Although, in principle, the Coulter Counter technique yields an absolute measure of particle volume, in practice, calibration is near-universally employed. For regularly shaped and non-biological samples, the use of latex beads for calibration can provide sufficient accuracy. However, this is not the case with particles encased in biogenically formed calcite. To date, there has been no effective route by which a Coulter Counter can be calibrated to enable the calcification of coccolithophores─single cells encrusted with biogenic calcite─to be quantified. Consequently, herein, we seek to answer the following question: to what extent can a Coulter Counter be used to provide accurate information regarding the calcite content of a single-species coccolithophore population? Through the development of a new calibration methodology, based on the measurement and dynamic tracking of the acid-driven calcite dissolution reaction, a route by which the cellular calcite content can be determined is presented. This new method allows, for the first time, a Coulter Counter to be used to yield an absolute measurement of the amount of calcite per cell.
Although, in principle, the Coulter Counter technique yields an absolute measure of particle volume, in practice, calibration is near-universally employed. For regularly shaped and non-biological samples, the use of latex beads for calibration can provide sufficient accuracy. However, this is not the case with particles encased in biogenically formed calcite. To date, there has been no effective route by which a Coulter Counter can be calibrated to enable the calcification of coccolithophores─single cells encrusted with biogenic calcite─to be quantified. Consequently, herein, we seek to answer the following question: to what extent can a Coulter Counter be used to provide accurate information regarding the calcite content of a single-species coccolithophore population? Through the development of a new calibration methodology, based on the measurement and dynamic tracking of the acid-driven calcite dissolution reaction, a route by which the cellular calcite content can be determined is presented. This new method allows, for the first time, a Coulter Counter to be used to yield an absolute measurement of the amount of calcite per cell.
Coulter Counters and related resistive-pulse
sensing devices are
routinely used in a range of different fields that require the counting
and sizing of particles, microbes, and molecules.[1] These devices use the changes in an ionic current through
an orifice in an electrolyte medium, caused by a traversing particle,
to yield information about the number and size of the particles in
a sample. The use of this technique principally stems from the rapidity
and accuracy with which it can provide particle counts. In the oceanic
science community, these devices are often employed during the growth
of phytoplankton cell cultures to provide a cell count capable of
tracking the growth of the cell population.[2,3] Although
it has long been recognized that such Coulter Counters can provide
quantitative information about the particle dimensions,[4] when it comes to irregularly shaped materials,
precisely and accurately relating the measured “equivalent
spherical diameter” directly to the mass or volume of the material
is not straightforward.[5] Specifically,
in terms of ocean science, the amount of calcite produced by individual
coccolithophores is an important parameter for the biogeochemical
cycle of carbon but is an experimentally challenging measurement.
At the single cellular level, biogenically formed calcite is extruded
from the phytoplankton as coccoliths (liths),[6] nanostructured plates, onto the outer surface of the cell (see Figure for SEM images of
calcified coccolithophores and detached coccoliths). This calcite
is thought to provide protection for the cell, and en masse, these
planktons globally produce calcite of the order of 1015 g per year and very significantly contribute to the marine carbon
cycle and global CO2 fixation fluxes.[7]
Figure 1
Figure showing SEM images of three coccolithophore species and
their detached coccoliths (a) E. huxleyi, (b) G. oceanica, and (c) C. braarudii.
Figure showing SEM images of three coccolithophore species and
their detached coccoliths (a) E. huxleyi, (b) G. oceanica, and (c) C. braarudii.In the laboratory environment, methods have been developed to quantify
this biogenic calcite of individual cells including the use of optical
polarization,[8] X-ray tomography,[9] filtering,[10] and ICPOES[11] (inductively coupled plasma optical emission
spectroscopy). However, none of these technologies lend themselves
to use in routine analysis of the biogenic calcite mass of coccolithophores,
either limited by the method itself[12] or
requiring specialized equipment and/or analysis methods. Here, we
seek to use an alternative approach and explore to what extent
a Coulter Counter can be used to provide accurate information regarding
the calcite content of a coccolithophore population.As shown schematically in Figure , a Coulter Counter consists of two separate chambers
filled with an ionically conductive solution, and the chambers are
connected via an orifice. In each chamber, there is a platinum foil
electrode which creates an electrochemical cell. A potential is applied
across the two electrodes, inducing an ionic current to flow. The
orifice essentially acts as an ionic resistor where in most experimental
setups the Coulter Counter applies a fixed ionic current through the
orifice and modulates the potential applied across the cell accordingly.
The potential required to pass a given current is proportional to
the conductivity of the electrolyte but also importantly depends upon
the size and geometry of the used orifice. In a Coulter Counter experiment,
one of the chambers contains a particle suspension, and a pump is
used to pass a controlled volume of the particle suspension through
the orifice. A particle passing through the orifice leads to a measurable
change or “pulse” in the ionic resistance which is recorded
using the device. First, counting the number of pulse events gives
a direct measure of the number of particles in a given volume (concentration).
