Abstract
We have discovered a voltage threshold for permeation through a synthetic nanopore of dsDNA bound to a restriction enzyme that depends on the sequence. Molecular Dynamic simulations reveal that the threshold is associated with a nanoNewton force required to rupture the DNA-protein complex. A single mutation in the recognition site for the restriction enzyme, i.e. a single nucleotide polymorphism (SNP), can easily be detected as a change in the threshold voltage. Consequently, by measuring the threshold voltage in a synthetic nanopore, it may be possible to discriminate between two variants of the same gene (alleles) that differ in one base.
Restriction enzymes are used prevalently in recombinant DNA technology for cleaving double-helical DNA segments containing a specific target sequence. Another use is genotyping. Because the binding to the target is extraordinarily sequence specific, restriction enzymes can be used to identify single nucleotide polymorphisms (SNPs) that occur when variants of the same gene (alleles) differ in one base.
We have discovered a method for discriminating between alleles that uses a synthetic nanopore to measure the binding of a restriction enzyme to DNA. When a voltage is applied across a membrane containing a nanopore, polyanionic DNA immersed in electrolyte at the cathode diffuses toward the anode and is driven across the membrane by the electric field in the pore. The force due to the field acting on the strand during the translocation impels DNA to bend and stretch within the pore.1–4 At low fields ℰ < 500mV/10nm, double-stranded DNA (dsDNA) easily permeates pores with diameters ≥2.4nm because the double helix (~2nm diameter) is smaller than the pore.5 But the permeability of DNA through the pore changes dramatically if it is bound to a restriction enzyme.
To study the binding of a restriction enzyme like EcoRI to DNA, we introduced an excess of the enzyme in solution with DNA without the Mg+2cofactor that is required for cleaving the nucleic acid. Under these conditions, EcoRI is thought to bind and diffuse along DNA.6,7 The diffusive motion along the strand is arrested at the cognate site, i.e. —GAATTC— for EcoRI. Bulk measurements of the binding at the cognate site indicate a free energy of formation ΔG =−15.2kcal/mol.6–9 However, the introduction of any mutation among the cognate sites produces a position-dependent reduction in the binding energy that ranges from 6–13kcal/mol.8,9 Site-specific DNA-binding proteins also have an affinity for nonspecific DNA. In contrast with site-specific binding or binding to a non-cognate site with a single nucleotide mutation, a nonspecifically bound complex is not localized to a particular site. For EcoRI, sites that differ from the cognate sequence by two or more base-pairs(bps) are considered nonspecific since they are not cleaved and show low binding constants. For a nonspecifically bound EcoRI-DNA complex, the free energy of formation is reduced to −4.8kcal/mol.8,9
We measured the permeability of dsDNA in solution with EcoRI through nanometer-diameter pores in nominally 10nm thick Si3N4 membranes as a function of the applied voltage. With an enzyme-DNA complex trapped in the nanopore, the electric field in the pore pulls on the DNA introducing a shear force between the enzyme and the cognate sites in DNA. We observe a threshold in the field required to rupture the bond that depends on the sequence and enzyme. Molecular dynamics (MD) simulations reveal that the rupture occurs within several nanoseconds with a force ~1nN.
METHODS
The fabrication of the synthetic nanopores in inorganic membranes has been described elsewhere.10 A single nanopore is created in a Si3N4 membrane by stimulated decomposition and sputtering using a tightly focused electron beam as small as 0.5 nm (Gaussian width) in diameter in a JEOL 2010F transmission electron microscope (TEM) operating at 200keV. Figure 1(a) shows transmission electron micrographs (TEM) of three pores in Si3N4 membranes nominally 10nm thick. The pores are 1.8×2.5±0.2nm (blue); 2.4×3.2±0.2nm(green) and 3.6±0.2nm (red) in diameter—the shot noise observed in the area identified as the pore is indicative of perfect transmission of the electron beam through the membrane. The thickness of similarly processed 10nm membranes was inferred from TEM to be 12±2nm, which is consistent with results 12±3nm obtained from using electron energy loss spectroscopy. The TEM images shown in Figure 1 represent a two-dimensional projection through the membrane. To investigate the three-dimensional structure, we tilted the membrane in the specimen about the pore axis and explored various defocus conditions. We have developed models for the pore geometry. Although it is not unique, a simple model for the three-dimensional structure of the pore consists of two intersecting cones each with a cone angle of ~10°.10
Figure 1. The threshold voltage depends on pore diameter.
