Zhen Zhu1, Olivier Frey1, Niels Haandbaek1, Felix Franke1, Fabian Rudolf2, Andreas Hierlemann1. 1. ETH Zurich, Department of Biosystems Science and Engineering, Bio Engineering Laboratory, Mattenstrasse 26, CH-4058 Basel, Switzerland. 2. ETH Zurich, Department of Biosystems Science and Engineering, Computational Systems Biology Group, Mattenstrasse 26, CH-4058 Basel, Switzerland.
Abstract
As a complement and alternative to optical methods, wide-band electrical impedance spectroscopy (EIS) enables multi-parameter, label-free and real-time detection of cellular and subcellular features. We report on a microfluidics-based system designed to reliably capture single rod-shaped Schizosaccharomyces pombe cells by applying suction through orifices in a channel wall. The system enables subsequent culturing of immobilized cells in an upright position, while dynamic changes in cell-cycle state and morphology were continuously monitored through EIS over a broad frequency range. Besides measuring cell growth, clear impedance signals for nuclear division have been obtained. The EIS system has been characterized with respect to sensitivity and detection limits. The spatial resolution in measuring cell length was 0.25 μm, which corresponds to approximately a 5-min interval of cell growth under standard conditions. The comprehensive impedance data sets were also used to determine the occurrence of nuclear division and cytokinesis. The obtained results have been validated through concurrent confocal imaging and plausibilized through comparison with finite-element modeling data. The possibility to monitor cellular and intracellular features of single S. pombe cells during the cell cycle at high spatiotemporal resolution renders the presented microfluidics-based EIS system a suitable tool for dynamic single-cell investigations.
As a complement and alternative to optical methods, wide-band electrical impedance spectroscopy (EIS) enables multi-parameter, label-free and real-time detection of cellular and subcellular features. We report on a microfluidics-based system designed to reliably capture single rod-shaped Schizosaccharomyces pombe cells by applying suction through orifices in a channel wall. The system enables subsequent culturing of immobilized cells in an upright position, while dynamic changes in cell-cycle state and morphology were continuously monitored through EIS over a broad frequency range. Besides measuring cell growth, clear impedance signals for nuclear division have been obtained. The EIS system has been characterized with respect to sensitivity and detection limits. The spatial resolution in measuring cell length was 0.25 μm, which corresponds to approximately a 5-min interval of cell growth under standard conditions. The comprehensive impedance data sets were also used to determine the occurrence of nuclear division and cytokinesis. The obtained results have been validated through concurrent confocal imaging and plausibilized through comparison with finite-element modeling data. The possibility to monitor cellular and intracellular features of single S. pombe cells during the cell cycle at high spatiotemporal resolution renders the presented microfluidics-based EIS system a suitable tool for dynamic single-cell investigations.
Continuous single-cell analysis with high-spatiotemporal resolution offers the potential
to obtain information on factors that influence cellular heterogeneity in biological
systems1−3. The most common method for
monitoring cellular dynamics at single-cell resolution is optical microscopy. The
development of genetically encoded fluorophores and non-toxic chemical fluorophores made
it possible to simultaneously monitor multiple processes in a single cell over extended
times4.Optical and fluorescence methods are widely used and established, however, they require
the use of fluorescence labels, which may interfere with protein function and thereby
impact cellular development56. Moreover, the application of intense
light needed to excite the fluorophores may release or produce toxic compounds in the
cells, which then may upset or interfere with the naturally occurring processes in
living cells78. Label-free methods could overcome these limitations but
they often lack the resolution of optical microscopy. Therefore, a combination of
fluorescence microscopy with label-free methods, which provide additional information on
a biological process, is desirable.A candidate method that can provide complementary information on cellular and subcellular
properties is electrical impedance spectroscopy (EIS)9. EIS relies on
applying an external field of variable frequency to measure the dielectric properties of
a sample that interacts with that external field, while the sample is usually placed
between electrodes or within the electric field910. Two different
parameters are usually measured, the impedance magnitude, which is the ratio of the
amplitude of the applied voltage to the amplitude of the measured current, and the
phase, i.e., the phase shift by which the current lags behind the voltage. EIS is
non-invasive and label-free and has been used to analyze the dielectric properties of
particles and biological cells910. Depending on the frequency of the
applied electric field, different information on the probed cells can be extracted11. At low frequencies between ~100 kHz and
~1 MHz, information on the cell size and volume can be obtained.
At higher frequencies, above 1 MHz information related to the cell membrane
(open ion channels, membrane polarization) and information on intracellular
compartments, such as cytoplasm, vacuoles, and the cell nucleus, can be gained.
Impedance spectroscopy can also be used to detect cell motion1213 or
cellular mechanical (muscle cells)14 and electrical (cardiac cells)
activity15.Several groups performed EIS-based cell characterizations by means of microfluidic
devices1116. The majority of them implemented EIS in
continuous-flow systems17−20. In analogy to
flow cytometry, these systems allow for rapid multi-parameter analysis of large numbers
of single cells, which can be classified according to cell size and dielectric
properties. The resulting data, however, include recordings at single time points so
that continuous monitoring of selected cells is impossible, as is the assignment of
time-lapse signals to the respective cells.For extended-time monitoring of single cells, these cells need to be individually trapped
under precisely controlled culturing conditions by dedicated microstructures21−23 that contain electrodes. One of the most
popular cell immobilization methods relies on microwell arrays to trap single cells by
sedimentation24−26. Another frequently
utilized approach is to passively capture single cells with specially designed
microstructures by using hydrodynamic forces27−30, where, however, the capture of cells relies on stochastic processes so
that it is impossible to select cells of interest and to then precisely control the
immobilization and retention of these selected individual cells over extended times.
More details on the immobilization requirements will be given in the Results
section.EIS measurements then have to be continuously performed on the immobilized cells at the
traps by means of electrodes. Experimental evidence presented to date includes
comparisons of the signal magnitude before and after trapping of a single cell3132, or the variation of impedance signals upon perfusing different
media over the trapped cells33. Another approach is to seed cells
directly on large electrode-covered surfaces to detect impedance magnitude and phase
changes upon culturing of a cell population over a longer time period. The signal
changes then can be correlated with initial cell density and cell growth or
proliferation, with cell vitality (dead or alive also upon dosage of compounds), as well
as with cellular processes, such as cell-substrate interactions, cell attachment and
cell motility1234−37.Schizosaccharomyces pombe is a frequently-used model organism to study cell growth
and cell cycle38−40. It has a characteristic
rod-shape structure with sturdy cell walls, is straightforward to cultivate in
microfluidic devices, and features a defined cell cycle with temporally separated
mitosis and cytokinesis (Fig. 1a). A strain bearing a fluorescent
protein, which inserts in the endoplasmic reticulum (ER) membrane and thereby helps to
visualize the cell and nuclear boundaries, has been used to enable concurrent confocal
imaging, which was performed every 20 minutes to avoid bleaching and
phototoxic effects.