Second, the pulse height itself can yield information about the volume of the particle passing through the orifice. In principle,
the magnitude of the pulse is absolute, and analytical solutions for
simple particle geometries have been provided, where the pulse height
is proportional to the particle volume multiplied by some shape factor.[4,13] However, complications arise even in the simple case of oblate spheroids
where the magnitude of the pulse varies as a function of the orientation
of the particle relative to the orifice.[14] Furthermore, as will be most relevant for this work, in the case
of porous materials, the pulse magnitude often more closely reflects
not the volume of the solid but the entire envelope volume; the electrolyte
is occluded in the porous structure and does not significantly contribute
to the conductivity of the orifice.[15,16] Placing the
nuances of the fundamental aspects of the Coulter Counter measurement
aside, although the measurement technique is absolute, in practice,
device calibration is near-universally employed.[5] This calibration is used to provide correspondence between
the pulse magnitudes and the particle volumes. There are two principal
calibration procedures: first, the use of latex microspheres of well-defined
shape and size and second—as more often advocated in the older
literature—the mass integration method. The first method relates
the measured pulse height to that expected for an ideal spherical
particle, and the reported dimensions are those of the equivalent
sphere. Hence, the measured particle dimension is only accurate if
the particle is itself non-deformable, solid, and spherical. The second
method involves taking a sample of known density, suspending a known
mass in a given volume, measuring the sample with a Coulter Counter,
and relating the sum of the measured volume (from the Coulter Counter)
to that of the known values for the sample.[17] Although more accurate, especially for non-spherical or porous materials,
this calibration is specific to a given material and sample.
Figure 2
Schematic diagram
of the Coulter Counter experiment showing how
the plankton are in a suspension and are then pumped through an orifice.
The change in the electrical resistance of the orifice leads to pulses
in the voltage time profile as measured using the Coulter Counter.
For a given particle shape, the magnitude of the pulse is proportional
to the volume of the particle traversing the orifice.
Schematic diagram
of the Coulter Counter experiment showing how
the plankton are in a suspension and are then pumped through an orifice.
The change in the electrical resistance of the orifice leads to pulses
in the voltage time profile as measured using the Coulter Counter.
For a given particle shape, the magnitude of the pulse is proportional
to the volume of the particle traversing the orifice.The following question arises therefore: for calcified coccolithophores
such as those presented in Figure , what does the Coulter Counter measure and can a route
be found to calibrate this measurement? Note, as highlighted in Supporting Information Section S1, that there
seems to be a range of views in the recent literature as to what can
and cannot be measured using a Coulter Counter, where in one extreme
case in the literature, it was claimed that the calcite shell is not
experimentally observable using this technique.[18] In the present work, we first unambiguously demonstrate
that the Coulter Counter does in fact measure the calcite on a calcified
coccolithophore and then second provide a new route by which this
measurement can be calibrated yielding an absolute, as opposed to
relative, measure of the calcite per cell. This new technique is based
on experimentally monitoring the in situ acid-driven calcite dissolution
reaction. Recent work has demonstrated how, by optically monitoring
the acid-driven dissolution of the calcite on individual coccolithophores,
the mass of calcite can be directly inferred from the kinetics of
the dissolution process.[12] In this work,
we use this acid dissolution process and monitor it using a Coulter
Counter; this new methodology provides a direct route by which the
calcite content per cell can be accurately and routinely measured.
Experimental
Section
Materials
Three species of coccolithophores were obtained
from the Roscoff Culture Collection (RCC, France): Emiliania huxleyi (RCC1216), Gephyrocapsa
oceanica (RCC1314), and Coccolithus
braarudii (RCC1198). The details of the culturing
conditions are provided in Supporting Information Section S2.For all solutions, Milli-Q ultrapure water with
a resistivity of 18.2 MΩ cm at 25 °C was used. NaCl was
purchased from Fisher Bioreagents, NaHCO3 from Acros Organics,
and CaCl2 from Aldrich. TRIS [(HOCH2)3CNH2], acetic acid, and sodium acetate came from Aldrich.
All solutions were filtered using 0.45 μm filters and adjusted
to pH 8 with HCl (Fisher Chemical) and NaOH (Honeywell).
Coulter Counter
Measurements
A Multisizer 4 Particle
Analyzer (PN A51387A, Beckman Coulter, Inc., U.S.) was used for the
Coulter Counter measurements. An 800 μA current was applied
using the Coulter Counter. Static and dynamic assessment (see the Results and Discussion section for more details)
of the sample was done in small and large volumes, respectively. For
a small volume, a 0.5 mL sample was added to 20 mL of the electrolyte.
For a large volume, a 1.5 mL sample was injected into 100 mL of the
electrolyte with a stirrer.
Optical Microscopy Measurements
Optical measurements
were made on an Axio Examiner A1 microscope (Carl Zeiss Ltd., Cambridge,
U.K.). A 40× oil immersion objective (Plan-Apochromat 40×/1.3
Oil Iris) was used for E. huxleyi and G. oceanica samples, and a 20× objective (Plan-Apochromat
20×/0.75) was used for C. braarudii samples. The brightfield illumination was applied, and an ORCA-Flash
4.0 digital CMOS camera (Hamamatsu, Japan) was used for the image
acquisition.The images were analyzed using ImageJ freeware
(Fiji). The projection area of each coccolithophore in pixels is determined
by thresholding the edge manually. The actual projection area is the
number of pixels in the 2-D image multiplied by the pixel resolution
(0.155 × 0.155 μm2 pixel–1 for the 40× objective and 0.315 × 0.315 μm2 pixel–1 for the 20x objective).
