Olena Synhaivska1, Shayon Bhattacharya2, Silvia Campioni3, Damien Thompson2, Peter Niraj Nirmalraj1. 1. Transport at Nanoscale Interfaces Laboratory, Swiss Federal Laboratories for Materials Science and Technology, Dübendorf CH-8600, Switzerland. 2. Department of Physics, Bernal Institute, University of Limerick, Limerick V94T9PX, Ireland. 3. Functional Materials Laboratory, Swiss Federal Laboratories for Materials Science and Technology, Dübendorf CH-8600, Switzerland.
Abstract
Metal ions stabilize protein-protein interactions and can modulate protein aggregation. Here, using liquid-based atomic force microscopy and molecular dynamics simulations, we study the concentration-dependent effect of Cu2+ ions on the aggregation pathway of α-synuclein (α-Syn) proteins, which play a key role in the pathology of Parkinson's disease. The full spectrum of α-Syn aggregates in the presence and absence of Cu2+ ions from monomers to mature fibrils was resolved and quantified at the gold-water interface. Raman spectroscopy confirmed the atomic force microscopy (AFM) findings on the heterogeneity in aggregated states of α-Syn. The formation of annular oligomers was exclusively detected upon incubating α-Syn with Cu2+ ions. Our findings emphasize the importance of targeting annular α-Syn protein oligomers for therapeutic intervention and their potential role as biomarkers for early detection and monitoring progression of neurodegeneration.
Metal ions stabilize protein-protein interactions and can modulate protein aggregation. Here, using liquid-based atomic force microscopy and molecular dynamics simulations, we study the concentration-dependent effect of Cu2+ ions on the aggregation pathway of α-synuclein (α-Syn) proteins, which play a key role in the pathology of Parkinson's disease. The full spectrum of α-Syn aggregates in the presence and absence of Cu2+ ions from monomers to mature fibrils was resolved and quantified at the gold-water interface. Raman spectroscopy confirmed the atomic force microscopy (AFM) findings on the heterogeneity in aggregated states of α-Syn. The formation of annular oligomers was exclusively detected upon incubating α-Syn with Cu2+ ions. Our findings emphasize the importance of targeting annular α-Syn protein oligomers for therapeutic intervention and their potential role as biomarkers for early detection and monitoring progression of neurodegeneration.
The onset of Parkinson’s
disease (PD) occurs several years
before the early symptoms of neurodegeneration become visible,[1] and it is estimated that at least 10 million
people worldwide currently live with PD.[2] Genetic and environmental factors are majorly responsible for familial
(inherited) and sporadic (caused by random gene–environment
interactions) forms of PDs,[3] respectively.
Excessive exposure to biometals
such as iron, copper, and manganese may trigger or hasten PD.[4] Abnormal aggregation of the intrinsically disordered
protein (IDP) α-synuclein (α-Syn, a 140-residue long neuronal
protein) into amyloid fibrils precipitates the formation of intracellular
inclusions termed Lewy bodies and Lewy neurites, which are the histopathological
hallmarks of PD.[5] Misfolded and aggregated
α-Syn has also been implicated in other neurodegenerative disorders[6] including Alzheimer’s disease (AD),[7] with sensitive Luminex assays showing that α-Syn
levels in cerebrospinal fluid (CSF) can be used as a diagnostic marker
to distinguish between PD and AD patients.[7,8]Elevated levels of metal ions present in α-Syn aggregates
of patients suffering from PD suggest that metal homeostasis may play
a significant role in the onset and progression of PD.[9] Especially, the postmortem brains of PD patients show raised
levels of Cu(II) concentrations in CSF.[10] While α-Syn oligomers[11,12] are the known neurotoxic
species in PD,[13] the development of effective
anti-PD drugs requires targeting of specific structures arising in
the early stages of α-Syn phase transitions[14] or the nucleation-dependent elongation[15] of oligomers into protofibrils. In parallel, advanced methods
are required to routinely characterize the size and morphology of
intermediary nano and microstructures formed during self-assembly
and aggregation in the presence of aqueous metal ions to track disease
progression in, e.g., a blood test,[16] to provide effective personalized patient care.Here,
we visualize and quantify α-Syn aggregates on Au(111)
prepared in buffer salt solution (phosphate buffer solution, pH 7.4),
and imaged in clean water medium using liquid-based atomic force microscopy
(AFM) over 10 days. The size of oligomeric aggregates formed during
the embryonic phase when the α-Syn solution was incubated for
10 days at 37 °C under constant mechanical agitation (see the Methods section) is resolved with single-particle
resolution. The differences in onset time and size values of protofibrillar
and mature fibrillar aggregates formed along the aggregation pathway
in the three sets of conditions highlight the importance of using
controls and repeat experiments to properly characterize the aggregates
(discussed under Supporting Section S1).
A distinct increase in fibril length was observed during the elongation
phase. Moreover, gradual evolution of the fibrils from a two-dimensional
(2-D) format to a three-dimensionally (3-D) packed arrangement was
observed toward the saturation phase of α-Syn aggregation. Raman
spectroscopy conducted on air-dried α-Syn aggregates formed
during the 10 days of incubation revealed an increased intensity of
the amide I band from embryonic (monomers and small-sized
oligomers), lag (large-sized oligomers and short
fibrils), and elongation (isolated and elongated
fibrils) to saturation phase (dense mature fibrillar
networks). Incubating α-Syn solution with copper metal ions
resulted in accelerated α-Syn aggregation and the formation
of annular oligomers at the embryonic phase, which was not detected
when α-Syn was incubated in the absence of copper(II). Annular
oligomers have been previously detected when α-Syn was incubated
with calcium(II), which bound to the α-Syn C-terminal domain,[17] while Cu(II) binding to α-Syn single monomers
was found to accelerate their self-assembly at physiologically relevant
conditions[18−20] and mediate α-Syn oligomeric toxicity.[21,22] The results from AFM obtained in the present study are complemented
by molecular dynamics (MD) computer simulations of an experimental
α-Syn protofibrillar structure at the gold–water interface.
Modeling the α-Syn monomer, dimer, trimer, and hexamer superstructures
identified in the experiments allows us to accurately map the dimensions,
supramolecular packing interactions, and thermodynamic stabilities
that direct the nascent stages of self-assembly and profibrillar elongation
in copper-free conditions and in the presence of low and high concentrations
of Cu(II) ions.Overall, our experimental/modeling approach
allows us to capture
the changes in size, shape, and conformation of the α-Syn protein
aggregates in response to perturbations in the chemical environment.