Figure 1
Cell cycle of S. pombe and microfluidic EIS device for cell
immobilization and impedance recording.
(a) Micrographs of an S.
pombe cell during its cell cycle indicating the different processes
occurring in the cell and the nucleus. (b) Growth curves of six S.
pombe cells. Cells have been cultured on a glass slide and monitored
by using time-lapse fluorescence imaging at an interval of
6 min. (c) Schematic 3D close-up of an immobilized S.
pombe cell at the orifice of one trap located between cell-culturing
and suction channels. The PDMS cover is not shown for better visibility.
Electrodes on the bottom are indicated in red (see Methods section for
detailed description). (d) Simulated current distribution across a
trap with an immobilized S. pombe cell at low and high frequencies
(10 kHz, 10 MHz). (e) Equivalent circuit
model (ECM) components of an S. pombe cell immobilized at a trap.
, ,
, and
are the electrical double-layer capacitances and resistances of both
microelectrodes, respectively; and
are the membrane capacitance and
cellular resistance of the S. pombe cell; and are the capacitance and
resistance of the bulk medium across the trap.
A typical cell cycle of S. pombe comprises four phases, a long G2, M (mitotic), a
short G1 and S (synthesis) phase38. Figure 1a shows
fluorescence micrographs of an S. pombe cell at different cell-cycle states
(S1–S8). Corresponding growth curves, measured by optical imaging, are
plotted in Fig. 1b. In the G2 phase, an S. pombe cell grows
exclusively through the cell tips: growth starts at a cell length of around
8 μm and proceeds to around 14 μm by
elongation of both ends (S1–S4). Once a critical size is reached, cell
elongation slows down and a septum forms in the middle of the cell. Around the time at
which growth in length stops, cells enter the M phase observable by elongation of the
nucleus (S5) and subsequent division into two nuclei (S6). Ultimately, the cell splits
and produces two distinct daughter cells of equal size (S8). It is important to notice
that the cytokinesis of S. pombe occurs after the G1 phase and around the time
DNA synthesis and chromosome duplication (S phase) are completed (S7) or even early in
the G2 phase.The central goal of our work was to use continuous EIS multi-frequency monitoring of
single cells to detect developmental changes during the cell cycle, such as the process
of nuclear division during mitosis and cytokinesis. In particular, we were interested in
sensitivity, resolution, and the capability to detect dynamic cellular processes, as EIS
has the potential to complement optical microscopy for in situ single-cell
analysis. We have previously shown that differences in intracellular features, such as
the presence of small and large vacuoles in yeast cells, can be detected by EIS in
flow-through-mode by using frequencies up to 200 MHz41.
Continuous monitoring of developmental changes including nuclear division of
single-cells has, however, to the best of our knowledge, not been demonstrated up to
date.We characterized the device by using monodisperse polystyrene (PS) beads to assess EIS
sensitivity and detection limits: stacks of different numbers and sizes of beads were
used to simulate cells of different lengths, and concurrent impedance signals were
recorded. As beads do not have any features and do not undergo any changes over time,
their signals over all used frequencies can be used as a reference. We then performed
real-time EIS monitoring of the life cycle of individual S. pombe cells at a high
resolution. We could monitor cell growth at a resolution of
0.25 μm, and we could clearly identify intracellular events from
their impedance signatures. We were able to distinguish cells undergoing nuclear
division from cells that did not divide. As the S. pombe strain featured the
fluorescent protein in the endoplasmic reticulum (ER), concurrent confocal fluorescence
imaging could be used to detect the cell and nuclear boundaries. Imaging was performed
at an interval of 20 minutes to avoid bleaching and phototoxic effects. The
impedance results have been validated with the acquired confocal images and
plausibilized through finite-element modeling.
Results
Cell immobilization and EIS measurements
The utilized microfluidics-based EIS microsystem must enable cell cultivation for
at least 2-3 hours and provide stable cell immobilization for the
continuous multi-frequency single-cell impedance measurements over a complete
cell cycle, as already minute position variations will lead to large impedance
changes. It needs a controllable trap-and-release function to capture target
cells from the solution and, thereafter, release them for subsequent analysis or
measuring the next cell. The system must also be amenable to high-resolution
wide-field and confocal imaging in order to enable correlation and validation of
the impedance data with simultaneously acquired optical images of the cells.Accordingly, we designed a microsystem, based on a predecessor single-cell
cultivation device1342, for fission yeast cells, S.
