Nandani Rai1, S Kanagaraj1. 1. Biomedical Devices and Biomaterials Laboratory, Department of Mechanical Engineering, Indian Institute of Technology, Guwahati, Assam 781039, India.
Abstract
The antioxidant therapy to preserve residual hearing is relatively recent, and the search for effective antioxidants is still ongoing. Though nanoceria has shown promising radical-scavenging capability, improving its antioxidant ability and the dispersion stability of its nanofluid, which is critical to the desired site, i.e., cochlea, still remains a major challenge. The objective of the present work is to study the radical-scavenging capability of poly(ethylene glycol) (PEG)-coated CeO2 and Ce0.5Zr0.5O2 nanoparticles in water and the biologically relevant fluid (PBS buffer). Nanoparticles in the size range of 4.0-9.0 nm are synthesized using the coprecipitation method and characterized using suitable techniques. The scavenging and dispersion stability of the synthesized nanofluid are analyzed using a UV-vis spectrophotometer. It is found that the addition of PEG during the synthesis process promoted the generation of finer nanoparticles with a narrow size distribution and the doping of zirconium produced a large number of defects in the crystallite structure. The PEG coating over the nanoparticles improved the dispersion stability of nanofluids without affecting their surface reactivity, and it is found to be 94 and 80% in water and PBS, respectively, at 500 μM and 60 min, which is maintained till 90 min. The highest scavenging of hydroxyl radicals by PEG-coated Ce0.5Zr0.5O2 is found to be 60%, which is significantly superior to that of CeO2. The scavenging capability is found to be increased with the concentration of nanoparticles, showing the best scavenging activity at 190 and 150 μM for PEG-coated CeO2 and Ce0.5Zr0.5O2, respectively, and the scavenging in water is at par with that of PBS, indicating that these nanoparticles are suitable to be used in sites where a biologically relevant fluid is present, e.g., the cochlea. It is proposed that PEG-coated Ce0.5Zr0.5O2 having an average size of ∼ 4 nm can be a potential antioxidant in relevant biomedical applications.
The antioxidant therapy to preserve residual hearing is relatively recent, and the search for effective antioxidants is still ongoing. Though nanoceria has shown promising radical-scavenging capability, improving its antioxidant ability and the dispersion stability of its nanofluid, which is critical to the desired site, i.e., cochlea, still remains a major challenge. The objective of the present work is to study the radical-scavenging capability of poly(ethylene glycol) (PEG)-coated CeO2 and Ce0.5Zr0.5O2 nanoparticles in water and the biologically relevant fluid (PBS buffer). Nanoparticles in the size range of 4.0-9.0 nm are synthesized using the coprecipitation method and characterized using suitable techniques. The scavenging and dispersion stability of the synthesized nanofluid are analyzed using a UV-vis spectrophotometer. It is found that the addition of PEG during the synthesis process promoted the generation of finer nanoparticles with a narrow size distribution and the doping of zirconium produced a large number of defects in the crystallite structure. The PEG coating over the nanoparticles improved the dispersion stability of nanofluids without affecting their surface reactivity, and it is found to be 94 and 80% in water and PBS, respectively, at 500 μM and 60 min, which is maintained till 90 min. The highest scavenging of hydroxyl radicals by PEG-coated Ce0.5Zr0.5O2 is found to be 60%, which is significantly superior to that of CeO2. The scavenging capability is found to be increased with the concentration of nanoparticles, showing the best scavenging activity at 190 and 150 μM for PEG-coated CeO2 and Ce0.5Zr0.5O2, respectively, and the scavenging in water is at par with that of PBS, indicating that these nanoparticles are suitable to be used in sites where a biologically relevant fluid is present, e.g., the cochlea. It is proposed that PEG-coated Ce0.5Zr0.5O2 having an average size of ∼ 4 nm can be a potential antioxidant in relevant biomedical applications.
The
catalytic ability and regeneration characteristics of nanoceria
have been tested in several reactive oxygen species (ROS)-induced
disease models under both in vitro and in
vivo conditions. ROS such as superoxide anions, hydrogen
peroxide, and hydroxyl radicals are natural byproducts, which help
during cell signalling and immune response. However, the concentration
of ROS in the cell needs to be under strict regulation because of
their high reactivity with the DNA and lipid membranes.[1] The effective protection by nanoceria against
disease models, where the oxidative stress condition or the excess
generation of ROS plays a prominent role, can be seen in several studies.[2−10] The antioxidant, antiapoptotic, anti-inflammatory, angiogenic, and
antibacterial characteristics of nanoceria and its promising potential
as a biomaterial for tissue engineering, wound healing, cardiac and
nerve repair, and regeneration have also been reported by many researchers.[11−17] Very recently, many attempts have been focused towards assessing
the protective effects of anti-inflammatory antioxidants in preserving
the loss of residual hearing post cochlear implantation after evidences
suggested their association with excess generation of ROS.[18−20] The first in-human/clinical trial on minimizing the hearing loss
after cochlear implant (CI) fixation used a combination of dietary
antioxidants containing vitamin A, vitamin C, vitamin E, and magnesium.[21] The administration of the drug (6 tablets per
day) was done orally for 105 days, which was found to preserve the
hearing for 3 months after the implantation and last for a minimum
of 13 years. However, the antioxidant therapy is relatively recent,
whereby the protection has been achieved only to a certain extent.
