Hongying Wang1, Zhuangzhuang Wang1, Guanglei Liu1, Xiaohong Cheng1, Zhenming Chi1, Catherine Madzak2, Chenguang Liu1, Zhe Chi1,3. 1. College of Marine Life Sciences, Ocean University of China, No. 5 Yushan Road, 266003 Qingdao, China. 2. Université Paris-Saclay, INRAE, AgroParisTech, UMR SayFood, F-78850 Thiverval-Grignon, France. 3. Pilot National Laboratory for Marine Science and Technology, No. 1 Wenhai Road, 266237 Qingdao, China.
Abstract
In this work, a biological engineering-based biosilica-yeast hybrid material was developed. It was obtained by the aggregation of Yarrowia lipolytica through biosilicification catalyzed using genetically displayed silicatein on its cell surface. With orthosilicate or seawater as the substrate, the silicatein-displayed yeast could aggregate into flocs with a flocculation efficiency of nearly 100%. The resulting floc was found to be a sheetlike biosilica-yeast hybrid material formed by the biosilica-mediated immobilization of yeast cells via cross-linking and embedding, turning the original hydrophilicity of yeast cells into hydrophobicity. In addition, this material was characterized to be porous with an average pore diameter of approximately 10 μm and porosity of over 70%. Because of these properties, this hybrid material could achieve enhanced removal efficiencies for chromium ions and n-hexadecane, which were both above 99%, as compared to the free cells of Y. lipolytica in aqueous environments. Importantly, this hybrid material could be recultivated to generate new batches of yeast cells that maintain parallel properties to the first generation so that the same hybrid material could be reproduced with unchanged highly efficient removal of chromium and n-hexadecane to those of the first generation, demonstrating that this biosilica-yeast hybrid material was living and renewable. This work presented a novel way of harnessing silicatein and Y. lipolytica to achieve biological synthesis of a living inorganic-organic hybrid material that has potential to be applied in water treatment.
In this work, a biological engineering-based biosilica-yeast hybrid material was developed. It was obtained by the aggregation of Yarrowia lipolytica through biosilicification catalyzed using genetically displayed silicatein on its cell surface. With orthosilicate or seawateras the substrate, the silicatein-displayed yeastcould aggregate into flocs with a flocculation efficiency of nearly 100%. The resulting floc was found to be a sheetlike biosilica-yeast hybrid material formed by the biosilica-mediated immobilization of yeastcells via cross-linking and embedding, turning the original hydrophilicity of yeastcells into hydrophobicity. In addition, this material wascharacterized to be porous with an average pore diameter of approximately 10 μm and porosity of over 70%. Because of these properties, this hybrid material could achieve enhanced removal efficiencies for chromium ions and n-hexadecane, which were both above 99%, ascompared to the free cells of Y. lipolytica in aqueous environments. Importantly, this hybrid material could be recultivated to generate new batches of yeastcells that maintain parallel properties to the first generation so that the same hybrid material could be reproduced with unchanged highly efficient removal of chromium and n-hexadecane to those of the first generation, demonstrating that this biosilica-yeast hybrid material was living and renewable. This work presented a novel way of harnessing silicatein and Y. lipolytica to achieve biological synthesis of a living inorganic-organic hybrid material that has potential to be applied in water treatment.
Although numerous materials
and nanomaterials are flourishing in
the modern world, it is still significant to highlight the prospects
of biological engineered living materials (ELMs), proposed by Gilbert
and Ellis in 2018, for its great potential in creating entirely new
and useful biological materials ascutting-edge fields involving microbiology,
material science, and synthetic biology and its advantages as eco-friendly
materials.[1] However, the occurrence of
ELMs is largely insufficient.Presently, anthropogenic activities
are causing increasingly heavy
contamination of terrestrial and marine aqueous environments on Earth,
which endangers the availability of vital water resources for human
beings. Therefore, the removal of toxic industrial heavy metals and
accidental petroleum spills has received intensive research attention.
Modern bioremediation with micro-organisms, which includes bacteria,
archaea, fungi, and yeast, is one of the most attractive and active
research fields because it could be an alternative approach for the
treatment of these pollutants in a cost-effective, safe, and ecofriendly
way.[2−4] Environmentally friendly materials are emerging as another group
of promising technologies for the effective treatment of environmental pollutants.[2,5,6] Materials/nanomaterials with a
large surface area and mesoporous structures have been synthesized
exhibiting considerably high capability for adsorbing heavy-metal
ions;[7] superhydrophobic materials, also
with a high surface area, high porosity, and nanostructured surface
were also prepared for highly efficient oil adsorption.[6,8,9] Lately, a new field of combining
material science/nanotechnologies with micro-organisms has emerged
for the purpose of combining their respective advantages to produce
hybrid materials and improve their capacity of removing heavy metals
and oil from water.[8,10]Yarrowia
lipolytica is an oleaginous
yeast species capable of growing in hydrophobic environments because
of its unique physiological and metabolic features, such as the ability
to utilize triglycerides, fatty acids, and hydrocarbonsas the carbon
sources.[11,12] Moreover, this yeast is able to produce
various enzymes (such as proteases, lipases, and esterases) and natural
products (such as emulsifiers and surfactants), which guarantees its
growth in a large array of different conditions.[12,13] These features indicate great potential for Y. lipolytica in the bioremediation of environmental contamination by various
pollutants, notably oils and hydrocarbons.[12,14] Moreover, it is documented that Y. lipolytica is an efficient biosorbent for the removal of heavy metals such
asnickel, chromium, and silver ions.[12,15,16] This yeastcan also tolerate low temperatures, high
saltconcentrations, and variable pH, which is significant because
these features would enable its use for the bioremediation of seawater
and the in situ treatment of organiccontaminations such asoil spills.[11,12] Therefore, Y. lipolytica has great
potential as a multifunctional bioremediation agent for the simultaneous
treatment of heavy metals and hydrocarbons in aqueous environments.
