www.elsevier.com/locate/biotechadv
Biotechnology Advances 21 (2003) 431–444
Miniaturized analytical assays in biotechnology
Rosanne A. Guijt-van Duijn a,*, Rob Moerman a, Arthur Kroon a,Gijs W.K. van Dedem a, Richard van den Doel b, Lucas van Vliet b,Ian T. Young b, Frederic Laugere c, Andre Bossche c, Pascalina Sarro c
aKluijver Laboratory for Biotechnology, Delft University of Technology, Julianalaan 67,
2628BC Delft, The NetherlandsbPattern Recognition Group, Department of Applied Physics, Delft University of Technology, Lorenzweg 1,
2628CJ, Delft, The NetherlandscElectronic Instrumentation Group, Faculty of Information Technology and Systems,
Delft University of Technology, Mekelweg 4, 2628CD, Delft, The Netherlands
Abstract
Biotechnology today is a well-established paradigm in many areas of human endeavor, such as
the pharmaceutical industry, agriculture, management of the environment and many others.
Meanwhile, biology is undergoing a spectacular transition: whereas systematic biology was
replaced gradually by molecular biology, the latter is rapidly being transformed into a new systematic
era in which entire genomes are being charted by ever more sophisticated analytical techniques.
In the wake of this onslaught of data, new fields are germinating, such as bioinformatics in an
attempt to find answers to fundamental questions, answers that may be hidden in the massive
amounts of data already available today.
D 2003 Published by Elsevier B.V.
Keywords: Miniaturized analytical assays; Bioinformatics; Biotechnology
1. Introduction
As new fields develop, they attempt to find answers to fundamental questions,
answers that may already be available in the existing massive amounts of data.
Presently, such questions may also be answered using alternative analytical tools. At
0734-9750/03/$ - see front matter D 2003 Published by Elsevier B.V.
doi:10.1016/S0734-9750(03)00059-4
* Corresponding author.
E-mail address: [email protected] (R.A. Guijt-van Duijn).
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444432
the Kluyver Laboratory, a major thrust is rational strain improvement. As was found in
recent years, improving strains in the straightforward way, e.g., by increasing the
number of genes responsible for the synthesis of a useful secondary metabolite often
results in disappointment. The reason may very well be that the problem is not in the
pathway itself, but in the supply of building blocks or energy from central metabolism.
To get a better understanding of such phenomena, several (analytical) approaches are
being explored. These include:
� Rapid sampling and analysis of metabolites by LC/MS/MS (Visser et al., 2002),� The use of DNA oligonucleotide chips to probe mRNA levels (Piper et al., 2002),� The development of strongly miniaturized analytical devices (Moerman et al., 2001;
Moerman and van Dedem, submitted for publication; Guijt et al., 2001, 2002; Laugere
et al., in press).
The rationale for miniaturization is several-fold: reduction of reagent and—more
importantly—sample consumption, improving analytical speed by shortening analysis
time or by running several analyses in parallel.
The infrastructure of the Delft University, like Waterloo is primarily that of an
engineering school, and is therefore eminently suitable for such developments, thanks
to the presence of (among others) (bio)chemical engineering, electrical engineering and
physics departments. Our efforts have focused on two objectives:
1. Separation and detection of extracellular medium components in fermentation and cell
culture; and
2. Parallel assays for intracellular enzymes and metabolites.
In this paper, an overview is given to some of our developments in this area.
2. Why miniaturized methods?
2.1. Extracellular components
Fermentation technology is still one of the major unit operations in biotechnology,
be it in growing vast amounts of yeast cells for the baking of bread, or the refined
culturing of mammalian cells for the production of valuable biopharmaceuticals. In all
cases, cells are exposed to conditions assumed to be favorable to their growth and/or
product formation. These conditions have largely been the result of trial and error and
proper optimization using statistically valid designs over many different parameters has
often been considered too labor and time consuming.
Over the last 30 years, many attempts have been made to obtain more real-time data
from fermentation processes by on-line and at-line techniques, in addition to the more
conventional off-line mode. These attempts involved the use of Flow Injection Analysis
(FIA) or related techniques among others. These consisted of bleeding small samples
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444 433
from a fermentor and leading them through a system of mixing coils, reaction coils and
detectors to obtain data on extracellular concentrations of carbon and nitrogen sources
as well as on end-products of metabolism such as organic acids (see, e.g., Freitag,
1996].
