, its regulation appears to differ in a critical component and is of great interest for further research. Intercellular communication with respect to the clock has been shown not to occur in Synechococcus [23], but in Cyanothece sp. ATCC 51142, spontaneous rhythms were observed in late stationary phase or when exchanging fresh medium for spent medium [31].

The presence of oxygen appears critical for the synthesis of chlorophyll. Despite having homologs of oxygen-independent enzymes for various steps in the pathway [25,32], it is evident that chlorophyll synthesis in Synechocystis depends on the presence of O2, which may have implications for large-scale photobioreactors employing O2-poor gas mixtures.

Materials and Methods

Growth conditions

Wild type Synechocystis sp. PCC6803 (a glucose-tolerant derivative, obtained from D. Bhaya, Department of Plant Biology, Carnegie Institution for Science, Stanford, USA) was grown in modified BG-11 medium [33] in a photobioreactor (model FMT 150.2/1000, Photon Systems Instruments, hereafter called PBR) in continuous light prior to the start of an experiment. BG-11 was modified along the lines of YBG-11, by replacing ammonium ferric citrate and citrate by 15 μM FeCl3·6H2O and increasing EDTA Na2·2H2O to 15 μM [34]. Na2CO3 was omitted altogether as CO2 was supplied either by sparging the PBR with CO2 or by separate addition of NaHCO3 to batch cultures. This was done to avoid iron precipitation in the medium-supply vessel during prolonged cultivation and had no measurable effect on growth rate or yield.

The PBR is a temperature-controlled flat-panel type photobioreactor with a working volume of approximately 960 mL, which is illuminated by an LED panel from one side and is described in greater detail in [35]. The lid of the PBR accommodates a combined pH/temperature probe, a Clark-type dissolved O2 (dO2) probe and a potentiometric dissolved CO2 (dCO2) probe (all Mettler-Toledo). The integrated densitometers measure optical density (OD) at 720 and 680 nm and were used to control cell density (OD720) and measure relative chlorophyll content (OD680/OD720). Measurements of all sensors were recorded at one-minute intervals. The LED panel contains red (636 nm, 20 nm full width at half maximum) and blue (445 nm, 18 nm full width at half maximum) LEDs, set to an intensity of 100 and 25 μmol photons/m2/s, respectively. This light intensity was measured outside the PBR, at a central point opposite the LED panel with the culture vessel in place and filled with fresh medium.

A constant supply of CO2 was provided by sparging the medium with 0.5% CO2 (v/v) in N2, mixed by a gas mixing system (GMS150, Photon Systems Instruments). The gas flow to the PBR was 150–500 mL/min depending on the sparging characteristics of the particular PBR, controlled by a mass flow controller (Smart Mass Flow Model 5850S, Brooks Instruments). The PBR was inoculated to approximately OD730 = 0.1, as measured on a bench-top photospectrometer (Lightwave II, Biochrom; OD730 = 1 ≈ 108 cells/mL) using a pre-culture routinely cultivated in modified BG-11 medium supplemented with 5 mM NaHCO3 at moderate illumination (~30 μE/m2/s cool white fluorescent light) [36]. The culture was subsequently grown to steady state, defined as a constant growth rate and dO2. The OD720 as measured by the PBR is calibrated to the bench-top photospectrometer OD730 to maintain the OD730 at approximately 0.6 in turbidostat mode. The OD720 thresholds for the turbidostat were chosen ±2% of the target OD720. Upon inoculation of the PBR with growing Synechocystis cells, dO2 first peaks and subsequently declines, as the culture grows to the target optical density of 0.6. This, and an increase in growth rate at higher light intensity, indicated that these were light-limited growth conditions for the organism. Entrainment of the circadian clock to a 12 h/12 h light/dark (LD) rhythm was done in a 48 h period and was followed by a period of free-running in continuous light (LL). Temperature was kept constant at 30 ±0.2°C.