Inspired by the ELMs, we intend to make endeavors to create a living Y. lipolytica-based material which intersects the
material science and synthetic biology to achieve and improve removal
capacity of heavy metals and hydrocarbons.Different from the
abovementioned nanomaterials, the cells of Y. lipolytica must be kept intact to maintain their
living status for metabolizing hydrocarbons; thus, cells could not
be fabricated into mesoporous structures. However, it is feasible
to cross-link whole cells to each other so that micropores could be
formed. This process would lead to the flocculation of Y. lipolyticacells. On the other hand, the preparation
of silica-coated yeastcells[17] has inspired
us to make a coating for the surface of Y. lipolyticacells with certain hydrophobic inorganic substances, with which
the preparation of nanomaterials for modifying yeast-cell surfaces
could be avoided to simplify the process of surface hydrophobization.[8] In this context, biosilicification on the cell
surfaces of micro-organisms could cause the deposition of hydrophobicsilica[9] on the surfaces of yeastcells,[18] as well as induce the cross-link of yeastcells;[17] however, whether porous structures were formed
during this process has not yet been specified. In these cases, silica
was deposited on cell surfaces via chemical sol–gel reaction,
which required the use of silane substrates. A unique family of enzymes
mainly synthesized using marine sponges, namely, silicateins, are
able to catalyze the polymerization of soluble marine orthosilicates
into biosilica (biologically formed silica nanostructure) to form
their spicules.[19] Moreover, silicateins
are capable of catalyzing various other silicates and silanes into
silica.[19,20] These suggest the possibility of achieving
biosilicification mediated by silicateins with versatile substrates,
especially, natural ones like seawater, ascompared to that for sol–gel
reactions. In a former report, silica encapsulation on the surfaces
of microbial cells wascatalyzed by surface-displayed silicatein α,
which could cause simultaneous cell cross-linking and flocculation.[20]Inspired by these studies, we displayed
silicatein SilA1 from a
marine sponge on the surface of Y. lipolyticacells through genetic engineering;[21,22] the resulting
silicatein-displayed recombinant strain was used to react with organosilane
and seawateras the substrates, expecting that the displayed SilA1
could catalyze biosilica synthesis on Y. lipolyticacells and simultaneously medicate their aggregation to obtain a
new biosilica–yeast hybrid material that might be capable of
enhanced heavy-metal adsorption and n-alkane degradation.
Results
and Discussion
Surface Display of Silicatein on Y. lipolytica and Whole-Cell Catalytic Properties
The utilization of
the pINA1317-YlCWP110 vector for the surface display of heterologous
enzymes requires screening their activities, using different transformants
as whole-cell catalysts to identify the transformant exhibiting the
highest catalyzing ability.[21−23] Thus, 100 transformants obtained
in this work, which had integrated the 6×His-SilA1-YlCWP110 fragment into their genomes, were screened to determine their silicatein
activity as described above. As illustrated in Figure a, transformant strain S10 was distinguished
as exhibiting the highest specificsilicatein activity of 376.5 ±
3.8 U/mg dry cell weight (DCW) among all transformants under the unoptimized
reaction conditions (see the Supporting Information), whereas negative control strain S0, with only YlCWP110 integrated into the genome, had silicatein-like activity of 14.2
± 0.22 U/DCW, which wasascribed to hydrophobic interaction or
unspecificcatalysis between cell surfaces of the S0 strain and the
(tetraethyl orthosilicate) TEOS-hydrolyzed orthosilicate substrate.[19] Upon selection of the S10 strain, cell growth
and time-dependent changes of silicatein-specific activities of this
whole-cell catalyst were investigated. This allowed the determination
of optimal cultivation time when specific activity reaches its maximum,
depending on the growth-time-dependent expression of the SilA1 gene, driven by the recombinant hp4d promoter in
the pINA1317-YlCWP110 expression vector.[22,24]Figure S1 shows that the specific activity
of S10 cells reached 377.2 ± 24.1 U/mg DCW at a cultivation time
of 72 h and that it remained unchanged during subsequent cultivation;
cell growth was stationary with an approximate cell density of 2.6
× 107 cells/mL at 72 h. Thus, this whole-cell catalyst,
harvested after 72 h cultivation, was used in all subsequent assays.
Figure 1
(a) Specific
silicatein activities of recombinant strain S10 and
control strain S0; (b) flocculation appearance of S10 and S0 Y. lipolytica strains formed in TEOS hydrolysate
as the substrate. (c,d) Immunofluorescence assay: observation of the
S0 strain under white light and fluorescence microscope (excitation
wavelength: 420–485 nm, emission wavelength: 515 nm), respectively.
(e,f) Observation of the S10 strain under white light and the fluorescence
microscope of the same condition, respectively.
(a) Specificsilicatein activities of recombinant strain S10 and
control strain S0; (b) flocculation appearance of S10 and S0 Y. lipolytica strains formed in TEOS hydrolysateas the substrate. (c,d) Immunofluorescence assay: observation of the
S0 strain under white light and fluorescence microscope (excitation
wavelength: 420–485 nm, emission wavelength: 515 nm), respectively.
(e,f) Observation of the S10 strain under white light and the fluorescence
microscope of the same condition, respectively.The demonstration of silicatein activity using the S10 whole-cell
catalyst not only indicated that SilA1 was successfully expressed
in Y. lipolytica but also implied its
effective display on the cell surface. To further demonstrate the
surface display of SilA1, S10 cells were first subjected to treatment
with proteinase K,[21] which led to a drastic
decrease in specific activity to 25.70 ± 3.5 U/mg DCW (Figure S2), confirming that the recombinant silicatein
was distributed on the cell surface.[21] Thereafter,
immunofluorescence assay was performed using 6 × His monoclonal
antibody as the primary antibody and IgG/fluorescein isothiocyanateas the secondary antibody. Results in Figure clearly showed that no fluorescence was
observed on S0 cells that had only YlCWP110 integrated
into the genome (Figure c,d); yeastcells of the S10 strain, on the other hand, whose genome
harbors fusion gene 6His-SilA1-YlCWP110, could emit
green fluorescence around the cell walls (Figure e,f). Thus, this immunofluorescence assay
demonstrated that recombinant silicatein was indeed displayed on the
cell surface of the S10 strain through the production of the 6×His-SilA1-YlCWP110
fusion protein anchored on the cell walls.[22,23] Previously, silicatein α was anchored on the cell surface
of Escherichia coli by the expression
of fusion of its gene with the outer membrane protein A gene. Here,
silicatein was displayed for the first time on the cell surface of Y. lipolytica. The effect of surface-displayed SilA1
on the cell growth of the S10 strain was studied. When compared with
original Y. lipolytica host strain
Po1h, the S10 strain exhibited no significant difference in cell density
at each tested time point during 120 h cultivation (Figure S3), indicating that the surface display of SilA1 had
no side effects on the cell growth of the S10 strain.For the
purpose of fully understanding the catalyticconditions
of whole yeastcell silicatein with TEOS hydrolysate, optimal reaction
temperature, pH, and enzymatic stability against different temperatures,
pH values, and metal ions were investigated. As shown in Figure S4a, the optimal reaction temperature
for S10 cells was 30 °C, at which the relative silicatein activity
was maximal. Moreover, surface-displayed SilA1 was relatively stable
up to 40 °C, retaining over 80% of its initial activity. However,
it was rapidly inactivated when the temperature was above 50 °C
(Figure S4a), indicating that the surface-displayed
silicatein did not have very strong thermostability. It was once acknowledged
that the temperature optimum for silicatein was in the range of 20–25
°C and that the temperature coefficient decreased 2.5-fold above
25 °C.[25] Herein, the optimal temperature
for this surface-displayed silicatein was 5–10 °C higher,
and it did not significantly lose its activity around the optimal
reaction temperature. This positive effect on thermostability could
possibly be attributed to the chimeric expression of SilA1 and CWP110, which could increase the rigidity and
the consequent stability of the fusion protein. Furthermore, as shown
in Figures S4b and S10, cells exhibited
the highest relative activity at pH 7.0 under the optimal temperature
of 30 °C, both of which are common conditions that should not
be difficult to apply in large-scale water-treatment industries. Normally,
free or surface-displayed silicateins require a nearly neutral pH
value to achieve enzyme-driven silica polycondensation.[25] Thus, the optimal reaction pH value of 7.0 for
the S10 whole-cell catalyst is similar to those from previous studies.