In practice, these methods proved to be too complicated and, to our knowledge, have
not been applied in industrial fermentations.
What remained are the traditional pH- and dissolved oxygen probes that are routinely
applied in almost all fermentations. It dawned upon us that any system meant to gain more
information on medium composition should be as simple as using a pH electrode. This in
turn would involve a large amount of integration of the functions of an analytical system.
These functions include:
1. Sampling,
2. Sample conditioning,
3. Injection and separation,
4. Detection.
To integrate all these functions into a single device and to make it operate on a time
interval compatible with that of a fermentation process, miniaturized devices seemed the
obvious way to go.
2.2. Intracellular components
As in the now widely used DNA chips which are used in analyzing the tran-
scriptome, understanding of the workings of the cell will require further probing into its
metabolism. Since metabolism is brought about by enzymes, enzyme levels are a
worthwhile object of study in cells when exposed to a variety of conditions, such as
steady-state and—more interesting—to sudden changes in external conditions. Another
consideration is that optimization of production of useful metabolites or proteins may
involve channeling central metabolites into other than the usual directions. This may
necessitate the insertion of additional copies of certain key enzymes, which in turn
necessitates to quantify such enzymes.
As in DNA chips, the design of highly parallel methods using miniaturized techniques
for such enzyme assays has several advantages, such as:
1. A complete picture is obtained;
2. More assays can be done e.g., in a rapid sampling mode; and
3. Less sample is needed.
Using ‘‘classical’’ methods, a common measurement principle can be employed, both
for measuring enzyme levels as well as for measuring metabolite levels, i.e., methods
that are based on the formation or consumption of NAD(P)H. This allows for the use of
fluorescence as a common detection method, which can be adapted for a wide range of
analyses.
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444434
3. Tools for extracellular components
3.1. Sampling
A small-scale sampling device was designed and built at the mechanical workshop of
the Kluyver Laboratory. It basically consists of a support with a cross section of 5 mm,
into which tiny holes of 200 Am are drilled. The support can be covered with any filter
material deemed suitable. In our case, we used a 0.22-Am sterilizable filter, which was cut
to size. It was kept fixed by a screwed-on open nut, in combination with an O-ring. The
outlet was connected to a small reservoir, connecting to a piece of 100-Am tubing. An
illustration is shown in Fig. 1.
3.2. Sample conditioning
Sample conditioning is usually a necessary part of the analytical process. In handling
cell extracts, a lot of the work can be done using automatic liquid handling systems that are
commercially available. This is so because the data are considered not to be needed in
quasi real-time.
However, for the analysis of extracellular components, sample pretreatment must be done
in real-time using methods suitable for miniaturization. One of the more promising
approaches is fluid handling by Electro-Osmotic Flow (EOF) and its even more versatile
alternative Electro-Osmotically Induced Pumping (EOIP), which were recently developed
and demonstrated (Guijt et al., 2002). In both cases, the driving force is an electric field
applied between two points along a channel. The phenomenon is based on the fact that the
inside walls of glass channels are negatively charged. These negative charges attract positive
counter-ions from the buffer inside the channel.When a potential is applied between the ends
of the channel, these positive counter-ions are forced to move in the direction of the cathode,
dragging along the liquid. An almost flat velocity profile is achieved, which in theory can
give rise to very high plate numbers.
The simplest form of this arrangement is a channel ending in open reservoirs on
either side, into which the high-voltage electrodes can be placed. Any gas bubbles
emanating at the electrode surface are thus vented to the air.
Fig. 1. Sampling device used for testing long-term, small volume sampling from continuous cultures of yeast.
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444 435
Variations on this theme include the application of indirect EOF, whereby the high
voltage is applied through electrically conducting microchannels connecting to side
channels, which contain the actual electrodes. This configuration expands the use of
EOF into the EOIP regime, since the side channels can be placed anywhere along a
channel and also outside the field, liquid will be forced to move once the field is applied
(see Figs. 2 and 3).
3.3. Injection and separation
Using the EOIP or indirect EOF principles, injection becomes almost trivial. The most
straightforward approach is to have a crossing of channels or a ‘‘double-T’’ configuration,
whereby one channel serves as a sample application channel and the other as the
separation channel proper. Adequate timing and application of voltages allows for filling
the cross or double T, retracting the superfluous sample and injecting it into the separation
channel.