The search for new antioxidants with the intention of an effective
outcome has become a hot topic and is currently being investigated
by several research groups across the world.[22]The protective effects of nanoceria as an antioxidant have
been
found to work within a range of concentrations only (0.5 μg/g,[23] 1 μg/mL,[24] 0.5
and 0.7 mg/kg,[25] and 100 μg/mL[26]), and no scavenging has been observed beyond
these concentrations. Thus, the uniformity in the concentration is
required to be maintained when delivering the nanoceria at the site
to ensure its scavenging effects. Several attempts have been made
to improve the dispersion stability of ceria nanofluids by functionalizing
the nanoparticles with polymers such as dextran, poly(ethylene glycol)
(PEG), chitosan, glucose, poly(vinyl alcohol) (PVA), poly(lactic-co-glycolic acid), and poly(acrylic acid).[27−29] However, maintaining the stability of the nanofluids at a pH relevant
to the biological fluid has been difficult and the research is still
ongoing. Glucose and dextran have been found to be susceptible to
oxidation, and chitosan has been found to hinder the surface activity
at higher concentrations and faces agglomeration issues at lower concentrations.[28,30] Hanafy et al.[31] have reported an improved
stability of aqueous solutions of nanoceria by coating them with ethylene
glycol and ethylene glycol acetate, which results from the steric
hindrance effect of the polymers. Perez et al.[32] have patented the synthesis method of biodegradable polymer-coated
ceria nanoparticles that are able to form a stable colloidal suspension
in both water and PBS under physiological conditions (pH 7).In order to optimize the concentration of nanoparticles for effective
scavenging capability, understanding the redox activity of nanoceria
is important. From the reaction mechanism of Ce3+ to Ce4+, it is inferred that the factors that alter the Ce3+/Ce4+ ratio, such as particle size, lattice defects, and
chemical nonstoichiometry, play a pivotal role in determining the
redox and catalytic properties of nanoceria.[22,33,34] In addition, the rate of regeneration of
Ce3+ ions from Ce4+, which is responsible for
the long-term scavenging, is equally important as the conversion is
energetically not favorable in the autoconversion process. Doping
of zirconium into the ceria lattice has been found to cause structural
distortions due to the difference in the ionic radiii of Ce4+ (0.097 nm) and Zr4+ (0.084 nm) and thus, the ratio of
Ce3+/Ce4+ and the catalytic activity can be
tailored as per the requirement. However, the enhanced catalytic characteristics
of zirconium-doped nanoceria have been so far applied in the field
of manufacturing and industrial applications only.[35−43] The first study on the use of ceria-zirconia nanoparticles in controlling
ROS and inflammatory diseases was reported by Soh et al.[44] They have shown that Ce0.7Zr0.3O2 manifests significant protection against
superoxide and hydroxyl radicals and successfully subsides the cycle
of the inflammatory response due to the high ratio of Ce3+/Ce4+, which is reported to be 53%. Some of the researchers
from the same group[45] have also patented
the synthesis process of ceria-zirconia nanoparticles with and without
a phospholipid-poly(ethylene glycol) layer and studied the scavenging
ability. The zirconium doping into ceria results in increased concentration
of Ce3+ and promotes faster reproduction of Ce3+ from Ce4+. However, the replacement of Ce4+ by Zr4+ should be limited in such a way that it does
not affect the Ce3+/Ce4+ ratio significantly,
as the ratio determines the rate of conversion between these two oxidation
states. Tsai et al.[46] have reported a fourfold
increase in the scavenging activity of the hydrogen peroxide radical
by Ce0.7Zr0.3O2 compared to CeO2, and the calculations are made using catalytic reactions
at high temperature with the assumption that a similar process happens
at room temperature as well.It has been shown that the presence
of biologically significant
anions such as sulfates, carbonates, and chloride has no impact on
the catalytic ability of nanoceria.[47] However,
the exposure of ceria nanofluid to phosphate buffer at the concentration
of 50 mM or more results in the formation of cerium phosphate and
a corresponding loss of superoxide dismutase activity in the scavenging.[48] Though these studies reported the behavior of
uncoated and undoped ceria nanofluid under biologically relevant conditions,
no research details are available about the same when a coating is
present and the nanoparticles are doped with zirconium.The
objective of this paper is to improve the radical-scavenging
capability of CeO2 nanoparticles by doping of zirconium
and to achieve a stable nanofluid, which is critical to many biological
applications, by coating the nanoparticles with PEG during the synthesis
process. In order to confirm the same, the responses of PEG-coated
CeO2 and Ce0.5Zr0.5O2 nanoparticles
in two types of free radical systems, i.e., hydroxyl and DPPH radicals,
has been studied and their scavenging abilities have been reported.
Additionally, phosphate buffer has been used to study the effect of
the presence of different ionic concentrations on the stability and
scavenging capability of the nanoparticles.
Materials
and Methods
Cerium(III) nitrate hexahydrate Ce(NO3)2·6H2O, zirconyl nitrate ZrO(NO3)2·xH2O, ammonium hydroxide
30% (NH4OH),
and PEG 600 were purchased from Loba Chemie, Mumbai, India. Hydrogen
peroxide 30% and iron (II) sulfate heptahydrate were purchased from
Merck Specialities Pvt. Ltd., Mumbai, India. All of the chemicals
were of analytical grade and used as received without further purification.
Synthesis of Nanoparticles
PEG-coated
CeO2 and Ce0.5Zr0.5O2 nanoparticles
are synthesized using the coprecipitation method as suggested by Arya
et al.[49] The selection
of poly(ethylene glycol) (PEG) is done as it is an FDA-approved excipient
in a variety of drug formulations owing to its water solubility, hydrophilicity,
biocompatibility, and having very less side effects even at a daily
dose of up to 10 mg/kg body weight.[50] PEG
has also been found to be stable in the presence of strong oxidizers
such as H2O2, which further adds to its suitability
for choosing.[51,52] The selection of Ce0.5Zr0.5O2 nanoparticles is based on our earlier
studies, where different compositions of ceria-zirconia oxides (CeZr1–O2, where x = 1, 0.8, 0.7, 0.6, 0.5, and 0.4)
were assessed, and it was observed that the Ce0.5Zr0.5O2 nanoparticles have the highest Ce3+ concentration and oxygen storage capacity (Synthesis and characterization
of zirconia doped ceria nanoparticles as antioxidant for effective
reactive oxygen species scavenging: Communicated). The synthesis method
used to prepare PEG-coated CeO2 and Ce0.5Zr0.5O2 nanoparticles is schematically represented
in Figure S1 in Supporting Information.
A 0.025 M aqueous solution of cerium (III) nitrate hexahydrate (Ce(NO3)2·6H2O) is added in a 1 wt %/vol
aqueous solution of PEG having the molecular wt of 600 g·mol–1 under continuous stirring. In the case of Ce0.5Zr0.5O2, a mixed solution of zirconyl
nitrate ZrO(NO3)2·xH2O and Ce(NO3)2·6H2O,
each of 0.025 M, is used. To start the precipitation, the pH value
of the solution is increased by adding ammonium hydroxide (2 M) at
a rate of 0.1 mL/min using a microfluidic pump, and it leads to the
colloidal solution. In order to obtain complete hydrolysis of the
salts, the solution is stirred continuously for another 4 h. The precipitates
are then washed with acetone and water, thrice each, to remove the
water-soluble impurities. The centrifuged precipitates are vacuum
dried, and the obtained nanoparticles are used for further characterization
and testing. For control studies, uncoated ceria nanoparticles are
prepared in a similar way without adding the PEG solution and calcined
at 350 °C.
