Abstract
High-resolution melting (HRM) analysis of DNA is a closed-tube single-nucleotide polymorphism (SNP) detection method that has shown many advantages in point-of-care diagnostics and personalized medicine. While recently developed melting probes have demonstrated significantly improved discrimination of mismatched (mutant) alleles from matched (wild-type) alleles, no effort has been made to design a simple melting probe that can reliably distinguish all four SNP alleles in a single experiment. Such a new probe could facilitate the discovery of rare genetic mutations at lower cost. Here we demonstrate that a melting probe embedded with a single locked thymidine monomer (tL) can reliably differentiate the four SNP alleles by four distinct melting temperatures (termed the “4Tm probe”). This enhanced discriminatory power comes from the decreased melting temperature of the tL·C mismatched hybrid as compared to that of the t·C mismatched hybrid, while the melting temperatures of the tL-A, tL·G and tL·T hybrids are increased or remain unchanged as compared to those of their canonical counterparts. This phenomenon is observed not only in the HRM experiments but also in the molecular dynamics simulations.
INTRODUCTION
Genotyping of single-nucleotide polymorphisms (SNPs) is becoming a routine test in clinical laboratory as personalized medicine continues to develop.1 Whereas many innovative SNP detection techniques have been developed in the past decades,2–6 high-resolution melting (HRM) measurement is probably the only method that is becoming a standard procedure in both research and clinical laboratories due to its homogeneous and closed-tube detection format.7–10 Since the first demonstration of melting curve analysis in conjunction with real-time PCR,11–13 HRM has been widely used for scanning of mutations in cancer-related genes14,15 and determining HIV diversity16 in clinical samples.
While HRM (based on FRET dyes11 or saturating DNA dyes17) is a simple, rapid and inexpensive method for in-house SNP testing,18 a typical DNA melting probe (whether it is a binary probe,19,20 singly-labeled probe,21,22 unlabeled probe23 and snapback primer24) can only differentiate one fully matched allele from the other three single-mismatch containing alleles (hereafter denoted as mismatched alleles).20,25,26 Since the melting temperatures (Tms) associated with the three mismatched hybrids (probe-allele hybrids) are often indistinguishable, additional approaches, such as sequencing, are required to differentiate these mismatched alleles (e.g. CRP,27 HNF1β,28 and ABCB129). There is no single melting probe that distinguishes the fully matched allele from the three mismatched alleles, and at the same time also differentiates among the three mismatched alleles. Although not all SNP homozygous variants are of clinical interest, we believe a melting probe with such an “ultimate discrimination power” is greatly beneficial as it facilitates the discovery of rare genetic mutations at lower cost.
To this end, our probe design consideration is different from that of other HRM researchers. Other researchers only aim to increase the Tm difference (ΔTm) between the fully matched hybrid and the three mismatched hybrids.25 We, on the other hand, focus on increasing the Tm differences among the three mismatched hybrids themselves (while maintaining the ΔTm between matched and mismatched alleles). Our goal is to reliably identify each of the four SNP alleles with a specific Tm. We emphasize that we want to achieve such complete SNP differentiation in a single test tube using only one unlabeled melting temperature probe and a common DNA binding dye.
Here we demonstrate that a melting probe embedded with a single locked thymidine monomer (tL) can reliably differentiate the four SNP alleles by four distinct melting temperatures (termed the “4Tm probe”). This enhanced discriminatory power comes from the decreased melting temperature of the tL·C mismatched hybrid as compared to that of the t·C mismatched hybrid, while the melting temperatures of the tL-A, tL·G and tL·T hybrids are increased or remain unchanged as compared to those of their canonical counterparts. This phenomenon is observed not only in the HRM experiments but also in the molecular dynamics simulations. To our best knowledge, our tL-containing probe is the first demonstration of a working 4Tm probe.
RESULTS AND DISCUSSION
The thermal stability of a duplex containing a single centrally positioned mismatch (Figure 1) depends on the sequence and the type of mismatch. We termed the nucleotide on the probe that is right facing the SNP nucleotide the recognition nucleotide (RN). It has been previously shown that a DNA probe using thymidine as its RN (denoted as t-RN) could possibly give four distinct Tms upon hybridization with the four SNP alleles.20 However, when testing this t-RN strategy on other DNA sequences, we noticed only two or three distinct Tms could be resolved (Figures 2, S1 and S2).