A schematic layout of a testing device is shown in Fig. 4.
This testing device was used for injection experiments with fluorescent dyes, the
movement of which could be monitored using a fluorescence microscope. A typical
injection procedure using EOIP is shown in Fig. 5.
The separation mode we have explored so far is electrophoresis, i.e., separation based
on charge and size. Molecules move with the EOF, but are retarded or accelerated when
negatively or positively charged, respectively.
3.4. Detection
In the most widely studied device so far, separation and detection were combined into a
single microdevice with dimensions 10� 20 mm. It contained a 6-cm separation channel
Fig. 2. Example of indirect Electro-osmotic flow (EOF) and electro-osmotically induced hydraulic pumping
(EOIHP), using side channels which are electrically connected to the main channel through a thin liquid
channel.
Fig. 3. Electrically conducting microchannel between main (lower channel) channel and side channel (upper
channel).
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444436
with open reservoirs on either end. Therefore, cross injection could not be applied.
Furthermore, it contained an integrated 4-electrode nongalvanic conductivity detector of a
new design.
Conductivity is a generally applicable detection mode, which does not depend on the
presence of chromophores or other special chemical properties. It is a very attractive
detection technique for miniaturized devices because its sensitivity does not depend on, for
example, (optical) path length.
The detector is operated by applying an AC voltage across the outermost electrodes
and detecting the current flowing between the innermost ones. This arrangement
eliminates the effects of stray capacitances between the electrodes and hence allows
for a strongly improved signal to noise ratio, specifically since the signal is fed through
a lock-in amplifier which is tuned to the applied AC input frequency. The advantage of
nongalvanic over galvanic electrodes is the elimination of reactions taking place at the
Fig. 4. Schematic of testing device. S and Sw are sample loading and sample waste reservoirs, B and Bw are buffer
reservoirs. Side channels are numbered 1 through 6. On each reservoir and on each side channel, high voltages
can be applied from independent power supplies. The injection cross is marked with a square. The sample channel
runs between reservoirs S and Sw, whereas the separation channel runs from the injection cross to reservoir Bw.
Fig. 6. Separation and detection device fabricated in glass. This device does not contain a cross or double-T
injection. The buffer reservoirs on the left side of the serpentine-like separation channel serves also as a sample
application reservoir. Buffer is sucked out of it and is replaced with sample. After a short loading period, sample is
sucked out again and is replaced with buffer. Separation occurs along the serpentine channel. The detector is
inside the square and consists of 4 aluminum electrodes, covered with a layer of silicium carbide to isolate them
from direct contact with the liquid.
Fig. 5. Example of injection with concomitant sample dilution. Top frame: sample is drawn from sample reservoir
S into the injection cross by applying � 3 kV on side channel 4, while all other side channels and reservoirs are
kept at 0 V. Buffer is drawn from the buffer reservoirs along with the fluorescent dye coming from reservoir S,
thus diluting the sample. Middle and bottom frames: sample is injected into the separation channel by applying
+ 3 kVon side channel 5, while keeping all other side channels at 0 V. A sample plug is drawn into the separation
channel and superfluous dye is drawn into the sample channels on both sides of the injection cross.
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444 437
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444438
electrode surface and possibly causing changes in surface quality or the formation of
air bubbles.
A typical example of such a device is shown in Fig. 6.
4. Tools for intracellular components
Components such as metabolites and proteins need to be extracted from the cells in
such a way that the actual sampling does not affect their levels. This is probably not a very
big problem for proteins. However, for mRNA, this issue is unresolved and for
metabolites, it is certain that they will be affected by any sampling procedure. Several
sampling procedures have been described in the literature, and for yeast, we have adopted
the following:
1. Collect cells in a methanol–buffer mixture at � 40 jC in such a way that the
temperature never exceeds � 30 jC;2. Remove the supernatant by centrifugation at � 30 jC;3. Extract metabolites in boiling ethanol at 60 jC;4. Evaporate solvent and redissolve the residue in water or buffer for analysis.
This method has been applied to follow the dynamic response of sudden jumps in
glucose supply in a steady-state yeast culture.
For proteins, a simpler protocol was followed, involving breaking-up cells with glass
beads and extracting the proteins in aqueous medium (Overkamp et al., 2002).
Fig. 7. Size comparison between a classical 96-well microtiter plate and a 5� 5 nanowell array with circular wells
of dimensions of 300� 50 Am.
