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Selective inactivation of enzymes conjugated to nanoparticles using tuned laser illumination: Inactivation of Enzymes by Laser Illumination

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We report a novel method for specific deactivation of conjugated enzymes using laser-heated gold nanoparticles. Current methods involve treatment of the entire solution, thereby inactivating all bioactive components. Our method enables inactivation of only a single or subset of targeted enzymes. The selected enzyme is pre-conjugated to gold nanoparticles, which are specifically heated by a laser tuned to their surface plasmon resonance. We demonstrate inactivation of a selected enzyme, glucose oxidase, within a mixture of biomolecules. Illumination of non-conjugated enzymes and nanoparticles demonstrated specificity. We propose a novel method to quantitatively regulate enzyme activity, providing a building block for cellular and cell-free biochemical reactions. © 2016 International Society for Advancement of Cytometry
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Selective Inactivation of Enzymes Conjugated
to Nanoparticles Using Tuned
Laser Illumination
Asaf Ilovitsh,
1,2
Pazit Polak,
1,2
Zeev Zalevsky,
1,2
*Orit Shefi
1,2
*
Abstract
We report a novel method for specific deactivation of conjugated enzymes using laser-
heated gold nanoparticles. Current methods involve treatment of the entire solution,
thereby inactivating all bioactive components. Our method enables inactivation of only
a single or subset of targeted enzymes. The selected enzyme is pre-conjugated to gold
nanoparticles, which are specifically heated by a laser tuned to their surface
plasmon resonance. We demonstrate inactivation of a selected enzyme, glucose oxidase,
within a mixture of biomolecules. Illumination of non-conjugated enzymes and nano-
particles demonstrated specificity. We propose a novel method to quantitatively regu-
late enzyme activity, providing a building block for cellular and cell-free biochemical
reactions. V
C2016 International Society for Advancement of Cytometry
Key terms
enzyme inactivation; nanoparticles; laser heating
ENZYMATIC processes are widely used in a variety of disciplines such as basic
research, biotechnology, bio-engineering and diagnostics (1). Many industrial pro-
cesses also require large scale enzymatic activity. Some examples include cosmetics
(2), food production (3), textiles (4), biofuels (5), article industry (6), pharmaceuti-
cal industry (7) and more. In many processes, an enzyme needs to be active for a spe-
cific limited time period. Later on, its activity may become unnecessary or even
harmful, and thus it needs to be inactivated. A useful but still challenging task is to
inactivate an enzyme selectively without affecting other biological materials in the
medium. Current methods for rapid enzyme inactivation include dramatic pH
change or heating the entire solution above the denaturation temperature of the
enzyme (8). However, these methods lead to denaturation of all bioactive compo-
nents within the system. It is sometimes possible to inactivate a specific enzyme by
adding excess of a dominant negative enzyme or an inhibitor (8). Still, these are not
always available, and they introduce another active material into the system. Finally,
in some cases it is possible to control enzyme activity by immobilization of the
enzyme on a solid support (9,10). However, this is not applicable for applications in
which in situ localization of the enzyme is critical. We propose the ability to regulate
enzyme activity within a mixture as a fundamental building block for biochemical
reactions and therapeutics.
We have developed a new method that enables rapid inactivation of a target
protein within a solution, leaving all other molecules largely intact. Our method is
based on conjugation of the designated protein to gold nanoparticles. Conjugation
of enzymes to nanoparticles is a well-established technology that is widely used for
alterations of enzyme structure and function (9,11). Gold nanoparticles are particu-
larly suited for this purpose as they are inert and bind strongly to proteins. Gold
1Faculty of Engineering, Bar Ilan
University, Ramat-Gan 5290002, Israel
2The Bar-Ilan Institute of
Nanotechnologies & Advanced
Materials, Bar Ilan University, Ramat-
Gan 5290002, Israel
Received 21 December 2015; Revised 30
May 2016; Accepted 5 October 2016
Additional Supporting Information may be
found in the online version of this article.
*Correspondence to: Zeev Zalevsky, Fac-
ulty of Engineering, Bar Ilan University,
Ramat-Gan, 5290002, Israel. E-mail:
zalevsz@biu.ac.il and Orit Shefi, Faculty
of Engineering, Bar Ilan University,
Ramat-Gan 5290002, Israel. E-mail: orit.
shefi@biu.ac.il
A.I. and P.P. contributed equally to this
work.