(a) TEM micrographs taken at a tilt angle of 0° of three nanopores, 1.8×2.5nm (blue), 2.4×3.2nm(green) and 3.6nm (red) diameter, sputtered with a tightly focused high energy electron beam in nominally 10nm thick Si3N4 membranes. The shot noise observed in the area identified as the pore is indicative of perfect transmission of the electron beam through the membrane. 105bp permeates these pores only for V>1.75V (b) qPCR results indicating the number of 105bp DNA copies from EcoRI-DNA complex that permeates the membrane through the pores in (a) found at the positive (+) electrodes in a bi-cell as a function of the voltage across the membrane. The inset shows the electrolytic current through the 2.4×3.2nm pore as a function of time with the membrane voltage as a parameter. Long duration transients >10sec and transient currents greater than the open pore current >I0 are observed.
To further characterize the pore, we measured the electrolytic current as a function of the electrochemical potential applied across the membrane at 23.5±1°C. All experiments were carried out in a membrane transport bi-cell made from acrylic using silicone O-rings with PDMS coatings to seal the membrane to the acrylic (with >5.0±0.2TΩ resistance.) The membrane separates two reservoirs: one with a 140µl volume on the cis-side; and the other on the trans-side with 15ml volume. Each reservoir contains a Ag/AgCl electrode which are connected to an Axopatch 200B amplifier used in resistive feedback mode. LabView software is used to record the ionic current and to apply the voltage across the membrane. All data is low-pass filtered at 10kHz and digitized at 50kHz for analysis. The current-voltage (I-V) characteristics of the pores shown in Figure 1(a) were measured over a range of ±1V in microfiltered buffered 100mM KCl (10mM Tris, pH8.0) after >55hours of immersion in de-ionized water. The characteristics are approximately linear—line fits to the data yields the conductances: 89.5 ± 3pS for the 1.8×2.5±0.2nm (blue) pore, 0.49 ± 0.03nS for the 2.4×3.2±0.2nm(green) pore, and 1.46 ± 0.03nS for the 3.6±0.2nm (red) pore shown in Figure 1(a); and 1.18 ± 0.03nS for 3.4 3.4×4.7nm pore shown in Figure 3(a), and 2.12 ± 0.03nS for the 3.4×4.5nm pore shown in Figure 3(b). It is apparent that the conductance does not scale linearly with the diameter derived from TEM.10–12 We have analyzed similar measurements using molecular dynamics to estimate the ion mobility, and then solving coupled Poisson-Nernst-Planck and the Stokes equations self-consistently for the ion concentration, velocity, and electrical potential. We find that the measurements are consistent with the presence of a small (relative to DNA) fixed negative charge in the pore, and a reduction of the ion mobility due to the fixed charge and the ion proximity to the pore wall.10
Figure 3. The threshold voltage depends on sequence and the enzyme.
(a) qPCR results indicating that the number of 105bp copies from EcoRI-DNA that permeates a pore with a threshold voltage that depends on the DNA sequence. The inset shows a TEM micrograph of the a 2.7×3.4nm pore. The cognate sequence GAATTC (blue) has a threshold voltage of about 1.5V, but in constrast, with a substitution for the first-base, TAATTC (green) corresponding to star acitivity has a threshold of only 0.5V. There is no threshold apparent for the two-base substitution GGATCC (red), which is associated with non-specific binding. (b) qPCR results indicating that the number of 900bp DNA copies from either EcoRI-DNA or BamHI-DNA that permeates a pore depends on the enzyme. The inset shows a TEM micrograph of the 3.4×4.5nm pore. The threshold for the EcoRI- and BamHI rupture scales with the bulk dissociation energies.