pombe, which were immobilized in an upright
“standing” position along the channel walls in front of
orifices with the bottom end resting on the channel floor (see Fig. 1c,d). The immobilization of S. pombe is mechanically
stable and offers the advantage of having a defined initial position from which
the cells then grow in length and divide. Another advantage of the chosen cell
orientation in the device is that the characteristic longitudinal cell growth
and cell division of S. pombe occur in a plane, which is perpendicular to
the electrical field lines arising from the electrodes, which brings about large
EIS sensitivity, i.e., large impedance changes at different frequencies (Fig. 1d).The microfluidic arrangement of the microdevice included a cell-culturing channel
(150 μm width), a suction channel
(300 μm width), and ten bottleneck-like orifices,
located between the two channels, at which target cells can be trapped by
applying underpressure in the suction channel. To ensure an active capturing and
a reliable retention of single beads and cells, the device design implemented
the following features and mechanisms: (i) narrow orifices (width of
2.5−3 μm, less than the diameter of the
beads and S. pombe cells) enabled accurate and reliable immobilization
through hydrodynamic forces; (ii) the liquid flows included pure medium, coming
from the upper-left inlet and flowing along the trapping sites in the upper half
of the cell-culturing channel, and the liquid in which the sample was suspended
coming from the lower-left inlet and flowing along the lower half of the channel
(Supplementary Figs S1a,b, S2);
this flow arrangement kept the sample stream away from the traps during cell
recordings; (iii) the parallel flow profile could be modulated by adjusting the
pressure applied to the suction channel.To capture a bead or cell, the input stream was directed towards the trap by
applying a lower pressure (relative to the pressure in the cell-culturing
channel) to the suction channel. Once a bead or cell had been immobilized, the
applied pressure was elevated immediately to an optimized value of
500 Pa (lower than the pressure in the cell-culturing channel) to
restore parallel media and or particle streams. The immobilized bead or cell
could, therefore, be reliably retained without risk to lose it or to capture
additional particles at the trap. Computational fluid dynamics (CFD) simulations
schematically illustrate the variation of the flow streams during this procedure
of capturing and retaining a single particle at a trap (Supplementary Fig. S2). The trap geometry
facilitated vertical S. pombe immobilization
(“stand-up” mode) by hydrodynamic forces (Supplementary Movie S1), which entailed a
defined initial position for each cell with the cell bottom standing on the
channel floor.For conducting EIS, a common microelectrode, which served as the stimulus
electrode, was located along the length of the cell-culturing channel, and
individual microelectrodes for signal recording were situated at each trapping
site (Supplementary Fig. S1a,b). The
planar microelectrodes on both sides of the orifices produced a horizontal
distribution of the electric field lines (Fig. 1d). The
narrow orifices of the traps condensed the electric field and constrained the
electric current flow between stimulus and recording electrode. The orthogonal
orientation of S. pombe with regard to the electric field allowed for
sensitive monitoring of cell growth and cell division processes with high
sensitivity (Supplementary Movie
S2). Wide-band EIS has been implemented to broadly screen and measure
cellular properties. Simulated field lines in Fig. 1d
illustrate that, at low frequency (10 kHz), the electric current
flows around the immobilized cell, while, at a higher frequency
(10 MHz), the current penetrates the cell walls and plasma
membranes, as the capacitive characteristics of the cell membrane vanish (at
high frequencies the unloading of a large capacitor already starts before it is
loaded to full capacity so that the capacitor behaves like a low-Ohmic resistor)
and features inside the cell impact the impedance spectra. Equivalent-circuit
model (ECM) components that have been used for modeling EIS signals of an
immobilized S. pombe cell are shown in Fig. 1e.
Details of the ECM are given in the Methods section.Generally two impedance parameters of every immobilized cell or particle have
been measured at 92 different frequencies between 10 kHz and
10 MHz, the relative magnitude, , and
the relative phase, .
“Relative” means that the respective values for the
empty trap have been subtracted, for details, see Methods section on electrical
impedance spectroscopy.
Sensitivity of EIS
EIS performance has been characterized by measuring beads with known diameters
(Supplementary Note S1). We
obtained strong correlations between the relative magnitudes at 1 MHz and the heights of individual and
stacked beads of different diameters. The spatial resolution of our system was
determined to be 0.25 μm. The large sensitivity to
height or height changes of immobilized samples can be attributed to the
measurement configuration: a narrow orifice and an electric field oriented
perpendicularly to the measured changes. The acquired impedance spectra over the
whole frequency range show maximal variations of the relative magnitudes,
, at 1 MHz, and conspicuous
differences of the relative phase, , above
5 MHz (Supplementary Figs
S5–7). We, therefore, selected these two frequencies of
maximal variations for correlation of EIS measurements with corresponding cell
cycle stages. It is important to note that, in the calibration measurements, the
values at 5 MHz showed a
rigorously linear correlation to the values at
1 MHz, which can be expected for invariable plastic beads.
Measuring cell length through EIS
Calibration measurements of S. pombe cells bearing an endogenous Erg11-GFP
fusion to fluorescently label the endoplasmic reticulum43 were
performed by EIS together with confocal imaging to correlate the results of the
two independent measurement methods. To this end, cells were trapped at the
orifices, and EIS spectra as well as confocal-image z-stacks were acquired.
Calibration measurements of the empty traps before and after cell immobilization
were conducted for each device. Figure 2a shows a linear
correlation (coefficient of determination, = 0.9680) between cell length measured by optical
images, and relative impedance magnitudes, , at
1 MHz. The exemplary fluorescence micrographs in Fig.
2b show three vertical confocal images of single cells (xz-plane and
yz-plane intersections of each cell) with different heights. One can see that
the upper half of the cells is not so trivial to resolve due to detection limits
of the confocal microscope. These limitations rendered an automated image
evaluation difficult so that the cell lengths had to be determined manually. The
lowest limit of quantification (LLOQ) in the confocal micrographs was
0.5 μm, which is larger than the calculated LLOQ of the
EIS measurements. Better linearity in determining the cell lengths may be
achieved by making thinner slices during confocal imaging. However,
photobleaching of fluorescent cells will then be faster, which would render a
length determination again more difficult.
Figure 2
Length and growth measurements of S. pombe cells using EIS and
confocal imaging.
(a) Linear relationship between cell length
measured by optical images and corresponding relative magnitude signals at
1 MHz of EIS. (b) Fluorescence micrographs of three
exemplary cells represented as xz- and yz-plane intersections of the cells.
(c) Growth recording (G2 phase) of immobilized S. pombe
cells at different temperatures using EIS. Recorded relative cell growth
curves at 32 °C ( = 10) and 25 °C
( = 4) over
different time periods. Five cells did not grow at all. (d)
Determined cell growth rates and respective average values.
Monitoring cell growth by using EIS
S. pombe cells spend most of their lifetime in interphases, especially in
the G2 phase, growing by elongation at the ends. We monitored the immobilized
S. pombe cells growing at two different temperatures,
32 °C and 25 °C. The change in
the cell length over the recorded time period was extracted by referencing to
the performed calibration measurements. In Fig. 2c, one
can clearly identify the expected linearity of cell growth of S. pombe
resulting from the continuous length elongation in G2 phase until a critical
size was reached upon which polar growth ceased almost completely. Further, the
expected different growth rates were observed for the two different
temperatures. The extracted growth rate at 32 °C is
0.046 ± 0.010 μm
min−1 (Fig. 2d), which
compares well to published data
(0.042 ± 0.055 μm
min−1 of wild-type cells4043)
and is similar to the measured growth rate of
0.045 ± 0.005 μm
min−1 at the same temperature on a glass slide
using time-lapse imaging (Fig. 1b). The lower temperature
reduced the growth rate to
0.025 ± 0.007 μm
min−1, which has also been observed in
conventional cultures 0.031 μm
min−1
43.These results demonstrate that the EIS system exhibits enough sensitivity to
enable continuous monitoring of the growth of single S. pombe cells.