By delineating the change in aggregation mediated by physiological
concentrations of divalent metal Cu(II) ions, we show the potential
of liquid-based AFM in studying protein aggregation at a solid–liquid
interface.
Results and Discussion
Embryonic and Lag Phase of α-Syn Proteins
at the Gold–Water
Interface
Figure a shows a large-area AFM image of α-Syn aggregates absorbed
at the gold–water interface. The topographic map was captured
immediately after deposition of α-Syn particles (which had been
incubated for 1 day) in buffered aqueous solution followed by rinsing
the surface with clean water and continuing to image in water (see
details under the Methods section). The simultaneously
acquired phase-contrast image (see Supporting Information Figure S1) shows distinct differences in the
particle sizes. Individual height profile traces measured over the
particles numbered from I to VI on the phase-contrast image are plotted
in Figure S1c–e, which reveals the
exact differences in particle height relative to the underlying gold
substrate. From the height profiles, the particle width appears larger
than the true width due to AFM tip convolution effects. However, the
height profile values are independent of tip effects, and as the height
equals the diameter of a sphere, it is reasonable to estimate the
diameters of α-Syn particles. After 1 day of incubation, only
particles with diameters ranging from ∼0.5 to ∼7.5 nm
were detected from the AFM measurements in a clean water medium. We
calculated a mean diameter of 4.1 ± 3.6 nm for the single particles. Figure b is the AFM height
image acquired after incubating α-Syn for 2 days. The individual
height profiles obtained in clean water on day 2 (Figure S1) show a slight increase in particle diameter, ranging
from ∼1.5 to ∼8.5 nm with a mean particle diameter of
5.0 ± 3.5 nm. AFM measurements conducted on day 3 revealed mainly
dendritic aggregates together with single particles of varying sizes
(Figure c).
Figure 1
Embryonic and
lag phase of α-Syn aggregation at the gold–water
interface. (a) Large-area AFM topographic image of α-Syn peptides
in the form of monomers and small oligomers adsorbed on the terraces
of ultraflat gold (surface roughness of bare gold regions: ∼0.2
nm). The AFM data shown in panels (a–d) were recorded after
incubating the α-Syn solution at 37 °C under mechanical
agitation for 1–4 days, respectively, as labeled D1–D4.
Mostly large oligomeric particles were detected on day 2 of incubation
(panel b), and oligomeric and dendritic α-Syn structures were
observed on Au(111) after 3 days of incubation of the α-Syn
solution (panel c). Protofibrillar structures were only observed after
4 days of incubation of the α-Syn solution (panel d). (e) Spatially
well-resolved AFM image of a single protofibril revealing a nodular
“beaded” architecture with 5–6 nm spherical particles
(see measured heights in the inset) arranged in the form of a linear
chain. (f) Statistical analysis of the protofibril length distribution
after 4 days of α-Syn incubation. (g) Representative structure
of α-Syn monomer showing its most stable maximum height on the
Au(111) surface during 200 ns dynamics. The non-amyloid-β component
(NAC; residues 61–95) region is shaded in gray. (h) α-Syn
hexamer oriented on the surface of Au(111) (golden color) showing
the full periodic solvated simulation cell.
Embryonic and
lag phase of α-Syn aggregation at the gold–water
interface. (a) Large-area AFM topographic image of α-Syn peptides
in the form of monomers and small oligomers adsorbed on the terraces
of ultraflat gold (surface roughness of bare gold regions: ∼0.2
nm). The AFM data shown in panels (a–d) were recorded after
incubating the α-Syn solution at 37 °C under mechanical
agitation for 1–4 days, respectively, as labeled D1–D4.
Mostly large oligomeric particles were detected on day 2 of incubation
(panel b), and oligomeric and dendritic α-Syn structures were
observed on Au(111) after 3 days of incubation of the α-Syn
solution (panel c). Protofibrillar structures were only observed after
4 days of incubation of the α-Syn solution (panel d). (e) Spatially
well-resolved AFM image of a single protofibril revealing a nodular
“beaded” architecture with 5–6 nm spherical particles
(see measured heights in the inset) arranged in the form of a linear
chain. (f) Statistical analysis of the protofibril length distribution
after 4 days of α-Syn incubation. (g) Representative structure
of α-Syn monomer showing its most stable maximum height on the
Au(111) surface during 200 ns dynamics. The non-amyloid-β component
(NAC; residues 61–95) region is shaded in gray. (h) α-Syn
hexamer oriented on the surface of Au(111) (golden color) showing
the full periodic solvated simulation cell.Based on the AFM topographic images obtained on day 3 of α-Syn
incubation, we calculate a mean particle diameter of 5.5 ± 2.2
nm averaged over height profile traces measured from approximately
500 particles. During the first 3 days of α-Syn incubation,
only single spherical particles, jellybean-shaped particles, and dendritic
structures were detected. Based on the evolution of particle size
and shape, we classify this period as the embryonic phase of α-Syn aggregation. After 4 days of α-Syn incubation,
fibrillar aggregates were detected on the gold surface, signaling
the start of the lag phase. Figure d is a high-resolution AFM topograph of a
region with predominantly fibrillar aggregates present together with
a small population of spherical particles recorded on day 4 of α-Syn
incubation. Closer inspection of the fibrillar aggregates revealed
them to be protofibrillar strands with a typical nodular “beaded”
type architecture,[23] as clearly seen in
the AFM topograph (Figure e). Based on the sectional profile and fibril length analysis
of approximately 250 single protofibrils from AFM topographs obtained
in clean water, we calculate mean diameter and mean length of 5.5
± 0.7 and 117 ± 57 nm (Figure f), respectively. The measured mean protofibril
diameter from our study is consistent with previous AFM reports on
α-Syn protofibril morphology.[23−25] To identify α-Syn
monomers present within the lower bound of the size distribution of
particles measured using AFM, we employ a previously reported protocol
to convert measured aggregate volume to molecular weight[26] by assuming a spherical shape for the single
α-Syn particles. Based on this assumption, we estimate that
the α-Syn particles with a height profile of ∼3 nm correspond
to a molecular weight of ∼14.0 kDa, which is the known molecular
weight of α-Syn monomer and comparable to previous AFM-based
reports on α-Syn monomers.[27] This
measured monomeric height profile is in close agreement with the α-Syn
monomer height distribution predicted from the MD simulations (typical
structure shown in Figure g, data discussed below).