However, few studies have taken note of the pH stability of silicatein.
In this study, we found that the S10 whole-cell catalyst stayed relatively
stable within pH values ranging from 4 to 9 at 30 °C (Figure S4b), under which condition, its relative
activity was maintained at over 70%. This pH stability profile reflects
broad pH adaptability for the S10 whole-cell catalyst which may facilitate
silica polycondensation catalyzed using surface-displayed silicatein
in versatile aqueous environments.Finally, the effect of various
metal ions on the enzymatic activity
of the S10 whole-cell catalyst was evaluated. Table S1 lists the effect of 17 kinds of metal ions on the
activity of displayed silicatein. It could easily be observed that
the majority of these ions were unable to inhibit the activity of
the S10 catalyst, with the exception of Fe3+, which significantly
reduced its activity to approximately 59% (p <
0.05); some metal ions, such asMg2+, Mn2+,
K+, Co2+, and Ni2+, even slightly
promoted silicatein activity. In particular, we first determined in
this study that Cr(III) and Cr(VI) ions did not have inhibiting effects
on S10 cells, which guaranteed the possibility of using this whole-cell
catalyst in the treatment of these toxicmetal ions in water.Under optimal temperature and pH value, S10 whole-cell silicatein
exhibited 381.08 ± 2.4 U/mg of specific activity. Notably, visible
aggregation in bulk could be clearly observed under this condition
(Figure b), accompanied
with a significant decrease of cell density in this solution (from
1 × 107 to approximately 5 × 105 cells/mL).
No obvious bulk derived from S0 cells was observable after they were
subjected to TEOS-hydrolyzed orthosilicate (Figure b), suggesting that unspecificcatalysis
using S0 could not result in yeastflocculation. Thereby, this phenomenon
demonstrated that S10 cells were flocculated by reacting with the
orthosilicate. The reason for this might be the biosilicacross-link
during silicatein catalytic polycondensation or the embedding of biosilica
in the yeastcells. Therefore, yeastflocs were collected and characterized
to address this issue.
Yeast Flocculation Characterization
The reaction products
derived from the S10 (S10p) and S0 (S0p) strains with the substrate
of the TEOS hydrolysate were filtered for collection, freeze-dried,
and subjected to powder X-ray diffraction (XRD) analysis. The XRD
S10p pattern demonstrated that amorphous silica accounted for the
predominant material, while minor crystalline silica species might
have coexisted, deduced by the identification of a characteristic
quartz peaks at 2θ = 20.89 and 2θ = 26.63 (Figure a), which was in close agreement
with the XRD pattern of pure silica (JCPDS ICDD File Card # 00-001-0647),
the commercial biosilica,[26] and biosilica
isolated from marine sponges.[27] Moreover,
the strong signal at 2θ = 31.08 might correspond to the XRD
pattern of the natural silica-containing zeolite of gmelinite;[28] however, the reason for the formation of this
crystalline structure required further investigations. In contrast,
the product of the S0p control sample showed completely amorphous
silica without any definite crystalline peak (Figure b). S10p and S0p were tested with elemental
analysis (EA). Table shows that C, H, O, N, and Si elements contributed to the constitution
of S10p and S0p, which suggested that S10p and S0p were inorganic–organic
hybrid materials. Additionally, S10p contained a larger Si content
than that of S0p, which could be attributed to the higher silicatein
activity of S10 cells so that more biosilicacould be synthesized
for S10p. Thus, XRD and EA results demonstrated that biosilica was
indeed produced in S10p.
Figure 2
XRD patterns of reaction products derived from
(a) S10 (S10p) and
(b) S0 (S0p) strains with the TEOS hydrolysate substrate (green dots,
2θ degrees of 20.89, 26.63, and 31.08); SEM images of S10p and
S0p at (c,d) 2000× and (e,f) 6000× magnification.