Data Analysis
To calculate the shape factor for each
species on a typical day, first, an assessment of the size of the
coccolithophores with and without their shells was undertaken using
the Coulter Counter. The Coulter Counter reports the particle size
distribution as measured from the transient pulse heights caused by
the particles traversing through the sensing orifice. From these cell
size distribution plots, it was possible to determine the mean and
standard deviations (σ) of the cell sizes as directly measured
using the Coulter Counter. Having assessed the range of cell sizes
present in a sample, a kinetic measurement of the shell dissolution
(dynamic assessment, see below) was made to determine the dissolution
time under acetic acid conditions. Here, the coccolithophore cells
were injected into the electrolyte while the Coulter Counter was measuring
the solution-phase particle size. For each run, 20,000 pulses were
obtained as a function of time. These individual pulses were subsequently
filtered to remove outliers and data points that likely do not correspond
to coccolithophore cells. These nonplankton-related pulses arise due
to background noise, air bubbles, and detritus from the plankton growth
in the solution. This electronic filtering was done on the basis of
the previously measured means and standard deviations of the cells
as obtained from the earlier static measurement. Any of the pulses
that are larger than the mean size of the coccolithophore with a shell
plus 3σ or smaller than the mean size of the deshelled coccolithophore
minus 3σ were removed from the data set. After filtering, there
were around 50–150 data points/second. The windowed average
of this data set was calculated from the filtered data set where a
window size of 50 points was used and then plotted as a function of
time. The dissolution time is extracted from this plot. Third, the
optical radius with and without shells was measured on the same day.
Based on the measured optical radius and dissolution time from the
dynamic assessment, the expected volume of the calcite shell can be
calculated. As discussed later in the text, the shape factor is equal
to expected shell volume from dynamic measurement of the calcite volume
divided by that from static assessment, giving a measure of the extent
by which the Coulter Counter overestimates the amount of calcite per
cell.
Results and Discussion
In the following sections, first,
we evidence that the Coulter
Counter is sensitive to the presence of calcite on a coccolithophore
and report the calcite volume, and hence mass per cell, as directly
measured via the Coulter Counter. Doing so also requires a brief discussion
of the importance of the used electrolyte. Herein, we refer to this
conventional Coulter Counter measurement as the “static assessment”
of the calcite mass, where the calcite mass is inferred from the difference
in the magnitude of the Coulter Counter pulses before and after dissolution
of the coccolithophore shell. The term static is principally used
to reflect the fact that the calcite mass per cell does not change
during the course of the measurement, and the cell is either fully
shelled or deshelled in the Coulter Counter measurement. Having done
this, it is next demonstrated how a Coulter Counter can be employed
to make kinetic measurements of the calcite shell dissolving in a
weak acid solution and thus allow the relative size of a coccolithophore
population to be tracked as the calcite shell is dissolved. This new
technique is referred to as the “dynamic assessment”
of the coccolithophore calcite content, where the term dynamic is
used to reflect the fact that the cellular calcite content changes
during the course of the measurement. Here, the total calcite mass
is inferred from the time required for the coccolithophore shell to
dissolve; this dissolution process is monitored via the change in
the magnitude of the Coulter Counter pulse sizes. It should be emphasized
that in this dynamic assessment, the magnitude of the Coulter Counter
pulse is not used to directly infer the size of the
material traversing the orifice but is simply used as a method by
which the end point of the reaction can be ascertained. Finally, using
this dynamic Coulter Counter technique, three coccolithophore species
are tracked during the incubation of the sample demonstrating the
applicability of the new dynamic measurement of coccolithophores of
massively differing sizes. This further allows us to consider the
proportionality between the static Coulter Counter-measured calcite
volume and the actual volume of the CaCO3 material as reported
by the newly developed dynamic measurement process.
Static Assessment of the
Coccolithophore Calcite Content
The choice of the electrolyte
for a Coulter Counter measurement can
be an important factor under some circumstances; this is true to the
extent that the international standard provides an extensive list
of suggested electrolytes for use with different materials.[17] The ISOTON II diluent is a regularly used electrolyte
suitable for counting red blood cells; however, this commercial product
uses a phosphate buffer which in the present case is unsuitable due
to the presence of calcium ions in the coccolithophore sample solution,
which would lead to the precipitation of calcium phosphate. The Coulter
Counter technique is intrinsically an electrochemically driven measurement
where conventionally two large platinum foils are used to apply a
potential across the orifice. Consequently, the presence of a buffer
in the electrolyte solution is important for longer-duration experiments
(see Supporting Information Section S3
for further details); during the course of the measurement, a significant
concentration of protons can be formed at the anode by oxidation of
water. Furthermore, in the present work, we wish to quantify the amount
of calcite present in the suspension, so it is imperative to ensure
that the solution is at least saturated with respect to calcite, otherwise
undersaturation of the solution will lead to dissolution of the material.
In the following work, we use an electrolyte of 4% NaCl, 10.0 mM Tris
buffer, 20.0 mM CaCl2, and 1.0 mM NaHCO3, where
the electrolyte has been both filtered and adjusted to pH 8.0. NaCl
is required to ensure that the solution is suitably conductive for
the Coulter Counter. The Tris buffer is used to ensure that the pH
of the solution is maintained at pH 8.0 during the course of the experiment,
and the calcium and bicarbonate are used to ensure that the calcite
does not dissolve due to undersaturation of the solution. Using this
electrolyte, the size distribution of an E. huxleyi sample was measured using the Coulter Counter, where the diameter
is reported relative to that of an equivalent solid sphere. This measurement
was repeated with the addition of 10.0 mM HCl to the solution, the
results of which are shown in Figure . Here, the particle size distribution is reported
using the Coulter Counter and is attained through measurement of the
individual pulse heights and conversion of these voltage pulses to
effective particle diameters. The proportionality between the pulse
size and the effective particle diameter is provided though calibration
of the device with latex spheres. Herein, we refer to this direct
measurement of the size of the particle in solution as a “static
assessment” of the particle size. Specifically, by referring
to the measurement as static, we are highlighting the fact that in
contrast to the dynamic measurement developed below, the particle
size does not change during the course of the measurement.