Published online 00 Month 2016 in Wiley
Online Library (wileyonlinelibrary.com)
DOI: 10.1002/cyto.a.23005
V
C2016 International Society for
Advancement of Cytometry
Cytometry Part A 00A: 0000, 2016
Original Article
nanoparticles are used in a large variety of biomedical process-
es such as labeling (12), drug or gene delivery (13), sensing
(14), and imaging (15,16). They are easy to produce at low
cost, chemically stable, and biocompatible (12,16–22). In case
our method will be implemented in vivo or ex vivo, gold
nanoparticles can be quantitatively detected ex vivo by atomic
absorption methods, and in vivo by CT imaging (23). Another
important characteristic of gold nanoparticles is their surface
plasmon resonance: under optical illumination, gold nanopar-
ticles efficiently create heat, which is especially significant
when the energy (wavelength) of incident photons is close to
the plasmon frequency of the nanoparticles. Importantly, the
plasmon frequency wavelength is determined by the shape
and dimensions of the nanoparticle (24,25). The heat generat-
ed by the illuminated gold nanoparticles is proportional to
the duration and energy of the illumination, and can reach
temperatures of hundreds of degrees Celsius (26). The heat is
highly localized and decreases exponentially in space, equili-
brating with surrounding temperature within a radius in the
range of a few tens of nanometers from the nanoparticle sur-
face (27–29). Thus, such heat can easily denature a conjugated
enzyme, but does not reach other proteins within the same
solution. Gold nanoparticles are commonly produced as
spheres or rods. Gold nanospheres at sizes above 2 nm diame-
ter show strong absorption at a wavelength 522 nm. Howev-
er, in gold nanorods the plasmon resonance splits into a
longitudinal mode parallel to the long axis of the rod, and a
transverse mode perpendicular to the first (24,25). As a result,
nanorods have two absorbance peaks, the primary of which
varies depending on the aspect ratio between the longitudinal
and transverse modes, and the secondary, weaker absorbance
peak always corresponds to the transverse 522 nm wavelength.
By using different shapes of gold nanoparticles conjugated to
different enzymes, selective inactivation can be achieved. The
method can be utilized for advanced biomedical applications
as well as cell-free synthetic biology applications (30,31).
Turning on (for example “hot-start” enzyme) and turning off
enzymatic activity in a quantitative manner by illumination
presents a potential method for biochemical computations
(32).
In this work we present a laser-based setup which enables
specific deactivation of a pre-selected protein, conjugated to
nanoparticles, within a mixture. We demonstrate the specific-
ity of this method to inactivate mainly the conjugated pro-
teins, by showing specific loss of activity of conjugated glucose
oxidase, in a mixture containing free horseradish peroxidase.
METHODS
Materials
Gold nanospheres were purchased from Nanopartz (cat.
No. 22–30-GOAN-50 (glucose oxidase conjugated), and C11-
30-NC-50 (unconjugated). The enzymes, free and conjugated,
were from Sigma: glucose oxidase (cat. No. 49180) and horse-
radish peroxidase (cat. No. 77330). Conjugation of the gold
nanospheres to the enzyme was done by Nanopartz. Hydrogen
peroxide was from Fischer Scientific. All other reagents were
from Sigma.
Glucose Oxidase Assay
The biochemical reaction is described in Figure 1. The
assay was performed according to the manufacturer’s instruc-
tions. 1.5 ml of 0.21 mM o-Dianisidine dihydrochloride in
50 mM KH
2
PO
4
pH7 was mixed in a 3 ml cuvette with 300
ll of a 10% glucose solution, 4 ll of the conjugated nanopar-
ticles or free glucose oxidase (0.75U/ml), and 6 ll of a 50U/ml
peroxidase solution. Enzyme activity was measured immedi-
ately using a Nanodrop 2000c spectrophotometer at a wave-
length of 436 nm. The measurement was repeated every 5
seconds for the indicated time periods. Since we did not know
the exact number of conjugated enzyme molecules per nano-
particle, we referred to enzyme activity as the slope of the
graph of optical density vs. time.
HRP Assay
The biochemical reaction is described in Figure 1. The
assay was performed according to the manufacturer’s instruc-
tions. 1.5 ml of a 0.21 mM o-Dianisidine dihydrochloride
solution was mixed in a 3 ml cuvette with 300 ll of double
distilled water and 4 ll of the 50 U/ml peroxidase solution.
Enzyme activity was measured immediately using a Nanodrop
2000c spectrophotometer at a wavelength of 436 nm. The
measurement was repeated every 5 seconds for the indicated
time periods. We referred to enzyme activity as the slope of
the graph of optical density vs. time.