Table 1
EA of Reaction Products Derived from
S10 (S10p) and S0 (S0p) Strains with TEOS Hydrolysate
elements
S10p
S0p
Si (%)
17.34 ± 0.23
5.53 ± 0.12
C (%)
20.26 ± 0.17
16.80 ± 0.08
H (%)
4.90 ± 0.22
4.23 ± 0.3
O (%)
27.04 ± 0.09
25.63 ± 0.26
N (%)
4.33 ± 0.12
3.82 ± 0.22
XRD patterns of reaction products derived from
(a) S10 (S10p) and
(b) S0 (S0p) strains with the TEOS hydrolysate substrate (green dots,
2θ degrees of 20.89, 26.63, and 31.08); SEM images of S10p and
S0p at (c,d) 2000× and (e,f) 6000× magnification.To distinguish this structural difference on the microlevel,
S10p
and S0p were observed with scanning electron microscopy (SEM). SEM
under 2000× magnification revealed large sheetlike morphology
for S10p (Figure c),
whereas much smaller and irregular structures were observed in the
S0p control sample (Figure d). At 6000× magnification, massive S10 cells were observed,
tightly cross-linked with each other (Figure e). These cells were embedded using biosilica
so that thick layers formed (Figure a), but this embedding was not uniform, and the cells
on the layer surface were not enclosed. Cross-linked cells could also
be found in the S0p sample, but in a very loose morphology, and biosilica
embedding was not observed in this sample (Figure f). An early study reported that a whole-cell
catalyst composed of E. coli surface-displaying
silicatein could mediate the synthesis of titanium phosphates from
a Ti-BLADH substrate using a catalysis mechanism similar to biosilica
polycondensation, leading to cross-linking and flocculation in bulk
for E. colicells.[29] Nevertheless, layered amorphous titanium phosphates were
formed on the bacterial cell surfaces during this process, but whether E. colicells were embedded by titanium phosphates
was not identified.[29] In this work, the
SEM observation directly revealed that the sheetlike aggregates in
the bulk of S10p were composed of biosilica-embedded and cross-linked
S10 yeastcells. Furthermore, S10p wascalcined at 1000 °C for
2 h, and XRD and SEM were again used to characterize these calcinated
products. SEM (Figure S5a) showed that
S10p calcination caused its disintegration and transformation into
tiny pieces. The XRD pattern (Figure S5b) of the calcinated S10 product also revealed that more crystalline
silica was formed after calcination. Thereby, these results suggested
that yeastcells in S10p were not individually encapsulated with biosilica
but rather were cross-linked and embedded in mass, thereby leading
to the collapse of S10p into small pieces of amorphous–crystalline
hybrid silica. The reason for the failure of yeast-cell encapsulation
was highly likely because displayed silicateins were not adjacent
on the yeast surfaces, as manifested when much green fluorescence
was scattered on the yeast-cell walls, distinguished by fluorescence
microscopy (Figure ). Therefore, we propose that yeast-cell cross-linking and embedding
were achieved by biosilica growth catalyzed using the surface-displayed
silicatein on S10 cells. This process, with the collaboration of cell
cross-linking and embedding, led to the immobilization of S10 cells,
which was similar to the enzyme immobilization catalyzed using silaffin.[30]SEM images (Figure c,d) showed that multiple pores were distributed
on the S10p, and,
at higher magnification, pores with an average diameter of 9.99 ±
1.66 μm could be observed. In addition, mercury intrusion porosimetry
showed that S10p had high porosity of approximately 71.48% (Table S2). Pore size and porosity measurement
indicated that the S10p biosilica–yeast hybrid was indeed porous
with microscale pores all over it. However, the formation mechanism
of these pores remained largely unclear, and it required further investigation.
Herein, we proposed that because of the nonuniform display of silicatein,
these pores were formed by the surrounding of randomly assembled yeast
surfaces where silicateins were seldom displayed during the process
of yeastflocculation.After the structure of S10p had been
specified, S10p hydrophobicity
was taken into account and tested using watercontact angle (WCA)
assay. Figure a illustrates
that the WCA value of S10p was 117.35°, whereas S0p had a WCA
value of 61.53°, and WCA values for the unreacted yeastcells
of S10 and S0 were even smaller, indicating that S10p had an excellent
hydrophobic property.[31] Importantly, this
result demonstrated that hydrophobic modification to the yeastcells
could be achieved by the catalytic synthesis of biosilica mediated
by surface-displayed silicatein, and a porous and hydrophobic hybrid
material of biosilica-embedded Y. lipolytica was successfully obtained.
Figure 3
WCA for each reaction product derived from (a)
S10 strain with
TEOS hydrolysate, (b) pure S10 strain as the control, (c) reaction
product derived from S0 strain with TEOS hydrolysate, and (d) pure
S0 strain as a control.
WCA for each reaction product derived from (a)
S10 strain with
TEOS hydrolysate, (b) pure S10 strain as the control, (c) reaction
product derived from S0 strain with TEOS hydrolysate, and (d) pure
S0 strain as a control.
Maximal Hybrid Material
Production
Upon the successful
preparation of the biosilica–yeast hybrid material, its producing
conditions were optimized in terms of orthosilicateconcentration,
cell density, and reaction time, which was measured with the parameter
of flocculation efficiency under previously identified optimal reaction
conditions of 30 °C and pH 7.0. As shown in Figure a, with a cell density of 1
× 107 cells/mL, S10 flocculation efficiency kept increasing
with the increase of orthosilicateconcentration from 0 to 10 mol/mL;
flocculation efficiency reached 95.3 ± 1.9% and stopped increasing
when the orthosilicate level was over 10 mmol/mL, which appeared to
be the optimal concentration. Furthermore, with this orthosilicateconcentration, the use of different S10 cell densities (1 × 104, 1 × 105, and 1 × 106 cells/mL)
appeared to result in lower flocculation efficiency than that for
cell density at 1 × 107 cells/mL, and flocculation
efficiency also dropped significantly, to 17.1 ± 4.7%, when using
1 × 108 cells/mL (Figure b). This indicated that 1 × 107 cells/mL was the optimal cell density. Using these optimal flocculation
conditions, reaction time was optimized. The result, illustrated in Figure c, indicated that
flocculation efficiency reached its maximum after incubating with
substrates for 30 min. Therefore, the optimal flocculation conditions
were specified to be 30 °C, pH 7.0, cell density of 1 ×
107 cells/mL, orthosilicateconcentration of 10 mmol/mL,
and reaction time of 30 min, under which flocculation efficiency wasas high as 99.93 ± 2.1%.
Figure 4
Effects of (a) orthosilicate concentration,
(b) reaction time,
and (c) cell density on flocculation efficiency of S10 cells in TEOS
hydrolysate, and (d) effect of reaction time on flocculation efficiency
of S10 cells in pure seawater.
Effects of (a) orthosilicateconcentration,
(b) reaction time,
and (c) cell density on flocculation efficiency of S10 cells in TEOS
hydrolysate, and (d) effect of reaction time on flocculation efficiency
of S10 cells in pure seawater.The orthosilicate substrate used in the above assays was obtained
from TEOS hydrolysates. However, seawater appeared to be another convenient
orthosilicate source, which is utilized by marine sponges to synthesize
their spicules.[32] Significantly, the use
of seawateras a natural substrate to produce the biosilica–yeast
hybrid material catalyzed by the silicatein surface-displayed S10
cells truly utilized the real subjects in the bioprocess of silica-based
skeletons of marine sponges[33] as a biomimetic
and bioinspired issue for designing innovative materials,[34] thus making the preparation of this hybrid material
with pure seawater of particular significance. In the beginning, no
floccould be observed after S10 cells were subjected to seawater.