Importantly, the growth rates were found to be very similar for the different
culturing methods and, therefore, it can be said that growth rates have neither
been altered by the hydrodynamic immobilization, which retains the cell in a
stand-up position, nor through phototoxic effects as a consequence of confocal
imaging. The z-axis (height) resolution of the EIS system of
0.25 μm, corresponds to about 5 min growth
time intervals, which can be resolved. We did not observe variations or drift in
the impedance values of the reference measurements of the empty trap before and
after a cell recording, so that any signal variation can be assigned to cell
growth.
Monitoring nuclear and cell division by using EIS
After a linear growth of the cell in the G2 phase, S. pombe enters the
mitotic (M) phase. Cell growth slows down, and an intranuclear spindle is
formed, which initiates nuclear division. The end of nuclear division or mitosis
is indicated by the occurrence of two nuclei at the opposite ends of the cell.
Subsequently, a septum in the middle of the cell is formed to separate the cell
into two daughter cells (cytokinesis). Cytokinesis is the last step, where the
final split from one cell into two daughter cells occurs. Mitosis in the S.
pombe cell division cycle takes usually between 5 and
15 minutes. At 32 °C it takes between 20 and
45 minutes for a cell from stopping growth at its poles until
separation into two cells.We monitored the cell cycles of several immobilized S. pombe cells by
using real-time EIS at an interval of 30 seconds, while we
simultaneously imaged the very same cells with a confocal microscope every
20 min. The trapped cells are in different phases of their cycle and
vary in their initial cell size, as we did not synchronize the cell cycle before
the experiment. Therefore, the growth duration and time until the occurrence of
mitosis varied.The most important results are displayed in Fig. 3. Figure 3a–d show optical and EIS results for one
exemplary single S. pombe cell over a time course of
120 minutes, whereas Fig. 3e,f show EIS
relative-phase recordings of additional cells that experience nuclear division
(Fig. 3e) or that do not undergo nuclear division
(Fig. 3f). Statistics of nuclear division of all
measured cells derived directly from EIS phase signals by using a division
index (see Methods) are shown in Fig. 3g.
Figure 3
Monitoring nuclear division and cytokinesis of S. pombe cells
monitored by using EIS.
Fig. 3a–d show optical and EIS results
for one exemplary single S. pombe cell, whereas Fig. 3e–g
show EIS recordings and analysis results of additional cells. (a)
Time-lapse confocal micrographs and corresponding cell cartoons at 40, 60
and 80 min after trapping of the cell. (b) Recorded EIS
signals over the whole frequency range from 10 kHz to 10 MHz,
plotted as relative magnitude and relative phase signals with respect to
empty-trap reference signals ( = 0 min represents the start of
the respective experiment). (c) Growth curve displayed as at 1 MHz and at 5 MHz versus time, respectively. Green-shaded area
indicates the time period of nuclear and cell division. The red arrows
indicate the moment when the tilting of daughter cells occurred. (d)
Plot of at 1 MHz versus
at 5 MHz during cell
growth, nuclear division and cytokinesis. The close-up view indicates the
trends in the correlation and the resulting turning points
(1st and 2nd). (e) Phase curves
obtained from EIS recordings of four additional cells showing nuclear
division (two recordings at the left: cell tilting after division; two
recordings at the right: no cell tilting after division). The cells have not
been synchronized so that recording starts at different time points in the
growth phase, but always before mitosis, the time from maximum to minimum is
always around 20 minutes. (f) Phase curves obtained from EIS
recordings of two other cells not undergoing nuclear division. (g)
The presence of nuclear division can be detected directly in the EIS phase
signals. The division index computed from the EIS phase signals (see
Methods) is significantly higher for the condition of “cell
division” ( = 6) than for the condition of
“no cell division” ( = 6). The diamond symbol ()
represents the division index of the simulated EIS phase signal
displayed in Fig. 4.
Figure 3a shows time-lapse confocal micrographs before and
after nuclear division of an exemplary S. pombe cell. Cell division
occurred for this specific cell between 40 and 60 min. At
80 min, cytokinesis is completed, and two separate cells appear that
are, in most cases, tilted with respect to their long axis.Figure 3b shows the evolution of the relative magnitude and
relative phase signals of the same S. pombe cell recorded during
120 minutes over the whole frequency range of 10 kHz to
10 MHz. We observed maximum EIS signal variations at different
frequencies, e.g., at 1 MHz for the magnitude and above
5 MHz for the phase signal. We then selected these frequencies of
maximal variations for correlation of the EIS measurements with corresponding
cellular activities (Fig. 3c).Figure 3c shows relative impedance phase and magnitude
values of the same single cells versus time. Looking first at at 1 MHz, the signal descends linearly
during a time period of 40 minutes, which is indicative of the
elongation of the growing cell in the G2 phase. Then, around 40 min,
the growth rate of the cell is decreasing, which is reflected by a slower
descent of and indicates the entry into the
mitotic phase of the cell cycle (green-shaded area). Concurrently, at 5 MHz starts to decrease at
40 min after a preceding continuous increase and reaching a maximum
value, and continues to decrease until around 60 min.To better illustrate the variation in the EIS signals, a plot of at 1 MHz versus at 5 MHz is shown in Fig. 3d.
During the first 40 minutes, is
approximately linearly correlated with , which is
indicative of a growth process, i.e., an increase in cell length and volume.
Such linear correlation has also been observed for stacking intrinsically
invariant beads as shown before. At around 45 min, a
1st turning point in the graph occurs, followed by
2nd turning point at around 60 min. Comparing
Fig. 3d to the time course of at 5 MHz in Fig. 3c, the two
turning points correspond to maximum and minimum values reached at the
respective times. The maximum value at around 45 min and the minimum
at around 60 min can be assigned to nuclear division processes.Then, after 60 min and the 2nd turning point in Fig. 3d, the relative magnitude signal, , at 1 MHz further decreases with a
similar slope as during the initial cell growth before division. The EIS signals
indicate that the two separated daughter cells, which were formed through
division and are stacked on top of each other, now start to grow again in
length.After approximately 45 minutes, the plots in Fig.