In order to measure the activities of both glucose oxidase
and peroxidase mixed in one vial, we measured each enzyme
in half of the volume, in separate cuvettes. For glucose oxidase
activity, we added glucose, dianisidine and free peroxidase.
For peroxidase activity we added hydrogen peroxide and
dianisidine.
Laser Illumination
An image of the laser illumination setup is shown in Fig-
ure 2. We used a continuous wave (CW) green laser 532 nm
(Photop DPGL-2100F), a 100 mm focusing lens (Newport
KPX094-C), and a folding mirror (Newport 10Z20BD.1). The
mirror diverts the beam down and thus the enzyme can be
kept in a tube, for convenience. The diffraction spot full
width half maximum (FWHM) with the focusing lens is given
by (33):
Dkf=D(1)
where kis the laser wavelength, fis the focal length, and Dis
the beam diameter. The beam diameter was about 1 mm.
Thus, the diffraction spot FWHM was 53 lm. The average
irradiance in the focal plane depends on the diffraction spot
FWHM:
I5P
pD=2ðÞ
2(2)
where Pis the optical power of the laser. In our experiments
we used the maximum output power that was 100mW, and
therefore the irradiance was 4.5 kW/cm
2
.
Original Article
2Inactivation of Enzymes by Laser Illumination
Thermal Measurements
The thermal measurements were conducted using a ther-
mographic camera (FLIR A325). The temperature of the solu-
tion was measured during the illumination process. Several
images from the process are presented in Figure 3A. In addi-
tion, a temperature graph with 5 sec increments is presented
in Figure 3B. The temperature data was fitted to an exponen-
tial trend-line, and found to be:
TtðÞC½524:5128 12e2t=40
 (3)
24.58C is the room temperature before we turn on the laser.
The temperature reaches a plateau at around 52.58C with a
time constant of 40 sec. A movie of the heating process is
available in the Supporting Information.
RESULTS
We set up a system for illumination of the enzyme-
nanoparticle solution with a 532 nm laser compatible with the
nanosphere surface plasmon resonance wavelength. The sys-
tem is described in Figure 2 and in the methods section.
To demonstrate the feasibility of the method, we focused
our efforts on commonly used enzymes, glucose oxidase and
horseradish peroxidase. Glucose oxidase catalyzes the break-
down of glucose inside cells. It has been previously shown to
remain active when bound to gold nanoparticles (34,35). Per-
oxidase functions in the roots of the horseradish plant, and
uses hydrogen peroxide to oxidize many different substrates.
Peroxidase has also been shown to remain active when bound
to gold (36). The activity assays of this enzyme combination
are well established, and can be performed in tandem as part of
a single cascaded reaction (detailed in the methods section and
Fig. 1). Thus, we could ensure that the enzymes would work
optimally in the same environment. The reaction begins with
glucose oxidase, which oxidizes glucose into gluconic acid and
hydrogen peroxide. Subsequently, peroxidase uses the hydrogen
peroxide to oxidize dianisidine, which is measured at 436 nm.
We first validated the activity assays for the enzymes using
unconjugated, free enzymes. Figure 4 demonstrates the activity
assay for free glucose oxidase, conjugated glucose oxidase, and
free peroxidase which serves as a free enzyme control in our
system. We referred to enzyme activity level as the slope of the
linear trend-line for each kinetic measurement. For Figure 4C,
the trend line slopes were 0.19 for 1 ll of enzyme, 0.34 for 2 ll,
0.46 for 3 ll, and 0.61 for 4 ll. These results indicate that the
enzyme activity assay is accurate and quantitative.
We next illuminated 4 ll conjugated glucose oxidase (dilut-
ed to 10 ll in PBS) with laser for 4 minutes, and then measured
the enzyme activity with or without illumination using the glu-
cose oxidase assay described in the methods section. Figure 5
shows that the laser illumination completely inactivated the con-
jugated glucose oxidase. This nanoparticle-based inactivation
method is similar to a common heat-inactivation. In order to
confirm that the damage to the conjugated enzyme was caused
by heat dispensed from the nanoparticles and not directly by the
laser illumination, we illuminated 4 llfreeglucoseoxidase
(diluted to 10 ll in PBS) in the absence of nanoparticles, with
no effect on enzyme activity (Fig. 5).
Figure 1. Illustration of the biochemical enzymatic assay for
activity of glucose oxidase and peroxidase. Picture was taken
from the Sigma web catalog page of the enzymatic assay of glu-
cose oxidase.