Following the conductance measurements, we tested the permeability of dsDNA in solution with EcoRI through nanometer-diameter pores of Figure 1 as a function of the applied voltage. We used two separate dsDNA strands:
-
a 105bp dsDNA which is extracted from the pUC19 (NEB part # N3041S) vector with the sequence:
5’-TAAGT TGGGT AACGC CAGGG TTTTC CCAGT CACGA CGTTG TAAAA CGACG GCCAG T
CGG TACCC GG
TC TAGAG TCGAC CTGCA GGCAT-3’ where the cognate site for EcoRI is highlighted in red (and sites with double substitutions are indicated in green); and
-
a 900bp DNA strand, which is extracted from a pTWIN1 vector (NEB part # N6951S) using forward primer GAATGACATCATTGTACACA and reverse primer GCCAACTCAGCTTCCTTTCG to amplify a sequence that spans both EcoRI and BamHI cognates; the length between the start of the EcoRI recognition site and start of BamHI site is 815bp. Selected portions of the sequence are given below:
GAATGACATCATTGTACACAACGGAAGAGCCATGGGCGGCCGC
CTCG AGGGCTCTTCCTGCATCACGGGAGATGCACTAGTTGCCCTACCCGAGGGCGAG TCGGTACGCATCGCCGACATCGTGCCGGGTGCGCGGCCCAACAGTGACAACG CCATCGACCTGAAAGTCCTTGACCGGCATGGCAATCCCGTGCTCGCCGACCGG CTGTTCCACTCCGGCGAGCATCCGGTGTACACGGTGCGTACGGTCGAAGGTCT GCGTGTGACGGGCACCGCGAACCACCCGTTGTTGTGTTTGGTCGACGTCGCCG GGGTGCCGACCCTGCTGTGGAAGCTGATCGACGAAATCAAGCCGGGCGATTAC GCGGTGATTCAACGCAGCGCATTCAGCGTCGACTGTGCAGGTTTTGCCCGCGG AAAACCCGAATTTGCGCCCACAACCTACACAGTCGGCGTCCCTGGACTGGTGC GTTTCTTGGAAGCACACCACCGAGACCCGGACGCCCAAGCTATCGCCGACGA GCTGACCGACGGGCGGTTCTACTACGCGAAAGTCGCCAGTGTCACCGACGCC GGCGTGCAGCCGGTGTATAGCCTTCGTGTCGACACGGCAGACCACGCGTTTAT CACGAACGGGTTCGTCAGCCACGCTACTGGCCTCACCGGTCTGAACTCAGGCC TCACGACAAATCCTGGTGTATCCGCTTGGCAGGTCAACACAGCTTATACTGCG GGAC
GGTCACATATAACGGCAAGACGTATAAATGTTTGCAGCCCCACACC TCCTTGGCAGGATGGGAACCATCCAACGTTCCTGCCTTGTGGCAGCTTCAATG ACTGCAGGAAGG
GGCTGCTAACAAAGCCCGAAAGGAAGCTGAGTTG
where the cognate site for EcoRI is highlighted in red while the site for BamHI is highlighted in blue.
