Biological nanopores are emerging as sensitive single-molecule sensors for proteins and peptides. The heterogeneous charge of a polypeptide chain, however, can complicate or prevent the capture and translocation of peptides and unfolded proteins across nanopores. Here, we show that two β-barrel nanopores, aerolysin and cytotoxin K, cannot efficiently detect proteinogenic peptides from a trypsinated protein under a wide range of conditions. However, the introduction of an acidic-aromatic sensing region in the β-barrel dramatically increased the dwell time and the discrimination of peptides in the nanopore at acidic pH. Surprisingly, despite the fact that the two β-barrel nanopores have a similar diameter and an acidic-aromatic construction, their capture mechanisms differ. The electro-osmotic flow played a dominant role for aerolysin, while the electrophoretic force dominated for cytotoxin K. Nonetheless, both β-barrel nanopores allowed the detection of mixtures of trypsinated peptides, with aerolysin nanopores showing a better resolution for larger peptides and cytotoxin K showing a better resolution for shorter peptides. Therefore, this work provides a generic strategy for modifying nanopores for peptide detection that will be most likely be applicable to other nanopore-forming toxins.
Biological nanopores are emerging as sensitive single-molecule sensors for proteins and peptides. The heterogeneous charge of a polypeptide chain, however, can complicate or prevent the capture and translocation of peptides and unfolded proteins across nanopores. Here, we show that two β-barrel nanopores, aerolysin and cytotoxin K, cannot efficiently detect proteinogenic peptides from a trypsinated protein under a wide range of conditions. However, the introduction of an acidic-aromatic sensing region in the β-barrel dramatically increased the dwell time and the discrimination of peptides in the nanopore at acidic pH. Surprisingly, despite the fact that the two β-barrel nanopores have a similar diameter and an acidic-aromatic construction, their capture mechanisms differ. The electro-osmotic flow played a dominant role for aerolysin, while the electrophoretic force dominated for cytotoxin K. Nonetheless, both β-barrel nanopores allowed the detection of mixtures of trypsinated peptides, with aerolysin nanopores showing a better resolution for larger peptides and cytotoxin K showing a better resolution for shorter peptides. Therefore, this work provides a generic strategy for modifying nanopores for peptide detection that will be most likely be applicable to other nanopore-forming toxins.
Entities:
Keywords:
nanopore spectrometry; nanopore-forming toxins; nanopores; protein sequencing; single-molecule
The development
of diagnostics
devices for personalized healthcare relies on the use of low-cost
and portable devices that are capable of addressing biological molecules.[1] In proteomics, tandem mass spectrometry (MS)
is the gold standard for the detection and sequencing of proteins
due to its precision and ability to measure complex samples.[2] A MS, however, is a large and expensive machine
that most often requires specialized facilities to operate.[3,4] Furthermore, MS requires very a low pressure (vacuum) to operate,
which at present cannot be easily integrated into portable devices.By contrast, biological nanopores have great potential for making
low-power and low-cost devices as they are capable of high-throughput
measurements[5] and can address single molecules
even in complex solutions.[6−9] In a typical nanopore measurement, two fluidic compartments
filled with an electrolyte solution are separated by a nonconducting
membrane containing a single nanopore. The ionic current through the
nanopore is measured when a potential difference is applied over the
membrane. When analytes enter the nanopore, the open nanopore current
(IO) is transiently reduced, and the current
blockade provides information on the size of the analyte present in
the nanopore.Biological nanopores have been used to capture
folded proteins,[10−12] and the nanopore signal has been associated with
the size, mass,
volume, and shape of the protein.[13−16] However, the capture and translocation
of proteins across the nanopore is complicated by the complex three-dimensional
structure and nonuniform charge distribution of the protein.[17] Recently, we have shown that coupling the nanopore
to an unfoldase complex could provide a generic method for controlling
the feed of proteins to the nanopore.[18] Single proteins are then addressed by directly reading the unfolded
protein as it translocated across the nanopore or by chopping the
protein into peptides and reading the fragments in sequence.[19] We also showed that the latter “chop
and drop” method could potentially discriminate among the majority
of proteins of the human proteome, provided that most peptides were
accurately detected by the nanopore.[20] α-Helical
fragaceatoxin C (FraC) nanopores were shown to efficiently capture
peptides in low pH conditions regardless of their charge.[19,21−23] In turn, this allowed several proteins to be recognized
by measuring the peptide spectrum originating from trypsinated proteins.
Although this approach is capable of distinguishing among proteins
at the single-molecule level, it is unclear whether a cylindrical
β-barrel nanopore, such as those incorporated into the nanopore–unfoldase
complex, can be engineered to identify proteinogenic peptides in a
fashion similar to conical α-helical FraC nanopores.Previous
work on peptide detection in β-barrel nanopores
suggested that peptides might be sampled. Early work focused on the
interaction of designed structured peptides with an α-hemolysin
(αHL) nanopore.[24,25] In another example, a mutant
of α-hemolysin (M133F) was engineered to detect aromatic peptides.[26] More recently, wild-type αHL was used
to discriminate between small positively charged peptides and showed
a correlation between the blockade depth and the mass of the peptide.[27] Aerolysin has emerged as a favorite β-barrel
nanopore for peptide analysis. The nanopore was shown to detect differences
in length[28] and composition[29] in uniformly charged peptides. In one example,
the differences among almost all 20 amino acids in polyarginine peptides
were observed.[30] Aerolysin mutants were
shown to detect a range of model negatively charged peptides[31] as well as phosphorylation and acetylation on
τ-peptides.[32,33] In a recent communication, the
aerolysin nanopore was engineered to detect negative and weakly positive
peptides at near-physiological pH values.[34]Here, we assessed the ability of two β-barrel nanopores,
aerolysin and cytotoxin K (CytK), to capture a mixture of peptides
originating from the protease digestion of lysozyme. We showed that
in 1 M KCl solutions the wild-type nanopores could not resolve peptide
mixtures at physiological or acidic pH values. The introduction of
an acidic–aromatic sensing region in the β-barrel, however,
allows the entry and greatly enhances the dwell time of the peptides
inside the nanopore. The acidic–aromatic aerolysin nanopore
could differentiate the six peptides originating from lysozyme digestion
with a mass range of 1000–1700 Da without any overlap between
the peptide clusters in the nanopore spectrum. We found that the peptide
capture of aerolysin at low pH values is governed by the electro-osmotic
flow, whereas the peptide capture in CytK is based on electrophoresis.