Figure 2. The system and setup. (A) An illustration of the meth-
od: the left panel illustrates the initial solution, in which gold
nanoparticles (nanospheres in this case) are conjugated to the
target enzyme (red). The solution also contains another enzyme
that is not conjugated to nanoparticles (purple). The middle panel
shows a close-up on a single nanoparticle and its surrounding.
The right panel shows that laser illumination at a wavelength
tuned to the surface plasmon resonance of the nanoparticle
(green in the case of nanospheres) heats the nanoparticle specifi-
cally, thus destroying the conjugated enzyme without damage to
the farther free enzymes. (B) An illustration of the setup. The laser
is depicted in black and the beam in green; the focusing lens is
marked by “f.” The nanoparticles-enzyme solution (red) is inside
the tube. (C) A picture of the green laser setup. [Color figure can
be viewed at wileyonlinelibrary.com]
Original Article
Cytometry Part A 00A: 0000, 2016 3
Next,wetestedwhethertheheatgeneratedbytheillumi-
nation of the nanoparticles is sufficiently localized to enable
specific inactivation of the conjugated enzyme, without damage
to the surrounding free proteins. We mixed 4 llfreeperoxidase
and 4 ll conjugated glucose oxidase (diluted to 10 llinPBS)
in the same tube, and illuminated for the indicated time peri-
ods (Fig. 6A). Our results demonstrate that the laser illumina-
tion completely inactivates glucose oxidase within
Figure 3. Thermographic measurements of the solution during the heating process. (A) Representative images at different time points.
(B) Temperature measurements average of three independent experiments taken at 5 sec increments (red) and a fitted exponential trend
line (blue). [Color figure can be viewed at wileyonlinelibrary.com]
Original Article
4Inactivation of Enzymes by Laser Illumination
approximately two minutes. At that time point, 70% of the free
peroxidase is still active. Laser illumination does affect the free
peroxidase to some extent, most likely because of non-specific
heating by nearby nanoparticles. Thus, it is possible under these
conditions to eliminate the activity of conjugated glucose oxi-
dase and still keep the majority of free peroxidase active.
Figure 5. Laser illumination at 532 nm inactivates conjugated glucose oxidase specifically. 4 ll glucose oxidase free or conjugated to gold
nanoparticles were illuminated for 4 minutes or not, and activity was measured as previously described. Results are presented as means
and S.D. of three independent experiments. [Color figure can be viewed at wileyonlinelibrary.com]
Figure 4. Measurement of glucose oxidase activity. (A) Optical density values for wavelengths 350–670 nm, with each color representing
one time point in a kinetic measurement of product accumulation, every 5 seconds for 150 seconds. This panel demonstrates that the
peak absorbance was specific and as expected for oxidized dianizidine, at 436 nm. (B) Single optical density values at 436 nm, taken from
(A) for free glucose oxidase (red), specifically reflecting product accumulation. Optical density values for conjugated glucose oxidase
(blue) and free peroxidase (green) are also shown. (C) Increasing quantities of enzyme (1–4 ll) give proportionally increasing product
accumulation, i.e. enzyme activity. For convenience, OD units were multiplied by 1000 throughout the article. Results for panels (B) and
(C) are presented as means and S.D. of three independent experiments. [Color figure can be viewed at wileyonlinelibrary.com]
Original Article
Cytometry Part A 00A: 0000, 2016 5
The overall temperature of the solution can provide valu-
able information to study the contribution of non-specific heat-
ing to enzyme inactivation within a solution (37). In our system,
we measured the overall temperature of the solution during the
laser illumination using a thermographic camera. The camera
allows measurement of the global temperature and not the local
temperature around the nanoparticles, however this measure-
ment provides useful information regarding the distribution of
heat inside the solution. The temperature measurement graph
and representative thermal images are presented in Figure 3. We
found that the temperature of the solution increases in an expo-
nential manner with a time constant of 40 sec, and reaches a pla-
teau at around 52.58C. This temperature is below the transition
temperature reported for glucose oxidase (38) (see discussion),
thus the inactivation of glucose oxidase in our system is directly
caused by the heat generated by the conjugated nanoparticles
and not because of the overall heating of the solution.
To further demonstrate specificity, we illuminated free
glucose oxidase in the presence of gold nanoparticles. The
nanoparticles were identical to those conjugated to glucose
oxidase, but they did not include the coating that enables
enzyme conjugation, thus leaving the enzyme soluble. The
results (Fig. 6B) show that after 1 minute of laser illumination
only 27% of the bound glucose oxidase remained active com-
pared to 73% of the free glucose oxidase.