A membrane including a pore was mounted in a bi-cell, and then either EcoRI or BamHIin solution with DNA containing the cognate sequence was injected into the electrolyte at the cathode. We introduce either commercial grade EcoRI (100,000U/ml stock concentration, 62kD dimer, 2×106U/mg specific activity; (NEB part# R0101Q) or BamHI (100,000units/ml, 52kD dimer, 1.7×106U/mg specific activity; (NEB part# R0136Q) without purification into the cis-chamber of the membrane bi-cell. To a solution containing microfiltered 100mM KCl and 10mM Tris, we added HCl to adjust the pH value to 7.9. The 100mM KCl electrolyte concentration was chosen because EcoRI has a tendency to aggregate at lower ionic strengths.2 We then mixed 400µl of this buffer with 40 µl of EcoRI (or BamHI) solution and 2µl of 105bp DNA solution (diluted to 88pg/ µl for 105bp, and 10ng/ µl for 900bp), and incubated at 37°C for 10hours to ensure that the enzyme binds to the DNA. None of the buffers contained Mg2+, which is required for catalytic activity of the restriction endonucleases. The solution injected into the cis-reservoir of the bi-cell showed pH 7.9.
With a voltage applied across the membrane, we observed an electrolytic current through the pore. Superimposed on the open pore current, I0, we detected transients associated with the EcoRI-DNA complex interacting with the pore, as illustrated in the inset to Figure 1(b). We have previously reported11,12 that electric field-driven translocations of unbound DNA cause temporary blockades of I0, but the duration of the transients was generally short (<100msec). In contrast, we observe transients >10sec associated with the EcoRI-DNA, which is unprecedented for a synthetic pore. The translocation velocity of unbound DNA in a synthetic pore is estimated to be >1bp/nsec at these voltages3,4,11,13—so the duration of these events must represent an extended residence time of the complex over the pore that terminates either through dissociation and subsequent translocation of the DNA, or with the complex uneventfully exiting the pore due to thermal agitation. The same inset also shows transient currents greater than the open pore current. Currents >I0 have been observed before11,13,14 and are attributed to a local enrichment of electrolyte near the pore due to counter-ions responding to the molecular charge. The narrow bandwidth (10-100kHz) of the current amplifier we used precludes the observation of transients shorter than 10-100µsec. Hence, to establish unequivocally if DNA injected at the cathode permeates the membrane through the pore, the DNA near the anode was analyzed using quantitative PCR (qPCR).
A PCR reagent system obtained from Invitrogen (Carlsbad, CA) was used in conjunction with the sequence-specific primers synthesized by IDT-DNA (Ames, IA) to amplify the DNA, which was analyzed by agarose gel electrophoresis. Finally, we used a Qiagen gel extraction kit to purify the DNA and remove primers, nucleotides, enzymes, salts, agarose, ethidium bromide, and other impurities. The final solution from the extraction had a concentration of about 44ng/µl for the 105bp and 10ng/µl for the 900bp.
We systematically investigated DNA permeability through nanopores in the membrane as a function of pore diameter. Corresponding to the gel arrays shown in the supplementary materials, Figure 1(b) represents the results of three qPCR analyses showing the number of DNA copies permeating as a function of the applied potential. SYBR Green I, a commonly used fluorescent DNA binding dye, was included in the qPCR reaction mix. SYBR Green I binds all dsDNA and the increase in fluorescence of it can be detected after each PCR cycle, which is proportional to the amount of DNA.
Figure 1(b) illustrates DNA permeability through the three pores shown in Figure 1(a) as a function of the voltage. When the diameter is small enough to preclude the translocation of the complex, while at the same time allowing DNA to easily permeate the membrane through the pore (2.4<d<4.9nm, see supplement), we observe a voltage threshold for permeation of dsDNA that depends on the pore. Apparently, dsDNA can be forced through the pores only if the voltage is V>1.75V, which corresponds to an electric field ℰ>2.1±0.2MV/cm that is estimated by assuming a cylindrical pore geometry and a uniform voltage drop. The threshold must depend on either the geometry or charge in the pore10 since the thresholds for the 1.8×2.5nm and 3.6nm pores are comparable, while the threshold for the 2.4×3.2nm pore is V>2.5V.