Despite the difference in their capture mechanisms, a similar set
of mutations was required to improve peptide detection, showing that
our strategy might also be used to adept other β-barrel nanopores
for peptide detection. Extremely sensitive β-barrel nanopore
peptide sensors might ultimately be integrated with unfoldase and
peptidase complexes to allow the single-molecule measurement of proteins.[18,20]
Results and Discussion
Aerolysin Engineering for Nanopore Peptide
Spectroscopy
We tested the ability of the wild-type aerolysin
(AerWt, Figure A and Figure S1) nanopore to characterize
peptides
by adding a mixture of peptides that resulted from the trypsination
of lysozyme from Gallus gallus to either side of
the nanopore in 1 M KCl at either pH 7.5 (Figure B) or pH 3.8 (Figure C). When added to the cis compartment, the mixture induced fast current blockades as a result
of the entry of some of the peptides into the nanopore under a positive
applied potential. The addition of the peptide mixture to the trans side did not induce peptide blockades at either the
positive applied potential or the negative applied potential. Although
AerWt captured peptides more efficiently at pH 3.8, the
peptides were badly resolved, as the clusters were broad and showed
significant overlap. To improve the peptide recognition at low pH
values, we reduced the positive charge in the nanopore by substituting
Lys238 on the trans side of the β-barrel of
aerolysin with four different residues: AerK238Q and AerK238D to alter the charge and AerK238F and AerK238W to introduce aromatic residues. We tested the mutants
for their ability to capture trypsinated lysozyme at pH 3.8 (Figures D and E and S2). All mutations increased the average dwell
time of the lysozyme peptides in the nanopore, but AerK238W increased the dwell time the most (Figure S2C). Furthermore, AerK238W also shifted the excluded current
(Iex% = (IO – IB/IO) × 100%, where IB is the ionic
current during the event and IO the is
the current of the open nanopore) of the peptides to higher values,
while the open nanopore current changed only slightly (64.7 ±
1.2 pA for AerK238W compared to 67.8 ± 1.0 pA for
AerWt, +150 mV). Current versus voltage (IV) curves showed only slightly altered conductances for the different
mutants compared to that of the wild type nanopores (Figure S3). Despite the longer dwell times of the peptides
inside the nanopore, the resolution of the nanopores remained too
poor to discriminate the mixture of lysozyme peptides.
Figure 1
Detection of trypsinated
lysozyme by aerolysin. (A) Cut-through
structure of the aerolysin nanopore (PDB 5JZT) shown as surface potential maps with
positively or negatively charged regions in blue and red, respectively.
(B–F) Ionic current traces (top) and dwell time vs excluded
current (bottom left) for aerolysin nanopores under different pH values.
The figures on the right indicate the potential map of the charge
distribution inside the nanopore at different pH values. Peptides
were tested by adding 4 μg of trypsinated lysozyme to the cis compartment (400 μL). The final concentration
of trypsinated lysozyme was 10 ng/μL. Data were recorded in
1 M KCl at an applied potential of +150 mV at the indicated pH.
Detection of trypsinated
lysozyme by aerolysin. (A) Cut-through
structure of the aerolysin nanopore (PDB 5JZT) shown as surface potential maps with
positively or negatively charged regions in blue and red, respectively.
(B–F) Ionic current traces (top) and dwell time vs excluded
current (bottom left) for aerolysin nanopores under different pH values.
The figures on the right indicate the potential map of the charge
distribution inside the nanopore at different pH values. Peptides
were tested by adding 4 μg of trypsinated lysozyme to the cis compartment (400 μL). The final concentration
of trypsinated lysozyme was 10 ng/μL. Data were recorded in
1 M KCl at an applied potential of +150 mV at the indicated pH.Lowering the pH even more improved the resolution
of AerK238D, in particular for the small peptides with Iex% values between 20 and 40% (Figure F). The average dwell time
also increased
from 720 ± 50 ms at pH 3.8 to 990 ± 110 ms at pH 3.0. This
effect might be partially electrostatic. The pKa of residue Asp238 in AerK238D is approximately
3.9 (estimated using PROPKA3 software), indicating that at pH 3.8
approximately 50% of the seven aspartates in AerK238D will
be negative charged, while at pH 3.0 the residues will be deprotonated
about 10% of the time. Encouraged by the increased resolution of AerK238D, we aimed to further improve the resolution with the
addition of an aromatic residue directly above the aspartate, forming
an acidic–aromatic sensing region. Our reasoning was that the
acidic and aromatic residues would interact with the positively charged
peptides through electrostatic and cation−π interactions,
respectively. We introduced an aromatic residue at different positions
within the barrel of AerK238D nanopores. We introduced
phenylalanine residues instead of tryptophan, as the bulky tryptophan
might lead to the frequent gating of the pore. In contrast, phenylalanine
can be placed at different positions in the barrel without disrupting
the pore while still providing significant aromaticity. The phenylalanine
was introduced at four lumen-facing positions along the β-barrel,
which were increasingly distant from the introduced acidic residue
Asp238 (Figure A):
Ala260Phe (0.4 nm from Asp 238), Ser264Phe (1.4 nm), Gln268Phe (2.4
nm), and Ser272Phe (3.4 nm). The phenylalanine mutants showed longer
current blockades compared to that of AerK238D (Figure B) and largely better
resolution. In fact, when the phenylalanine was placed 0.4 or 1.4
nm above the acidic residue, the average dwell time of the peptides
increased by an order of magnitude compared to that of AerK238D (from 0.99 ± 0.11 ms in AerK238D to 12.8 ±
1.8 and 11.2 ± 2.7 in AerK238D+A260F and AerK238D+S264F, respectively). The increased dwell time allows for a more accurate
determination of the value of Iex%. In
turn, the clusters of the peptides within the lysozyme spectrum became
narrower (Figure C–F),
indicating that more peptides can be identified simultaneously.