DISCUSSION
We presented a method for denaturation and inactivation
of a specific pre-conjugated protein, in an environment that
contains other proteins that need to remain intact.
The method uses gold nanoparticles that dispense local-
ized heat in order to inactivate the conjugated proteins. We
used nanospheres and nanorods that respond to green or red
light, respectively. The optical absorption of gold nanorods
can be tailored according to needs and laser availability over a
wide range of wavelengths, from visible to near infrared
(39–41). This is especially significant for biological
applications, as near infrared light has a greater penetration
depth in biological tissues compared with visible light (39). As
reported by others (42), we also encountered the problem of
bulk heating of the entire solution by the nanoparticles, result-
ing in non-specific denaturation of proteins (Fig. 6). We dis-
covered that in order to achieve and increase specificity, a
critical aspect of the method is to adjust the illuminated area
to keep the nanoparticles under constant illumination. If they
do not match, the rapidly moving nanoparticles cannot reach
a high enough temperature to specifically denature the conju-
gated enzyme. Given enough time, if the illumination area
does not match, the nanoparticles heat the entire solution in a
non-specific manner, damaging both the conjugated and the
unconjugated proteins. The demand for diameter compatibili-
ty can be circumvented in some cases, if the designated pro-
tein has a much lower denaturation temperature than the
other proteins. Such is the case in Figure 6A, in which peroxi-
dase [with a complex temperature-dependent denaturation
curve that begins around 428C but is reversible at least up to
608C and likely up to 748C (43)] retains 90% activity after one
minute illumination in a wide tube, compared to glucose oxi-
dase [transition temperature 55.88C (38)] retains only 73%
activity after one minute illumination in a narrow tube.
In the inactivation process there is a trade-off between the
illumination fluence and the illumination duration. Stronger
illumination fluence will require less time for enzyme inactiva-
tion, but may cause too much bulk heating. Shorter illumina-
tion periods will reduce the bulk heating, but may not be
sufficient for enzyme inactivation. In addition, heating is an
exponential process. In order to achieve reproducible results, it
is preferable to work at the plateau part of the exponent. There-
fore, in our method we chose the illumination duration to be
much longer than the bulk heating time constant. This means
that the global temperature of the solution reaches its maxi-
mum, which was still below the glucose oxidase transition tem-
perature. Thus, the inactivation was caused by the local heating
generated by the conjugated nanoparticles.
Figure 6. Illumination specifically damages enzymes conjugated to nanoparticles. (A) Free peroxidase and conjugated glucose oxidase
were illuminated together in the same tube for the indicated time periods. Activity was measured as described in the methods section. (B)
Free glucose oxidase and free nanoparticles, or conjugated glucose oxidase were illuminated in separate tubes for 1 minute. Activity was
measured as described in the methods section. Glucose oxidase amount of the free enzyme was calibrated to give similar activity per vol-
ume as that of the conjugated enzyme. Results for both panels are presented as means and SEM of 4–5 independent experiments. [Color
figure can be viewed at wileyonlinelibrary.com]
Original Article
6Inactivation of Enzymes by Laser Illumination
The choice of nanoparticle concentration is also impor-
tant, since a too high concentration will inevitably result in
bulk heating of the solution. The choice of nanoparticle size is
another important consideration to take into account. Pro-
teins adsorbed on smaller nanoparticles better retain their
structure and function, likely because the greater surface cur-
vature of smaller nanoparticles allows for a smaller area for
interaction between the protein and nanoparticle, and thus
lower effect on the secondary protein structure (44). On the
other hand, larger nanoparticles retain heat better, and there-
fore require shorter illumination durations and/or lower illu-
mination intensity. In our system, we eliminated the activity
of the conjugated glucose oxidase while still keeping almost
70% of the activity of the free peroxidase. A 70% level of activ-
ity is acceptable for most enzymatic applications. However, it
may be possible to further tweak and optimize the technique
in case higher activity is required, for example by modifying
the concentration of nanoparticles vs. free enzyme.