Data analysis

The cell density measurements per growth cycle (i.e. OD720 in-between the set thresholds) were used to quantify the specific growth rate of a given cycle using Eq (1), (1) In order to account for noise spikes that disturb the cycle (e.g. causing the pump to start early), the average was taken over four time periods, each one minute further away from the thresholds into the cycle. The dilution rate could not be used as the pump speed depended on the condition of the pump tubing, which degrades over time. The period of the oscillation observed during free running was analyzed using non-linear regression and the solver of Excel (Microsoft) described in [37]. The OD680/OD720 ratio as proxy for chlorophyll content was fitted to a sine function with parameters for amplitude, period, phase shift, offset and slope. This ratio is unaffected by the turbidostat regime and could be used without further processing. A parameter for slope was added to account for a trend in the data. Initial parameters were derived from the data to obtain an approximate fit which was further refined by the solver. The first 36 h of continuous light were ignored, because of the difference in amplitude between LD and LL. For the correlation of growth rate to other measured parameters, Pearson’s correlation coefficient was calculated using the average of a given parameter per growth cycle. This was done by comparing the full range of cycles at phase shift 0. A phase shift was then obtained by selecting a subset of cycles such that the start of the compared parameter was shifted by the desired number of cycles with respect to the growth rate.

Supporting Information

S1 Dataset. Raw data of entrainment and free-running at 30°C.

Output of the photobioreactor with a Synechocystis sp. PCC6803 culture entrained to a 12/12 h dark/light rhythm followed by free-running. The data are displayed in Fig 1 and S2 Fig.

https://doi.org/10.1371/journal.pone.0127715.s001

(XLSX)

S1 Fig. Pearson’s correlation of growth rate with other parameters at 33°C.

At 33°C, fluorescence emission from phycobilisome excitation (red diamonds) better correlates with growth rate, but no difference is seen for relative chlorophyll content (OD680/OD720, light green circles) and fluorescence emission from chlorophyll excitation (blue line with crosses). A value of 1 indicates perfect positive linear correlation, 0 the absence of correlation and -1 perfect negative correlation. Note that the phase shift is obtained from sliding along the data points (i.e. growth/dilution cycles), which do not all represent the same time interval due to differences in growth rate. Shown further: pH (cyan squares), dissolved O2 (green upward triangles) and dissolved CO2 concentration (purple downward triangles).

https://doi.org/10.1371/journal.pone.0127715.s002

(EPS)

S2 Fig. Continued oscillation despite small perturbations in continuously grown Synechocystis sp. PCC6803 in a photobioreactor in turbidostat mode.

This is the same data set as in Fig 1, showing growth rate per dilution cycle (red circles, left axis), the OD680/OD720 ratio (green line, right axis) as a proxy for chlorophyll content and the fit thereof (dashed line, right axis), now extrapolated to the end of the experiment. Between 161.5 and 178.9 h, turbidostat control was switched off to perturb the culture (inset). Between 350 and 428 h, the turbidostat thresholds were chosen such that a chemostat with constant dilution was approximated, causing OD720 to be kept almost constant.

https://doi.org/10.1371/journal.pone.0127715.s003

(EPS)

Acknowledgments

We thank Dr. Jeroen B. van der Steen and Dr. S. Andreas Angermayr for discussions and for help with analyzing the period of oscillation, Dr. Johnny Hendriks for the Excel file set up to use the non-linear least squares analysis method described in [37] and Dr. Ivo van Stokkum for discussions and suggesting the correlation coefficient to assess phase shifts of measured parameters. Profs P.R. ten Wolde and R.M.H. Merks (Amsterdam), I.M. Axmann (Düsseldorf) and C.H. Johnson (Nashville) are thanked for critical reading of the manuscript.

Author Contributions

Conceived and designed the experiments: PvA KJH. Performed the experiments: PvA. Analyzed the data: PvA. Contributed reagents/materials/analysis tools: PvA. Wrote the paper: PvA KJH.

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