Figure 2
Detection of
trypsinated lysozyme in the phenylalanine mutants
at pH 3.0. (A) Cut-through of aerolysin (PDB 5JZT) showing the locations
of mutated residues in the β-barrel. (B) Average log10(dwell time) of the events from trypsinated lysozyme in aerolysin
mutants. The error bars indicate the standard error of the log10(dwell time) between three measurements in different nanopores.
(C–F) Ionic current trace and event characteristics after the
addition of 4 μg of trypsinated lysozyme to the cis compartments of aerolysin nanopores. The locations of the peptides
clusters used to determine the resolution of the nanopore are indicated
by red (Lys4) and green (Lys5) arrows. The final concentration of
trypsinated lysozyme was 10 ng/μL. Data were recorded in a mixture
of 1 M KCl and 50 mM citric acid that was buffered to pH 3.0 using
bis-tris propane at an applied potential of +150 mV.
Detection of
trypsinated lysozyme in the phenylalanine mutants
at pH 3.0. (A) Cut-through of aerolysin (PDB 5JZT) showing the locations
of mutated residues in the β-barrel. (B) Average log10(dwell time) of the events from trypsinated lysozyme in aerolysin
mutants. The error bars indicate the standard error of the log10(dwell time) between three measurements in different nanopores.
(C–F) Ionic current trace and event characteristics after the
addition of 4 μg of trypsinated lysozyme to the cis compartments of aerolysin nanopores. The locations of the peptides
clusters used to determine the resolution of the nanopore are indicated
by red (Lys4) and green (Lys5) arrows. The final concentration of
trypsinated lysozyme was 10 ng/μL. Data were recorded in a mixture
of 1 M KCl and 50 mM citric acid that was buffered to pH 3.0 using
bis-tris propane at an applied potential of +150 mV.
Identification of Peptide Clusters Using the Event Noise
We noticed that the peptide current blockades of AerK238D+A260F showed different current fluctuation intensities. Therefore, we
also calculated the event noise (σ) from the standard deviation of the
ionic current during the event. Rewardingly, the event noise of each
cluster converged to a well-defined value with a narrow distribution
(Figure A). Seven
distinct peptide clusters could be detected compared to the five clusters
observed in the Iex% versus dwell time
analysis, specifically five clusters between 70 and 80 Iex% and two more between 50 and 60 Iex%. To assign the different peptides to current signals, we
tested the nine synthetic peptides whose sequences corresponded to
the peptides expected to be produced by the trypsination of lysozyme
(Table S1). These peptides were named Lys1–Lys10
from the lowest to highest molecular weight. However, Lys10 (MW = 2508 Da) was not tested because it could
not be synthesized. Nonetheless, its large mass was outside the range
of the peptides that are expected to be observed with aerolysin nanopores.
Each cluster could be identified from the individual addition of the
peptides to AerK238D+A260F (Figure S4). Seven peptides (Lys4–Lys9) were assigned. Interestingly
no cluster was observed for Lys1–Lys3. Experiments with individual
peptides revealed that Lys2 and Lys3 can be detected (Figure S5). Indeed, mass spectroscopy analysis
(Table S2) revealed that Lys2 and Lys3
were present at low concentrations. Synthetic Lys1 (MW 517) did not
induce blockades (Figure S5), indicating
that it is probably too small to be detected by aerolysin. Interestingly,
one of the clusters in the σ versus Iex% graph
of trypsinated lysozyme remained unidentified. The latter peptide
cluster might belong to deamidated Lys7, since the Iex% value is similar to that of Lys7 and some deamidated
Lys7 was detected in the MS measurement of the trypsinated lysozyme
(Table S2).
Figure 3
Detection of trypsinated
lysozyme in AerK238D+A260F.
Plot of the event noise vs Iex% with a
representative current blockade for each event. The plot shows the
data from three nanopores combined after baseline correction. Data
were recorded in a mixture of 1 M KCl and 50 mM citric acid that was
buffered to pH 3.0 using bis-tris propane at an applied potential
of +150 mV. The sequences of the peptides are as follows: Lys4, WWCmNDGR; Lys5, GTDVQAWIR; Lys6, GYSLGNWVCmAAK; Lys7, FESNFNTQATNR; Lys8, IVSDGNGMNAWVAWR;
and Lys9, NTDGSTDYGILQINSR. Cm indicates
a cysteine alkylated using iodoacetamide (IAA).
Detection of trypsinated
lysozyme in AerK238D+A260F.
Plot of the event noise vs Iex% with a
representative current blockade for each event. The plot shows the
data from three nanopores combined after baseline correction. Data
were recorded in a mixture of 1 M KCl and 50 mM citric acid that was
buffered to pH 3.0 using bis-tris propane at an applied potential
of +150 mV. The sequences of the peptides are as follows: Lys4, WWCmNDGR; Lys5, GTDVQAWIR; Lys6, GYSLGNWVCmAAK; Lys7, FESNFNTQATNR; Lys8, IVSDGNGMNAWVAWR;
and Lys9, NTDGSTDYGILQINSR. Cm indicates
a cysteine alkylated using iodoacetamide (IAA).To quantify the resolutions of the different nanopores, we considered
two event clusters that were visible in both the phenylalanine mutants
corresponding to Lys4 (WWCmNDGR, Mw = 993 Da) and Lys5 (GTDVQAWIR, MW = 1046 Da), two peptides that were present in high concentrations
in the trypsinated lysozyme and differ in mass by 53 Da (Table S1). We calculated the mean (μ) and standard deviation (σ) for each cluster from Gaussian fittings to current
histograms. The resolution Rs between
the two clusters was then calculated aswhere Rs should be at least 2 in order to completely separate
the
peaks.[23] The two event clusters overlapped
in AerK238D (Figure F) but could be distinguished in the phenylalanine mutants
(Figure C–F
and Table S3). Although the peaks were
observed in all phenylalanine nanopores, the best resolution was observed
when the distance between the acidic residue and the phenyl group
was 1.4 nm. Interestingly, the introduction of aromatic residues 3.4
nm away from the acidic residue increased the spread of the event
clusters despite inducing only slightly longer dwell times compared
to those of AerK238D, suggesting that the interaction between
the acidic–aromatic constriction and the peptides is likely
to have a role in improving the resolution. The voltage dependency
with synthetic Lys4 and Lys5 peptides showed that the best resolution
was at potentials higher than +125 mV (Figure S6), no large difference in resolution or dwell time was observed
at potentials higher than +125 mV.