Figure 7. Illustration of example uses for our method in cytometric analyses. (A) Enzymes conjugated to gold nanoparticles are incubated
with cells. The cells uptake the nanoparticle-enzyme conjugates, and the enzymes operate within the cells. When the enzyme activity is no
longer needed, the cells are illuminated with laser at 532 nm and the enzyme is inactivated. (B) Enzymes conjugated to gold nanoparticles
and molecules that confer specificity (e.g. antibodies) are incubated with cells. The nanoparticles attach to the antigen on the cell surfaces,
and the enzymes operate on the cell. For example, here the enzyme detaches the cell from the plate and neighboring cells. Once the
desired cells are detached, the nanoparticle-enzyme conjugates are illuminated to inactivate the detaching enzyme, in order to prevent
cellular damage. The desired cells can then be collected. (C) Enzymes conjugated to gold nanoparticles, and free enzymes, are incubated
with cells. The enzymes operate in the cellular environment. When the activity of the conjugated enzyme is no longer needed, the cells are
illuminated with laser at 532 nm, and the conjugated enzyme is inactivated, leaving the other enzymes active. [Color figure can be viewed
at wileyonlinelibrary.com]
Original Article
Cytometry Part A 00A: 0000, 2016 7
Based on the advantages of the selective activation of
conjugated proteins to nanoparticles, there are many potential
applications that can be implemented to our method. Target-
ing nanoparticle complexes may affect selected populations of
cells in a highly controlled manner. Several such applications
are illustrated in Figure 7, including how our method can be
introduced into cytometric single cell analyses.
To summarize, we developed a new method for selective
enzyme inactivation that has potential applications in
research, medicine and industry. The ability to precisely and
quantitatively regulate enzyme activity may be a useful tool
for highly advanced biomedical and biotechnological applica-
tions in cellular and cell-free environments as well as future
biological computing. Our method provides means for
spatio-temporal control of enzymatic activity.
ACKNOWLEDGMENTS
The authors thank Dr. Menachem Motiei for advice on
nanoparticles, and Shahar Levy for help with the laser setup.
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Original Article
8Inactivation of Enzymes by Laser Illumination
... Several studies have also reported selective enzyme inactivation by continuous excitation of plasmonic NPs (79,80). Thompson et al. (80) demonstrated that continuous (120-s) gold nanorod (AuNR) heating denatures two different enzymes, HRP and glucose oxidase (GOx), and showed that the HRP attached to the nanorod can be thermally inactivated whereas the free HRP is intact. ...
... Thompson et al. (80) demonstrated that continuous (120-s) gold nanorod (AuNR) heating denatures two different enzymes, HRP and glucose oxidase (GOx), and showed that the HRP attached to the nanorod can be thermally inactivated whereas the free HRP is intact. Similarly, Ilovitsh et al. (79) showed that GOx could be selectively inactivated by 30-nm AuNP under continuous laser heating (4 min). However, this result is quite counterintuitive, since the temperature on the NPs is not significantly different from the bulk solution, and does not support the idea of selective thermal inactivation of proteins (5,16). ...
... It is important to understand the fate of protein inactivation under selective protein inactivation. Several studies suggest that protein inactivation with plasmonic NP heating can lead to denaturation (6,63,79,80) and degradation (81)(82)(83). Figure 3c shows that protein denaturation, or unfolding, refers to the loss of secondary and tertiary structures by breaking weak hydrogen bonds. ...
Article
Selective and remote manipulation of activity for biomolecules, including protein, DNA, and lipids, is crucial to elucidate the molecular function and to develop biomedical applications. While advances in tool development, such as optogenetics, have significantly impacted these directions, the requirement for genetic modification significantly limits their therapeutic applications. Plasmonic nanoparticle heating has brought new opportunities to the field, as hot nanoparticles are unique point heat sources at the nanoscale. In this review, we summarize fundamental engineering problems such as plasmonic heating and the resulting biomolecular responses. We highlight the biological responses and applications of manipulating biomolecules and provide perspectives for future directions in the field.
... (35) aims to exploit the difference in permeability to enable NPs to enter the cancer cells exclusively. This targeted nanotechnology approach is dependent on tissue composition, endothelial cell junctions, tumor location, and the characteristics of the NPs (20, 36,37). ...
Article
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A major challenge in radiation oncology is the prediction and optimization of clinical responses in a personalized manner. Recently, nanotechnology-based cancer treatments are being combined with photodynamic therapy (PDT) and photothermal therapy (PTT). Predictive models based on machine learning techniques can be used to optimize the clinical setup configuration, including such parameters as laser radiation intensity, treatment duration, and nanoparticle features. In this article we demonstrate a methodology that can be used to identify the optimal treatment parameters for PDT and PTT by collecting data from in vitro cytotoxicity assay of PDT/PTT-induced cell death using a single nanocomplex. We construct three machine learning prediction models, employing regression, interpolation, and low- degree analytical function fitting, to predict the laser radiation intensity and duration settings that maximize the treatment efficiency. To examine the accuracy of these prediction models, we construct a dedicated dataset for PDT, PTT, and a combined treatment; this dataset is based on cell death measurements after light radiation treatment and is divided into training and test sets. The preliminary results show that the performance of all three models is sufficient, with death rate errors of 0.09, 0.15, and 0.12 for the regression, interpolation, and analytical function fitting approaches, respectively. Nevertheless, due to its simple form, the analytical function method has an advantage in clinical application and can be used for further analysis of the sensitivity of performance to the treatment parameters. Overall, the results of this study form a baseline for a future personalized prediction model based on machine learning in the domain of combined nanotechnology- and phototherapy-based cancer treatment.