Assuming that the bound protein frustrates DNA permeability through the pore, a large force corresponding to ΔG will be required to dissociate the complex and induce the translocation of DNA. To investigate the microscopic mechanics of the rupture and assess the forces involved, we used MD to simulate the rupture of the complex under the influence of an applied voltage. A microscopic model of an EcoRI-DNA complex was built based on a 0.18nm-resolution crystal structure (Protein Data Bank code 1CKQ).15 The first 15 residues of the protein not resolved in the X-ray structure were not modeled. The 12-bp fragment of DNA resolved in the X-ray structure (CGCGAATTCGCG) was extended to 62 bps by adding two pre-equilibrated DNA fragments (20- and 30-bps long) to the ends of the resolved fragment. A Si3N4 membrane was built by replicating a unit cell of β-Si3N4 crystal to form a 10.3-nm-thick hexagonal prism of a 117.23-nm2 cross-section. A 2.7-nm-diameter double-cone pore was produced by removing silicon and nitrogen atoms. The surface of Si3N4 was modified to produce a uniform surface charge of 100 mC/m2 (about 0.6e/nm2).10 The Si3N4 structure was merged with the EcoRI-DNA complex, having the DNA molecule oriented perpendicular to the membrane and its longer tail inserted by 2.6 nm (system I) or 8.6 nm (system II) into the pore. The resulting structures were then solvated in a volume of pre-equilibrated TIP3P water molecules. Potassium and chlorine ions were added, corresponding to a concentration of 0.1M. The final systems included about 415,000 atoms. To build a system for SMD simulations (system III), the 12-bp DNA fragment resolved in the X-ray structure was extended to 34 bps by adding 11 bps to either end of the resolved fragment. The EcoRI-DNA complex was then solvated in 100mM aqueous solution of KCl. The final system measured 12×12×18 nm3 and included about 248,000 atoms.
Each system constructed underwent 2000 steps of minimization followed by gradual heating from 0° to 295°K in 4ps. Systems I and II were equilibrated in the NpT ensemble (i.e., with particle number N, pressure p, and temperature T fixed) for 1 ns each, having all backbone atoms of EcoRI-DNA restrained. System III underwent 8.4ns equilibration. For the first 2.2ns all backbone atoms of EcoRI-DNA were restrained, while in the rest 6.2ns only a-carbons of the protein were subject to weak harmonic restraints (kspring = 10kcal/(mol nm2) ).
Our MD simulations were performed using the program NAMD2,16 periodic boundary conditions, particle mesh Ewald full electrostatics and multiple time stepping,17 the CHARMM2718 force field describing DNA, protein, water, and ions, and a custom force-field describing the Si3N4 membrane. The integration time step chosen was 1fs. The equilibration in the NpT ensemble was performed using the Nose′-Hoover Langevin piston pressure control.19 Van der Waals energies were calculated using a smooth (1–1.2nm) cutoff. During the equilibration, the temperature was kept at 295°K by applying Langevin forces19 to all heavy atoms; the Langevin damping constant was set to 5ps−1, the backbone atoms of the EcoRI-DNA complex were restrained applying harmonic forces with the spring constant of 100kcal/(mol nm2), unless stated otherwise. Other simulation conditions and protocols are described in Aksimentiev et al.13 To simulate an electric field-driven rupture of an EcoRI-DNA complex, a uniform electric field was applied to all atoms in systems I and II. Induced by this field rearrangement of ions and water focused the electric field to the vicinity of the membrane and produced a transmembrane bias equivalent to - ℰL, where L is the system size in the direction of the applied field (in our case, normal to the Si3N4 membrane).13 All simulations under external electric field were carried out in the NVT (constant N, T, and volume V) ensemble. The damping constant of the Langevin thermostat was set to 1ps−1.
All SMD simulations were carried out on system III according to standard protocols.20–22 A harmonic restraint, applied to the center of mass of a terminal 10-bp DNA fragment (kspring = 50,000 kcal/(mol nm2)), was moved with a constant velocity away from EcoRI in the direction of the DNA end. Each α-carbon of EcoRI was harmonically restrained using a weak spring (kspring = 10kcal/(mol nm2)).