3c–e show features that are different from those of
typical linear EIS growth curves (Fig. 2c) or EIS curves
that have been obtained upon stacking beads (Supplementary Fig. S3). There is a change in
correlation between magnitude and phase signals during cell division, which
coincides with a stop in growth and the occurrence of nuclear division
processes. Changes in capacitive contributions may result from alterations in
the nucleus/cell membranes and nuclear elongation and division. The occurrence
of nuclear division and subsequent cytokinesis has been confirmed in the
confocal micrographs. More comprehensive data sets of the S. pombe
growth-division EIS recordings in Fig. 3e are shown in
Supplementary Figs S8, S9.Another feature can be seen in the EIS signal curves in Fig.
3c: The relative magnitude or phase signal shows a drastic change at
72 min, while two separated and tilted daughter cells have been
observed optically at 80 min. The drastic signal change can,
therefore, be attributed to tilting of the two daughter cells after cell
separation, which then no more assume vertical positions in the trap. As the two
daughter cells tilt away from the vertical positions in the trap, the relative
magnitude increases drastically (the impedance actually drops) as a result of a
larger fraction of the orifice becoming permeable to the electric current.Figure 3e,f show EIS relative-phase recordings of four
additional cells that experience nuclear division (Fig.
3e) or two other cells that do not undergo nuclear division (Fig. 3f). Tilting events were observed in many EIS and
optical recordings of successful cell division (left two panels of Fig. 3e, Supplementary
Fig. S8). However, the cells may also retain their position after cell
division and stay immobilized on top of each other without any tilting (right
two panels of Fig. 3e; the comprehensive data sets are
included in Supplementary Fig. S9).
In all cases of cell division, the maximum, which occurs first, and the
subsequent minimum were
17.5 ± 5 minutes apart, which is
a typical time for mitosis44. After cell division, it depended on
whether position changes of the daughter cells occurred or not if one could see
a large sudden EIS signal change.The EIS recordings look different, when no cell division occurred (Fig. 3f, Supplementary Figs
S10, S11): they do not feature maxima and minima at the expected times
in the phase curves, and they do not exhibit the turning points in the plots of
versus
that have been shown in Fig. 3d. Instead, the EIS data
show only little variation in later stages of evolution, and tend to form
clusters in the -versus- plots (Supplementary Figs S10d,
S11d). The corresponding confocal micrographs do not evidence any
changes in the nuclei of the corresponding cells (Supplementary Figs S10a, S11a).We were also able to introduce a quantitative measure to determine directly from
the EIS recordings, whether a cell underwent nuclear division or not: We
computed the “division index” (see Methods
section on detection of nuclear division in EIS data) from the relative phase
signals at 5 MHz. The division index was significantly
increased for cells undergoing nuclear division, as compared to those, which did
not (Fig. 3g). The respective EIS findings could, in all
instances, be confirmed through concurrently recorded confocal images.
Finite-element modeling of EIS signals
In order to better understand and interpret the EIS and confocal image data, to
plausibilize the correlation of the EIS data to cellular processes, such as
growth and nuclear division, and to demonstrate the usefulness of the introduced
division index, we established a finite-element model to simulate the
EIS signals at the important cell-cycle states of S. pombe (Fig. 4a). The modeled states include cell growth
(S1−S4), elongated nucleus (S5), segregated nuclei (S6), cell with
septum (S7) and separated daughter cells (S8). The two extracted curves in Fig. 4b are in accordance with Fig. 3c
and show similar characteristics: First, one can see a linear decrease of the
relative magnitude, , at 1 MHz when
the cell length extends from 8 μm to
14 μm (S1−S4). Then in the M phase, the
relative magnitude varies only marginally, because the cell remains at a length
of 14 μm during nuclear division. In contrast, the
relative phase, , at 5 MHz shows
different characteristics during the same time course. The curve reaches a peak
when the nucleus is elongated but not yet separated (S5). Afterwards, the curve
slightly descends, as the segregated two daughter nuclei move to the ends (S6),
and then stays more or less constant during nuclear migration and septum
formation (S7). Finally, after cytokinesis (S8), we observe signal
characteristics similar to those during the initial cell growth phase (descent
of and concurrent ascent of ) as a consequence of the growth and elongation of the
two daughter cells. We also calculated, according to the procedure described in
the Methods section, a “theoretical” division
index value from the simulated relative phase signals obtained through
modeling. This value is represented by the green diamond in Fig.
3g and corresponds well to the range of division index values
that have been obtained from experimental EIS data of cells that underwent
nuclear division.
Figure 4
Simulated EIS signals during a cell cycle of S. pombe.
(a)
Schematic illustration of the simulated cell-cycle states
(S1−S8) corresponding to Fig. 1a. From S1
to S4, the cell grows in the G2 phase from 8 μm to
14 μm length. After S4, the cell enters into the M
phase with nuclear elongation. At S5, the nucleus reaches the longest
vertical extension before separation. At S6, two daughter nuclei are
relocated to the ends of the cell. At S7, a septum appears and separates the
daughter cells. At S8, cytokinesis is completed, and two daughter cells are
formed and will further grow. (b) Simulated cell development curve
displaying at 1 MHz and
at 5 MHz versus time or
cell cycle state. The final tilting of the two daughter cells has not been
included in the simulation.
The simulation results obtained by setting up a comparably simple impedance model
of a dividing cell (details on the model in the Methods section) are in good
agreement with the experimental results: the modeled curve shape and features of
at 1 MHz and at 5 MHz versus time or cell cycle state
in Fig. 4b match up well with the experimentally obtained
curves in Fig. 3c and the division index value
obtained from the model of a dividing cell matches well with experimentally
obtained division indices of dividing cells. Therefore, the model can be
used to plausibilize and explain the obtained EIS data and help to correlate
measured impedance values to events in the life cycle of single S. pombe
cells. The coincidence of experimental data and model proves that the EIS system
can detect reliably cell growth and nuclear division.