Since the minimal ΔTm among the three mismatched alleles determines the specificity of the probe in distinguishing all four SNP alleles, we define this minimal ΔTm as the discriminatory power (DP) of the probe. As expected, the selection of RN strongly influences the DP of the probe (Figure 2). Using a BRAF mutation (oncogene mutation) as the model system (Tables S1 and S2),30 when cytosine serves as the RN (c-RN), the discriminatory power of the BRAF c-RN probe is 0.2°C (Figure 2A, c-RN subplot; here DP is the ΔTm between the T-and A-allele melting curves). On the other hand, when thymidine serves as the RN (t-RN), the discriminatory power drops to 0.0°C (where the melting curves of the T and C alleles are nearly indistinguishable; ΔTm < 0.1°C). Similarly, the DP of the a-RN probe is also 0.0°C. Guanine is the worst RN as the three associated mismatched melting curves are indistinguishable, mainly due to the fact that g·G, g·T and g·A mismatches have similar and relatively stronger stabilities as compared to other mismatches.31 Although in this BRAF model system the c-RN probe has a non-zero DP (0.2°C), c-RN is not a reliable 4Tm probe design as other c-RN probes (which target distinct allele sequences) have shown a DP of 0.1°C or lower (Figure S1). We conclude that using canonical nucleotides as RNs, one cannot achieve reliable Tm discrimination among the three mismatched alleles while still staying with a simple single-RN melting probe design.
To improve discrimination among mismatched alleles, we turned to the locked nucleic acid (LNA) and tested the four LNA monomers (aL, cL, gL and tL) as the RN one-by-one. Although LNA has previously been incorporated into melting temperature probes to improve discrimination between match and mismatches,25,26 its capability in discrimination among mismatches has never been systematically evaluated. Here we carried out a complete set of experiment to compare DNA-RN and LNA-RN in SNP differentiation based on the same BRAF model (Figure 2). We found that locked thymidine monomer, when used as the RN (tL-RN), can well resolve four distinct Tms on the four alleles, with DP as high as 0.6°C (Figures 2A and 2B, tL-RN subplots). Just by changing from t-RN to tL-RN in the probe design, a net increase of 0.6°C in the discriminatory power (ΔDP) is achieved. tL also works well on other allele sequences, giving ΔDP (from t-RN to tL-RN) ranging from 0.5°C to 0.8°C (Figures S1 and S2).
In our standard HRM measurements, all hybrids were formed between a 60-nt long allele and a 48-nt long melting probe (equal molar; final concentration of the hybrid is 10 µM) (Figure 1). A commercial buffer, Precision Melt Supermix® from Bio-Rad which contains EvaGreen DNA dye, was used for the melting experiment. HRM measurements were carried out in a real-time thermal cycler (CFX Connect™ from Bio-Rad, see SI Section I). While the best melting temperature discrimination is usually obtained with probe length around 20–30 nucleotides long,9 here we intentionally made our probes longer (48 nt) to highlight the superior DP offered by a single locked thymidine monomer modification. This is also to guarantee that the probe-allele hybrids have a B-form structure (Figure S3).32
When the probe size becomes smaller, the free energy penalty resulting from a single mismatch becomes significant in the total free energy of binding,33 thus increasing the ΔTm between match and mismatches. Indeed, when a 25-nt long probe was used, the DP of the t-RN probe could be further increased to 1.4°C (Figure S4). We found blocking the 3’ end of the probes by phosphorylation23 does not affect the current Tm measurements as we do not perform temperature cycling (for PCR) in our experiments (Figure S5). The DP of the tL-RN probe is not necessarily disappearing at high GC content (Figures 3 and S6). While the DPs of the tL-RN probes (48-nt long) are relatively lower for the SCA (0.2°C, 60.4% GC content) and the LFS alleles (0.3°C, 64.6% GC content), the DP is still as high as 0.4°C for the APOE alleles34 (75% GC content). Reducing the probe size from 48-nt to 25-nt long can certainly improve the DP of the tL-RN probe at high GC content (Figure S4). Moreover, the tL-RN probes are found working well in urea and fetal bovine serum solutions (with DP ranging from 0.4 to 0.8°C under various GC contents, Figure S7). Since only a limited number of allele sequences were tested in Figure 3, we could not rule out the possibility that the current tL–RN probe design may fail on some particular target sequences. However, here we show that a simple tL-RN probe design can achieve complete SNP differentiation (DP > 0.2°C) on a variety of allele sequences.