Preparation of Nanofluid
The nanofluid
of CeO2 and Ce0.5Zr0.5O2 nanoparticles with and without PEG coating is prepared via a two-step
method[53] by dispersing the required amount
of nanoparticles in water or PBS. A 20 min magnetic stirring and a
15 min tip sonication are employed to achieve uniform dispersion with
good stability. The selection of the mixing parameter is based on
the best dispersion obtained from the trial-and-error method.
Characterization
Structural Characterization
The
structural characterization of all of the nanoparticles is studied
using a Rigaku advanced powder diffractometer with a monochromated
Cu Kα radiation (λ = 1.5406 Å) at an operating voltage
of 40 kV and 112 mA current. All of the samples are scanned from 20
to 80° with a step size and speed of 0.02 and 20° per min,
respectively. The phase identification is done using PDXL software
and compared with the standard respective ICDD files. The average
crystallite size of the nanoparticles is calculated using Scherrer’s
equation, where the shape factor (Scherrer constant) and wavelength
of the incident X-rays are 0.94 and 1.5406 nm, respectively.
Morphological Characterization and Elemental
Analysis
Scanning electron microscopy is performed using
a Sigma 300 field emission scanning electron microscope, Ziess, fitted
with in-lens SE, SE (secondary electron), and BS (backscatter electron)
detectors. The samples are loaded on a carbon tape, and the data are
analyzed using SmartSEM software. High-resolution transmission electron
microscopy (HRTEM) images are recorded using JEOL and JEM 2100 to
confirm the size, morphology and crystallinity of the nanoparticles,
and energy-dispersive X-ray spectroscopy (EDX) mapping is done to
assess the composition of the samples. The samples are prepared using
the drop cast method on a copper-coated carbon grid and dried in an
oven at 60 °C.
Coating Characterization
The interaction
between the PEG and nanoparticles is studied using a PerkinElmer Fourier
transform infrared (FTIR) spectrometer, Spectrum Two. An appropriate
quantity of the sample, which is dried at 60 °C for 2 h, is mixed
with dried potassium bromide (KBr) and pre-compacted at 5 MPa. An
initial scan without a sample is done to detect any background noise.
Samples are then scanned from 400 to 4000 cm–1.
The baseline correction is done as suggested by the accompanying software,
Spectrum, from PerkinElmer. The transmitted rays show different types
of molecular bonding based on their vibrations, rotations, or stretching.The adsorption of the PEG coating over the nanoparticles is quantified
by thermogravimetric analyzer (TGA) studies using PerkinElmer STA
8000. A weight loss between 200 and 700 °C is used to confirm
the amount of PEG over the nanoparticles. The test is performed under
an argon environment, which is maintained at a flow rate of 20 mL/min
between 30 and 800 °C, with a heating rate of 5 °C/min as
suggested by Caputo et al.[54]The stability of the PEG coating over the nanoparticles is
measured
using a rheometer (Anton Paar, Physica MCR 101) by subjecting the
nanofluid to a shear stress of 3 Pa at a body temperature of 37 °C
and recording the change in viscosity of the nanofluids.
Defect Characterization
As the
Raman spectroscopy can identify the configurations at the oxygen sublattice
level, Raman studies are performed to confirm the presence of oxygen
vacancies in the lattice. Raman spectra are recorded at room temperature
using a Laser Micro RAMAN spectroscope (Jovin Yvon, triax 550) equipped
with a CCD detector. A monochromatic light of 488 nm is used as the
source of excitation.The oxygen storage capacity (OSC) of the
nanoparticles is evaluated by the thermogravimetry technique (PerkinElmer
STA 8000) as suggested by Ozawa et al.[55] in the temperature range of 300–800 °C to assess the
concentration of oxygen vacancies. The samples are (1) heated from
30 to 800 °C under argon, (2) cooled down to 150 °C in air,
and (3) heated again from 150 to 800 °C in air at a heating/cooling
rate of 10 °C/min. The weight loss of the nanoparticles during
the second heating cycle corresponds to the oxygen release capacity
of the nanoparticles, which is then converted to the oxygen vacancy
content or OSC using the involved reactions.
Effect
of PEG Coating on the Stability of
the Nanofluid
The stability of the nanofluid is quantitatively
evaluated using a UV–vis spectrophotometer, model UVmini 1240.
The UV absorbance at 300 nm is obtained at different intervals for
1 h, and the change in percentage of absorbance is calculated using eq .where A and A0 are the absorbance at time t and absorbance at time t = 0, respectively.
Radical Scavenging Study
The free
radical-scavenging capability of the nanoparticles is studied using
DPPH (2,2-diphenyl-1-picrylhydrazyl) assay. DPPH (100 μL of
0.1 mM) is added to the nanoceria solutions with different concentrations
(0, 5, 50, and 500 μM), and the absorbance is measured at 517
nm after 30 min of incubation in the dark. The radical scavenging
is calculated in terms of percentage inhibition or quenching using
a commonly used expression (eq ),[56] where A and A0 are the
absorbance of the DPPH solution with and without the antioxidant,
respectively.
Hydroxyl
Scavenging Study
Methyl
violet (MV) at a concentration of 50 μM is used as an indicator.
Dispersed solutions of nanoceria are prepared in a similar way as
in the case of the dispersion stability tests. The prepared test solutions
are as follows: (1) water + MV; (2) water + MV + FeSO4 +
H2O2; and (3) water + MV + FeSO4 +
ceria/ceria-zirconia nanoparticles + H2O2. The
test solution of 4 mL is added in the same order as mentioned above,
and the absorbance is recorded after 5 min of the incubation period.
In order to ensure that the reaction solutions do not have any effect
on the absorption of MV, the absorption spectrum of each reaction
solution with the base solution (water + MV) is also measured and
compared.