Figure 3
Measured size
distribution for E. huxleyi in the
presence (red line) and absence (black line) of the addition
of 10 mM HCl to the electrolyte as directly measured using the Coulter
Counter. The size distribution is obtained using the Coulter Counter
by recording the size of the individual pulses associated with particles
traversing across the measurement orifice, and the resulting voltage
pulses are converted to an effective particle diameter using a predefined
conversion factor obtained from calibration of the device with latex
spheres. Herein, we refer to this measurement as a “static”
measurement of the particle size distribution as the size of the particles
does not change during the course of the experiment.
Measured size
distribution for E. huxleyi in the
presence (red line) and absence (black line) of the addition
of 10 mM HCl to the electrolyte as directly measured using the Coulter
Counter. The size distribution is obtained using the Coulter Counter
by recording the size of the individual pulses associated with particles
traversing across the measurement orifice, and the resulting voltage
pulses are converted to an effective particle diameter using a predefined
conversion factor obtained from calibration of the device with latex
spheres. Herein, we refer to this measurement as a “static”
measurement of the particle size distribution as the size of the particles
does not change during the course of the experiment.In the pH 8.0 calcite-saturated solution, the size distribution
exhibits two main features. First, at a relative diameter of 4.7 ±
0.5 μm, there is a broad peak associated with the individual
coccolithophores. Second, at around 1 μm, close to the limit
of resolution with a 70 μm diameter orifice, there is a high
particle count where this feature reflects the presence of detached
liths in the solution phase. The addition of 10 mM HCl to the solution
causes the buffer to be overwhelmed and the measured pH of the solution
to drop to ∼2. As can be seen in Figure , the addition of the acid decreases the
size of the main peak to a relative diameter of 3.7 ± 0.4 μm,
and the feature associated with individual liths at the lower end
of the size distribution is completely removed. This change in the
position of the main peak and the removal of the individual free liths
arise due to dissolution of the biogenic calcite by the strong acid.
The removal of the coccolithophore shell leads to a measurable decrease
in the cell volume.It is beneficial to compare these measured
relative diameters to
those obtained from optical microscopy as summarized in Table (see the Experimental
Section for details on these measurements). In both cases,
with or without the addition of the acid, the relative diameters as
measured using the Coulter Counter are 20–30% lower than those
measured optically. This propensity for the Coulter Counter to underestimate
phytoplankton cell diameters has been noted previously (see Supporting Information Section S1). Given that
the Coulter measurement is proportional to the particle volume,[4] this represents over a factor of 2 error in the
reported volume. Ultimately, this discrepancy reflects the limitations
of using latex microspheres to calibrate the measurement. There are
a number of different factors that contribute to why such biological
particles are not well modeled as ideal microspheres. A primary issue
is the relative deformability of biological cells.[4,19] In
the present work, a solution flow rate of 18–20 μL s–1 has been used, given that the orifice has a diameter
of 70 μm; this implies a solution velocity in the sensing region
of the order of 5 m s–1. Such high flow rates are
known to lead to significant distortion of mammalian cells in Coulter
Counters leading to significant underestimation of the cell volume.[4,19] Clearly, when the Coulter Counter has been calibrated using latex
microspheres, the measured cell volumes and hence diameter of the
biological cells are not accurate, and the reported changes in size
are relative as opposed to absolute. The following question then arises:
given that the Coulter Counter measurement is sensitive to the presence
of the calcite shell, is it possible to use this technique to attain
an accurate measurement of the cellular calcite content?
Table 1
Measured Diameters for E. huxleyi Obtained
from the Coulter Counter and
Optical Microscopy
before addition
of 10 mM HCl (μm)
after addition
of 10 mM HCl (μm)
Coulter
Counter (n = 9500)
4.6 ± 0.4
3.7 ± 0.4
optical microscopy (n = 30)
6.4 ± 0.3
4.9 ± 0.3
Dynamic Assessment of the Coccolithophore Calcite Content
In this section, we seek to evidence how it is possible to use
the Coulter Counter to make kinetic measurements of the calcite shell
dissolution. In contrast to the above-mentioned section, the particle
size is not directly inferred from the size of the Coulter Counter
pulses but via monitoring the time required for the shell to dissolve
in a weak acid solution. Here, the calcified coccolithophores are
added to a weak (acetic) acid electrolyte; this acid environment causes
the carbonate shell to dissolve while the particles are in suspension.
The Coulter Counter is subsequently used to monitor this dissolution
process occurring in the bulk solution phase and thus enables the
end point of the reaction to be determined by monitoring the measured
change in the particle size. From knowledge of the end point, the
initial average calcite content per cell can be independently determined.
Herein, we refer to this newly developed measurement technique as
the “dynamic assessment” of the particle calcite content
so as to highlight that the process is a kinetic measurement and the
fact that the particle size is changing over the course of the experiment.Under acidic conditions, calcite is driven to dissolve, and this
reaction is caused by both weak and strong acids. In the former case,
the reaction iswhere A– and HA are the
deprotonated and protonated weak acid species, respectively. For a
non-adsorbing carboxylic acid such as acetic acid, the heterogeneous
rate constant for this reaction is 2.5 × 10–4 m s–1.[20] This high
interfacial rate constant means that even on the micron scale, the
dissolution reaction will be under near-full mass-transport control.We seek to monitor the calcite dissolution using the Coulter Counter.