Quantifying the Elongation
and Saturation Phase of α-Syn
Proteins
Upon registering the onset of short protofibrils
on day 4 of α-Syn incubation and resolving their morphology,
the formation of elongated fibrils was first observed after 5 days
of incubation, which we identify as the elongation phase. Figure a–c shows
high-resolution AFM height images showing the presence of elongated
fibrils at the gold–water interface and highlighting differences
in fibril length. Although the fibrils appear elongated, the beaded
morphology is still clearly visible from the AFM images (Figure c). In addition to
the formation of elongated fibrils, there was a significant reduction
in the population of oligomeric aggregates on the gold surface in
the AFM images obtained on day 5 of α-Syn incubation, indicating
the near-complete conversion of oligomeric to fibrillar aggregates.
However, only a marginal increase in the height of the fibrils was
measured (Figure a–c),
which indicates that α-Syn elongation to mature fibrils might
occur in a single layer as opposed to the stacked Amyloid-β
aggregation imaged at a graphene–water interface,[28] reflecting the longer, heavier α-Syn compared
to amyloid-β proteins (molecular weight: ∼4.5 kDa).
Figure 2
Elongation
and saturation phase of α-Syn. (a–c) High-resolution
AFM height images of mainly protofibrillar aggregates with typical
nodular morphology observed on Au(111). The first onset of mature
fibrillar aggregates (indicated by the black arrow in panel a) was
only observed after the α-Syn solution was incubated for 5 days.
Only a minor increase in fibril height was detected on day 5 compared
to the fibril height measured on day 4 of α-Syn solution incubation.
High-resolution AFM topographs revealing the evolution in spatial
organization of fibrils from a sparse to dense network on gold after
the α-Syn solution was incubated for 6 days (d), 7 days (e),
8 days (f), 9 days (g), and 10 days (h). The phase-contrast images
(i, j) reveal the close-packed and layered arrangement of α-Syn
mature fibrils on gold recorded on day 10 of the aggregation pathway
of α-Syn proteins.
Elongation
and saturation phase of α-Syn. (a–c) High-resolution
AFM height images of mainly protofibrillar aggregates with typical
nodular morphology observed on Au(111). The first onset of mature
fibrillar aggregates (indicated by the black arrow in panel a) was
only observed after the α-Syn solution was incubated for 5 days.
Only a minor increase in fibril height was detected on day 5 compared
to the fibril height measured on day 4 of α-Syn solution incubation.
High-resolution AFM topographs revealing the evolution in spatial
organization of fibrils from a sparse to dense network on gold after
the α-Syn solution was incubated for 6 days (d), 7 days (e),
8 days (f), 9 days (g), and 10 days (h). The phase-contrast images
(i, j) reveal the close-packed and layered arrangement of α-Syn
mature fibrils on gold recorded on day 10 of the aggregation pathway
of α-Syn proteins.The evolution of α-Syn
assembly transits from embryonic,
lag, and elongation phase by interconverting between a series of transient
nanostructures from monomers, small and larger-sized oligomers, short
protofibrils, and elongated protofibrils, as recorded using AFM from
day 1 to day 5 of incubation. From day 6 onwards, we observed a gradual
increase in fibril length and conversion of protofibrils into mature
elongated fibrils, as marked by the absence of beaded morphology in Figure d. Figure e–g shows high-resolution
AFM height images that capture the transition from very sparse to
more closely packed 2-D fibrillar networks between day 7 and day 9
of α-Syn solution incubation. The 2-D fibril networks expanded
into a dense 3-D network composed of closely packed and intertwined
fibrils on day 10 of α-Syn incubation, as shown in the AFM height
(Figure h) and phase-contrast
images (Figure i,j).
The height profiles extracted along the fibril networks (see Figure S2) quantify the increase in fibril height
with time. Importantly, beyond these 10 days we did not observe any
further changes in fibril morphology or packing order during a further
5 days of monitoring. Hence, we identify this period from day 6 to
10 as the saturation phase of α-Syn aggregation.Figure a is a summary
of representative AFM images recorded over the 10 day α-Syn
incubation period starting from the embryonic phase with predominantly
monomers and small oligomers, followed by a lag phase with larger-sized
oligomers and dendritic structures to an elongation phase with the
first occurrence of short protofibril, and finally the saturation
phase with mature fibrillar networks. All AFM images shown in Figure a were recorded at
the gold–water interface. The quantitative analysis of the
α-Syn aggregation pathway (Figure b) shows the increase in particle height
over time for measurements conducted in the dry state (red trace),
clean water (green trace), and in buffered salt solution (blue trace).
Protofibrillar aggregates were first detected on day 3 during all
of the trials (black dashed box in Figure b). The onset of mature fibrillar aggregates
was observed only on day 5 of α-Syn solution incubation during
trials 1 and 2 (blue dashed box in panel b) and was detected on day
6 during trial 3 (red dashed box in panel b), which was conducted
in buffer. Figure c is a comprehensive statistical analysis of α-Syn aggregate
height of all particles detected in the AFM images recorded in clean
water on gold (trial 2), ranging from monomers and small spherical
oligomers (red histogram) to protofibrils (green histogram) and mature
fibrils (blue histogram). From the statistical distribution, we calculate
a mean spherical particle diameter of 4.0 nm with a confidence interval
lower (CIL) of 3.9 nm and a confidence interval upper (CIU) of 4.15
nm. Next, we calculate a mean protofibril diameter of 6.1 nm with
a CIL of 6.05 nm and a CIU of 6.25 nm. Finally, we calculate a mean
mature fibrillar diameter of 8.5 nm with a CIL of 8.40 nm and a CIU
of 8.67 nm. The confidence interval (CI) was calculated at 95% statistical
distribution as the plots shown in Figure c is non-Gaussian. In general, the findings
from our study on the size, shape, and morphology of the α-Syn
protein aggregates formed at different points along the aggregation
pathway are consistent with previous imaging studies of α-Syn
aggregation.[23−25,27,29−33] Our comparative study highlights that the exact onset time of protofibrils
and fibrils will depend on multiple factors, such as the α-Syn
solution concentration, as well as its purity, preparation, and mixing
conditions. For example, we conducted parallel measurements on α-Syn
solution that was not mechanically agitated at 37 °C. It was
only after nearly 6 months that we were first able to observe α-Syn
mature fibrillar networks on gold similar in topology to the data
shown in Figure g,h.