Results and Discussion
Structural Analysis by X-ray Diffraction (XRD)
XRD
was performed to measure the solid solubility, crystallite
size, and lattice parameters of the nanoparticles. The XRD patterns
of all of the test samples along with their corresponding standard
ICDD files 00-004-0593 (CeO2), 00-007-0343 (ZrO2), and 01-076-8752 (Ce0.5Zr0.5O2) are shown in Figure . The four strongest peaks of CeO2 nanoparticles without
PEG coating appear at around 28.5, 33.0, 47.4, and 56.2°, corresponding
to the respective (111), (200), (220), and (311) crystallographic
planes of the cubic fluorite structure. There is a positive shift
of peaks by 0.1° for PEG-coated CeO2 at smaller 2θ
(28.5, 33.0°) angles. The XRD spectra of Ce0.5Zr0.5O2 nanoparticles without PEG coating showed four
major peaks at around 28.6, 33.3, 47.7, and 56.5° assigned to
the cubic fluorite structure of Ce0.5Zr0.5O2. The negative shift in the peak position is observed in the
PEG-coated Ce0.5Zr0.5O2, which varies
in the range of 0.2–0.3° at smaller 2θ (28.6, 33.3°)
angles and in the range of 0.5–0.6° at higher 2θ
(47.7 and 56.5°) angles. The peak positions are directly related
to the interplanar spacing (d) by Bragg’s law. As the experimental
conditions have been kept the same for all of the samples, it is assumed
that the shift does not arise from the instrumental causes and is
due to the variation of the interplanar spacing of the samples. The
peaks corresponding to the separate phase of ZrO2 are not
found, which indicates that a homogeneous solid solution of Ce0.5Zr0.5O2 is formed.
Figure 1
XRD patterns of nanoparticles.
XRD patterns of nanoparticles.It is also observed from Figure that the order of peak broadening is as
follows: CeO2 < PEG-coated CeO2 < Ce0.5Zr0.5O2 < PEG-coated Ce0.5Zr0.5O2. This implies that the size of the
nanoparticles gets
reduced by the addition of PEG during the synthesis process and the
doping of zirconium into the ceria lattice. The average crystallite
size obtained from Scherrer analysis on the peaks (111) and (220)
and the lattice parameters of the nanoparticles are summarized in Table .
Table 1
Influence of the Synthesis Method
and Doping of Zirconium in Ceria
2θ for highest intensity (deg)
crystallite size (nm)
lattice parameter (Å)
CeO2
28.5
8.95
5.41
PEG-coated CeO2
28.6
7.72
5.40
Ce0.5Zr0.5O2
28.6
6.98
5.39
PEG-coated
Ce0.5Zr0.5O2
28.5
4.04
5.43
It is observed that under similar synthesis conditions,
zirconium-doped
samples showed smaller crystallite sizes, 4.04 and 6.98 nm for Ce0.5Zr0.5O2 with and without PEG coating,
respectively, compared to the undoped nanoparticles, 7.72 and 8.95
nm for CeO2 with and without PEG coating, respectively.
Controlling the size of the ceria nanoparticles is critical to the
antioxidant ability, and it has been found that by doping with transition
and nontransition metal ions (Al3+, Si4+, Ti4+, Zr4+, etc.) the size can be reduced, keeping
the synthesis conditions similar.[35] The
smaller crystallite size of ceria-zirconia catalysts compared to ceria
is due to the relaxation of the strain induced by the substitution
of Ce4+ ions (0.97 Å) by smaller Zr4+ ions
(0.84 Å) and has been reported in many studies.[36,57] The smaller size of PEG-coated nanoparticles is due to the fact
that the coordination between PEG and the cerium ion affects the hydrolysis
reaction as shown in Figure , which influences the frequency of nucleation and growth.
The hydrolysis reaction is the primary stage of formation of the cerium
oxide nucleus. When the cerium salt is dissolved in water, there is
a partial charge transfer from the water molecule to the empty “d”
orbitals of the cerium cation. Depending on the magnitude of the charge
transfer and synthesis conditions, a large number of possible precursors
may form from the following auqo-hydroxo and hydroxo complexes (Figure ).[59]
Figure 2
Hydrolysis of cerium cation and formation of possible precursors.
Hydrolysis of cerium cation and formation of possible precursors.The oxygen molecules of the ether group and the
terminal OH group
of the PEG act as a base and help in hydrolysis and the nucleation
process. After the formation of cerium oxide nanocrystals, the molecules
of PEG coat over them, restricting their further growth. The smaller
size of ceria nanoparticles in the presence of the polymer during
the synthesis process has also been reported in several studies.[27,52,60,61]It is observed from Table that the lattice parameters do not differ much in
the case
of CeO2 and PEG-coated CeO2 despite their being
a significant difference in their respective crystallite sizes. The
lattice parameter of Ce0.5Zr0.5O2 is found to contract compared to that of the pure ceria. The decrease
of lattice size upon the addition of zirconium into the ceria lattice
is due to the smaller ionic radius of Zr4+ (0.84 Å)
compared to Ce4+ (0.97 Å). The same kind of observation
was also reported by Chen et al.[62] and
Deng et al.[63] However,
the lattice parameter of PEG-coated Ce0.5Zr0.5O2 is found to be increased in comparison to that of pure
ceria. The increased lattice parameter despite having a smaller ionic
radius of zirconium in the lattice suggests the generation of more
number of Ce3+. The ionic radius of Ce3+ is
1.03 Å, which is larger than that of Ce4+ (0.97 Å)
or Zr4+ (0.84 Å). Due to the generation of more number
of Ce3+ having a higher ionic radius, it is found to dominate
over the doping effect from the zirconium having a lower ionic radius,
resulting in lattice expansion and an increased lattice parameter.
The above proposed hypothesis is also supported by the study carried
out by Deshpande et al.,[64] who established a correlation between the particle size and the
lattice parameter in nanoceria in the size range of 3–30 nm
and found an increasing trend of the lattice size with the reduction
of the size of nanoparticles, which is also observed in our study.