To do this, a solution containing 4% NaCl, 1 mM acetic acid, and 10
mM acetate was used as the electrolyte for the Coulter Counter. Although
the acetic acid is the reagent causing the calcite dissolution, the
presence of the acetate plays an important role in raising the solution-phase
pH to 5.4 and ensuring that the concentration of free protons is minimized.
Note that the Tris buffer, Ca2+, and HCO3–, as discussed in the previous section, are omitted
from the electrolyte as we wish to measure the dissolution of calcite
“dynamically” as a function of time during the experiment.
Experimentally, the Coulter Counter was set to a flow rate of ∼20
μL s–1 and to record every resistive pulse.
Initially, no phytoplankton were present in the solution for analysis,
and after approximately 10 s, an E. huxleyi sample was added to the analyte containing 1mM acetic acid. Upon
addition of the coccolithophores to the electrolyte, their shells
start to dissolve. As the reaction proceeds, the size of the particles
passing through the Coulter Counter orifice decreases.Figure presents
a time-windowed average of the particle size during the course of
the experiment. The Experimental Section gives
full details on the filtering and data analysis procedure. As can
be seen in Figure , after addition of the phytoplankton sample, the average phytoplankton
relative diameter was found to be 4.7 μm, and over the course
of a few seconds, the measured average diameter decreases to 3.8 μm.
These measured sizes, at the point of injection and tens of seconds
after injection, represent the relative size of the phytoplankton
with and without a calcite shell as measured using the Coulter Counter
in the static mode using an excess of a strong acid (cf. Figure and above). Furthermore,
the measured diameter decreases essentially linearly with time until
the final decalcified size is reached. This measurement is highly
reproducible where Figure shows the overlay of two technical replicates (red and black
lines). From this data, it was determined that dissolution of the
calcite shell by the acetic acid solution required 14.7 ± 0.4
s.
Figure 4
Plot of the mean particle size as a function of time as reported
using the Coulter Counter for two technical replicates (red and black
lines). Note the coccolithophore sample is injected into the electrolyte
at ∼10 s after the onset of the measurement; this leads to
the jump in the measured particle size. Due to the mild acid conditions
in the electrolyte, the calcite shells of the coccolithophore shells
dissolve leading to a decrease in the measured particle size. This
dissolution requires 14.7 ± 0.4 s to complete. Here, 1 mM acetic
acid is used to dissolve the carbonate shells of an E. huxleyi sample (day 6 of incubation). The inlay
shows the variation of the rate with the acetic acid concentration
(1/2.5/5 mM acetic acid and 10 mM acetate, where the latter is added
to minimize free protons in the solution phase).
Plot of the mean particle size as a function of time as reported
using the Coulter Counter for two technical replicates (red and black
lines). Note the coccolithophore sample is injected into the electrolyte
at ∼10 s after the onset of the measurement; this leads to
the jump in the measured particle size. Due to the mild acid conditions
in the electrolyte, the calcite shells of the coccolithophore shells
dissolve leading to a decrease in the measured particle size. This
dissolution requires 14.7 ± 0.4 s to complete. Here, 1 mM acetic
acid is used to dissolve the carbonate shells of an E. huxleyi sample (day 6 of incubation). The inlay
shows the variation of the rate with the acetic acid concentration
(1/2.5/5 mM acetic acid and 10 mM acetate, where the latter is added
to minimize free protons in the solution phase).Assuming that the dissolution rate, JDis (mol s–1), is first-order with respect to the
acid concentrationwhere k (m3 s–1) is some, as of yet,
unknown rate constant and Cbulk is the
bulk concentration of acetic acid,
such thatwhere tdis is
the time taken for the reaction to occur, Mw is the molecular weight of the solid (100.1 g mol–1 for calcite), and mass is the calcite mass on a cell. On rearranging eq , we getFrom this analysis,
it can be seen that the dissolution time should
be inversely proportional to the acid concentration. The inlay of Figure presents the average
dissolution time as a function of the inverse of the acetic acid concentration
(see Supporting Information Section S4
for representative examples of the raw experimental data), hence evidencing
that the dissolution rate is proportional to the acetic acid concentration.