... In fact, a method for rapid enzyme inactivation by heating the entire solution above the inactivation temperature of the enzyme has been reported [27]. In previous studies based on the difference in temperature tolerance of AOB and NOB, heat shock was found to have the ability to achieve PN [10,11,28]. ...
Article
Achieving stable nitrite accumulation at low temperature continues to be a challenging problem in partial nitrification (PN). This study proposes a strategy to achieve stable PN of thickened sludge at low temperatures through selective inactivation of enzymes by intermittent thermal treatment. This method was verified using a sequencing batch reactor (SBR) operated at 9 ± 1 °C in full nitrification mode. After thermally treating the activated sludge at 35 °C for 2 days, which was the optimal condition for selective inactivation of enzymes determined by batch tests, an average nitrite accumulation rate (NAR) of 90.18 ± 5.74% was rapidly achieved and the SBR was stably operated at 9 ± 1 °C for 80 days. This was consistent with a significant decrease of the specific nitrite uptake rate (SNUR), but no a reduction, or even an increase, of the specific ammonia uptake rate (SAUR). Also, there was no remarkable change in the nitrifying bacterial community except for a slight increase in both ammonia oxidizing bacteria (AOB) and nitrite oxidizing bacteria (NOB). In addition, after thermal treatment at 35 °C for 2 days, the nitrite oxidoreductase (NOR) activity was significantly decreased, while those of ammonia monooxygenase (AMO) and hydroxylamine oxidoreductase (HAO) showed an increasing trend. Thus, the achievement of stable PN at low temperatures with this strategy may be due to the selective inactivation of NOR, rather than NOB washout.
Article
Enzyme inactivation is vital in fruit and vegetable juice processing, and selective inactivation is a major focus of enzyme inactivation. We used electrospray treatment to investigate directional enzyme inactivation in cabbage juice. Peroxidase and polyphenol oxidase in cabbage juice are the enzymes causing deterioration, whereas myrosinase is a beneficial enzyme. The particle size distribution, zeta potential and secondary and tertiary structures of the enzyme proteins were evaluated before and after enzyme inactivation. After the electrospray treatment, the relative activities of peroxidase, polyphenol oxidase and myrosinase in the mixed-enzyme simulation system were 4.09%, 5.62% and 84.67%, respectively, and those in the cabbage juice were 6.68%, 5.24% and 77.34%, respectively. Additionally, electrospray treatment induced substantial aggregation of peroxidase and polyphenol oxidase in the mixed-enzyme solution, and the secondary and tertiary structures of peroxidase and polyphenol oxidase were destroyed. Moreover, the conformation of myrosinase was preserved. These findings indicated that electrospray treatment can cause selective inactivation of peroxidase and polyphenol oxidase while preserving myrosinase activity.
Article
Photodynamic Therapy (PDT) is a promising therapeutic modality for cancer. However, current protocols using bare drugs suffer from several limitations that impede its beneficial clinical effects. Here, we introduce a new approach for an efficient PDT treatment. It involves conjugating a PDT agent, meso-tetrahydroxy-phenylchlorin (mTHPC) photosensitizer, to gold nanoparticles (AuNPs) that serve as carriers for the drug. AuNPs have a number of characteristics that make them highly suitable to function as drug carriers: they are biocompatible, serve as biomarkers and function as contrast agents in vitro and in vivo. We synthesized AuNPs and covalently conjugated the mTHPC drug molecules through a linker. The resultant functional complex, AuNP-mTHPC, is a stable, soluble compound. SH-SY5Y human neuroblastoma cells were incubated with the complex showing possible administration of higher doses of drug when conjugated to the AuNPs. Then cells were irradiated with a laser beam at 650nm to mimic the PDT procedure. Our study shows higher rates of cell death in cells incubated with the AuNP-mTHPC complex compared to the incubation with the free drug. Using the new complex may form the basis for a better PDT strategy for a wide range of cancers.