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444 439
Metabolites were analyzed by a combination of liquid chromatography (LC) and mass
spectrometry (MS). This method has been extensively described in Visser et al. (2002).
(Glycolytic) enzymes were analyzed using NAD(P)H-dependent methods, basically as
described by Bergmeyer et al. (1984). Arrays of 25 wells, 400� 400� 50 Am in size (see
Fig. 7 for a size comparison with a conventional 96-well microtiter plate) were prefilled
with the appropriate mixture(s) of substrate(s) and ancillary enzymes.
At the time of measurement, appropriately diluted cell-free extract was applied to the
wells and these were then immediately closed with a cover slide and placed in the
measuring system. This consisted of an x–y table, the settings of which were programmed
to allow each well to be exposed to the detector (vide infra) in turn for e.g., 1 s. When all
wells had been scanned, the process was repeated until sufficient information had been
gained (typically 2–5 min).
The detector proper was an adapted fluorescence microscope fitted with a CCD camera
and the appropriate read-out electronics. In this way, progress curves could be collected for
each individual well.
5. Results
5.1. Extracellular components
An example of a typical separation is shown in Fig. 8. All components are baseline
separated within a little over 2 min, which is fine on the scale of any imaginable
fermentation.
Fig. 8. Separation of 1 mM (each) fumaric (1), citric (2), succinic (3), pyruvic (4), acetic (5), and lactic acid (6) in
a 20 mM MES/His (pH 5.8) buffer. 0.2 mM TTAB was added to the buffer in order to reverse the electro-osmotic
flow. Separation at 1000 V or 167 V/cm.
Fig. 9. Electropherogram of a separation of a 5 mM (each) mixture of K+, Na+ and Li+ in 20 mM MES/His (pH
6.0). Injection for 3 s at 300 V, separation at 300 V (50 V/cm).
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444440
Another example is shown in Fig. 9, where cations are separated in the device
described in the previous section. In both examples, the integrated conductivity detector
was used.
The sensitivity of the conductivity detector was tested by injecting a dilution series of
Na+ ions as shown in Fig. 10. Clearly, concentrations down to 10 AM can still be detected.
The last example shows a separation of fluorescently labeled amino acids on the device
shown in the previous section which was used for testing of EOIP as an alternative
injection tool. In this example, laser-induced fluorescence was used for detection (see Fig.
11). A baseline separation is achieved within 20 s.
Fig. 10. Calibration curve for Na+-ions on the integrated device.
Fig. 11. Separation of FITC-labeled amino acids. Combination of EOIP and EOP for the separation of 10 mM
FITC-labeled Arg, Phe and Gly in buffer. Sample loading took 30 s using EOIP, with a potential difference
applied between channels 3 and 4 (4 kV). Injection was performed using a potential difference applied between
reservoirs 5 and 6 (4 kV), and pushback voltages applied to side channels 1 and 3 (2.3 kV). Separation length
(LD): 11 mm, buffer: 32 mM carbonate buffer, pH 9.5.
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444 441
It is concluded that separations on integrated devices are possible and that sensitivities
down to the micromolar level can be attained in these integrated, miniaturized separation
systems.
5.2. Intracellular enzymes
Several couples or single enzyme systems were tested, first in microtiter plates and
subsequently in chips containing wells with nominally 8 nl volumes. As an example, we
show a typical progress curve of the reaction:
Glucoseþ NADþ ! Gluconolactoneþ NADH
recorded in a single well in Fig. 12.
Fig. 12. Progress curve of glucose-6-phosphate dehydrogenase in a single 8 nl well. The ‘‘camera response’’
represents arbitrary fluorescence units.
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444442
Similarly, an entire 5� 5 array can be recorded and typical progress curves for the
reaction of pyruvate kinase, coupled to lactate dehydrogenase as shown in the frame
below.
The progress curves recorded on the chip are shown in Fig. 13.
Fig. 13. Readings of pyruvate kinase off an array of 8 nl wells. In each case, the x-axis (time) ranges from 0 to 400
s. The y-axis (fluorescence) is in arbitrary units.
Fig. 14. Yeast cell ‘‘colonies’’ grown in an 8 nm well.
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444 443
The same reactions could be followed starting from cell-free yeast extracts. In the same
platform, metabolites can be measured, again using the Bergmeyer methodology (Berg-
meyer and Bermeyer, 1984). So far, we have not applied this technology for assaying
metabolite levels.