The displacement of the 6bp cognate fragment from its equilibrium position in the EcoRI-DNA complex was calculated using the following algorithm. First, we identified all atom pairs (ij) such that, in each pair, atom i belonged to a cognate nucleotide and atom j belonged to the protein, and their distance <dij>, averaged over the 6.2-ns equilibration of system III, did not exceed 0.4nm. This procedure yielded 80 such atom pairs, 40 for each DNA strand. Next, for each pair, the distance dij was computed along the simulated trajectory. Finally, the displacement of the cognate sequence from its binding pocket in EcoRI was determined as an average change of the pair distance, i.e., R = Σij (dij − <dij>)/n, where n = 80.
The effective force between DNA and EcoRI in the nanopore simulations was determined by computing the total nonbonded force on the 12bp DNA fragment adjacent to EcoRI. Using a custom version of the NAMD2 program, a sum of all van der Waals, short-range electrostatic (Coulomb), long-range electrostatic (PME), and the external electric field forces on the 12bp DNA fragment were computed for every time step (1fs) of a 25-ps post-processing MD run, restarted from a conformation of interest. The instantaneous forces were averaged during the post-processing run; the standard error of the mean was determined using 20fs mean values of the force. All analysis and visualization were done using VMD.23
In the 9.6ns MD simulation shown in Figure 2(a), 4V caused the complex to dissociate and induced the translocation of DNA. On the other hand, no rupture was observed in a 38ns simulation carried out at 2V, as illustrated in Figure 2(b). However, by restarting this simulation near the midpoint (16.8ns) with both 3V and 4V, we were able to dissociated the complex. (The rupture occurred at 4V sooner than at 3V.) Figure 2(c) shows the force on the complex associated with the trajectories in (b). At 2V, the force fluctuates around 0.7nN, while at 3V and 4V, coinciding with the rupture of the complex, the force >1.2nN. In supplementary materials we show that the rupture force, f*, depends logarithmically on the loading rate, r: i.e. f* = 1.710 + 0.364 ln(r), and we conclude that for loading rates from 0.1–1N/s, the dissociation of the complex occurs in <10ns with a force ~1nN. We find that rupture occurs when a ~1nN force stretches the bonds associated with the first two base-pairs from the 5’ end in the 6bp cognate site and an adjacent flanking nucleotide by more than a~0.15-0.2nm, such that ΔG=f* a~13-17kcal/mol.
Figure 2. MD simulations of EcoRI-DNA complex encountering synthetic nanopore.
(a) Snapshots illustrating simulated dissociation of an EcoRI-DNA complex due to the electric field in a nanopore. The Si3N4 membrane is shown in grey, two strands of DNA in blue and green, a protein dimer in pink and purple, water and ions are not shown. Time elapsed from the moment a 4V transmembrane bias was applied is indicated. (b) The protein-DNA displacement versus time in four MD simulations carried out at different transmembrane biases. The displacement is defined as the change of the contact distance between the cognate nucleotides and the binding site of EcoRI. The insets illustrate the starting (0 ns) and the midway (16.8 ns) conformations of the EcoRI-DNA complex in a simulation carried out at a 2V bias. Two additional simulations, at 3 and 4V, were initiated starting from the midway conformation of the 2V simulation. Another simulation at 4V (denoted as 4V*) began from a different conformation and is illustrated in (a). (c) The effective force of the DNA-protein interaction, defined as a sum of all nonbonded forces acting at the 12-bp DNA fragment adjacent to the protein. The effective force plots correspond to the displacement plots shown in (b), color-coded accordingly. Each data point was obtained by averaging the instantaneous force over 8-25 ps; the error bars are the standard errors of the mean.