Morphological Characterization and Elemental
Analysis
The morphology and uniformity of the synthesized
nanoparticles have been studied using SEM and TEM. Figure a–d presents the TEM
images of the CeO2 and Ce0.5Zr0.5O2 nanoparticles with and without PEG coating. The SEM
images of the samples are given in Figure S2a–d of the supplementary document. The precipitation method followed
in this study yielded spherical nanoparticles. It is known that nanoparticles
with sharp edges cause mechanical damage to the cell membranes and
therefore, are considered to be less biocompatible.[65] The spherical shape of the nanoparticles obtained in our
study eliminates such occurrences. In addition, the size of the spherical
nanoparticles is found to influence the scavenging of different types
of radicals significantly at the desired biological site, i.e., cochlea.[58] The size distribution of the nanoparticles is
measured using ImageJ software from the TEM images and is shown in Figure e. The average particle
sizes of the samples were calculated to be 9.03 ± 1, 7.67 ±
1, 5.89 ± 1, and 3.75 ± 1 nm for CeO2, PEG-coated
CeO2, Ce0.5Zr0.5O2, and
PEG-coated Ce0.5Zr0.5O2, respectively,
which is in good agreement with the results obtained from the SEM
(Figure S3) and XRD studies. The presence
of PEG during the synthesis process resulted in finer and uniformly
sized nanoparticles with a narrow size distribution. The better control
over the morphological characteristics is believed to be due to the
uniform growth process caused by the coating of PEG over the nanoparticles,
and it is also supported by Djuričić et al.[66] The appearance of the PEG-coated samples is
in the form of short chain-like clusters, which is consistent with
the studies by Karakoti et al.[30] The HRTEM
images (Figure a–d)
showed that all of the samples exhibited the (111) plane as the preferred
plane (d = 0.31 ± 2% nm) on the surface. The
SAED pattern shown in the inset (Figure b,d) shows the diffraction rings corresponding
to the (111), (200), (211), and (311) planes, which confirmed the
polycrystalline nature and cubic fluorite structure of the nanoparticles.
TEM EDX analysis of PEG-coated Ce0.5Zr0.5O2 (Figure e)
showed that Ce and Zr were present in a ratio of close to 1:1, confirming
that the synthesized Ce0.5Zr0.5O2 has an almost stoichiometric composition. The elemental mapping
of PEG-coated Ce0.5Zr0.5O2 shown
in Figure S4 of the supplementary document
confirmed the uniform distribution of Ce and Zr in the sample and
the formation of a homogeneous solid solution.
Figure 3
TEM images of the nanoparticles
and the comparative particle size
distribution. (a) CeO2; (b) PEG-coated CeO2;
(c) Ce0.5Zr0.5O2; (d) PEG-coated
Ce0.5Zr0.5O2; and (e) comparative
particle size distribution.
Figure 4
HRTEM
images and EDX of the nanoparticles. (a) CeO2;
(b) PEG-coated CeO2; (c) Ce0.5Zr0.5O2; (d) PEG-coated Ce0.5Zr0.5O2; and (e) EDX spectra of PEG-coated Ce0.5Zr0.5O2.
TEM images of the nanoparticles
and the comparative particle size
distribution. (a) CeO2; (b) PEG-coated CeO2;
(c) Ce0.5Zr0.5O2; (d) PEG-coated
Ce0.5Zr0.5O2; and (e) comparative
particle size distribution.HRTEM
images and EDX of the nanoparticles. (a) CeO2;
(b) PEG-coated CeO2; (c) Ce0.5Zr0.5O2; (d) PEG-coated Ce0.5Zr0.5O2; and (e) EDX spectra of PEG-coated Ce0.5Zr0.5O2.
Coating
Characterization
The interaction
between the ceria nanoparticles and PEG is confirmed by FTIR studies,
and the spectra obtained from the studies are shown in Figure . The IR spectra of PEG showed
the transmission bands at 1125, 1351, 2875, and 2910 cm–1 generated due to the characteristic C-O stretching mode, C-H bending
vibrations, CH2-O symmetric, and CH2-O asymmetric
stretching vibrations, respectively.[67] Both
PEG-coated CeO2 and Ce0.5Zr0.5O2 exhibited a sharp peak at around 2927 cm–1 and a relatively low intensity peak at around 2905 cm–1, corresponding to the characteristic asymmetric and symmetric stretching
of CH2-O bonds. The peaks observed at 1057 and 1140 cm–1 in PEG-coated CeO2 and at 1055 and 1135
cm–1 in PEG-coated Ce0.5Zr0.5O2 occur due to the primary and secondary C-O stretching
vibrations, respectively.[67] The shift in
the peak position from 1125 cm–1 as seen in the
PEG samples to 1140 and 1135 cm–1 in the case of
PEG-coated CeO2 and Ce0.5Zr0.5O2, respectively, resulted from the change in the surrounding
electric field.[63] The broad band observed
at around 514, 494, and 500 cm–1 in CeO2, PEG-coated CeO2, and Ce0.5Zr0.5O2, respectively, is the characteristic peak of CeO2.[68] The presence of characteristic
peaks of C-O and CH2-O stretching in the PEG-coated samples
confirmed the formation of PEG coating, and it was also reported by
Karakoti et al.[69]
Figure 5
FTIR spectra
of PEG, PEG-coated nanoparticles, and uncoated ceria
nanoparticles.
FTIR spectra
of PEG, PEG-coated nanoparticles, and uncoated ceria
nanoparticles.To further confirm the coordination
between PEG and nanoparticles,
thermogravimetry analysis (TGA) is done. The weight loss against the
temperature of all of the samples along with PEG has been shown in Figure , which reveals two
main regions of weight loss of the nanoparticles. The first weight
loss of about 3, 6, 23, and 25% occurs for CeO2, Ce0.5Zr0.5O2, PEG-coated CeO2, and PEG-coated Ce0.5Zr0.5O2, respectively,
at <200°C, which is associated with the loss of adsorbed water.
The uncoated samples of CeO2 and Ce0.5Zr0.5O2 did not show any secondary weight loss in
the temperature range of 200–700 °C. However, the PEG-coated
CeO2 and Ce0.5Zr0.5O2 samples
showed 3% secondary weight loss between 200 and 700 °C, which
is attributed to the decomposition of the PEG coating present on the
surface of the nanoparticles. The amount of secondary weight loss
between 200 and 700 °C is in agreement with the coordination
of PEG as an adsorbed layer over the nanoparticles.[54]
Figure 6
Weight loss percentage of the nanoparticles in the temperature
range of 35–700 °C under argon environment.
Weight loss percentage of the nanoparticles in the temperature
range of 35–700 °C under argon environment.The stability of the PEG coating is studied by subjecting
the nanofluids
of all of the nanoparticles synthesized in water to shear stresses
of up to 3 Pa and recording the change in the viscosity at a body
temperature of 37 °C. The maximum shear stress that a cochlea
can withstand has been reported to be around 1.5 Pa.[70] The concentration of the nanofluid used in the study is
200 μM, which was selected from the results of scavenging studies.
The results are shown in the Figure S5 of
the Supporting Information. No change in the viscosity of the nanofluids
of PEG-coated and corresponding uncoated nanoparticles has been found
up to 3 Pa of shear stress. This result suggests that the PEG coating
is stable and can stay over the nanoparticles even after long-term
usage.