We calculated the number of cells from which the enzyme contents measurable in a
single 8-nl well corresponded. This turned out to be approximately 3000 cells. Further
miniaturization by a factor of 1000 would bring measuring enzyme levels in single cells
very close. Such a further down scaling might seem difficult, but it is entirely feasible in
terms of microfabrication.
A first step into this direction was to see if single cells could grow in these small wells.
Very dilute suspensions of yeast cells in growth medium were bulk filled using the co-
verslip method (see Moerman and van Dedem, submitted for publication) into wells and
incubated in a moist environment. These cells contain a GFP fusion protein, and therefore
show a nice green fluorescence. After one day, colonies could be seen as illustrated in
Fig. 14.
6. Conclusion and outlook
We have demonstrated that miniaturized methods are feasible and can lead to
significant savings in time, reagent and sample volumes.
In the third section, elements for a real-time monitoring system for extracellular
components in (bio)processes were discussed, ranging from the sampling system through
a fluid manipulation system to a separation and detection system. All these ingredients will
need to be integrated into a robust and reliable instrument that can be used with the same
R.A. Guijt-van Duijn et al. / Biotechnology Advances 21 (2003) 431–444444
ease as a pH electrode. This indeed is the subject matter of a follow-up project. In the
fourth section, miniaturized tools for functional testing of intracellular enzymes and
metabolites were described. Although their realization has in fact been demonstrated, a lot
of technical improvements are still needed, as well as standardization. However, we feel
that such developments are more suitably pursued by an instrument manufacturer than by
academic research. Finally, the yeast experiments show interesting possibilities for
studying single cells at the level of the transcriptome, the proteome and the metabolome.
This line of research will be actively pursued in the near future.
References
Bergmeyer HU, Bermeyer J, editors. Metabolites 1: carbohydrates. 3rd ed. Methods of enzymatic analysis, vol. 6.
New York, USA: John Wiley and Sons; 1984.
Bergmeyer HU, Bermeyer J, Bral M, editors. Methods of enzymatic analysis, enzymes I, oxido-reductases,
transferases. New York, USA: John Wiley and Sons; 1984.
Freitag R. Biosensors in analytical biotechnology. Austin Texas, USA: R.G. Landes Company; 1996.
Guijt RM, Baltussen E, van der Steen G, Frank J, Billiet HAH, Schalkhammer T, et al. Capillary electrophoresis
with on-chip four-electrode capacitively coupled conductivity detection for application in bioanalysis. Electro-
phoresis 2001;22:2537–41.
Guijt RM, Lichtenberg J, Baltussen E, van Dedem GWK, de Rooij NF, Verpoorte E. Indirect electro-osmotic
pumping. JALA 2002;7(3):62–4.
Laugere F, Guijt RM, Bastemeijer J, van der Steen G, Berthold A, Baltussen E, et al. On-chip contactless four-
electrode conductivity detection for capillary electrophoresis devices. Anal Chem 2003;75:306–12.
Moerman R, van Dedem GWK. A cover slide method for rapid filling and sealing of (sub)nanoliter wells to
perform reactions in defined volumes; 2002 [in press].
Moerman R, Frank J, Marijnissen JCM, Schalkhammer TGM, van Dedem GWK. Miniaturized electrospraying as
a technique for the production of microarrays of reproducible micrometer sized protein spots. Anal Chem
2001;73:2183–9.
Overkamp KM, Bakker BM, Kotter P, Luttik MA, Van Dijken JP, Pronk JT. Metabolic engineering of glycerol
production in Saccharomyces cerevisiae. Appl Environ Microbiol 2002;68(6):2814–21 [Jun].
Piper MD, Daran-Lapujade P, Bro C, Regenberg B, Knudsen S, Nielsen J, et al. Reproducibility of oligonucleo-
tide microarray transcriptome analyses. An interlaboratory comparison using chemostat cultures of Saccha-
romyces cerevisiae. J Biol Chem 2002;277(40):37001–8 [Oct. 4].
Visser D, van Zuylen GA, van Dam JC, Oudshoorn A, Eman MR, Ras C, et al. Rapid sampling for analysis of in
vivo kinetics using the BioScope: a system for continuous-pulse experiments. Biotechnol Bioeng 2002;79(6):
674–81 [Sep 20].