CytK Engineering for Nanopore
Peptide Spectroscopy
Since the introduction of the acidic–aromatic
sensing region
greatly enhanced peptide detection in aerolysin nanopores, we tested
this strategy with another β-barrel nanopore. We selected cytotoxin
K (CytK). Although no crystal structure of CytK is available at present,
the nanopore shares homology with β-PFTs such as α-hemolysin.[35] We chose CytK instead of α-hemolysin because
α-hemolysin was reported to show gating at low pH conditions.[36] The conductance of CytKWt in 2 M
KCl at pH 7.5 (2.08 ± 0.04 nS, calculated from linear regression
of IV curves between +50 and −50 mV) was almost identical to
that of α-hemolysin under the same conditions (2.08 nS),[37] strongly suggesting that CytK also forms a heptameric
nanopore. The structure of CytK was then made by homology modeling
(Figures A and S7). We subsequently tested the ability of this
nanopore to capture peptides from trypsinated lysozyme at low pH.
The addition of the lysozyme peptides to either side of the nanopore
at pH 3.8 (CytKWt did not form nanopores at pH 3.0) induced
only very few events, indicating that the wild-type nanopore detected
peptides poorly at low pH (Figure B). Therefore, we engineered the trans side of the β-barrel by introducing mutations that were similar
to the Aer mutants using a predicted structure of CytK. We noted that
CytK contains a lumen-facing lysine on the trans side
of the β-barrel at position 128 (Figure A) and the substitution of this lysine by
aspartate (CytKK128D) creates a sensing region similar
to that of AerK238D. CytKK128D was indeed able
to capture peptides (Figure C) but only when the peptides were added to the trans compartment. However, the events did not converge to detectable
clusters (Figure C).
As observed for aerolysin, the substitution of an aromatic residue
(CytKK128F) improved the resolution of the peptides in
the nanopore (Figure D), but only when the lumen-facing lysine was not present (i.e.,
CytKS126F cannot detect peptides efficiently, Figure S8A). To combine an acidic–aromatic
recognition element, thereby forming a sensing region similar to that
of AerK238D+S260F, we simultaneously substituted the lysine
at position 128 with aspartate and introduced a phenylalanine 0.6
nm above the aspartate at position 126 (CytKS126F+K128D). As observed from the aerolysin nanopore, the double-mutant CytKS126F+K128D increased the event duration, allowing for the
detection of event clusters at both pH 3.8 (Figure E) and pH 3.0 (Figure S8B). The latter pH could be measured, as CytKS126F+K128D inserted into lipid bilayers at lower pH values than CytKWt. Contrary to the aerolysin mutants, the substitution of one amino
acid dramatically changed the IV curves of the CytK
mutants only if the mutation altered the charge in the barrel (e.g.,
CytKK128D and CytKK128F, Figure S9).
Figure 4
Detection of trypsinated lysozyme in CytK at pH 3.8. (A)
Structure
of CytK based on the homology model with αHL. The mutated residues
Ser126 and Lys128 are indicated. The nanopores are shown as surface
potential maps at pH 3.0 with the positively and negatively charged
regions in blue and red, respectively. (B–E) Ionic current
trace and event characteristics of CytK after the addition of 4 μg
of trypsinated lysozyme in the trans chamber. The
final concentration of trypsinated lysozyme was 10 ng/μL. Data
were recorded in a mixture of 1 M KCl and 50 mM citric acid that was
buffered to pH 3.8 using bis-tris propane at an applied potential
of +100 mV.
Detection of trypsinated lysozyme in CytK at pH 3.8. (A)
Structure
of CytK based on the homology model with αHL. The mutated residues
Ser126 and Lys128 are indicated. The nanopores are shown as surface
potential maps at pH 3.0 with the positively and negatively charged
regions in blue and red, respectively. (B–E) Ionic current
trace and event characteristics of CytK after the addition of 4 μg
of trypsinated lysozyme in the trans chamber. The
final concentration of trypsinated lysozyme was 10 ng/μL. Data
were recorded in a mixture of 1 M KCl and 50 mM citric acid that was
buffered to pH 3.8 using bis-tris propane at an applied potential
of +100 mV.
Mechanism of Peptide Capture
and Translocation
To investigate
the mechanism of peptide transport, we measured the voltage dependency
of peptide transport. It is generally accepted that the decrease of
a peptide’s dwell time with the applied potential is a strong
indication that the analyte is translocating the nanopore.[38,39] We measured two peptides (Lys5 (GTDVQAWIR) and Lys7 (FESNFNTQATNR))
that were also present in the trypsinated lysozyme (Table S2). These peptides were selected because they showed
well-defined clusters in AerK238D+A260F (Figure A). In the aerolysin nanopore,
the dwell time increased with the voltage for both peptides and reached
a plateau for Lys5 at voltages above +130 mV, suggesting that the
peptides might not translocate the nanopore. The dwell time started
to decrease slightly at higher voltages, but measurements at potentials
greater than +200 mV are challenging due to membrane instability.