Figure 3
Full spectrum
of α-Syn aggregate morphology from monomers
to fibrils resolved on gold. (a) Overview of the α-Syn aggregation
landscape with representative AFM images mapping the transition from
the embryonic phase to lag, elongation, and saturation phase. The
scale bar in all AFM images is 100 nm. (b) Plot of the increase in
height values of the full spectrum of particles from monomers to fibrils
measured as a function of α-Syn solution incubation time over
a span of 10 days. The red, green, and blue plots correspond to particle
heights measured separately in three different trials in a dry state,
clean water, and in buffer medium, respectively, from n = 150 measurements recorded each day of each trial. Protofibrillar
aggregates were first detected on the third day during all of the
trials (marked by the black dashed box in panel b). The onset of mature
fibrillar aggregates was observed only on the fifth day of α-Syn
solution incubation during trials 1 and 2 (indicated by the blue dashed
box in panel b) and was detected on the sixth day during trial 3 (indicated
by the red dashed box in panel b), which was conducted in the buffer
solution environment. (c) Statistical analysis of α-Syn aggregate
height of all of the small spherical oligomeric (red histogram), protofibrillar
(green histogram), and mature fibrillar (blue histogram) species measured
from the AFM images recorded in clean water on gold (trial 2). The
measured particle height equals particle diameter for the spherical
and cylindrically shaped aggregates.
Full spectrum
of α-Syn aggregate morphology from monomers
to fibrils resolved on gold. (a) Overview of the α-Syn aggregation
landscape with representative AFM images mapping the transition from
the embryonic phase to lag, elongation, and saturation phase. The
scale bar in all AFM images is 100 nm. (b) Plot of the increase in
height values of the full spectrum of particles from monomers to fibrils
measured as a function of α-Syn solution incubation time over
a span of 10 days. The red, green, and blue plots correspond to particle
heights measured separately in three different trials in a dry state,
clean water, and in buffer medium, respectively, from n = 150 measurements recorded each day of each trial. Protofibrillar
aggregates were first detected on the third day during all of the
trials (marked by the black dashed box in panel b). The onset of mature
fibrillar aggregates was observed only on the fifth day of α-Syn
solution incubation during trials 1 and 2 (indicated by the blue dashed
box in panel b) and was detected on the sixth day during trial 3 (indicated
by the red dashed box in panel b), which was conducted in the buffer
solution environment. (c) Statistical analysis of α-Syn aggregate
height of all of the small spherical oligomeric (red histogram), protofibrillar
(green histogram), and mature fibrillar (blue histogram) species measured
from the AFM images recorded in clean water on gold (trial 2). The
measured particle height equals particle diameter for the spherical
and cylindrically shaped aggregates.
Spectrochemical Profile of α-Syn Protein Aggregation Pathway
To chemically characterize the ensemble of aggregated states occurring
along the α-Syn assembly pathway, we conducted Raman spectroscopy
measurements (see the Methods section). Figure a shows Raman spectra
of α-Syn aggregates measured in the four phases identified by
AFM analysis. The morphology of the diverse α-Syn aggregates
in these respective phases is shown in Figure a, and their sizes are quantified in Figure b,c. In the amide(III)
region (resulting from C–N stretch and N–H bend vibrations)
(Figure b), a shift
to the left of a peak maximum can be observed that corresponds to
the β-sheet content, in the region from 1220 to 1248 cm–1.[34] The peak maximum in
the embryonic phase is located at 1244 cm–1, while
in the lag phase, it is at 1241 cm–1, and in the
elongation phase at 1239 cm–1. The shift of this
peak corroborates spectra obtained by Flynn et al.[29] in earlier studies of α-Syn aggregates. Interestingly,
we also observe a shift of a secondary peak from 1285 to 1282 cm–1 from the lag to elongation phase, which indicates
a potential decrease in α-helical content. Along with the increase
in β-sheet content, this shift further highlights aggregation
as previously proposed by Apetri et al.[30] Spectral bands at 1405 and 1450 cm–1 (Figure c) mainly appear
due to the side-chain vibrations, such as CO2– (1405
cm–1, symmetric stretch) and CH2, CH3 deformations (1450 cm–1).[35] These bands are present in the observed spectra throughout
the aggregation process. For the lag and elongation phases, we observe
a low-intensity peak around ∼1550 cm–1, which
is the expected region of the amide(II) band.
Figure 4
Spectrochemical analysis
of α-Syn aggregation phases. (a)
Averaged spectral signature of the aggregates recorded during the
embryonic phase (green plot), lag phase (red plot), elongation phase
(blue plot), and saturation phase (black plot). (b) Amide(III) spectral
region (1200–1300 cm–1) indicated by the
green shaded region in panel (a). (c) Close up of the central region
(1350–1550 cm–1) including the amide(II)
spectral region (1500–1550 cm–1) indicated
by the blue shaded region in panel (a). (d) Amide(I) spectral region
(1600–1700 cm–1) indicated by the orange
shaded region in panel (a). (e) Individual spectroscopic traces (shown
in red plot), and the averaged spectral plot (shown in blue plot)
acquired during the elongation phase of α-Syn aggregation.
Spectrochemical analysis
of α-Syn aggregation phases. (a)
Averaged spectral signature of the aggregates recorded during the
embryonic phase (green plot), lag phase (red plot), elongation phase
(blue plot), and saturation phase (black plot). (b) Amide(III) spectral
region (1200–1300 cm–1) indicated by the
green shaded region in panel (a). (c) Close up of the central region
(1350–1550 cm–1) including the amide(II)
spectral region (1500–1550 cm–1) indicated
by the blue shaded region in panel (a). (d) Amide(I) spectral region
(1600–1700 cm–1) indicated by the orange
shaded region in panel (a). (e) Individual spectroscopic traces (shown
in red plot), and the averaged spectral plot (shown in blue plot)
acquired during the elongation phase of α-Syn aggregation.Additionally, in the amide(I) region (mostly due
to C=O
stretching), shown in Figure d, an increase in the intensity of the peak at 1670 cm–1 was detected compared to the intensities of the peaks
in the amide(III) region, during aggregation from the embryonic to
elongation phase. This specific peak is indicative of β-sheet
structure and content[34] and shows similar
β-sheet content between lag and elongation phases. For the spectra
recorded during the saturation phase (shown in Figure a), a peak with a maximum at 1670 cm–1 is less prominent. In this phase, a strong peak with
a maximum at 1604 cm–1 was observed, which was not
present in the previous aggregation states. This peak could be attributed
to Phe,[35] but it is usually weak.[30] Therefore, a more likely assignment of the peak
at 1604 cm–1 is a shift of amide(I) band upon aggregation.Such difference in the spectra, in comparison to the previous phases,
indicates that major changes occur in the overall structure of ensemble
of α-Syn aggregates from oligomers to mature fibrils. Finally, Figure e shows the close
matching between Raman spectra acquired during the elongation phase
(in red) in the different areas on the sample and the averaged spectra
(in blue), illustrating the robustness of the method. In general,
the Raman spectroscopy measurements acquired over large-area spanning
diverse ensemble of aggregates substantiate the high-resolution AFM
data obtained at a single-particle level on the presence of higher-order
α-Syn protein aggregates with increasing α-Syn solution
incubation time.