However, tiny floating flocculant particles began to be visible with
an incubation time of over 1 h (Figure S6). On the basis of this phenomenon, time-dependent yeastflocculation
in seawater was further investigated. As seen in Figure d, yeast-flocculation efficiency
reached 19.2 ± 1.2% after 1 h of incubation and increased rapidly
to approximately 65.3 ± 3.4% after 2 h. After that time, flocculation
efficiency maintained a very slow increase rate until it reached approximately
95.5 ± 3.4% after 4 h incubation (Figure d). For the S0 strain in seawater, yeastflocculation was not always obvious. Subsequently, the reacted products
using seawateras the substrate catalyzed using the S10 (S10sp) and
S0 (S0sp) strains were subjected to the XRD, SEM, and WCA analyses
in order to verify that the use of the seawater substrate could also
contribute to the formation of biosilica–yeast hybrid material
like that derived from TEOS hydrolysates. As revealed by SEM in Figure S7a, S10sp had sheetlike morphology. Furthermore,
S10sp was porous with an average pore diameter of 9.90 ± 0.91
μm (Figure S7a) and porosity of 70.41%
(Table S2), which were consistent with
reaction products of S10p derived from the TEOS hydrolysate. In addition,
the XRD pattern of S10sp also demonstrated a predominantly amorphous
profile for this sample, along with silicacrystalline peaks found
at θ degrees of 20.95, 26.1, and 50.83 (Figure S7b), which was in agreement with the XRD biosilica
pattern from a marine sponge.[27] WCA analysis
showed that S10sp also possessed a similar hydrophobic property (Figure S8) to that of S10p. Therefore, these
analyses verified that S10 cells could catalyze biosilica formation
with the natural substrate of seawater like that used with orthosilicates
generated from hydrolyzing TEOS. The bulk wascomposed of biosilica-embedded
yeastcells that could also be produced during this process to produce
porous and hydrophobic biosilica–yeast hybrid material similar
to S10p. Despite that it would take much longer for S10 to flocculate
in seawater than in TEOS hydrolysates, seawatercould indeed be used
to induce the formation of the biosilica–yeast hybrid material
via the surface-displayed silicatein. This slow biosilicification
process was likely due to the extremely low concentration of natural
orthosilicate at the micromolar level in seawater.[35] Nevertheless, the abundance of seawater on the Earth would
guarantee that it could serve as a cost-effective source to be used
to prepare this hybrid material.
Enhanced Chromium Removal
from Water with Biosilica–Yeast
Hybrid Material
At present, remediating chromium-contaminated
water by adsorption is a universal problem that has not been solved.[36] In this work, following all characterizations
specified above, we evaluated the effects of S10p (obtained from the
reaction of S10 cells with the substrate of TEOS hydrolysate) and
S10sp (obtained from the reaction of S10 cells with the substrate
of pure seawater) hybrid material on the removal of highly toxicchromium
ions[37,38] from water. This was implemented by determining
the removal efficiency of Cr(III) and Cr(VI) ions, which are the prevailing
toxic forms of Cr in natural environments,[39] from water by S10p and S10sp, as well as by nonflocculated S10 cells
as the control group. According to results presented in Figure a, the removal efficiency of
100 mg/L Cr(III) ions (Cr3+) by both S10p and S10sp and
free cells kept ascending with the increase of their amounts in the
reaction solution. At a concentration of 1.3 g/L, Cr(III) removal
efficiency for each sample reached the maximum, which was 96.7 ±
1.3% for S10p, 96.0 ± 1.5% for S10sp, and 93.1 ± 1.7% for
free S10 cells. Next, the time-dependent profiles of Cr(III) removal
efficiency for all samples are shown in Figure b. Results demonstrated that the removal
efficiency of Cr3+ by S10p and S10sp further increased
to 99.5 ± 1.1 and 99.3 ± 2.3%, respectively, after incubation
with 100 mg/L of Cr(III) for 150 min, whereas the Cr(III) removal
efficiency of S10 free cells was significantly lower at that timepoint
(P < 0.05). In addition, incubation for longer
than 150 min did not lead to any further increase of Cr(III) removal
efficiency for any sample. For Cr(VI) ions (Cr2O72–), which are 100 times more toxic and 1000 times
more mutagenic than Cr(III),[40] similar
results were obtained concerning the removal efficiency of all four
samples. Briefly, with the same Cr(VI) ion initial concentration of
100 mg/L, the use of 1.3 g/L S10p and S10sp achieved optimal removal
efficiency, which was 97.3 ± 1.6 and 96.8 ± 2.1%, within
30 min, whereas free S10 cells only exhibited a removal efficiency
of 89.1 ± 1.2% for Cr(VI) (Figure c). Consistently, an incubation duration of 150 min
resulted in maximal Cr(VI) removal efficiency of 99.7 ± 1.2 and
99.8 ± 1.1% by S10p and S10sp (Figure d), respectively, which was higher than the
Cr(VI) removal efficiency of approximately 90% by the free cells of Y. lipolytica isolates under similar conditions.[41] Although a similar removal efficiency of 99.66%
could also be obtained using the free cells of Saccharomyces
cerevisiae, this required the chemical and thermal
pretreatment of this yeast.[42] In contrast,
the hybrid material in this study had the advantageous ability of
removing Cr(III) and Cr(VI) pollutants from water with high efficiency
and without special pretreatment, making it convenient to operate
in possible applications. In addition, the adsorption capacities for
Cr(III) by S10p and S0sp (in dry weight) were 76.54 ± 0.77 mg/g
and 76.38 ± 1.77 mg/g, while the values for Cr(IV) were 76.69
± 0.92 mg/g and 76.77 ± 0.84 mg/g. These indicated that
the Cr(VI) adsorption capacities of as-prepared hybrid materials were
much stronger than the heat-treated yeastcells (7 mg/g) but were
obviously weaker than Y. lipolyticacells modified with Fe0/Fe3O4 nanoparticles[43] and many other nanomaterials.[44] However, the preparation of these hybrid materials appeared
to be simpler, underlining its potential practicability over the other
materials. The adsorption capacity of Cr(III) was rarely reported
for the biosorbents,[2] except for the hybrid
materials in this work, although weaker than that of phosphate mine
(97.23 mg/g).[45] Nonetheless, Cr(III) was
also harmful heavy metal ions that need to be removed.[2] Significantly, this high removal efficiency using these
two types of hybrid material enabled concentrations of unabsorbed
Cr(III) and Cr(VI) ions left in the solutions to be as low as 0.5
mg/L, which met the general standard of the upper limit of total Cr
into inland surface water.[2]
Figure 5
Optimization of removal
efficiencies for Cr(III) (a,b) and Cr(VI)
(c,d) against different conditions of material concentration and reaction
time using TEOS hydrolysate-derived hybrid material (S10p), pure-seawater-derived
hybrid material (S10sp), and S10 free cells. *, data had significant
difference.