By contrast, the dwell time of both peptides in CytK decreases with
the applied potential, suggesting that both peptides are likely to
translocate the nanopore. Furthermore, despite both nanopores captured
peptides at the positive bias, aerolysin nanopores captured peptides
only from the cis side, while CytK capture peptides
from the trans side, indicating that both the capture
mechanism of and the transport of peptides in the two β-barrel
nanopores are different. The transport mechanism across the two β-barrel
nanopores might be understood by considering the forces acting on
the peptides. At an acidic pH, the charge of peptides becomes more
uniform than that at a physiological pH. This is because nearly all
peptides carry a net positive charge corresponding to the N-terminus
and another at the C-terminus given that trypsin cleaves after the
K and R residues. At the same time, the negative charge normally carried
by acidic residues is largely removed. As a result, the overwhelming
majority of peptides will carry a positive charge and will experience
an electrophoretic force (EF) toward the anode. Another force that
influences the capture of peptides is the electro-osmotic flow (EOF),[21,40,41] which is the directional motion
of water across the nanopore in ion selective nanopores.To
understand the direction of the EOF, we measured the ion selectivities
of aerolysin and CytK nanopores with different charge distributions
in the lumen at different pH values (Table S4). Aerolysin and CytK nanopores contain several charged residues
in the lumen of the pore, located primarily at the ends of the β-barrel
(Figure S10), that influence the ion selectivity
of the pore. We found that AerWt is anion-selective (K+/Cl– selectivity ratio of 0.76 ± 0.07, Table S4) at pH 7.5, which is likely caused by
the positively charged region on the trans side of
the barrel (Figure A) and indicates that at positive applied potentials the EOF is from cis to trans. Lowering the pH of the solution
increased the EOF (K+/Cl– = 0.38 ±
0.03 at pH 3.8) due to increased positive charge of the nanopore surface
(Table S4). The replacement of lysine with
aspartate only slightly reduced the EOF (K+/Cl– = 0.53 ± 0.03) at pH 3.8. Therefore, in aerolysin peptides
are captured by the EOF against the applied potential (Figure A). This tug of war between
the electrophoretic force and the EOF helps explain the long dwell
times in AerK238D+A260F and the complex voltage dependency
of Lys5 and Lys7 (Figure C). In the case of CytK, the nanopore is not ion-selective
(K+/Cl– = 1.02 ± 0.02) at pH 7.5
(Table S4), indicating that the EOF is
weak or inexistent. Lowering the pH makes the nanopore anion-selective
(K+/Cl– = 0.58 ± 0.03 at pH 3.8).
However, when Lys128 was substituted with aspartate the nanopore became
slightly cation-selective at pH 3.8 (K+/Cl– = 1.10 ± 0.05) and nonselective at pH 3.0 (K+/Cl– = 0.99 ± 0.02) (Table S4). Hence, the electro-osmotic flow in CytKK128D at pH
3.0 does not influence the capture of peptides, and the peptides are
captured following the EF (Figure B). This is compatible with the relatively short dwell
times, which reduce further as the voltage is increased (Figure D). Interestingly,
the peptides are not captured from the cis side of
CytK or the trans side of aerolysin. Most likely,
this is due to the electrostatic energy barrier given by the positively
charged residues at the cis entry of CytK and the trans entry of aerolysin.
Figure 5
Mechanism of peptide capture and recognition
by aerolysin and CytK
nanopores. (A and B) Schematic illustration of the forces acting on
the translocating peptide in AerK238D+A260F and CytKS126F+K128D, respectively, under a positive applied potential
at low pH. EF indicates the electrophoretic force, EOF is the electro-osmotic
flow, and Fnet is the net force on the
peptide. (C and D) Voltage dependency of the dwell time of peptides
Lys5 (GTDVQAWIR) and Lys 7 (FESNFNTQATNR) in AerK238D+A260F and CytKS126F+K128D, respectively. The
lines indicate a second-order polynomial fitting to the data. (E)
Excluded current versus peptide mass with a second-order fit bound
to [0,0] for AerK238D+A260F (blue) and CytKS126F+K128D (red). The error bars refer to the standard error in the average
value of (C and D) log10(dwell time) or (E) Iex% between three measurements in different nanopores.
Mechanism of peptide capture and recognition
by aerolysin and CytK
nanopores. (A and B) Schematic illustration of the forces acting on
the translocating peptide in AerK238D+A260F and CytKS126F+K128D, respectively, under a positive applied potential
at low pH. EF indicates the electrophoretic force, EOF is the electro-osmotic
flow, and Fnet is the net force on the
peptide. (C and D) Voltage dependency of the dwell time of peptides
Lys5 (GTDVQAWIR) and Lys 7 (FESNFNTQATNR) in AerK238D+A260F and CytKS126F+K128D, respectively. The
lines indicate a second-order polynomial fitting to the data. (E)
Excluded current versus peptide mass with a second-order fit bound
to [0,0] for AerK238D+A260F (blue) and CytKS126F+K128D (red). The error bars refer to the standard error in the average
value of (C and D) log10(dwell time) or (E) Iex% between three measurements in different nanopores.Using the synthetic lysozyme peptides (Lys2–Lys9),
we correlated
the value of Iex% with the MW in AerK238D+A260F and CytKS126F+K128D. We generally observe
an increase in the value of Iex% with
the increasing mass of the peptides (Figure E), but some discrepancies were observed.
Peptide Lys9 has a higher mass than peptide Lys8 but has a lower excluded
current for both nanopores. Similarly, peptide Lys2 has a significantly
lower Iex% than Lys3 despite Lys2 having
a higher mass (due to the alkylation of the cysteine). These discrepancies
could be explained by considering that Iex% reflects the excluded volume rather than the mass of the peptide.[42,43]
Conclusions
Biological nanopores are emerging as sensors
capable of detecting
peptides and proteins at the single-molecule level. Recently, we showed
that proteins lysed by a specific protease such as trypsin might be
recognized in bulk using α-helical FraC nanopores.[19] We also showed that a proteasome can be introduced
directly above a β-barrel nanopore.[18] Therefore, if β-barrel nanopores can be used to detect peptides,
this system might be used for the single-molecule identification of
proteins. In this work, we investigated the ability of two β-barrel
nanopores to identify peptides from the protease digestion of lysozyme.