The gradient of this plot has a value of 15.7 ± 1 mol m–3 s, and in accordance with eq , this corresponds to the constant mass/kMw. Notably, there is some indication in data presented
in the inlay of Figure that at higher acetic acid concentrations, the dissolution reaction
occurs at a slower rate than may be expected on the basis of eq ; this is reflected in
the non-zero intercept of the experimental data. Mechanistically,
this may indicate that at higher acid concentrations, the reaction
rate approaches the measurable limit of the Coulter technique, plausibly
leading to an artificial overestimation of the calcite dissolution
time. Note that in the absence of an acetic acid buffer, the calcite
shell dissolution reaction takes approximately an order of magnitude
longer, such that over the course of ∼20 s, there is only minimal
(∼10%) dissolution of the shell (see Supporting Information Section S5 for full details).Given the high
reproducibility of this in situ acid-driven kinetic
measurement (see Figure for the overlay of two technical replicates of the measurement),
to what extent can the dissolution time be used to quantify the average
cellular calcite content? First, the mass-transport-limited flux density
of a spherical particle increases inversely with respect to the particle
size.[21,22] For small (micron-sized) particles, the
diffusional mass transport can be viewed as being at a steady-state
limit. Furthermore, for the case in which the kinetics of the dissolution
process is finite, the interfacial reaction rate needs to be accounted
for. Consequently, in the situation where the dissolution reaction
(eq ) is under a mixed
kinetic regime,[23] both the interfacial
reaction kinetics and the mass transport of the acetic acid contribute
to the overall reaction rate. Then, taking a diffusion-only mass-transport
model, the dissolution rate, JDis (mol
s–1), for this acetic acid-driven dissolution reaction
is defined analytically aswhere r is the particle
radius
(m), khet is the heterogeneous rate constant
(m s–1) for the reaction, Rf is the roughness factor, a measure of the surface area of
the calcite-encrusted surface relative to that of an equivalently
sized sphere, and D is the diffusion coefficient
of acetic acid (m2 s–1) (see Supporting Information Section S6 for a full
derivation). In the above-mentioned analysis, the roughness factor
is an important quantity effectively modulating the interfacial reaction
rate. The heterogeneous rate constant for the dissolution process
has been reported to be 2.5 × 10–4 m s–1; however, this rate has been measured at a flat surface,
and it must be recognized that the calcite on the coccolithophores
is nanostructured. If the calcite shell surrounding the coccolithophore
was a smooth sphere, then the roughness factor would have a value
of 1; however, in the present case, the calcite surface that is accessible
during the dissolution reaction is clearly greater than that of a
smooth sphere, and hence, Rf must have
a value greater than unity. A roughness factor of 4 ± 2[24] has been previously advocated for in the literature
on the basis of optical dissolution study experiments; hence, in the
following analysis, we use this range of roughness factors. Furthermore,
it should be commented that eq varies as a function of the particle radius, and it is important
to recognize that this radius refers to the geometric particle size
as can be measured accurately by optical microscope and not the relative
particle size as reported using the Coulter Counter. Furthermore,
as the particle shell is dissolved, the particle radius will decrease
reducing the rate of dissolution. In the following analysis, we assume
that the particle radius is well described by that measured optically
and varies linearly as a function of time during the dissolution process
as seen in Figure . Importantly, from eq , it can be shown that if the dissolution reaction is controlled
by the interfacial kinetics of the calcite dissolution processes,
the particle diameter is theoretically expected to decrease linearly
as a function of time. On the basis of these assumptions, the use
of the measured dissolution time (14.7 ± 0.4 s for the present
example shown in Figure ), as experimentally measured via the Coulter Counter, and integration
of eq yield a measure
of the calcite mass per cell (see Supporting Information Section S6 for further details). For example, for the data presented
in Figure , a mass
of 39.2 ± 8.1 pg per cell was calculated for the E. huxleyi sample on day 6 of incubation. Here, the
confidence interval reflects the inaccuracy in the roughness factor
of the coccosphere shell. Given that this roughness factor will have
a true value which we can only estimate, the inaccuracy in this parameter
represents a significant additional variance in the calculated calcite
mass. This inaccuracy in the roughness factor is significantly larger
than the uncertainty in the dissolution time as determined from the
Coulter Counter measurement. Notably, this kinetic methodology for
determining the calcite mass is not restricted to the analysis of
the soft calcified particles. Successful adaption of the technique
for determining the mass of other materials will, in part, be dependent
on ensuring the stability of the particle suspension in the high-ionic
strength electrolyte; the derivation of eq assumes the particles to be diffusionally
isolated and independent. Having outlined the analytical procedure
for analyzing the dynamic coccolithophore data, this work now turns
to consider the validation of this measurement and the assessment
of the calcite coccolithophore mass for a range of different samples.
Validation of the Coulter Counter Kinetic Measurement
Using
the newly developed dynamic analytical procedure introduced
above, the calcite masses of three different species, E. huxleyi, G. oceanica, and C. braarudii, were measured as
a function of growth following the initial inoculation. Supporting Information Section S7 presents the
cell counts for these three species as a function of time demonstrating
that the E. huxleyi sample reaches
the stationary phase after 7 day growth, whereas the G. oceanica and C. braarudii require approximately 12 and 15 day growth, respectively, before
their growth rate reaches a plateau. Figure presents the measured coccolithophore calcite
masses for these three species as a function of their growth time.
A roughness factor of 4 ± 2 is applied for all three species.[24] Also overlaid is a comparison of the expected
calcite mass per cell on the basis of the reported literature values
(see Supporting Information Section S8).
The newly presented technique is in excellent agreement with the range
of values as reported in the literature for each species, and this
remains to be the case despite encompassing any variation in calcite
mass per cell which might be expected at different stages of the growth
curve.[24,25] As can be seen from Figure , the mass of calcite per cell differs by
almost 2 orders of magnitude between the E. huxleyi and C. braarudii samples. Given the
far greater mass of calcite associated with the C.
braarudii sample, the experimental dissolution times
were significantly longer, taking an average of 272 ± 24 s for
the material to dissolve. Supporting Information Section S9 presents representative examples of the raw dissolution
kinetic measurements made using the Coulter Counter for both G. oceanica and C. braarudii.
Figure 5
Calcite mass per cell as referred from the kinetics of the acetic
acid-driven dissolution of the coccolithophore shell for the three
species E. huxleyi (black), G. oceanica (red), and C. braarudii (blue). Also shown for direct comparison is the expected range of
calcite masses as reported in the literature (colored bands). Measurements
with a * indicate that the sample is in the stationary phase of its
growth curve. The errors represent the inaccuracy in the measurement
associated with the uncertainty in the experimental roughness factor.