Optimization of removal
efficiencies for Cr(III) (a,b) and Cr(VI)
(c,d) against different conditions of material concentration and reaction
time using TEOS hydrolysate-derived hybrid material (S10p), pure-seawater-derived
hybrid material (S10sp), and S10 free cells. *, data had significant
difference.From the above data, it can be
implied that silica embedding did
not interrupt but instead enhanced the original adsorbing abilities
of Y. lipolytica for Cr(III) and Cr(VI).
Previously, the adsorption mechanism for heavy-metal ions using Yarrowia spp. wasascribed to the binding effects
between these ions and reactive moieties present on the cell surface,
such ascarboxyl, hydroxyl, and amino groups.[15,16,41] Therefore, it could be postulated that the
adsorption of Cr(III) and Cr(VI) ions using Y. lipolytica strains used in this work was also achieved through this mechanism.
Moreover, it is well known that mesoporous silica nanoparticles have
an adsorbing ability, although limited, for heavy-metal ions because
of their characteristics.[46] However, the
biosilica presented in the hybrid materials here wascharacterized
to have no such mesoporous structure. There was limited iron incorporation
in the diatom biosilica, and more than 95% of biosilica-attached iron
was in the form of ironclusters.[47] Nonetheless,
another study suggested that the silica formed through silicatein
catalysis was in the structure of trisiloxane rings and higher-membered
siloxane rings,[32] but whether these siloxane
rings could incorporate Cr(III) and Cr(VI) ions was yet to be specified.
Therefore, it still requires extended studies to unravel the mechanism
for enhanced removal efficiency of Cr(III) and Cr(VI) ions that emerge
after silica embedding.
Simultaneous Enhanced Removal Efficiency
of n-Hexadecane from Water using Hybrid Material
Accidental
petroleum spills, especially in oceans, have already caused disasters
to ecosystems that directly or indirectly endangered many life forms.[4] Bioremediation using micro-organisms is becoming
a major approach for tackling such petroleum contaminations. The well-described
capability of Y. lipolytica for metabolizing
and degrading hydrocarbons has made this yeast a promising candidate
for use in the bioremediation of petroleum spills.[4,12] S10p
and S10sp were tested for their removal efficiency of n-alkane in water, with n-hexadecaneas a representative n-alkane pollutant. Quantification with gaschromatography
(Figure S9 and Table S3) indicated that
the use of both S10p and S10sp could better consume n-hexadecane, as reflected by a removal efficiency of 85.48 ±
0.28 and 82.60 ± 0.66% (p > 0.05) within
96
h for S10p and S10sp (Figure a), respectively, under the initial conditions (see the Supporting Information), whereas free S10 cells
had a lower n-hexadecane removal efficiency of 45.66
± 0.30% (Figure a). The removal efficiencies for n-hexadecane reached
99.63 ± 1.12 and 99.73 ± 0.72% after the optimization of
reaction conditions, including the concentration of each material
and reaction time (Figure S10a,b). As previously
shown, S10p and S10sp had porous structures and were highly hydrophobic.
Thus, the enhanced n-hexadecane removal ability was
due to the large surface area of the hybrid materials and the hydrophobic
surface interaction between biosilica and n-hexadecane,[48] which improved the adsorption of n-hexadecane for the biosilica–yeast hybrid material. The similar n-hexadecane removal abilities of S10p and S10sp implied
that free S10 cells could be directly applied on alkane-contaminated
sites in the sea to allow in situ formation of the as-mentioned hybrid
material and simultaneous n-alkane degradation. To
testify this assumption, free S10 cells were directly added to seawatercontaining 1% (v/v) n-hexadecane to simulate the
proposed simultaneous flocculation and alkane-degradation process.
Results, shown in Figure b, demonstrated that approximately 1.3 g/L of S10sp could
indeed be obtained within 4 h. At the same time, n-hexadecane degradation could be determined along with the input
of S10 cells, and it reached over 99% after 96 h cultivation. Thus,
this newly discovered property suggests that free cells of Y. lipolytica with surface-displayed silicatein could
be launched into petroleum-spill spots to achieve better degradation
of C10–C16 n-alkanes.[4] Nevertheless, this technique obviously requires further exploration
to develop specific details for future use.
Figure 6
(a) n-Hexadecane removal efficiency of TEOS hydrolysate-derived
hybrid material (S10p), pure-seawater-derived hybrid material (S10sp),
and S10 free cells. (b) Simultaneous characterization of flocculation
efficiency and n-hexadecane removal efficiency after
launch of S10 free cells into seawater containing 1% (v/v) n-hexadecane.
(a) n-Hexadecane removal efficiency of TEOS hydrolysate-derived
hybrid material (S10p), pure-seawater-derived hybrid material (S10sp),
and S10 free cells. (b) Simultaneous characterization of flocculation
efficiency and n-hexadecane removal efficiency after
launch of S10 free cells into seawatercontaining 1% (v/v) n-hexadecane.
Sustainability of Biosilica–Yeast
Hybrid Materials
According to the characterization of the
hybrid material from this
work, we proposed that the individual yeastcell was not encapsulated
using biosilica. This suggested that the yeastcell inside the material
might be able to reproduce when conditions are appropriate, thus allowing
the reproduction of new batches of yeastcells and the potential sustainability
of this hybrid material. To evaluate this issue, the S10p and S10sp
hybrid materials were filtered to collect after the treatment of Cr
ions or n-hexadecane, followed by re-inoculation
in a PPB medium for a second round of cultivation for 72 h. Then,
cell density, silicatein activity, flocculation efficiency, Cr ions,
and n-hexadecane removal efficiency were tested with
this second batch of yeastcells. As illustrated in Figures a and S11a, the second-batch yeastcells exhibited close values
of cell density and silicatein activity to those of the first generation.