We found that neither the wild-type aerolysin nanopores nor the wild-type
CytK nanopores could efficiently detect the peptides at pH 7 or 3.
Interestingly, a work appeared during the peer review of this work
showing that lysozyme-digested peptides can be observed using an AerWt nanopore at pH 7.5 under 3.6/4 M KCl cis/trans ionic conditions,[44] respectively, suggesting that electrostatic interactions might play
a role in either the entry of peptides into the nanopore or the retention
of peptides inside the nanopore. Both aerolysin and CytK nanopores
have a lysine residue near the trans entry of the
nanopore, and its substitution with an acidic residue improved the
entry of peptides into the nanopore. However, the further introduction
of an aromatic amino acid was crucial to distinguish among trypsinated
peptides. Scanning a phenylalanine along the barrel of aerolysin revealed
that more efficient recognition occurred when the acidic and aromatic
residues are in close vicinity (i.e., within 0.4–1.4 nm).Our work also revealed information on the mechanism of peptide
entry and translocation. In the aerolysin nanopore, the EOF induces
peptide capture even against the electrophoretic force. This is an
important finding because in nanopore protein sequencing it might
be necessary to transport polypeptides across a nanopore against the
applied potential. For peptides, the resolution was determined by
the distance between the aromatic residue and the acidic residue.
When phenylalanine was placed directly above the aspartic acid, the
events converged to well-defined clusters, whereas a larger distance
between the acidic and aromatic residue decreased the resolution of
the nanopore. Interestingly, one mutant, AerK238D+A260F, could accurately distinguish between two similar peptides based
on their event noise, suggesting that they interact differently with
the sensing region of the nanopore. This finding is important because
it provides another dimension to identify peptides that does not only
rely on the volume or mass of the peptide but instead on the chemical
properties of the peptide. This is advantageous for measurements in
complex samples.In CytK, the acidic–aromatic recognition
site was also important
for peptide capture. However, we found that entry into the nanopore
was facilitated by the EF rather than the EOF. This mechanism is similar
to the entry of peptides into an α-helical FraC nanopore where
an aromatic sensing region was introduced to improve peptide recognition,
and peptides enter the nanopores by the action of the EF rather than
EOF forces. The advantageous effect of the acidic–aromatic
sensing region on the resolution of the peptides might originate from
increased analyte–nanopore interactions. Peptides that translocate
the nanopore are most likely detected when they interact with the
nanopore surface, as free translocation would be too quick. The acidic–aromatic
sensing region may interact with the peptide via both electrostatic
and cation−π interactions, thus increasing the likelihood
of peptides to be sufficiently interrogated to accurately determine
the ionic current blockade. Interestingly, the CytK mutant with an
acidic–aromatic sensing region can detect small lysozyme peptides
(Lys2 and Lys3) more accurately than the aerolysin mutants despite
showing overlap in event clusters for large peptides (Lys6–Lys9
with Iex% = 80–100%). Most likely,
the larger peptides have long dwell times in aerolysin due to the
tug of war between the EF and EOF, but shorter peptides translocate
too fast to be accurately detected. CytK, in contrast, has relatively
short dwell times for the lysozyme peptides due to the lack of an
EOF, but shorter peptides dwell longer.
Materials
and Methods
Chemicals
Potassium chloride (>99.5%), sodium chloride
(>99.5%), magnesium chloride (anhydrous, >98.5%), imidazole
(>99%),
LB medium, 2YT medium, dodecyl-β-d-maltosid (DDM, >99%),
1,4-dithiothreit (DTT), d(+)-glucose, Tris (Pufferan, >99.9%),
and lysozyme (albumin-free) were purchased from Carl Roth. Citric
Aacid (anhydrous, 99.6%) was purchased from Acros Organics. Bis-tris
propane (>99%), pentane (>99%), n-hexadecane
(>99%),
and iodoacetamide (IAA) were purchased from Sigma. Ampicillin sodium
salt, isopropyl-β-d-thiogalactopyranoside (IPTG), and
trypsin (from porcine pancreas) were obtained from Thermo Fisher Scientific.
1,2-Diphytanol-sn-glycero-3-phosphocholine (DPhPC)
was obtained from Avanti Lipids. Synthetic lysozyme peptides (Lys1,
Lys2, Lys3, Lys4, Lys5, Lys6, Lys7, Lys8, and Lys9) were synthesized
by GenScript.
Aerolysin and CytK Plasmid Construction
The genes for
(pro-)aerolysin (Aeromonas hydrophila, P09167) and
CytK (Bacillus cereus, Q09KJ1) were synthesized by
Integrated DNA Technologies and ligated into the pT-SC7 plasmid. The
DNA and amino acid sequences of both genes can be found in the Supporting Information.
Mutagenesis of Aerolysin
and CytK
Site-directed mutagenesis
was performed by amplifying part of the gene by PCR with Taq-polymerase (REDTaq DNA Polymerase, Sigma) using a forward primer
containing the desired mutation and the T7-reverse primer (Table S7). The product, a megaprimer, was subsequently
used to amplify the whole plasmid in a second round of PCR using the Phire Hot Start II polymerase (Thermo Fisher). The product
of the second PCR was digested with DpnI (FastDigest DpnI, Thermo
Fisher) for 30 min at 37 °C. For plasmid amplification, 1 μL
of the DpnI-digested PCR mixture was transformed into electrocompetent E. Cloni cells. The transformed cells were grown on LB agar
plates supplemented with 1% glucose and 100 μg/mL ampicillin.