Copper-Modulated Aggregation Pathway of α-Syn
Proteins
Upon clarifying the morphological and chemical profile
of the α-Syn
aggregation pathway at the gold–water interface, we investigated
the specific effect of copper(II) on α-Syn aggregation. The
10 day incubation was repeated in the presence of Cu2+ (see
the Methods section), with the Cu2+-containing α-Syn solution drop-casted on gold and the measurements
conducted in buffer salt solutions to first check the nature of the
aggregates before rinsing them with clean water for more accurate
profiling of α-Syn aggregate size and shape. The Cu2+–α-Syn complex is shown in Figure a.
Figure 5
Cu2+ induced annular oligomers and
accelerated α-Syn
aggregation. (a) N-termini of three monomers of α-Syn trimer
showing the [PDB code: 2N0A] coordination of Cu2+ (circled in red)
with residues Met1, Asp2, and a water molecule with a Cu2+/monomer ratio of 1:1. (b) 3-D represented the AFM image of annular-shaped
oligomeric α-Syn aggregates resolved at the gold–water
interface after incubating the α-Syn solution with copper for
1 day. In addition to the annular oligomers, spherical particles with
varying sizes are also visible from the AFM topograph. (c) Statistical
analysis of the size distribution of spherical particles (red histogram)
and annular-shaped oligomeric particles (green histogram). From the
statistical plot, we calculate a mean particle size of 2.6 ±
0.8 nm for the spherical particles and 7.1 ± 0.7 nm for the annular-shaped
α-Syn oligomers. (d) 3-D represented AFM image of a dense and
multilayered film composed of α-Syn fibrillar resolved at the
gold–water interface after incubating the α-Syn solution
with Cu for a period of 10 days. (e) AFM height image recorded within
the black rectangle region indicated in panel (d), showing closely
packed fibrillar aggregates.
Cu2+ induced annular oligomers and
accelerated α-Syn
aggregation. (a) N-termini of three monomers of α-Syn trimer
showing the [PDB code: 2N0A] coordination of Cu2+ (circled in red)
with residues Met1, Asp2, and a water molecule with a Cu2+/monomer ratio of 1:1. (b) 3-D represented the AFM image of annular-shaped
oligomeric α-Syn aggregates resolved at the gold–water
interface after incubating the α-Syn solution with copper for
1 day. In addition to the annular oligomers, spherical particles with
varying sizes are also visible from the AFM topograph. (c) Statistical
analysis of the size distribution of spherical particles (red histogram)
and annular-shaped oligomeric particles (green histogram). From the
statistical plot, we calculate a mean particle size of 2.6 ±
0.8 nm for the spherical particles and 7.1 ± 0.7 nm for the annular-shaped
α-Syn oligomers. (d) 3-D represented AFM image of a dense and
multilayered film composed of α-Syn fibrillar resolved at the
gold–water interface after incubating the α-Syn solution
with Cu for a period of 10 days. (e) AFM height image recorded within
the black rectangle region indicated in panel (d), showing closely
packed fibrillar aggregates.The key finding during our AFM measurements when analyzing the
α-Syn solution incubated with Cu2+ for 1 day was
the observation of annular oligomeric structures (Figure b), which we did not observe
when only α-Syn was incubated under the same conditions of 37
°C and mechanical agitation. Although the annular oligomers were
the most abundant species distributed on the gold surface, spherical
aggregates were also present, as seen from the AFM image (Figure b). Moreover, a low
population of sparsely distributed archetypal α-Syn protofibrils
was observed. Upon measuring the size distribution of annular oligomeric
(green histogram, Figure c) and spherical aggregates (red histogram, Figure c) from the AFM height maps,
we calculate a mean particle size of 2.63 nm (CIL: 2.55 nm and CIU:
2.7 nm, CI at 95% statistical distribution) for the spherical particles,
which is smaller than the mean particle size observed for Cu2+-free α-Syn spherical particles of 4.0 ± 1.2 nm, possibly
reflecting bridging of charged groups by the metal ions to create
more compact monomers (described in the MD models in the next section).
By contrast, the mean size of the annular-shaped α-Syn oligomers
was estimated to be 7.03 nm (CIL: 6.95 and CIU: 7.10 nm, CI at 95%
statistical distribution).Finally, from the height profiles
of the few protofibrils in the
presence of Cu(II) (see Figure S5), we
calculate a mean size of 5.8 ± 0.8 nm. Furthermore, the addition
of Cu2+ resulted in a dramatic acceleration of aggregation
time scales evidenced by the early formation of fibrillar aggregates
after just 2 days of incubation (Figure S5). These findings indicate that incubating α-Syn with Cu2+ selectively induces the formation of annular oligomers and
also accelerates the transition of α-Syn from monomeric to fibrillar
forms. Figure d is
an AFM image showing a dense and multilayered film composed of α-Syn
fibrils resolved at the gold–water interface after incubating
the α-Syn solution with Cu2+ for a period of 10 days
(see Figure S6). A spatially magnified
AFM image is shown in Figure e recorded within the region indicated by the black rectangle
in Figure d, showing
clearly the presence of elongated fibrils. Although the acceleration
of α-Syn aggregation when exposed to Cu2+ is known
from previous studies[18,36,37] and the formation of annular-shaped α-Syn oligomers has been
detected in the presence of calcium(II) ions,[17] the current study provides real-space evidence for Cu2+-associated annular oligomers with single-particle level specificity.