This unchanged silicatein, which wasascribed to the stable integration
of the SilA1 gene into the genome of Y. lipolyticaPo1h using the pINA1317-YLCWP110 expression
system,[22,24] contributed to the same flocculation efficiency
of the second-generation yeastcells to the first generation of S10
cells, so that a second batch of hybrid material could also be obtained
by reacting these re-produced yeastcells with TEOS hydrolysates and
seawater (Figures b and S11b). The re-produced hybrid material
also had unchanged Cr ions (Figures c and S11c) and n-hexadecane removal efficiency to those from the first
batch (Figures d and S11d). Furthermore, this process was repeated
over a long period, and all these properties were tested on the 10th,
25th, and 50th batch. Figures a–d and S11a–d show
that the hybrid materials in this work could be re-cultivated to produce
new silicatein-displayed yeastcells, and these cells could be used
to re-prepare another batch of hybrid material without any degeneration
for at least 5 months from the aspects of silicatein activity, Cr
ions, and n-hexadecane treatment, indicating the
living and renewable properties of this work’s biosilica–yeast
hybrid material and highlighting its advantages of sustainability
and cost-effectiveness over the abovementioned hybrid nanomaterials
as the agents for the treatment of chromium ions and hydrocarbons
in water.
Figure 7
Determination of cell density and whole-cell (a) silicatein activity
and (b) flocculation efficiency of each recultivated generation from
S10 vs those of S10; (c) Cr(III) and Cr(VI) ion and (d) n-hexadecane removal efficiencies of the hybrid material derived from
each recultivated generation from S10 with TEOS hydrolysis as the
substrate vs those of S10. (a,b) Data with the same mark had no significant
difference.
Determination of cell density and whole-cell (a) silicatein activity
and (b) flocculation efficiency of each recultivated generation from
S10 vs those of S10; (c) Cr(III) and Cr(VI) ion and (d) n-hexadecane removal efficiencies of the hybrid material derived from
each recultivated generation from S10 with TEOS hydrolysis as the
substrate vs those of S10. (a,b) Data with the same mark had no significant
difference.
Conclusions
Enlightened
by the ELMs, we first showed that a novel living and
renewable biosilica–yeast hybrid material can be obtained by
catalytic biosilicification with the simple assistance of surface-displayed
marine-sponge-derived silicatein on Y. lipolytica. Biosilica cross-linking and embedding to the yeastcells contributed
to their hydrophobic modification and led to the porosity of the hybrid
material. Significantly, this hybrid material could also be prepared
with seawateras the source of orthosilicate substrates. This was
a novel bioinspired case for material fabrication by harnessing silicatein
from a marine sponge to react with its natural substrate. Benefiting
from hydrophobicity and the porous structure, this hybrid material
had enhanced capabilities for treating chromium ions and n-hexadecane, achieving almost 100% removal efficiency for both pollutants.
It could be reused as the seed for a second cultivation of new yeastcells, and the resulting new batches of hybrid materials had the same
removal efficiency for chromium and degradation capacity for n-hexadecane, demonstrating the cost-effectiveness and sustainability
of the biosilica–Y. lipolytica hybrid material for practical use in water treatment. These interesting
properties of this hybrid material emphasized the potential of applying
it in water treatment as a cost-effective, scalable, and efficient
agent to detoxify chromium ions in fresh water and to degrade alkanes
in seawater, where petroleum spills occur.
Experimental Section
Construction
of a Y. Lipolytica Strain with Surface-Displayed
Silicatein
Y. lipolyticaPo1h[24] was
used as the host strain for genetic manipulations aiming at the surface
display of silicatein. The gene-encoding silicatein used in this work
was derived from the SilA1 gene of the Latrunculia oparinae(49) sponge. The coding sequence of the SilA1 gene,
which was optimized according to the codon usage bias of Y. lipolytica, was synthesized by Nanjing Jinsui
Co. Ltd. (Nanjing, China), with an added histidine tag (6His), and
wascloned into a pUC57 vector with added SfiI (at
5′ terminus) and BamHI (at 3′ terminus)
restriction sites. Expression vector pINA1317-YlCWP110[21] was used for constructing a recombinant plasmid
for surface display of SilA1 protein pINA1317-6His-SilA1-YlCWP110
by inserting the SilA1 gene between the SfiI and BamHI cloning sites. The pINA1317-6His-SilA1-YlCWP110
plasmid was linearized by NotI digestion. The transformation
of Y. lipolyticaPo1h, and the selection
and verification of the transformant strains were carried out according
to our previous studies.[21,22] As the negative control,
empty plasmid pINA1317-YlCWP110 was also linearized and used to transform
Po1h, generating control strain S0. After obtaining these recombinant
strains, immunofluorescence assay was performed to verify the surface
display of silicatein as previously described.[21,22]
Catalysis Optimization using Whole-Cell Silicatein
To determine
the specific enzymatic activity of recombinant strains
with surface-displayed silicatein, 100 different recombinant strains
were inoculated in a PPB medium[21] and cultivated
for 96 h. The resulting cultures were harvested by centrifugation
at 5000g for 5 min, followed by washing twice with
Tris-HCl buffer (20 mM, pH 7.25) and resuspension in 1 mL of Tris-HCl
buffer. The reaction system wasconstructed according to the literature,[50] with modifications. In detail, 1 × 107 cells/mL of each strain was reacted with 10 mM of TEOS hydrolysates
(obtained by adding 250 mM TEOS to 50 mM HCl and incubating for 30
min at room temperature) in 50 mL of Tris-HCL buffer (20 mM, pH 7.5)
at 28 °C for 20 min. Silica quantification was implemented using
a silicon molybdenum bluecolorimetric method.[51] Specificsilicatein activity was defined as the weight
of recombinant yeast (DCW) required to produce 1.0 μM of silica
per minute, as in a previous report, with some modifications.[19] The strain with the highest specificsilicatein
activity was named S10. To determine the optimal reaction temperature,
1 × 107 cells/mL of S10 was incubated with 10 mM TEOS
hydrolysates in Tris-HCL buffer (20 mM, pH 7.5) for 20 min at different
temperatures ranging from 20 to 80 °C, whereas thermostability
was implemented with this method by changing incubation time to 24
h. The optimal pH was measured by varying buffer pH from 2.0 to 10.0
and incubating 1 × 107 cells/mL S10 with TEOS hydrolysates
at an optimal temperature for 20 min; pH stability was obtained by
switching the time to 24 h. Residual activity was determined using
the above assay conditions, and relative activity wascalculated as
the ratio of residual activity to the activity without incubation.