The next day, colonies were inoculated in 5 mL of LB medium supplemented
with 100 μg/mL ampicillin, then grown overnight at 37 °C.
The cells were pelleted by centrifugation at 4000 rpm for 5 min, and
the plasmid was purified using a GeneJET Plasmid MiniPrep kit (Thermo
Fisher). The purified plasmid was sequenced to confirm the presence
of the desired mutation.
Expression and Purification of Pro-Aerolysin
The plasmid
containing the pro-aerolysin gene was transformed into Escherichia
coli BL21(DE3) cells using electroporation. The transformed
cells were grown overnight at 37 °C on LB agar plates supplemented
with 1% glucose and 100 μg/mL ampicillin. On the next day, the
colonies were resuspended and grown in 200 mL of the 2YT medium at
37 °C until the OD600 reached 0.6–0.8. At this
point, the expression was induced by the addition of 0.5 mM IPTG.
The culture was incubated overnight at 25 °C. Afterward, the
cells were pelleted by centrifugation at 4000 rpm for 15 min. The
cell pellets were stored at −80 °C for at least 30 min.
Cell pellets of the 100 mL culture were thawed and resuspended in
20 mL of lysis buffer, containing 150 mM NaCl, 20 mM imidazole, and
15 mM Tris buffered to pH 7.5 supplemented with 1 mM MgCl2, 0.2 units/mL DNaseI (Thermo Fisher), and approximately 1 mg of
lysozyme. The mixture was incubated for 30 min at RT and then sonicated
using a Branson Sonifier 450 (2 min, duty cycle 30%, output control
3) to fully disrupt the cells. Cell debris was pelleted by centrifugation
at 6000 rpm for 20 min, and the supernatant was transferred to a fresh
Falcon tube. Meanwhile, 200 μL of the Ni-NTA bead solution (Ni-NTA
agarose, Qiagen) was washed with a wash buffer containing 150 mM NaCl,
20 mM imidazole, and 15 mM Tris buffered to pH 7.5. The beads were
added to the supernatant and incubated at RT for 5 min under constant
rotation. Afterward, the solution was loaded on a Micro Bio-Spin column
(Bio-Rad) and subsequently washed with 5 mL of the wash buffer. The
bound protein was eluted in fractions of 200 μL using an elution
buffer (150 mM NaCl, 300 mM imidazole, and 15 mM Tris buffered at
pH 7.5). The pro-aerolysin fractions can be stored at 4 °C for
several weeks.
Oligormerisation of Aerolysin
Pro-aerolysin
was incubated
with trypsin in a 1:1000 trypsin/protein mass ratio for 15 min at
room temperature. Trypsin cleaves off the C-terminal pro-peptide (residues
446–493), resulting in aerolysin monomers that spontaneously
assemble into heptameric nanopores. Afterward, the trypsinisation
reaction could be quenched by the addition of 0.01 M HCl. Aerolysin
nanopores can be stored at 4 °C for several weeks.
Purification
of CytK Nanopores
The plasmid containing
the CytK gene was transformed into E. coli BL21(DE3)
cells using electroporation. The transformed cells were grown overnight
at 37 °C on LB agar plates supplemented with 1% glucose and 100
μg/mL ampicillin. The next day, the colonies were resuspended
and grown in 200 mL of the 2YT medium at 37 °C until the OD600 reached 0.6–0.8. At this point, the expression was
induced by the addition of 0.5 mM IPTG, and the culture was incubated
overnight at 25 °C. Afterward, the cells were pelleted by centrifugation
at 4000 rpm for 15 min, and the cell pellets were stored at −80
°C for at least 30 min. Cell pellets of the 200 mL culture were
resuspended in 20 mL of lysis buffer containing 150 mM NaCl, 20 mM
imidazole, and 15 mM Tris buffered to pH 7.5 supplemented with 0.02%
DDM, 1 mM MgCl2, 0.2 units/mL DNase1, and approximately
1 mg of lysozyme. The mixture was incubated for 30 min at RT and then
sonicated using a Branson Sonifier 450 (2 min, duty cycle 30%, output
control 3) to fully disrupt the cells. Cell debris was pelleted by
centrifugation at 6000 rpm for 20 min, and the supernatant is transferred
to a fresh falcon tube. Meanwhile, 200 μL of the Ni-NTA bead
solution (Ni-NTA agarose, Qiagen) is washed with a wash buffer containing
150 mM NaCl, 20 mM imidazole, and 15 mM Tris buffered to pH 7.5 supplemented
with 0.02% DDM. The beads were added to the supernatant and incubated
at RT for 5 min. Afterward, the solution was loaded on a Micro Bio-Spin
column (Bio-Rad) and subsequently washed with 5 mL of the wash buffer.
The bound nanopores can be eluted in fractions of 200 μL using
an elution buffer (150 mM NaCl, 300 mM imidazole, and 15 mM Tris buffered
at pH 7.5 supplemented with 0.02% DDM). The CytK fractions can be
stored at 4 °C for several months.
Planar Lipid Bilayer Recordings
Nanopore recordings
were performed using a chamber consisting of two compartments separated
by a 25 μm thick Teflon (Goodfellow Cambridge Ltd.) membrane,
which contained an aperture with a diameter of approximately 100 μm.
Lipid membranes were formed by first applying 5 μL of 5% hexadecane
in pentane near the aperture. The pentane was left to dry, and 400
μL of buffer (1 M KCl and 50 mM citric acid, titrated with either
bis-tris propane to pH 3.0 or 3.8 or 1 M KCl with 50 mM Tris buffered
at pH 7.5) was added to both compartments. Then, 10 μL of a
10 mg/mL solution of DPhPC dissolved in pentane was added on top of
the buffer on each side of the chamber. The chamber was briefly left
to dry to allow the evaporation of pentane. Ag/AgCl electrodes were
inserted into to each compartment. The compartment was connected to the ground, and the trans electrode functioned as the working electrode. Planar
lipid bilayers were formed by repeatedly lowering and raising the
buffer reservoirs until a stable bilayer with a capacitance of approximately
100 pF was formed.