Molecular Simulations of α-Syn Monomer and Oligomers at
the Gold–Water Interface
To gain a deeper understanding
of Cu(II)-mediated α-Syn assembly from monomers to higher-order
oligomers at the gold–water interface, we performed a total
of 2.4 ms of room temperature molecular dynamics in water. We calculated
the structure, dynamics, and energetics of four different α-Syn
species with no, low, and high levels of Cu(II) during 0.2 μs
of dynamics for each, modeling Cu2+-free monomer, dimer,
trimer, and hexamer starting from their protofibrillar folds[38] and of the assemblies forming coordination complexes
with Cu2+ at two different Cu2+/α-Syn
ratios (1:2 and 1:1) to closely mimic the sub-μM and μM
Cu2+ concentrations used in the experiments (see Figure S7 and the Methods section). The overall α-Syn dimensions (radius of gyration, Rg) of our well-converged models (see RMSD plots
in Figure S9a,b) track the growth of the
α-Syn assembly as monomers are added (see Figures S8a–k and S9c,d). Notably, the structures become
more elongated and more extended in the presence of Cu2+ (Figure S9d), except for monomer, where
Cu2+ mediates significant NT–CT interactions (Figure S10b) and also direct CT–Cu2+ (Figure S12a) interactions. At
high Cu2+ concentrations (1:1), dimer and hexamer are more
compact than at low concentrations of Cu2+ (1:2), while
the opposite effect is observed for trimers (see Figure S9c,d). An overall globular shape (Figure S9e,f) is predicted for all assemblies with the monomer
(without Cu2+) displaying a rodlike morphology (Figure S9e). Interestingly, the mean oligomeric
length profile (Figure S9) tracks the distortion
of the dimer model in the absence of Cu2+ and the compaction
of dimer and hexamer in the presence of Cu2+ (Figure S9i,j).Since the sampled sizes
in our models predict the protein heights on the gold Au(111) surface,
we evaluate the maximum height profiles and compare our findings with
the AFM experiments. For all systems, we observe an initial collapse
of the assemblies at the gold–water interface, which are most
obvious for monomers and dimers (Figure S9g,h). Figure g shows
the α-Syn monomer at the gold–water interface with a
typical height of ∼3.6 nm (Figure a), which is consistent with the experimentally
estimated height value of ∼3 nm. The computed α-Syn monomer
dynamics shows the formation of α-helices in the N-terminus
with a β-hairpin formed close to the NAC region. Recent studies
on monomers and dimers have indicated that α-Syn samples a heterogeneous
ensemble of interconverting conformations in an aqueous solution,
including parallel and antiparallel β-sheets and transient α-helical
conformations,[27,39−42] with long stretches of α-helices
predicted to impede pathogenic aggregation of α-Syn.[43−45] However, compared to α-Syn in bulk water, the reduced conformational
freedom of α-Syn at the gold–water interface may stabilize
fibril-like morphologies, as also noted previously for adsorption
of amyloid-β-42 peptide on gold[46] and amyloid-β-42 protofibrils on graphene.[28] For the Cu2+/monomer (1:1) complex, the maximum
height is ∼3.4 nm with a narrow distribution showing that the
high affinity of Cu2+ for NT compacts the monomer (Figure b) via additional Cu2+–CT interactions (Figure S12a) and is close to the maximum height
of spherical particles when exposed to 1 μM Cu2+ obtained
from our AFM experiments (∼3.25 nm) (see Figure c, red histogram). The Cu2+–CT
interactions are also prevalent for hexamers and proportional to the
copper concentrations used (Figure S12f,g), sampling more collapsed conformations (∼8.8 nm maximum
height) at higher 1:1 Cu2+ concentration than at lower
1:2 concentration (∼10.1 nm maximum height) (Figure b) and in the absence of Cu2+ (∼9.8 nm height; see Figure a). By contrast, for dimers and trimers Cu2+ stabilizes taller assemblies (Figure a,b) that are less collapsed than without
the Cu2+ (Figure S9g,h), reflecting
the large dependence of Cu2+ structure-directing effect
on the size and state of the assembly.[47] For all oligomer constructs, at full μM concentrations of
Cu2+, we observe more collapsed, shorter assemblies than
at sub-μM concentrations (Figure b).
Figure 6
MD simulation of Cu2+ effects on α-Syn
oligomers.
(a) Computed distribution of monomer and oligomer maximum heights
on the surface of Au(111), with height populations counted as densities
with arbitrary units. (b) Computed distribution of monomer and oligomer
maximum heights in complex with Cu2+ at two different Cu2+/assembly ratios (1:2) and (1:1) on the surface of Au(111).
(c) Representative structure of α-Syn trimer showing typical
maximum height on the Au(111) surface during 200 ns dynamics. (d)
Representative structure of α-Syn Cu2+/trimer (1:1)
showing typical maximum height on the Au(111) surface. (e) Mean conformational
energies of monomer and oligomers (normalized per monomer) during
the final 50 ns of molecular dynamics.
MD simulation of Cu2+ effects on α-Syn
oligomers.
(a) Computed distribution of monomer and oligomer maximum heights
on the surface of Au(111), with height populations counted as densities
with arbitrary units. (b) Computed distribution of monomer and oligomer
maximum heights in complex with Cu2+ at two different Cu2+/assembly ratios (1:2) and (1:1) on the surface of Au(111).
(c) Representative structure of α-Syn trimer showing typical
maximum height on the Au(111) surface during 200 ns dynamics. (d)
Representative structure of α-Syn Cu2+/trimer (1:1)
showing typical maximum height on the Au(111) surface. (e) Mean conformational
energies of monomer and oligomers (normalized per monomer) during
the final 50 ns of molecular dynamics.Our α-Syn dimer model (without Cu2+) with a peak
height of ∼3.9 nm (Figure a) matches the mean height of small spherical particles
(∼4 nm) estimated from AFM statistical analyses of α-Syn
aggregates (see Figure c), identifying these observed assemblies as possible dimers and
the most abundant nonmonomeric spherical oligomers without copper.
The measured particle height (∼7 nm from the peak in the histogram)
in the protofibrillar fold (Figure c) closely matches the trimer height peak maximum height
of ∼7.3 nm (Figure c) in our predictive models, which indicates that trimers
may be critical for elongation in the absence of Cu2+.