We also find that threshold voltage depends on the DNA sequence. Figure 3(a) represents three qPCR analyses of the permeation of DNA variants bound to EcoRI. The pore used to test the permeability (see inset) is 2.7×3.4±0.2nm and the corresponding threshold for disrupting the bond between the EcoRI and the cognate sites on the DNA is V=1.75V. However, the threshold voltage collapses to V=0.5V with a single base mutation from G to T on the first cognate site from the 5’ end, in correspondence with the change in the bulk dissociation energy for the same mutation. An estimate for the free energy of formation for the first-base substitution with —TAATTC— is −8.6kcal/mol (with a different flanking sequence and strand length.)6,8 The ratio of the bulk dissociation energies, 8.6/15.2, is comparable to the ratio of the thresholds, 0.5/1.75. For a two-base substitution among the cognate sites (the red trace in Figure 3(a)), the EcoRI-DNA bond is nonspecific and correspondingly, we observe no threshold (i.e. V<200mV). From the ratio of the nonspecific bulk binding energy to the bulk dissociation energy for the cognate sites, we expect a threshold V<500mV.8
Restriction enzymes specific to hundreds of distinct sequences have been identified, and corresponding cognate sites can be found in almost any gene. Consequently, measurement of the threshold voltage might ultimately be used for genotyping DNA without sequencing it completely. However, the efficacy of using different enzymes will depend on the ability to discriminate between the threshold voltages. As a test we measured the threshold for permeation through a nanopore of a longer strand of dsDNA (900bp) that incorporates cognate sites for both EcoRI (GAATTC) as well as BamHI (GGATCC). Since the respective cognate sites differ by two base-pairs, we expect only nonspecific binding of one enzyme to the other site. Three qPCR analyses are shown in Figure 3(b): the first measures the threshold associated with the EcoRI-DNA; the second measures the threshold for BamHI-DNA; and the third measures EcoRI-DNA again to establish reproducibility. The inset shows the nanopore used for this test (3.4×4.5±0.2nm)—it has a threshold voltage of V=1.80V for rupturing the EcoRI-DNA bond. Notice that the threshold for rupturing BamHI–DNA complex is 220mV lower, i.e. V=1.58V, and the ratio of the thresholds (1.58/1.80) corresponds to the ratio of the dissociation energies (13.2/15.2). The 220mV difference is easily resolved since a second measurement of EcoRI-DNA after measuring the BamHI-DNA threshold reports the original threshold.
In summary, these results demonstrate a voltage threshold for permeation through a synthetic nanopore of dsDNA bound to a restriction enzyme that depends on the sequence and on the enzyme—a SNP in the recognition site can easily be detected. Since SNPs are used to predict susceptibility to various therapeutic regimes, and identify viral and bacterial infections, this simple detection strategy prospectively offers enough sensitivity to make single point-of-care diagnostics a reality.
Supplementary Material
ACKNOWLEDGEMENTS
We gratefully acknowledge the use of the Center for Microanalysis of Materials supported by the US DOE Grant (DEFG02-91-ER45439). This work was funded by a grant from NIH R01 HG003713A.