Defect Characterization
RAMAN
Spectroscopy
The Raman spectra
of the nanoparticles in the range of 200–800 and 500–650
cm–1 are shown in Figure a,b, respectively. The peak positions and
the area under the peak are examined by fitting the data to the Lorentz
line shape.
Figure 7
Raman spectra of CeO2 and Ce0.5Zr0.5O2 nanoparticles with and without PEG coating in the range
(a) 200–800 cm–1 and (b) 500–650 cm–1.
Raman spectra of CeO2 and Ce0.5Zr0.5O2 nanoparticles with and without PEG coating in the range
(a) 200–800 cm–1 and (b) 500–650 cm–1.All of the samples showed
a strong peak in the range of 460–465
cm–1, which corresponds to the Raman active F2g vibration mode, confirming the presence of a cubic fluorite
structure. The position of the F2g band corresponding to
the symmetrical stretching of Ce-O8 units occurs at 465 cm–1, which is characteristic of fully oxidized CeO2. It is
also observed that the F2g band shifts to 460 and 458 cm–1, respectively, in the case of uncoated CeO2 and PEG-coated nanoparticles. The shift in the frequency of Raman
mode occurs due to the variation of the lattice size. The expansion
of the lattice size in uncoated and PEG-coated CeO2 occurs
when the ceria reduces from Ce4+ to Ce3+ state,
accompanied by the formation of oxygen vacancies. This happens due
to the presence of unbalanced attractive forces between the vacancy
of the neighboring Ce4+ cation and the oxygen anion opposite
to the vacancy site, leading to the outward relaxation of the Ce4+ cation,[71] and as a consequence,
a peak shift towards lower frequency is observed. The incorporation
of zirconium into the ceria lattice leads to a blue shift from 460
to 464 cm–1 in the case of uncoated Ce0.5Zr0.5O2 and from 458 to 464 cm–1 in the case of PEG-coated Ce0.5Zr0.5O2. The position and width of the peaks are characteristics
that are sensitive to the defects induced in the oxygen ion sublattice.
As the size of the zirconium ion, Zr4+ (0.84 Å), differs
from Ce4+ (0.97 Å), the introduction of zirconium
into the ceria lattice induces change in the crystal lattice and affects
the surroundings of the metal cations around the oxygen ion. As a
consequence, the blue shift of the peaks is observed and it is in
good agreement with other published articles.[72,73] The appearance of additional modes other than F2g occurs
due to the reduction of ceria from Ce4+ to Ce3+ state, formation of oxygen vacancies, and the association of the
Zr4+ with the vacancies. In the case of CeO2 and PEG-coated CeO2 samples, the peaks appear near 270,
553, and 590 cm-1 and in the case of Ce0.5Zr0.5O2 and PEG-coated Ce0.5Zr0.5O2 samples, the peaks appear near 320, 570, and
600 cm–1, which are attributed to the presence of
defect-related Raman modes though their source of origin is still
controversial.[71] The peaks appeared at
around 554 and 591 cm–1, 552 and 590 cm–1, 573 and 600 cm–1, and 567 and 602 cm–1 for CeO2, PEG-coated CeO2, Ce0.5Zr0.5O2, and PEG-coated Ce0.5Zr0.5O2, respectively, corresponding to the oxygen
defects and are denoted as the “D” band. As per the
latest studies,[72] one of the two components
of the “D” band, D1 (at about 560 cm–1), has been assigned to the stretching vibration of Ce3+--O--Ce4+ due to the presence of oxygen defects, and D2
(at about 600 cm–1) has been assigned to the stretching
vibration of Zr4+--O--Ce4+ bonds without oxygen
defects in doped ceria nanoparticles.The concentrations of
the oxygen defects have been quantitatively
measured by the ratio of the “D1” band peak area to
that of F2g (AD1/AF2g), as suggested by Xu et al.,[72] and have been summarized in Table . The value of the AD1/AF2g ratio is found to be 0.2, 0.3, 0.5, and
1.2 for CeO2, PEG-coated CeO2, Ce0.5Zr0.5O2, and PEG-coated Ce0.5Zr0.5O2, respectively. The higher value of AD1/AF2g in ceria-zirconia
oxides indicates that the doping with zirconium into ceria causes
more generation of defects. During the synthesis process, the distance
between the zirconium cation and oxygen anion (Zr-O) bonds is responsible
for the lower energy for oxygen removal and ease of defect formation.[74] The replacement of the Ce4+ cation
by a Zr4+ cation in ceria-zirconia oxides causes geometrical
changes, in which the Zr-O bond is under a tensile strain of approx.
3%[75] due to the difference in sizes of
both the cations. When the oxygen vacancy forms at a site neighboring
the Zr4+ cation, three of the Ce-O bonds and one of the
Zr-O bonds break, resulting in a significant release of the energy
due to the relaxation of the Zr-O bond, and thus lowering the oxygen
vacancy formation energy.[75] It can be concluded
from the Raman studies that zirconium doping induced more distortion
in the lattice and subsequently resulted in an increased number of
oxygen vacancies.
Table 2
Influence of the Synthesis Method
and Introduction of Zirconium on the Defect Concentration
CeO2
PEG CeO2
Ce0.5Zr0.5O2
PEG Ce0.5Zr0.5O2
peak F2g (cm–1)
460
458
465
464
peak ‘D1’ band (cm–1)
554
552
573
567
AD1/AF2g
0.2
0.3
0.5
1.2
Oxygen
Storage Capacity Measurements
The OSC is used to evaluate
the catalytic activity of the metal oxides
and is related directly to the concentration of oxygen vacancies present
in the catalyst.[46] The room temperature
scavenging ability of CeZr1–O2 nanoparticles has been found to correlate
well with the OSC values at high temperature.[46]Figure S6 shows the weight loss percentage
of the nanoparticles during the second heating cycle in the temperature
range of 300–800 °C, from which the OSC values have been
calculated by using the reactions involved in the process and have
been listed in Table . The PEG-coated Ce0.5Zr0.5O2 showed
the highest OSC, indicating that the zirconium incorporation has led
to an increase in the number of oxygen vacancies. The results are
consistent with the RAMAN studies.