Discussion
The single-cell EIS device has been designed for application with S. pombe
cells and works properly. The narrow bottleneck-like orifices, serving as cell
traps, allow for reliable immobilization of S. pombe cells in a stand-up mode
by hydrodynamic forces. S. pombe is not deformed while being trapped, nor is
cell growth attenuated in comparison to standard liquid cultures. The elongated
shape renders S. pombe an ideal model system in comparison, to, e.g.,
previously used spherical S. cerevisiae cells that were found to be prone to
rotations and position changes during growth and recording, which largely influenced
the impedance signals13.The coplanar microelectrodes lead to a horizontally-distributed electric field, which
is orthogonal to the vertically-immobilized cells. S. pombe grows exclusively
by elongation, and its nucleus divides in three stages: nuclear elongation, nuclear
separation and nuclear migration. These changes all occur orthogonally to the
electric field. Thus, the chosen configuration of cell immobilization and
microelectrodes is ideal for applying wide-band multi-frequency EIS to immobilized
cells. Structural modifications of the device may be required for future
applications, e.g., with mammalian cells that can be easily deformed during
cell-immobilization, which may affect their proliferation.We studied variations of EIS magnitude and phase signals that have been recorded
during cell growth and division. We observed a linear correlation between relative
magnitude and phase signals during cell growth, e.g., in the G2 phase, when the cell
elongates and its plasma membrane area increases accordingly. After the cell enters
the mitotic phase, magnitude and phase signal are no more linearly correlated (Fig. 3d). During nuclear division and cytokinesis, cell growth
slows down, and large structural rearrangements happen inside the cell. A local
maximum, followed by a signal decrease and minimum appear in the EIS phase curve in
Fig. 3c, which then produce two reproducible turning
points in the magnitude-versus-phase plot in Fig. 3d (turn to
the left and then back to the right) or in Supplementary Figs S8, S9. We observed these two local extrema in all EIS
recordings, in which the cells underwent cell division. The average time distance
between local maximum and minimum in all these recordings was
17.5 ± 5 minutes, which compares
well to the established time of nuclear division of around
17 minutes44. Another feature included the drastic
signal change upon tilting of the split daughter cells after the end of the cell
division process. This drastic change, however, did not happen in all cases of cells
that did divide.The EIS data of all cells that did not show any intracellular or nucleus activity
after a growth or elongation period showed almost no variation after around
60 min (Supplementary Figs S10,
S11). The phase and magnitude signals of those cells remained
approximately at the level reached at the end of the linear growth phase. In all
cases the failure to enter into mitosis could be confirmed through the accompanying
confocal micrographs. The halt of cell growth in these cases may be due to a failure
to pass the G2-M checkpoint384546, at which the entry into the
mitotic phase is determined.The state of cell division, S5, which is shown in the finite-element model in Fig. 4 represents a cell state with an elongated nucleus before
it splits into two individual nuclei. This state can be assigned to the local
maximum in the simulated EIS growth curve (relative phase signal) (Fig. 4b). Such a local maximum appears in recordings of EIS phase curves
(Fig. 3c,e) when the respective cell enters into the
mitotic phase and before completion of nuclear division. The local minimum in the
simulated phase curve appears before growth of the now separated daughter cells is
resumed. The presence of the local maximum and minimum in the phase signal can be
used to detect nuclear division directly in the EIS data. To this end, we introduced
a “division index”, which proved to be significantly
higher for cells undergoing nuclear division than for those, which stopped growing
(Fig. 3g).In conclusion, we have presented and experimentally verified a microfluidic device
for single-cell immobilization, EIS, and microscopy. This device enables real-time
monitoring of immobilized single S. pombe cells by using EIS. The measurement
system features a spatial resolution of 0.25 μm for
measuring the sample height, which corresponds to approximately 5-min growth
intervals that can be resolved. The wide-band multi-frequency EIS reliably detects
nuclear division and will likely detect other things. The experimental results (EIS
and confocal images) are in good agreement with finite-element modeling and
simulations, so that simulations and a fairly simple model can be used to correlate
obtained EIS data with cell cycle states.
Methods
Microfluidic device
The microfluidic device shown in Supplementary Fig. S1a−c was fabricated by using a
Glass-Pt-SiNx-SU-8-PDMS multi-layer process as shown in Supplementary Fig. S1d. First,
200 nm Pt with a 20-nm-thick TiW adhesion layer underneath were
deposited on a 500-μm-thick 4-inch Pyrex wafer and patterned with a
lift-off metallization process. Then, a 500-nm-thick SiNx passivation
layer was deposited on the whole wafer via plasma-enhanced chemical vapor
deposition (PECVD). This layer insulated all metal lines, but was reopened at
the sensing regions via reactive-ion etching (RIE) in order to produce defined
microelectrodes in the microchannels and contact pads at the chip border. The
other metal regions remained insulated, thereby reducing electrical crosstalk
and effects from the electrical double layer.Afterwards, the microfluidic structures (both channels and traps) with a height
of ~28 μm were fabricated in SU-8 3025
(MicroChem Co., USA) directly on top of the SiNx layer. Using a mask
aligner, the SU-8 patterns were precisely aligned to the Pt microelectrodes on
the substrate, which ensured accurate positioning of the bottleneck-like traps
(orifice width: 2.5−3 μm) between the
stimulus and recording microelectrodes. The wafer was then diced into single
chips and bonded to an unstructured polydimethylsiloxane (PDMS)
(10:1 w/w, Sylgard® 184, Dow Corning,
USA) cover, which sealed the microfluidic channels and completed the chip
fabrication. For an irreversible bond, the SU-8 surface of each chip was
modified with 3-aminopropyltriethoxysilane (APTES) (Sigma-Aldrich, USA), and the
unstructured PDMS layer, comprising punched fluidic inlets and outlets, was
activated by oxygen plasma. It is important to notice that no precise alignment
is required for the final channel sealing, so that it can be performed under a
conventional stereomicroscope. The materials that were used – glass,
SU-8 and PDMS – have excellent light transmittance, making the
microfluidic system readily accessible to wide field and confocal
microscopy.