By contrast, the majority of the spherical particles measured in the
presence of Cu2+ (see Figure c, red histogram) are of dimension similar
to the height of monomers (∼3.4 nm) in our simulations (Figure b), and smaller than
the dimer heights (∼3.9 nm) predicted in the absence of Cu2+ (Figure a) and estimated from AFM experiments (see Figure c).The Cu-free α-Syn trimer
is a stable protofibrillar oligomer
assembly (see Figure e), stabilized by a E46–K80 salt bridge (Figure S13a) and a strong hydrogen bond (H-bond) network (Figure S14a,e), and displays the highest content
of β-sheet (Figure S13b) among all
constructs. Taking into account also the approximately doubled likelihood
to form the hexamer than elongate from the dimer (from the predicted
conformational energies in Figures e and S13d), we propose
that the minimal critical protofibrillar nucleus for α-Syn growth
is formed by the trimer (Figure c). The Cu2+-bound complexes are massively
stabilized relative to the assemblies without Cu2+ (Figure e). We predict that
Cu2+–trimer complexes at a lower concentration of
Cu2+ (1:2 ratio) may be the minimal oligomeric fragment
in protofibrillar fold capable of further lateral elongation given
their very stable E46–K80 salt bridge (which is unstable up
to dimer; see Figure S13a) and retention
of high percentage of residues in β-sheet, which makes them
more structured than the Cu2+–hexamer complexes
(see Figure S13c). The protofibrils were
detected to be low in distribution at high experimental Cu2+ concentrations (1 μM) used in AFM measurements but may be
stabilized at low (sub-μM) Cu2+ concentrations as
predicted from our MD model of the trimer–Cu2+ complex.We also note from Figure c (green histogram) that the major population (from the peak
of the distribution) of annular oligomers with Cu2+ estimated
at a height of 7.75 nm is closer to our most populated height of the
Cu2+/trimer (1:1) model (∼8 nm) than the Cu2+/Trimer (1:2) model (∼8.6 nm) (Figure b–d). This may be explained by the
model-predicted destabilization of the trimer in the protofibrillar
fold at the higher concentration of Cu2+ (Figures e and S13c–e). Previous reports have suggested that annular
protofibrils are known to nucleate α-Syn filament formation
and are cytotoxic,[17] and that the morphology
of porelike annular oligomers can vary between different architectures.[48] Several groups have also identified pore-forming
annular α-Syn protofibrillar oligomers with high content of
β-sheet[49,50] or antiparallel β-sheet[51] with excellent seeding capabilities. Our Cu2+/trimer (1:1) model with a Greek-key core may represent the
precursor to these ringlike architectures of polymorphic annular protofibrils
(cross-β sheet vs β-barrel, respectively).
The predicted instability of trimers at high Cu2+ concentration
(Figure e; all other
assembly constructs are more stable at higher Cu2+ concentration)
may facilitate conformational rearrangements to a metastable, amorphous
state at longer time scales, consistent with the assembly of looser-packed,
more porelike annular architecture, minimally formed by the trimers.[52] At lower Cu2+ concentration, the
higher stability of trimers (Figures e and S13e; also evident
from the intermonomer H-bonds in Figure S14f,g) may be capable of seeding fibril growth via lateral
monomeric interactions to create an elongated linear chain of fibrils
along the gold surface.In summary, our AFM experiments clearly
identify annular oligomers
as the dominant species at 1 μM copper(II) concentration, which
could potentially be formed by Cu2+/trimer (1:1) from our
MD models, while we rationalize that at sub-μM copper(II) concentrations,
the Cu2+/trimer (1:2) model may retain the profibrillar
morphology to initiate fibril growth, which are the sparsely populated
species observed in the AFM images. More details of the above analyses
are provided in Section 2.5 Supporting Analyses.
Discussion
Here, we combine nanoscale imaging, chemical
spectroscopy, and
atomic-scale modeling to construct a detailed picture of the assembly
of α-Syn proteins in the presence and absence of Cu(II) ions.
The AFM results highlight the importance of registering the size and
shape evolution of α-Syn protein aggregates when retaining them
in a hydrated state. Raman spectroscopy-based analysis of α-Syn
aggregated states reveals information on the increase in β-sheet
content during the elongation phase and decrease in α-helical
content observed for the lag and elongation phases through analysis
of the amide bands. Atomic-scale molecular dynamics (MD) models predict
the early stages of self-assembly, allowing us to identify the likely
structures in our AFM height profile maps. Our models reveal that
the minimal critical nucleus necessary for elongation of the α-Syn
protofibrillar fold is a trimer as estimated from the AFM height profiles
on gold. This is in agreement with recent studies of α-Syn in
Greek-key fold,[53] while the spherical particle
observed in the AFM measurements corresponds to a monomer or dimer.
We confirm that the size of α-Syn monomer from our model is
in good agreement with the size estimated from the AFM data obtained
when the proteins were retained in a hydrated interface. The α-Syn
assemblies are very effectively sealed and reinforced by binding to
copper(II) with the AFM-measured heights of the densely populated
spherical particles observed in the presence of copper closely corresponding
to a Cu2+-bound monomer computed from our MD models.Strikingly, the binding of trimer to a high concentration of Cu2+ renders them more thermodynamically unstable than at low
Cu2+ concentration (opposite effect observed for all other
assembly constructs), where the cross-β protofibrillar fold
is retained to a greater extent. Previous studies have identified
a dynamic, interconverting population of different oligomeric morphologies
in α-Syn self-assembly.[51,54,55] Among these, the protofibrillar (chainlike) and annular oligomers
are known to be cytotoxic species,[17] the
second category is further classified according to their architecture.[48,50] By cross-referencing our measured and model data, we predict Cu2+ concentration-dependent shape and thermodynamic signatures
in trimers that may sufficiently distinguish α-Syn trimers as
a critical-sized oligomer to form either chainlike or annular protofibrils.
At low Cu2+ concentration, a more stable trimer may elongate
the chain by addition of monomers laterally, while at high experimental
Cu2+ concentration, the loss of stability could lead to
conformational rearrangements leading to the formation of the annular
oligomers with ringlike morphology detected in our AFM experiments
after incubation with 1 μM concentration of copper(II). Recently,
protein aggregates with protofibrillar and irregular annular oligomeric
shapes with comparable size profiles, as reported in the present study,
have been resolved and quantified on the surface of red blood cells
from individuals with AD pathologies.[56]The results from the present study highlight the importance
of
recording the morphological changes of pathological protein aggregates
in response to their chemical environment. Such information obtained
in the near native state of the protein aggregates could potentially
serve as guidelines for better understanding protein aggregated states
in body fluids from individuals who have been exposed to environmental
metals over their lifetime. The nanoscale imaging, chemical spectroscopy,
and integrated modeling-measurement methodologies presented here may
inform rapid screening of other potential blood-borne cofactors, e.g., other biometals, heavy metals, physiological amino
acids, and metabolites, in directing and potentially rerouting IDP
aggregation in the initiation and pathology of neurodegenerative diseases.