Table 3
Oxygen Storage Capacity
(OSC) of the
Nanoparticles
OSC (δ) (μmol/g)
CeO2
0.02
PEG-coated
CeO2
0.04
Ce0.5Zr0.5O2
0.06
PEG-coated Ce0.5Zr0.5O2
0.13
Effect of PEG Coating on the Stability of
the Nanofluid
The dispersion stability of the nanofluid is
tested at 500 μM, which was selected based on the highest concentration
used in the scavenging study. Figure shows the change in absorbance with time for the nanofluid
of CeO2 and Ce0.5Zr0.5O2 nanoparticles with and without PEG coating in water and PBS buffer.
The concentration of the absorbing species in the solution has a linear
relationship with the absorbance as per Beer-Lambert law. Therefore,
the change of absorbance with time is used as a measure of the relative
stability of the nanofluids.[76]
Figure 8
Absorbance/dispersion
stability of the nanofluid (500 μM)
in water and PBS.
Absorbance/dispersion
stability of the nanofluid (500 μM)
in water and PBS.It is observed from Figure that the presence
of PEG coating over the CeO2 nanoparticles has improved
their dispersion stability both in water
and in PBS buffer. The dispersion stability of PEG-coated Ce0.5Zr0.5O2 samples is at par with that of PEG-coated
CeO2 in water and PBS, and it is found to be 94 and 80%,
respectively, at 60 min. Then, there is no change in absorbance, i.e.,
the stability of the nanofluid is maintained till 90 min. The dispersion
stability of the uncoated CeO2 is only 79 and 63% in water
and PBS, respectively. To study the scavenging ability of the nanoparticles,
the nanofluid is required to have a good stability up to 60 min to
minimize the variation resulting from the possible sedimentation.
As the PEG-coated nanofluid is found to fulfill the mentioned requirement,
it has been used further in scavenging studies. On comparing the stabilities
of PEG-coated CeO2 and Ce0.5Zr0.5O2-based nanofluids prepared in water and PBS buffer,
it is observed that the stability is reduced in PBS buffer by 14%
compared to water-based nanofluids. The lower stability in phosphate
buffer could be attributed to the negatively charged phosphate ions
binding with the positively charged nanoceria, which minimizes the
effect of electrostatic repulsion between the nanoparticles. The van
der Waals attraction dominates, resulting in agglomeration. The proposed
hypothesis has been supported by the earlier studies.[48,77] The improved dispersion stability of the PEG-coated samples is believed
to arise from the steric stabilization resulting from the adsorbed
polymeric layer, which offsets the van der Waals force that drives
the agglomeration. A simple mechanism of steric stabilization by PEG
has been shown in Figure with the assumption that the PEG has strong adsorption with
the nanoparticles and forms a full coverage. Depending on the system,
different surface forces arise when the colloidal particles approach
within the range of interaction. The universal van der Waals force
of attraction arises due to the fluctuations in the electron clouds
surrounding the atoms and increases rapidly at short separation. In
the absence of any repulsive force in the system, this results in
particle aggregation followed by sedimentation. In the presence of
PEG, the nanoparticles experience a repulsive force when the distance
between two particles goes below twice the thickness of the polymer
layer due to volume restriction and osmotic effects in the region
between the two surfaces. The total interaction potential in any colloidal
system is a summation of the van der Waals force of attraction and
steric repulsion. The attractive van der Waals forces are particularly
strong at a short distance. The presence of the PEG layer prevents
the particles from approaching each other to a short distance where
the highly attractive forces dominate,[78] and thus, it prevents sedimentation.
Figure 9
Schematic diagram of
the energy interaction as a function of the
distance between two sterically stabilized nanoparticles in the suspension.
Schematic diagram of
the energy interaction as a function of the
distance between two sterically stabilized nanoparticles in the suspension.
Radical Scavenging Study
The antioxidant
ability has been assessed using DPPH (2,2-diphenyl-1-picrylhydrazyl)
assay at 5, 50, and 500 μM concentrations and the results are
shown in Figure a,b. It can be seen from Figure a that the scavenging of radicals for uncoated CeO2, PEG-coated CeO2, and PEG-coated Ce0.5Zr0.5O2 ranges from 33 to 40, 38 to 46, and
46 to 68%, respectively, when a lower, an intermediate, and a higher
concentration, i.e., 5, 50, and 500 μM, are used during the
test. The result indicates that the presence of the coating does not
hamper the surface reactivity of the nanoparticles. The performance
of the PEG-coated CeO2 nanofluid is found to be slightly
improved compared to the uncoated CeO2 at 5μM. It
might be because of the excellent dispersion stability of the PEG-coated
CeO2 (94%) compared to the uncoated CeO2 (79%),
which could have led to a reduced delivery of CeO2 nanoparticles
than expected in the test solution and scavenging process. However,
the difference becomes less significant with increasing concentration.
As sedimentation is a dynamic phenomenon, the prediction of the exact
variation of the concentration in the three test systems and the corresponding
effects are uncertain. The scavenging of radicals by PEG-coated Ce0.5Zr0.5O2 is seen to be 68%, whereas
PEG-coated CeO2 can scavenge only 48%. The improved scavenging
by PEG-coated Ce0.5Zr0.5O2 is due
to the smaller size of the nanoparticles. With the reduction of the
size, the concentrations of defects and oxygen vacancies have been
found to be increased, as confirmed from the RAMAN and OSC studies; AD1/AF2g = 1.2 and
OSC = 0.13 for PEG-coated Ce0.5Zr0.5O2 compared to AD1/AF2g = 0.3 and OSC = 0.04 for PEG-coated CeO2, resulting
in improved catalytic activity and radical-scavenging abilities of
the nanomaterials. The effect of the smaller particle size of ceria
(in the range of 3–5 nm) in controlling ROS-induced damages
can be seen in many in vitro and in vivo models, which is described in the review paper.[58] The scavenging is also found to be the best at a lower
concentration i.e., at 5 μM.
Figure 10
Radical scavenging of nanoceria-based
fluids. (a) Effect of PEG
coating and Zr doping; (b) effect of PBS buffer ions.