Setup
The setup is schematically illustrated in Supplementary Fig. S12. A bonded microfluidic device was first placed
on a custom-made Al holder, which fits onto the inverted microscope stages
(Olympus IX81 Inverted Microscope, Olympus Corp., Japan, and Nikon
A1R + Confocal Microscope, Nikon Corp., Japan) for
imaging. Then, the microfluidic device was clamped tightly between the Al holder
and a polymethylmethacrylate (PMMA) cover by using screws. On top, a printed
circuit board (PCB) comprising manual switches and spring contact probes was
positioned. These spring probes contacted the electrode pads on the device when
screwed to the Al holder. Via the PCB, an impedance spectroscope (HF2IS, Zurich
Instruments AG, Switzerland) and a current amplifier (HF2TA, Zurich Instruments
AG, Switzerland) were connected to the microelectrodes on the device. For
fluidic access, polytetrafluoroethylene (PTFE) tubing (Bohlender GmbH, Germany)
was connected through holes in the PMMA cover to the inlets and outlets of the
microdevice.Media, bead samples or cell suspensions were initially loaded into glass syringes
(ILS Microsyringes AG, Germany) and then delivered to the cell-culturing channel
at controllable continuous flow, provided by dedicated syringe pumps (neMESYS,
Cetoni GmbH, Germany). An important point to mention is that the sample
suspension was introduced through the lower-left inlet, while the medium was
supplied to the upper-left inlet. In the laminar-flow regime, the upper half of
the cell-culturing channel, closer to the traps, was, therefore, perfused with
pure medium. The low-pressure conditions for cell capturing were applied via the
outlet of the suction channel using a pressure controller (DPI 520, Druck Ltd.,
UK), supplied with in-house compressed air and vacuum. The pressure controller
features high-speed stabilization (104 Pa/s) and high
precision (1 Pa) to ensure precise modulation of flow profiles. The
instruments, including the impedance spectroscope, syringe pump and pressure
controller, were controlled with a PC running custom software.During the experiment with cells, the whole microscope, as well as the filled
syringes affixed on syringe pumps, were placed in an environmental box (Life
Imaging Services GmbH, Switzerland) controlling the temperature of
32 °C or 25 °C,
respectively.
Bead and cell trapping
As mentioned before, the fluidic connections serve to guide bead or cell
suspensions along the lower half of the cell-culturing channel, at a certain
distance from the traps. In order to drag beads and cells towards the trapping
sites and to capture one, a low pressure (around
−2000 Pa; negative and positive pressures are relative
to atmospheric pressure if not specified) was exerted at the suction channel
(Supplementary Fig. S2a). Once a
bead or cell was captured, the pressure was elevated in a second step to an
optimized level (around 500 Pa, which was still lower than that in
the cell-culturing channel). At this pressure, the immobilized bead or cell can
be retained reliably, and no further bead or cell will be dragged to the trap
and captured (Supplementary Fig.
S2b). In order to capture multiple beads stacked above each other, an even
lower pressure (<−2000 Pa) was applied to the
suction channel. The number of stacked beads can be controlled by adjusting the
value and application time of the low pressure. The exact values of the required
pressure to capture a cell and to reliably retain a cell had to be optimized at
the beginning of each set of experiments.After single-point or long-term measurements, the immobilized bead(s) or cell
were released by a slight raise of the applied pressure in the suction channel,
which allowed the bead(s) or cell to be dragged away from the trap.Due to a pressure difference across the various traps42, the first
trap, producing the highest pressure difference, was usually used for most of
the experiments. The calibration of the cell length was done at each used trap,
since the traps might have slight differences in terms of geometry and
electrical properties of the microelectrodes as a result of process variations
during microfabrication.
Electrical impedance spectroscopy
After immobilization of a single bead or stack of beads or a single cell, an
impedance measurement was executed: An alternating current (AC) signal,
(amplitude 1 V and phase 0),
swept over a frequency range from 10 kHz to 10 MHz
including 92 sampling frequencies, was applied to the stimulus microelectrode by
the impedance spectroscope. The induced signal, which was received by the
recording microelectrode situated at the respective trap, was amplified and
converted to a voltage signal through the current amplifier, and ultimately
recorded by the impedance spectroscope. Therefore, the measured impedance
between the stimulus and recording
microelectrodes can be expressed as , where
is the gain of the transimpedance
amplifier, and is the recorded voltage signal.
This signal is displayed in terms of magnitude, ,
and phase, , at each applied frequency of the
impedance spectroscope. Since the impedance is inversely proportional to the
recorded signal , the values of magnitude and
phase were directly used as characteristic signals in the measurements.Impedance measurements over the whole frequency range were performed once for
each immobilized sample in characterization experiments. For cell-growth and
cell-cycle recordings of S. pombe cells, the frequency sweep was carried
out every 30 seconds.EIS data have either been used as raw absolute signals, or as relative signals,
calculated with respect to recorded signals from an empty trap. Each measurement
of the empty trap was performed right after single-point characterization of
each bead or cell. For long-term monitoring of cell growth and cell cycle, the
empty trap was measured before and after the recording, and the respective
values were used as a reference. The impedance signal of the empty-trap
measurement is displayed as magnitude A and phase
θ. Thus, the relative magnitude
was calculated by dividing the signal
magnitude when a sample was trapped, by the signal magnitude of the empty trap.
The relative phase was calculated by subtracting
the phase signal of the empty trap from that of the trap with an immobilized
sample. Obvious signal jumps or steps, which could be clearly assigned to
additional capturing of small particles or cell debris during EIS recording,
were removed manually.
Equivalent circuit model
An ECM has been used to better understand variations in the EIS signals of an
immobilized S. pombe cell (Fig. 1e). The measured
impedance between stimulus and recording microelectrodes is depending on the
nature of the microelectrodes themselves , on that
of the cell , and on that of the trap . The contribution of the cells to the signal has been
determined by comparing signals from trapped cells to those of the empty trap.
Signals obtained from empty traps have been utilized as reference values for all
measurements.
Imaging
For the characterization experiment with beads, a CCD camera (F-View II, Soft
Imaging System GmbH, Germany) on the Olympus IX 81 microscope (LUCPLFLN 60X
objective, 0.7 NA, correction ring adjusted to 0.5 mm to
match the thickness of device substrate), was used to acquire bright-field
images of immobilized beads. For the calibration experiment with S. pombe
cells, the Nikon A1R + confocal microscope (CFI S Plan
Fluor ELWD ADM 40X objective, 0.6 NA, correction ring adjusted to
0.5 mm) was used to scan each immobilized cell (xy-resolution of
0.1 μm, z-stack interval of
1 μm). For cell-growth and cell-cycle recordings of
S. pombe cells, the same confocal microscope with the same objective
was used to scan the immobilized cell every 20 min
(64 × 64 pixels, xy-resolution of
0.4 μm, z-stack interval of
0.5 μm).The length of S. pombe cells for calibration and validation of the
measurement system has been extracted manually from the z-stacks of the confocal
micrographs. The following methods were used to optimize accuracy: (i) The
bottom boundary of the cell was defined by a sharp increase of fluorescence
intensity and the appearance of a ring-shaped structure that is caused by the
cell plasma membrane; (ii) For an undivided cell, the total length of the cell
can be defined as two times the distance from the bottom boundary to the
fluorescently brightest plane of the nucleus, because the nucleus is maintained
in the cell center by cytoplasmic microtubules; (iii) All cells, no matter at
which stage of division, are geometrically symmetric along the z-axis; (iv)
After division, the upper nucleus is visible due to the enhanced fluorescence of
the nuclear membrane, even though the intensity is still lower compared to the
lower nucleus.