REFERENCES
- 1.Heng JB, Aksimentiev A, Ho C, Marks P, Grinkova YV, Sligar S, Schulten K, Timp G. Biophys. J. 2006;90:1098. doi: 10.1529/biophysj.105.070672. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Heng JB, Aksimentiev A, Ho C, Marks P, Grinkova YV, Sligar S, Schulten K, Timp G. Nano Lett. 2005;5(10):1883. doi: 10.1021/nl0510816. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Storm AJ, Chen JH, Zandbergen HW, Dekker C. Phys. Rev. E. 2005;71:051903. doi: 10.1103/PhysRevE.71.051903. [DOI] [PubMed] [Google Scholar]
- 4.Chen P, Gu J, Brandin E, Kim Y-R, Wang Q, Branton D. Nano Lett. 2004;4(11):2293. doi: 10.1021/nl048654j. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Wolfram Saenger. Principles of Nucleic Acid Structure. New York: Springer-Verlag; 1984. [Google Scholar]
- 6.Jen-Jacobsen L. Biopolymers. 1997;44:153. doi: 10.1002/(SICI)1097-0282(1997)44:2<153::AID-BIP4>3.0.CO;2-U. [DOI] [PubMed] [Google Scholar]
- 7.Jeltsch A, Alaves J, Wolfes H, Maas G, Pingoud A. Biochemistry. 1994;33:10215. doi: 10.1021/bi00200a001. [DOI] [PubMed] [Google Scholar]
- 8.Lesser DR, Kurpiewski MR, Jen-Jacobson L. Science. 1990;250:776. doi: 10.1126/science.2237428. [DOI] [PubMed] [Google Scholar]
- 9.Jayaram B, McConnell KJ, Dixit SB, Beveridge DL. J. Comput. Phys. 1999;151:333. [Google Scholar]
- 10.Ho C, Qiao R, Heng J, Chatterjee A, Timp R, Aluru N, Timp G. Proc. Nat. Acad. Sci. 2005;102(30):10445. doi: 10.1073/pnas.0500796102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Heng JB, Ho C, Kim T, Timp R, Aksimentiev A, Grinkova YV, Sligar S, Schulten K, Timp G. Biophys. J. 2004;87:2905. doi: 10.1529/biophysj.104.041814. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Siwy Z. Adv. Func. Mat. 2006;16:735. [Google Scholar]; Siwy Z, Fuliński A. Phys. Rev. Lett. 2002;89(19):198103. doi: 10.1103/PhysRevLett.89.198103. [DOI] [PubMed] [Google Scholar]
- 13.Aksimentiev A, Heng JB, Timp G, Schulten K. Biophys. J. 2004;87:2086. doi: 10.1529/biophysj.104.042960. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Chang H, Kosari F, Andreadakis G, Alam MA, Vasmatzis G, Bashir R. Nano Lett. 2004;4(8):1551. [Google Scholar]
- 15.Horvath M, Rosenberg JM. Online resource: http://www.pdb.org/pdb/explore/explore.do?structureId=1CKQ (1999)
- 16.Phillips JC, Braun R, Wang W, Gumbart J, Tajkhorshid E, Villa E, Chipot C, Skeel RD, Kalé L, Schulten K. J. of Computational Chemistry. 2005;26:1781. doi: 10.1002/jcc.20289. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Batcho PF, Case DA, Schlick T. J. of Chem. Phys. 2001;115:4003. [Google Scholar]
- 18.MacKerell AD, Jr, Bashford D, Bellott M, Dunbrack RL, Jr, Evanseck JD, Field MJ, Fischer S, Gao J, Guo H, Ha S, Joseph-McCarthy D, Kuchnir L, Kuczera K, Lau FTK, Mattos C, Michnick S, Ngo T, Nguyen DT, Prodhom B, Reiher WE, III, Roux B, Schlenkrich M, Smith JC, Stote R, Straub J, Watanabe M, Wiórkiewicz-Kuczera J, Yin D, Karplus M. J. Phys. Chem. B. 1998;102:3586. doi: 10.1021/jp973084f. [DOI] [PubMed] [Google Scholar]
- 19.Martyna GJ, Tobias DJ, Klein ML. J. of Chem. Phys. 1994;101:4177. [Google Scholar]
- 20.Brünger AT. The Howard Hughes Medical Institute and Department of Molecular Byophysics and Biochemistry. New Haven, CT: Yale University; 1992. X-PLOR, Version 3.1: A System for X-Ray Crystallography and NMR. [Google Scholar]
- 21.Grubmüller H, Heymann B, Tavan P. Science. 1996;271:997. doi: 10.1126/science.271.5251.997. [DOI] [PubMed] [Google Scholar]
- 22.Isralewitz B, Izrailev S, Schulten K. Biophys. J. 1997;73:2972. doi: 10.1016/S0006-3495(97)78326-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Humphrey W, Dalke A, Schulten K. J. Molec. Graphics. 1996;14:33. doi: 10.1016/0263-7855(96)00018-5. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.