Radical scavenging of nanoceria-based
fluids. (a) Effect of PEG
coating and Zr doping; (b) effect of PBS buffer ions.Figure b highlights
the behavior of nanoceria in the presence of biologically relevant
ions. The radical scavenging is found to be 7, 6, and 1% lower in
PBS buffer at concentrations of 5, 50, and 500 μM, respectively,
compared to water. However, the difference is not significant, and
it can be concluded that the presence of ions in PBS buffer does not
interfere with the scavenging ability of the nanoparticles. The result
is consistent with the studies by Xue et al. where the presence of
biologically significant anions such as sulfates, carbonates, and
chloride has been found to have no impact on the catalytic ability
of nanoceria.[47]
Hydroxyl
Scavenging Study
The hydroxyl
radicals are known to be the most reactive and harmful type of ROS.[79] The scavenging ability of nanoparticles is tested
as suggested by Lu et al.[80] using the MV-Fenton
system, where the hydroxyl radicals are generated by a Fenton system
of 3.6 mM FeSO4 + 1 M H2O2 that produces
optimum hydroxyl radicals to be displayed clearly in the UV spectrophotometer.
The associated reaction is given in the eq .The reaction
between the hydroxyl free-radical
and methyl violet and the corresponding change in the maximum absorbance
of methyl violet are shown in Figure S7. It is seen that the aqueous solution of methyl violet shows a purple
color, which produces the characteristic absorbance peak at about
582 cm–1 in the UV spectrophotometer. Upon exposure
to the Fenton system, the solution becomes colorless because of the
reaction of MV with the generated hydroxyl free-radical, and therefore,
the intensity of the maximum absorbance is observed to decrease. When
nanoparticles are added, due to their scavenging effect, some of the
hydroxyl radicals are expected to convert into water, and thus, the
number of radicals that react with methyl violet is expected to reduce.
Hence, the intensity of the maximum absorbance of methyl violet is
expected to be less affected by a hydroxyl free-radical system when
nanoceria is present.The scavenging capabilities of nanoparticles
in the concentration range of 10–230 μM have been studied
parametrically. Percentage scavenging is calculated by measuring the
change in the absorbance value of methyl violet upon the addition
of hydroxyl free-radicals in presence and absence of CeO2 and Ce0.5Zr0.5O2 nanoparticles
as suggested in ref (81) and is given in eq .where ΔA and Δa are the changes in the absorbance of the methyl violet
solution after the addition of OH• radicals in the
absence and presence of nanoparticles, respectively.[80] The results are plotted in Figure , where it is observed that all of the nanoparticles
showed the scavenging capability at all concentrations. The scavenging
exhibited by PEG-coated CeO2 and Ce0.5Zr0.5O2 ranges from 12–39 and 17–60%,
respectively, and at each concentration, the scavenging by PEG-coated
Ce0.5Zr0.5O2 is better compared to
that of PEG-coated CeO2. To explain this behavior, the
possible reaction between the nanoparticles and hydroxyl radicals
is shown in eq .It can be seen that the
Ce3+ oxidation
state participates in the dissociation/scavenging of hydroxyl radicals.
The concentration of oxygen vacancies or defects in PEG-coated Ce0.5Zr0.5O2 has been found to be higher
(AD1/AF2g =
1.3, OSC = 0.13), as confirmed from RAMAN and OSC studies, compared
to PEG-coated CeO2 having an AD1/AF2g ratio of 0.3 and an OSC value of
0.04. The formation of oxygen vacancies is associated with the Ce3+ concentration;[82] therefore, a
high value of OSC reflects more number of Ce3+ in the material,
which leads to a high number of reaction sites (eq ), resulting in an enhanced scavenging ability.
Another observation from Figure is that the scavenging of the hydroxyl radicals increases
with the concentration and attains the highest value at 190 and 150
μM for PEG-coated CeO2 and Ce0.5Zr0.5O2, respectively. The result indicates that at
lower concentrations, i.e., <190 μM for CeO2 and
<150 μM for Ce0.5Zr0.5O2, the number of nanoparticles is insufficient to react with the generated
hydroxyl radicals used in the study. The higher concentration of defects
present in the PEG-coated Ce0.5Zr0.5O2 nanoparticles justifies the requirement of a lower concentration
for effective scavenging compared to that of PEG-coated CeO2. One more test with a higher concentration of 230 μM has been
performed to verify the optimal concentration for effective scavenging.
Beyond this concentration, the nanoparticles start to interrupt the
maximum absorbance of MV and therefore, no further concentration is
tested. Once the concentration reaches the optimum value, the scavenging
is found to be the best, and it starts to reduce beyond the optimum
concentration of the nanoparticles. When the number of nanoparticles
is exceeded, some of the Ce3+ start to act as a catalyst,
similar to Fe2+, and produce hydroxyl radicals from a series
of reactions analogous to Fanton/Haber Weiss as shown in eq .This explains
the reduced scavenging by CeO2 and Ce0.5Zr0.5O2 nanoparticles
beyond their respective optimum concentration. This hypothesis is
also supported by Lu et al.,[80] where the
scavenging was studied in low and high hydroxyl radical systems.
Figure 11
Hydroxyl
scavenging (%) of PEG-coated nanoparticles at different
concentrations.
Hydroxyl
scavenging (%) of PEG-coated nanoparticles at different
concentrations.
Conclusions
It is observed from this study that by doping zirconium into the
ceria lattice and adding PEG during the synthesis stage, spherical
and finer nanoparticles with a narrow size distribution are achieved.
RAMAN and oxygen storage capacity studies confirmed that the smaller
size of PEG-coated Ce0.5Zr0.5O2 induced
more distortion in the lattice and subsequently resulted in an increased
number of oxygen vacancies, which significantly improved the scavenging
activity of PEG-coated Ce0.5Zr0.5O2 nanoparticles compared to PEG-coated CeO2. The presence
of PEG coating over the nanoparticles improved the dispersion stability
of the nanofluids both in water and in PBS buffer without affecting
their surface reactivity, indicating that these nanoparticles are
suitable to be used in a biologically relevant environment. From this
study, it is proposed that PEG-coated Ce0.5Zr0.5O2 with an average size of ∼ 4 nm offers the best
scavenging of the radicals and hence can be thought of as a potential
antioxidant in a biological environment where ionic concentration
of the fluid is present.
Authors: Verena Scheper; Melanie Schmidtheisler; Florian Lasch; Heiko von der Leyen; Armin Koch; Jana Schwieger; Andreas Büchner; Anke Lesinski-Schiedat; Thomas Lenarz Journal: Trials Date: 2020-07-14 Impact factor: 2.279
Authors: Vishal Shah; Shreya Shah; Hirsh Shah; Fred J Rispoli; Kevin T McDonnell; Selam Workeneh; Ajay Karakoti; Amit Kumar; Sudipta Seal Journal: PLoS One Date: 2012-10-26 Impact factor: 3.240