Bead preparation
Commercial monodisperse PS beads (Fluka, Sigma-Aldrich Co., Switzerland) with
known diameters of
6.084 ± 0.082 μm,
7.177 ± 0.086 μm and
8.020 ± 0.098 μm
(calibration values from the manufacturer’s datasheet) were employed
for EIS characterization in this device. Before loading the samples into the
syringe, beads were suspended in yeast culture medium. Potential bead-clusters
in the suspension were mechanically separated for 5 minutes in an
ultrasonic bath at room temperature.
Cell preparation
An S. pombe strain (h972, haploid h+) was used in the experiments. The
gene ERG11 had been genetically modified by fusing its C-terminus with
the GFP gene. The resulting protein Erg11-GFP inserts into the endoplasmic
reticulum (ER) so that the boundaries of the nucleus and the cell became visible
through green fluorescent protein. In particular, the nuclear membrane (which is
part of the ER) is clearly visible in this strain. Cell suspension was grown in
a medium made of 0.5% w/v Yeast Extract (YE) (BactoTM, BD, USA),
2% glucose (Sigma-Aldrich Co., Germany), 150 mM NaCl solution
(Sigma-Aldrich Co., Germany) and 0.05% w/v Pluronic®
F127 (Sigma-Aldrich Co., Germany) at 32 °C and at
25 °C. Pluronic® F127
solution was used to prevent hydrophobic components in the medium from sticking
together. We have validated that the F127 solution at the given concentration
had no impact on cell growth of S. pombe.
Modeling and simulation
Fluid dynamics in the microfluidic device during capturing and retaining of a
cell have been modeled using 2D CFD simulation in COMSOL Multiphysics software
(COMSOL, Inc., USA). “Incompressible Navier‒Stokes”
physics from the MEMS Module was applied in simulation. To show the basic
working principle, the simulated geometry was simplified to the section of
interest containing only cell-culturing and suction channels with three traps
(Supplementary Fig. S2).
Subdomains were assigned with a density of 103 kg
m−3 and a dynamic viscosity of
10−3 Pa∙s (for water).
The no-slip boundary condition was set for the walls of channels and traps. A
flow rate of 1 μL min−1 was
applied at the inlet of the cell-culturing channel in a laminar flow regime. By
varying the pressure, applied to the suction channel, we obtained pressure
profiles and stream lines referring to the volumetric flow rates. The pressures
used in experiments were different from the applied pressures in simulation, due
to the longer length of channels, tubing connections and fabrication
variations.Based on the cell-cycle states during the cell growth and division of S.
pombe in Fig. 1a, a finite-element model was
established in COMSOL to simulate EIS recordings of the S. pombe cell
cycle (Fig. 4). The modeled geometry (Supplementary Fig. S13) is analogous to the
one schematically shown in Fig. 1e. Cell growth in the G2
phase is mimicked by a continuous increase of the cell length from
8 μm to 14 μm with an interval
of 2 μm. The modeled cell keeps a constant diameter of
4.6 μm. For nuclear division, we varied the
center-to-center distance between the two nuclei by two values
(2 μm and 8 μm), while keeping
the diameter of the nuclei constant along all simulated states. A membrane in
the middle of the cell was added to mimic the appearance of the septum before
cytokinesis. In the final state, the model consisted of two stacked cells with a
length of 8 μm for each. EIS signals were simulated at
19 frequencies in the range of 10 kHz to 10 MHz. The
double-layer capacitance of the microelectrodes and the parasitic components of
the used measurement system were extracted by fitting the measurement results of
the empty trap to the ECM using MATLAB software (MathWorks, Inc., USA). The
critical parameters used in the model are presented in Supplementary Note S2 and Supplementary Table S3.
Detection of nuclear division in EIS data
To detect the occurrence of nuclear division in the EIS data, we devised a simple
heuristic method, which was motivated by our simulations (see Fig. 4). We observed that the derivative of the phase signal at
5 MHz changed sign between the S4 and S6 cell cycle states,
resulting in a local maximum in the phase signal. We quantified the presence of
the local extrema by the “division index”: First,
the relative phase at 5 MHz was smoothed by using a Savitzky-Golay
filter of order 2 with a span of 40 (20 min) to remove small local
extrema introduced by high frequency noise. The resulting signal was then
normalized by using its global minimum and maximum to the range of
[−1 0]. We then detected local maxima and, in case that the temporal
smoothing did not remove all fluctuations introduced by noise, we removed those
that were temporally too close (10 data points or 5 min) to larger
local maxima, or too small with respect to neighboring values (they had to be
larger by at least 10−4). The same procedure was
repeated to detect local minima. The division index was then defined as
the difference between the first local maximum and its directly succeeding local
minimum. If no local minimum was detected, or if the first local minimum after
the first local maximum was located at the last sample of the recording, the
division index was set to 0. A local minimum location at the last
recording sample was observed in most recordings that did not feature nuclear
division, as, in these cases, the resulting phase signal stayed nearly constant
after cell growth had stopped.
Statistical analysis
All error bars are standard deviations. “” refers to the number of samples if not specified
otherwise. Significance criteria rely on a two-sample Student t-test
using *p < 0.05,
**p < 0.01,
***p < 0.001, and
****p < 0.0001.
Additional Information
How to cite this article: Zhu, Z. et al. Time-lapse electrical
impedance spectroscopy for monitoring the cell cycle of single immobilized S.
pombe cells. Sci. Rep.
5, 17180; doi: 10.1038/srep17180 (2015).
Authors: David K Wood; David M Weingeist; Sangeeta N Bhatia; Bevin P Engelward Journal: Proc Natl Acad Sci U S A Date: 2010-05-13 Impact factor: 11.205
Authors: Miriam S Epping; Severin Wedde; Armin Grundmann; Marco Radukic; Harald Gröger; Anke Hummel; Martina Viefhues Journal: Anal Bioanal Chem Date: 2020-03-11 Impact factor: 4.142