Calcite mass per cell as referred from the kinetics of the acetic
acid-driven dissolution of the coccolithophore shell for the three
species E. huxleyi (black), G. oceanica (red), and C. braarudii (blue). Also shown for direct comparison is the expected range of
calcite masses as reported in the literature (colored bands). Measurements
with a * indicate that the sample is in the stationary phase of its
growth curve. The errors represent the inaccuracy in the measurement
associated with the uncertainty in the experimental roughness factor.The above demonstrates that the Coulter Counter
in combination
with the optical measurement of the cell size can provide a reproducible
measurement of the calcite mass per cell for different coccolithophore
species with calcite mass spanning 2 orders of magnitude. This kinetic
measurement is achieved by using the Coulter Counter to monitor the
course of the reaction and using the optical measurements of the cell
size as inputs into the analytical model to enable the calcite mass
to be calculated from the total reaction time. Notably, although,
the Coulter Counter is used to monitor the course of the reaction,
the results do not depend on the absolute magnitude of the Coulter
Counter pulses but only use the change in the response to indicate
when the reaction has been driven to completion. Subsequently, this
work now turns to consider the relationship among the direct optical
measurement of the cell volume as calculated from the particle projected
area, the relative calcite volumes as reported using the Coulter Counter
(static assessment), and the values determined via acetic acid dissolution
(dynamic assessment). First, from the optical measurement of the cell
dimensions with and without a calcite shell, it is possible to estimate
the total volume of the shell. This optically determined shell volume
represents the entire envelope volume of the shell corresponding to
both the calcite itself and the electrolyte occluded in the structure.
As a note of caution, it should be recognized that the accuracy of
this optical measurement assumes that the coccolithophore cell size
is not significantly altered when exposed to the mild-acid conditions. Figure a compares this optically
measured volume to that determined for the same sample using the dynamic
assessment procedure outlined above. The difference between the two
measurements is given as the ratio of the shell volume measured by
the acetic acid procedure divided by that estimated from the optical
measurements.
Figure 6
Comparison of the volumes as measured via the acetic acid
(dynamic)
procedure to those estimated from optical and static Coulter Counter
measurements. Data is presented as the ratio of the dynamic measurement
divided by the volume of either the optical (a) or static Coulter
Counter (b) E. huxleyi (black), G. oceanica (red), and C. braarudii (blue), where the error bars represent the systematic uncertainty
in the dynamic acetic acid measurement arising from the uncertainty
in the experimental roughness factor. Data demarked with a * indicates
measurements that have been made with a sample in the stationary phase
of its growth curve. Note that the apparently larger error bars in
(b) reflect the scaling of the data where the relative uncertainty
in the two measurements is the same arising from the systematic error
in the dynamically determined calcite cellular content.
Comparison of the volumes as measured via the acetic acid
(dynamic)
procedure to those estimated from optical and static Coulter Counter
measurements. Data is presented as the ratio of the dynamic measurement
divided by the volume of either the optical (a) or static Coulter
Counter (b) E. huxleyi (black), G. oceanica (red), and C. braarudii (blue), where the error bars represent the systematic uncertainty
in the dynamic acetic acid measurement arising from the uncertainty
in the experimental roughness factor. Data demarked with a * indicates
measurements that have been made with a sample in the stationary phase
of its growth curve. Note that the apparently larger error bars in
(b) reflect the scaling of the data where the relative uncertainty
in the two measurements is the same arising from the systematic error
in the dynamically determined calcite cellular content.As seen from the optical data, Figure a shows that on the basis of the calcite
mass as measured via the acetic acid procedure for both E. huxleyi and G. oceanica, about 10–20% of the total volume of the shell is composed
of calcite, and the remaining material will be the predominantly occluded
electrolyte. In contrast, the C. braarudii shell is denser, and for the cells measured during their exponential
growth phase, about 30–40% of the volume occluded by the shell
consists of calcite. Relatedly, Figure b presents the ratio of the calcite volume as measured
via the acetic acid procedure (dynamic assessment) divided by the
volume as estimated from the differences in the cell volume measured
before and after acidification (static assessment) of the measurement
electrolyte. Interestingly, in all cases, the discrepancy between
the two measurements is less; for both the E. huxleyi and G. oceanica samples, 50–70%
of the volume reported using the Coulter Counter is calcite. Furthermore,
for C. braarudii, the statically measured
volume comprises 70–90% calcite.It is interesting to
reflect that, as highlighted in Table , the static Coulter Counter
measurement systematically underestimates the cellular volume. The reasons for this underestimation were discussed above
and most likely reflect the deformability of the cells as it accelerates
toward the orifice.[4,19] In contrast, as can be seen from
the data presented in Figure b, the static Coulter Counter measurement of the shell volume is overestimated as compared to that of the true calcite
volume. In the case of the calcite shell, the porous structure leads
to the occlusion of the electrolyte in the shell, leading to an overestimation
of the volume change as measured using the Coulter Counter. This overestimation
of the volume of porous structures using the Coulter technique is
well documented.[15,16] The fact that the C. braarudii measurement is overestimated to a lesser
extent, as evidenced in Figure b, is consistent with the data presented in Figure a which also indicates that
the C. braarudii shell is denser. From
the data presented in Figure b, we can see that a reasonably accurate estimation of the
shell calcite volume can be made by making a static Coulter Counter
volume measurement and then correcting the measured volume to account
for the overestimation due to the occlusion of the electrolyte in
the biogenic structure. The ratios presented in Figure b quantify this overestimation by the static
Coulter Counter measurement. Note that in the Coulter Counter literature,
this ratio of the overestimation of the material is referred to as
a “Shape Factor”. Importantly, across the days of culture
growth, we see a similarity in the shape factor between E. huxleyi and G.oceanica but not with C. braarudii. This indicates
that while a “universal” shape factor might be plausible
when applied to E. huxleyi and G. oceanica, further derivation of “shape
factors” is likely to be required for other coccolithophore
species. In addition, the cultures in these experiments were conducted
on single strains of each species. In the case of E.