Methods
Preparation of Wild-Type
α-Syn Solution
Wild-type
α-Syn was obtained by expression and purification in bacteria,
as detailed by Campioni et al.[57] α-Syn
solutions were prepared by dissolving the lyophilized protein (∼30
mg/mL) in 2 mL of PBS buffer, pH 7.4. The solution pH was adjusted
to 7.4 by adding 1 M NaOH (25–30 μL). The filter membrane
of Amicon Ultra-4 Centrifugal Filter Unit (NMWL 100 kDa) was first
hydrated in the centrifuge three times with 4 mL of PBS buffer (3200g, 5 min), followed by centrifugation of α-Syn solution
(typically 2 mL) for 30 min to filter out large α-Syn particle
chunks that were not fully dissolved. Two hundred microliters (or
10% of solution volume) of PBS was added to the filter and mixed using
a pipette to extract the remaining α-Syn from the bottom of
the filter, followed by centrifugation for 5 min. The final concentration
of α-Syn (ε280 = 5960 M–1 cm–1) was measured with spectrophotometer Implen
Nanophotometer NP80 UV–vis. The solution was then diluted with
PBS buffer to 300 μM α-Syn. V-shaped 1.5 mL protein LoBind
tubes were filled with 500 μL of α-Syn solution and incubated
in Eppendorf ThermoMixer C at 37 °C for 10 days under mechanical
agitation at 500 rpm. To investigate the effect of Cu2+ ions on the α-Syn aggregation rate, its solution was added
to the aliquot with α-Syn before the incubation. For each experiment,
three aliquots of 300 μM α-Syn concentration were prepared
for comparison. Cu2+ solution (10 μM) was prepared
by dissolving copper(II) chloride in PBS buffer, pH 7.4 (Merck Millipore).
Fifty microliters of prepared copper chloride solution was then added
to the aliquot with 500 μL of α-Syn, leading to the final
Cu2+ concentration of 1 μM.
Liquid-Based Atomic Force
Microscopy
Liquid-based AFM
was performed using a Multimode 8 AFM (Bruker) equipped with a liquid
cell holder. A SCOUT 70 HAR silicon AFM tip with a high aspect ratio
was used in tapping mode (gold reflective backside coating, force
constant 2 N/m, resonant frequency: 70 kHz, NuNano). The AFM tip was
cleaned by rinsing in acetone for 30 s and in isopropanol for ∼1
min, followed by blow-drying with compressed air. After mounting the
AFM tip in the tip holder, 5 μL of α-Syn in buffer salt
solution was deposited on the Au(111) substrate. Before deposition
of the α-Syn solution, Au(111) thin film on mica (purchased
from Phasis, Inc) samples were thoroughly cleaned (rinsed with acetone
and isopropanol, followed by blow-drying with N2) and the
surface quality of the gold thin film was checked using AFM. After
∼2 min, the gold surface was gently flushed with 1 mL of pure
water and the AFM tip was fully immersed and tuned in the water medium.
For comparison, AFM measurements were conducted on α-Syn particles
on gold substrates in buffer salt solution environment (5 μL),
in clean water medium (5 μL), and also on air-dried samples
(after removal of buffer salt solution with clean water). The standard
deviations of particle heights of oligomers and fibrillar aggregates
were calculated from measurements performed with 10 AFM tips of the
same batch purchased from NuNano.
Raman Spectroscopy Setup
and Measurements
Raman spectra
were obtained using a WITec Alpha 300 R confocal Raman microscope.
A 532 nm laser, spectrometer grating of 600 g/mm and Zeiss 100×
objective, numerical aperture NA = 0.9 was used to acquire Raman maps
(15 μm × 15 μm surface area, 1 μm step, 1 s
integration time, 225 spectra in total) as well as time series (same
spot, 60 spectra, 1 s integration time). Laser power was adjusted
for different substrates: 40 mW for mica, 20 mW for silicon, and 10
mW for gold/mica. For every area scan, one average spectrum was obtained.
To obtain representative spectra of the measured sample, average spectra
of multiple areas were normalized and then averaged. Normalized spectra
of different area scans were then averaged to obtain one representative
spectra per sample. To compare the intensities of the peaks among
different spectra, we normalized them to the Phenylalanine (Phe) band
at 1003 cm–1 (Figure S3) as this band is less sensitive to the conformational changes of
α-Syn proteins.[29] The background
subtraction analysis is provided in Figure S4. Raman spectroscopy was conducted only on air-dried α-Syn
(after removal of buffer salt solution with clean water) particles
deposited on gold and also on mica substrates for comparison.
Molecular
Simulations
The full details of model preparation,
MD simulations, data analyses, and supplementary analyses are given
in Supporting Section S2. Briefly, the
starting models of free monomer and oligomers in Greek-key[38] fold α-Syn fibril structure were oriented
with the fibril axis parallel to the gold Au(111) surface in a large
periodic water-filled box (see Figures h and S7c–f). This
starting orientation of α-Syn placed the NAC region in the Greek-key
fold close to the gold surface. The models for Cu2+-bound
α-Syn constructs having the protofibrillar Greek-key fold[38] were generated from density functional theory
(DFT) computed structures of the high-affinity Cu2+-binding
site in the N-terminus of α-Syn monomer obtained from a recent
study,[47] showing Cu2+ coordinated
to Met1, Asp2, and an ordered water molecule[58] (see Figures a and S7g; details in Section S2.1). To correspond closely with the final experimental Cu2+ concentration of 1 μM, we built the models of Cu2+-bound α-Syn monomers and oligomers with Cu2+/monomer
ratios of 1:1 and 1:2 to observe the effect of varying copper concentrations
at sub-μM copper(II) concentrations (see Figure S7h–n).
Authors: Andrés Binolfi; Rodolfo M Rasia; Carlos W Bertoncini; Marcelo Ceolin; Markus Zweckstetter; Christian Griesinger; Thomas M Jovin; Claudio O Fernández Journal: J Am Chem Soc Date: 2006-08-02 Impact factor: 15.419
Authors: Marcus D Tuttle; Gemma Comellas; Andrew J Nieuwkoop; Dustin J Covell; Deborah A Berthold; Kathryn D Kloepper; Joseph M Courtney; Jae K Kim; Alexander M Barclay; Amy Kendall; William Wan; Gerald Stubbs; Charles D Schwieters; Virginia M Y Lee; Julia M George; Chad M Rienstra Journal: Nat Struct Mol Biol Date: 2016-03-28 Impact factor: 15.369
Authors: Francesco Simone Ruggeri; Fabrizio Benedetti; Tuomas P J Knowles; Hilal A Lashuel; Sergey Sekatskii; Giovanni Dietler Journal: Proc Natl Acad Sci U S A Date: 2018-06-25 Impact factor: 11.205