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This paper discusses one of the key problems of laser-induced tissue/cell hyperthermia mediated by gold nanoparticles, namely, quantifying and precise prediction of the light exposure to provide a controllable local heating impact on living organisms. The distributions of such parameters as an efficiency factor of absorption, differential and integral absorbing power of a nanoparticle, temperature increment, and Arrhenius damage integral were used to quantify nanoparticle effectiveness in the two-dimensional coordinate space “laser wavelength (λ)× radius of gold nanoparticles (R).” It was found that the fulfillment of required spatial and temporal characteristics of temperature fields in the vicinity of nanoparticle determines the optimal λ and R. As a result, the area in the space (λ×R) with a minimal criticality to alterations of the local hyperthermia may be significantly displaced from the position of the plasmonic resonance. The aspects of generalization of the proposed methodology for the analysis of local hyperthermia using nanoparticles of different shapes (nanoshells, nanorods, nanostars) and short pulse laser radiation are discussed.
Article
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Systemics, a revolutionary paradigm shift in scientific thinking, with applications in systems biology, and synthetic biology, have led to the idea of using silicon computers and their engineering principles as a blueprint for the engineering of a similar machine made from biological parts. Here we describe these building blocks and how they can be assembled to a general purpose computer system, a biological microprocessor. Such a system consists of biological parts building an input / output device, an arithmetic logic unit, a control unit, memory, and wires (busses) to interconnect these components. A biocomputer can be used to monitor and control a biological system.
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We report the first study of a network of connected enzyme-catalyzed reactions, with added chemical and enzymatic processes that incorporate the recently developed biochemical filtering steps into the functioning of this biocatalytic cascade. New theoretical expressions are derived to allow simple, few-parameter modeling of network components concatenated in such cascades, both with and without filtering. The derived expressions are tested against experimental data obtained for the realized network's responses, measured optically, to variations of its input chemicals' concentrations with and without filtering processes. We also describe how the present modeling approach captures and explains several observations and features identified in earlier studies of enzymatic processes when they were considered as potential network components for multi-step information/signal processing systems.
Book
Man's use of enzymes dates back to the earliest times of civilization. Important human activities such as the production of certain types of foods and beverages, and the tanning of hides and skins to produce leather for garments, serendipitously took advantage of enzymes. Important advances in our understanding of the nature of enzymes and their action were made in the late 19th and early 20th centuries, seeding the explosive expansion from the 1950s and 60s onward to the present billion dollar enzyme industry. Recent developments in the fields of genetic engineering and protein chemistry are bringing ever more powerful means of analysis to bear on the study of enzyme structure and function that will undoubtedly lead to the rational modification of enzymes to match specific requirements and also the design of new enzymes with novel properties. This volume reviews the most important types of industrial enzymes, covering in a balanced manner three interrelated aspects of paramount importance for enzyme performance: three-dimensional protein structure, physicochemical and catalytic properties, and the range of both classical and novel applications.
Article
A novel molecular beacon (a nanomachine) is constructed that can be actuated by a radio frequency (RF) field. The nanomachine consists of the following elements arranged in molecular beacon configuration: a gold nanoparticle that acts both as quencher for fluorescence and a localized heat source; one reporter fluorochrome, and; a piece of DNA as a hinge and recognition sequence. When the nanomachines are irradiated with a 3 GHz RF field the fluorescence signal increases due to melting of the stem of the molecular beacon. A control experiment, performed using molecular beacons synthesized by substituting the gold nanoparticle by an organic quencher, shows no increase in fluorescence signal when exposed to the RF field. It may therefore be concluded that the increased fluorescence for the gold nanoparticle-conjugated nanomachines is not due to bulk heating of the solution, but is caused by the presence of the gold nanoparticles and their interaction with the RF field; however, existing models for heating of gold nanoparticles in a RF field are unable to explain the experimental results. Due to the biocompatibility of the construct and RF treatment, the nanomachines may possibly be used inside living cells. In a separate experiment a substantial increase in the dielectric losses can be detected in a RF waveguide setup coupled to a microfluidic channel when gold nanoparticles are added to a low RF loss liquid. This work sheds some light on RF heating of gold nanoparticles, which is a subject of significant controversy in the literature.
Article
The effect of NIR laser radiation (808 nm) and gold nanorods on the cells of two strains of Staphylococcus aureus, one of them being methicillin-sensitive and the other being methicillinresistant, is studied. Nanorods having the dimensions 10 × 44 nm with the absorption maximum in the NIR spectral region, functionalised with human immunoglobulins IgA and IgG, are synthesised. It is shown that the use of nanoparticles in combination with NIR irradiation leads to killing up to 97% of the population of microorganisms.