Digestion of Lysozyme Using Trypsin
In 90 μL
of buffer containing 150 mM NaCl and 50 mM Tris buffered to pH 7.5
was dissolved 100 μg of lysozyme (Gallus gallus). The protein contained cysteine residues that were reduced and
alkylated to prevent disulfide bond formation from interfering with
the digestion. To this end, we added 3 μL of 200 mM DTT to the
mixture. We incubated the sample at 37 °C for 15 min to reduce
the cysteines and then at 95 °C for 15 min to denature the protein.
Afterward, the cysteine residues were alkylated by the addition of
7 μL of 200 mM IAA, followed by a 15 min incubation in the dark.
The alkylated protein was digested overnight using a Trypsin Singles
proteomics-grade kit (Sigma-Aldrich) in a 1:50 trypsin/protein mass
ratio. The digested sample was stored at −20 °C until
use. The sample was measured with ESI-MS to check the digestion and
alkylation of the sample.
Detection of Trypsinated Lysozyme in Aerolysin
Nanopores
Approximately 1 μg of aerolysin was added
to the cis chamber, and the bilayer was broken and
reformed until a single
channel was inserted into the bilayer. The orientation of the nanopore
could be detected by a small asymmetry in the current–voltage
characteristics of the nanopore. Before each recording, a 2 min blank
was recorded at an applied potential of +150 mV. Afterward, 4 μL
of trypsin-digested lysozyme was added to the cis compartment of the chamber. The analyte was measured for at least
10 min at an applied potential of +150 mV.
Detection of Trypsinated
Lysozyme in CytK Nanopores
A tiny amount of CytK (typically
less than 1 ng) was added to the cis chamber, and
the bilayer was broken and reformed until
a single channel was inserted into the bilayer. The orientation of
the nanopore could be detected by the asymmetry in the current–voltage
characteristics of the nanopore. First, a 2 min blank was recorded
at an applied potential of +100 mV. Afterward, 4 μL of trypsin-digested
lysozyme was added to the trans compartment of the
chamber. The analyte was measured for at least 10 min at an applied
potential of +100 mV.
Data Acquisition
The ionic current
traces were recorded
using a Digidata 1440A (Molecular Devices) instrument connected to
an Axopatch 200B amplifier (Molecular Devices). All measurements were
recorded with a sampling frequency of 50 kHz and a Bessel filter of
10 kHz. An additional 5 kHz digital Gaussian low-pass filter was applied
prior to the event detection.
Event Detection
First, we determined the open nanopore
current (I0) and the noise in the open
nanopore current (σ) of the ionic current trace. To this end, we used Clampfit software
to take the histogram of the ionic current and apply a Gaussian fit
around the open nanopore current. I0 was
determined from the center of the peak, and σ was determined from the standard deviation of
the peak. Then, we detected events using a threshold search with a
threshold of 5σ and
with a minimum duration of 50 μs. The excluded current percent
(Iex%) was calculated using , where ΔIB is the magnitude
of the current blockade.
Reversal Potential Measurements
During reversal potential
measurements, the electrodes were not in direct contact with the buffer
solution but were connected via agarose bridges containing 2.5% agarose
in a saturated KCl solution.[45] Both compartments
were filled with 400 μL of buffer, with 2 M KCl buffered to
the desired pH using either Tris (pH 7.5) or citric acid and bis-tris
propane (pH 3.0 and 3.8). The IV curve was measured
under these symmetrical salt conditions between −100 and +100
mV in steps of 5 mV. Afterward, the concentration of KCl in the trans compartment was decreased to 0.5 M by replacing 300
μL of the buffer with a buffer without KCl and the subsequent
perfusion of the compartment with the 0.5 M KCl buffer. The IV curve was measured between −100 and +100 mV in
steps of 5 mV, and the reversal potential (Vr) was estimated by linear regression of the curve between
−20 and +20 mV. The ion selectivity (PK+/PCl–) of the nanopore was calculated usingWhere
[aCl]
is the activity of K+ or Cl– in the or cis or trans compartment, F is the Faraday constant (96 485
C/mol), R is the gas constant (8.3145 J/mol·K),
and T the temperature (298 K). The activity was calculated
by multiplying the concentration by the mean activity coefficient
(0.649 for 0.5 M KCl and 0.573 for 2 M KCl).[46] The values in Table S4 are the average
and the standard deviation of three measurements in different nanopores.
Structure Prediction CytK
An initial single-chain prediction
of the CytK structure was made by homology modeling using the SWISS-MODEL
prediction server.[47] The structure of α-hemolysin
(PBD 3ANZ)[48] was used as a template. The predicted single
chain was then superimposed on the remaining six chains of α-hemolysin
using the open source version of PyMOL to create the heptameric structure.
Calculation of Nanopore Electrostatics
Mutants of aerolysin
and CytK were generated using PyMOL,[49] after
which the side-chains were relaxed in a vacuum for 5 ps with backbone
restraints using GROMACS[50] in combination
with the AMBER99sb-ildn force field.[51] The
aerolysin and CytK models were processed using PDB 2pqr, which assigns partial
charges to the atoms.[52] The pKa values of titratable side-chains were estimated using
PROPKA3.[53] Electrostatic maps were then
calculated using APBS at the appropriate ion concentration and loaded
in PyMOL as a color gradient for visualization.[54] The total charge of the barrel lumen was estimated by considering
individual residues and summing all partial charges of the residues
with inward pointing side-chains, as calculated at the indicated pH
by PROPKA3.
Authors: Andrew Waterhouse; Martino Bertoni; Stefan Bienert; Gabriel Studer; Gerardo Tauriello; Rafal Gumienny; Florian T Heer; Tjaart A P de Beer; Christine Rempfer; Lorenza Bordoli; Rosalba Lepore; Torsten Schwede Journal: Nucleic Acids Res Date: 2018-07-02 Impact factor: 16.971