huxleyi, for example, there are an array of different
morphotypes which reflect differences in the coccolith structure and
the likely per cell quota of calcite.[26,27] Repeating
the measurements presented here on a representative group of the different E. huxleyi morphotypes could help determine whether
a “universal shape factor” is a favorable approach when
applying this method to E. huxleyi specifically.Obtaining rapid and reproducible measurements of per cell particulate
inorganic carbon (PIC), as presented here by the measured per cell
calcite mass, is of great advantage to researchers interested in quantifying
cellular calcification and its variability in culture experiments.
This is of particular relevance to those investigating the effects
of various environmental perturbations on cellular carbon allocation,
as fluctuations in environmental conditions are likely to drive changes
in the morphology and extent of calcification.[10,25,28] Current widely used methods to obtain PIC
often require the time-consuming and costly process of preparing samples
for elemental analysis,[10,18] where acid treatment
of duplicated samples is necessary to determine total inorganic carbon
from total particulate carbon with inherent propagation of errors
from the ratioing of two independent representative samples. The bulk
method proposed here, while limited to having access to a Coulter
Counter, offers a novel solution to obtain rapid estimates of coccolithophore
PIC concurrently with a cell count for monitoring a culture. This
would allow additional insights into the variation of calcification
during growth under a range of conditions, in addition to providing
cell size. The high-throughput nature of this approach could greatly
cut time and laboratory costs, serving as great advancement for those
working with an array of experimental treatments and with a high number
of replicated cultures.In the future, however, it will be necessary
to assess if there
is significant variability of the shape factor for the same species
under different environmental conditions to validate that the methodology
can capture changes in calcification which are independent of the
shape factor. It will be necessary to assess which dimensions of calcification
control the shape factor (e.g., thickness of calcite elements) versus
the volume occluded by the shell (e.g., number of liths per cell).
In order to understand how the environment influences physiology and
could trigger a change in total population calcite production rates,[28,29] it will be the key to assess which parameters drive variable calcite
per cell by the “intensity of calcification” of the
liths or the number of liths per cell via the growth rate. These links
may also provide additional insights into the physiological mechanisms
driving changes in calcification. Nonetheless, the ability to measure
the cell number, cell volume, and calcite per cell concurrently will
transform our ability to gain real-time insights into calcification
production rates during population growth of coccolithophores in response
to environmental change.
Conclusions
Coulter Counters provide
a rapid method by which coccolithophore
cells can be counted, but they also provide a relative measure of
cell volume. This volume measurement is sensitive to the presence
of the calcite shell such that the dissolution of the biogenic material
can be monitored using the technique. In a 1 mM acetic acid solution,
the calcite shell surrounding a coccolithophore is dissolved over
the course of tens to hundreds of seconds depending on the size and
calcite content of the cells in a sample. This dissolution of the
calcite shell occurs in the particle suspension prior to the material
traversing the Coulter Counter’s orifice, such that the Coulter
Counter is solely used to determine the time required for the dissolution
to run to completion. Hence, this new methodology enables a kinetic
measurement of the average calcite mass per cell, and importantly,
the determined value is not subjected to the errors arising from distortion
of the cell or occlusion of the electrolyte in the calcite structure
as commonly occurs with a conventional static assessment of the calcite
volume. Herein, using this new methodology, we monitor the average
calcite mass per cell of three different coccolithophore species during
their growth in a laboratory environment wherein we demonstrate that
the technique is capable of measuring calcite masses that span almost
2 orders of magnitude where for E. huxleyi, G. oceanica, and C. braarudii, the average masses of 41, 120, and
2900 pg per cell are measured, respectively. This in situ measurement
allows us for the first time to provide a direct route
by which the relative shell volume, as measured from the Coulter Counter
pulse heights, can be calibrated and corrected. This correction factor
will account for a number of effects including overestimation of the
shell volume due to the occlusion of the electrolyte and possible
changes in the measured cell volume due to possible changes in the
cell deformability before and after dissolution of the calcite material.
Importantly, we also show that the required correction factor is similar
for E. huxleyi and G.
oceanica, where shape factors of 0.59 and 0.58 are
found, respectively; however, for C. braarudii, a shape factor of 0.83 is determined. In the latter case, this higher
shape factor likely reflects the denser structure associated with
the liths encrusting the cells.
Authors: M Debora Iglesias-Rodriguez; Paul R Halloran; Rosalind E M Rickaby; Ian R Hall; Elena Colmenero-Hidalgo; John R Gittins; Darryl R H Green; Toby Tyrrell; Samantha J Gibbs; Peter von Dassow; Eric Rehm; E Virginia Armbrust; Karin P Boessenkool Journal: Science Date: 2008-04-18 Impact factor: 47.728
Authors: Minjun Yang; Christopher Batchelor-McAuley; Samuel Barton; Rosalind E M Rickaby; Heather A Bouman; Richard G Compton Journal: Angew Chem Int Ed Engl Date: 2021-07-20 Impact factor: 15.336
Authors: H L O McClelland; N Barbarin; L Beaufort; M Hermoso; P Ferretti; M Greaves; R E M Rickaby Journal: Sci Rep Date: 2016-09-28 Impact factor: 4.379