The effects of different metal ions on the whole-cell S10 catalyst
were assessed following the procedures described in a former study[21] with Zn2+, Mg2+, Ca2+, Na+, Hg2+, Cu2+, Mn2+, Fe3+, Fe2+, Ba2+, K+, Co2+, Ag+, Ni2+, Cr2O72–, and Cr3+. Cell
density was measured with a spectrophotometer at an absorption wavelength
of 600 nm.
Optimization of Flocculation Conditions
The aggregation
abilities of different strains were measured by flocculation efficiency.
Initially, 1 × 107 cells/mL of each strain was reacted
with 10 mM TEOS hydrolysates in 50 mL of Tris-HCL buffer (20 mM, pH
7.0) at 30 °C for 20 min. Flocculation efficiency wascalculated
using the following equation: flocculation efficiency = (1 – A/B) × 100%, where A was OD600nm of S10 free cells left in solution without
flocculating and B was OD600nm of S10
free cells before reacting with substrates.[52] The apparent flocculation efficiency of the S10 control strain was
also determined with the same procedures. To optimize flocculation
efficiency, the effect of the concentration of S10 cells was first
studied by setting it as 1 × 104, 1 × 105, 1 × 106, 1 × 107, or 1 ×
108 cells/mL, and flocculation efficiency was determined
as described above. The effect of orthosilicateconcentration was
investigated by setting its ramp range between 2 and 14 mM with the
optimal cell concentration. The reaction time was optimized by measuring
flocculation efficiency under various flocculating durations of 0,
5, 15, 20, 25, 30, 35, 40, or 45 min with optimal cell and orthosilicateconcentrations. The floc generated using seawateras the substrates
were obtained by incubating 1 × 107 of S10 or S0 cells
in filtered seawater at 30 °C for 1, 2, 3, 4, 5, or 6 h.
Obtained
Floc Characterization
A SEM image of the freeze-dried
sample was taken on a Hitachi S-4800 microscope, as described previously.[53] XRD sample characterizations were performed
on a Bruker D8 ADVANCE diffractometer. Diffraction patterns were obtained
at diffraction angles between 10 and 60° at room temperature.
EA for silicium in each sample was tested with Agilent 7700×
inductively coupled plasma–mass spectrometry (Agilent Technologies,
USA) after dissolving with HF. EA for carbon (C), hydrogen (H), nitrogen
(N), and oxygen (O) was implemented using the Elemental Analyzer EA3000
(Euro Vector, Italy). The hydrophilicity or hydrophobicity of each
sample was evaluated by surface-contact-angle measurement between
thesessile water drop and sample surface. WCA measurement was performed
using Attension Theta Lite (Biolin Scientific, Finland). A drop of
water (20 μL) was dropped over the sample using an automatic
microsyringe, and then, static images for each surface were taken.
Mercury intrusion porosimetry was performed with PoreMaster 60GT (Quantachrome
Instruments, USA), following an earlier report.[54]
Removal Efficiency of Cr(III) and Cr(VI)
Ions
Flocs
or free yeastcells were collected by centrifugation at 5000g for 5 min, freeze-dried, and weighed. For adsorbing chromium
ions, 1 g/L of each sample was incubated with 50 mL of 100 mg/L Cr3+(Cr(III)) or Cr2O72–(Cr(VI)) ion solution with an agitation rate of 130 rpm at 28 °C
and pH 7.0 for 30 min.[42,55] Then, each reacted group wascentrifuged, and the concentration of Cr in the supernatant of Cr(III)
adsorbing group was determined using the flame atomic absorption spectrometry
method[56] with Sanvant AA apparatus (GBC,
Australia). The Cr(VI)concentration was spectrophotometrically quantified
using the diphenyl carbazide method.[41] The
groups without adding freeze-dried flocs were used ascontrols for
testing the removal efficiency of Cr(III) and Cr(VI). The removal
efficiency of Cr(III) and Cr(VI) ions wascalculated using the following
formula: removal efficiency = [(initial ion concentration –
residual ion concentration)/initial ion concentration] × 100%.
Subsequently, the dosage effects of both flocs described above were
studied by varying final flocconcentration as 0.13, 0.26, 0.39, 0.52,
0.65, 0.78, 0.91, 1.04, 1.17, 1.3, 1.43, and 1.56 g/L, respectively.
With optimal flocconcentration, the effect of incubation time was
investigated by setting the time at different intervals ranging from
0 to 210 min.
Removal Efficiency Determination of n-Hexadecane
The utilization of n-hexadecane was measured during
the cultivation of flocs or yeastcells with n-hexadecaneas the only carbon source. In brief, 1 g/L of each freeze-dried sample
was incubated with 50 mL (in 250 mL shaker flasks) of modified PPB
medium containing 1% n-hexadecane (v/v) as the only
carbon source and cultivated with an agitation rate of 180 rpm at
28 °C. For each culture, 200 μL volume was sampled and
centrifuged at 5000g for 5 min at each time interval
of 8 h over a period of 120 h. The residual n-hexadecane
was extracted with n-hexane and quantified by gaschromatography[57] with n-dodecane as the internal standard at the same time point as mentioned
above. The removal efficiency of n-hexadecane was
defined as [(initial n-hexadecane – residual n-hexadecane)/initial n-hexadecane] ×
100%. The effects of sample concentration and incubation time on the
removal efficiency of n-hexadecane were investigated
with procedures similar to those used for the chromium ions. The concentration
of each sample was set as 0.13, 0.26, 0.39, 0.52, 0.65, 0.78, 0.91,
1.04, 1.17, 1.3, 1.43, and 1.56 g/L; time interval was 8 h, and total
duration was 120 h.
Statistical Analysis
Statistical
analyses were performed
using the Design Expert 7 (Stat-Ease, Minneapolis, MN, USA) statistical
package. Data were presented as the mean ± standard deviation
(SD) for the parametric data (n = 3). ANOVA and a
comparison of the means were conducted using the multiple-range comparison
least significant difference test. A probability value of p < 0.05 wasconsidered significant.
Authors: Olga A Kamanina; Evgeniya A Saverina; Pavel V Rybochkin; Vyacheslav A Arlyapov; Anatoly N Vereshchagin; Valentine P Ananikov Journal: Nanomaterials (Basel) Date: 2022-03-25 Impact factor: 5.076
Authors: Sara Molinari; Robert F Tesoriero; Dong Li; Swetha Sridhar; Rong Cai; Jayashree Soman; Kathleen R Ryan; Paul D Ashby; Caroline M Ajo-Franklin Journal: Nat Commun Date: 2022-09-21 Impact factor: 17.694