To understand whether or not the improved discrimination among mismatches is due to the use of DNA-binding dye EvaGreen, we repeated HRM measurements using a FAM-labeled probe21 and carried out a series of thermodynamic analysis based on absorbance at 260 nm (A260).35 In the FAM probe experiment, FAM was quenched by the two guanine bases in the allele upon hybridization, followed by fluorescence recovery upon melting21 (Figures S8 and S9). The FAM-based HRM measurements were carried out in the same real-time thermal cycler, but in a buffer without EvaGreen dye (SI Section I-A2). The changes of A260 upon temperature increase were used to calculate the melting temperatures (Tms), free energies (ΔG37°C), enthalpies ( ), and entropies ( ) for duplex dissociation (Table S3 and Figure S12). Two things are noticed when comparing the EvaGreen HRM results with the FAM and the A260 results. First, the tL-induced DP enhancement is still observable in the two control experiments where no EvaGreen dye is used. The DP (of the tL-RN probe) obtained from the FAM probe is almost identical to that from the EvaGreen dye (0.5°C vs. 0.6°C, Figure S8). Although the Tm values derived from the A260 curves are lower than those from the HRM measurements (Figure S13, presumably due to different buffer, hybrid size, and instrument used for the A260 measurement, SI Section I), the resulting Tms (Table S3) not only well follow the trend observed in the HRM measurements (A>G>T>C alleles) but also become more differentiable when switching from the t-RN probe to the tL-RN probe. Second, the DP improvement is quite specific to the tL-RN probe. In the EvaGreen melting experiments, we often found cL-RN probes lead to DP reduction (i.e. a negative ΔDP, Figures 2 and S1). This is an interesting phenomenon – LNA modification at the probe’s RN site definitely helps increase the Tm discrimination between matched allele and mismatched alleles, but it does not necessarily help improve the discrimination among mismatched alleles. In some cases, like the cL-RN probes, discrimination among mismatches actually becomes worse. The A260 measurement results also confirm that the cL-RN probe does not offer any benefit in discrimination among mismatches. Since absorbance measurements (Cary 50 Bio UV-Vis spectrometer from Varian) are not as sensitive and precise as HRM measurements (CFX Connect™ real-time system from Bio-Rad), a larger variation is seen in the Tm characterization using the A260 data (±0.3°C based on A260 vs. ±0.1°C based on HRM). As a result, the small DP reduction caused by the c-RN to cL-RN swap (the negative ΔDP seen in Figure 2) is not observed in the A260 measurements (Table S3).
Why only tL-RN probes can reliably increase the DP but not other LNA probes? Why cL-RN probes often give a negative ΔDP? We found the answers to these questions lie in the fact that for hybrids containing certain mismatched pairs, Tms are actually decreased when switching from DNA probes to corresponding LNA probes (Figure 4). As mentioned above, when LNA probes are used, the corresponding fully matched hybrids (i.e. aL-T, cL-G, gL-C and tL-A hybrids) always exhibit a significant increase in Tm (i.e. a positive ΔTm, red boxes in Figure 4). Substantial Tm increase is also seen when hybrids contain a tL·G or gL·T wobble pair. Whereas the Tm increase for the matched hybrids and the wobble hybrids (due to the use of LNA probes) is well understood, to our best knowledge no one has ever discussed the Tm response for the rest 10 mismatched pairs (aL·A, cL·C, gL·G, tL·T, aL·C, cL·A, aL·G, gL·A, cL·T and tL·C). Here we find that the Tm of the tL·T hybrid is often nearly identical to or slightly higher than that of the t·T hybrid. Negligible or mixed ΔTm changes are observed for the g·A, g·G, c·A, c·T, a·A, a·C, and a·G hybrids after the switching (gray boxes in Figure 4). Interestingly, distinct from all other results, hybrids containing a c·C or t·C mismatch show consistently and substantially negative ΔTms after the switching (blue boxes in Figure 4). Note that the ΔTm changes for the t·C and the c·T mismatches are not the same.
These unexpected lower Tms of the cL·C and tL·C hybrids can explain the negative and positive ΔDPs provided by the cL-RN and tL-RN probes, respectively. In the case of c-RN probe (Figure 2), the resulting c·C hybrid has the second highest Tm that can be specifically and substantially decreased when switching from the c-RN probe to the cL-RN probe (i.e. melting curve shifted to the left). At the same time the melting curves of the c·T and c·A hybrids stay roughly where they are. As a result, the melting curves of the three mismatched hybrids become less differentiable after the switching (i.e. a negative ΔDP). On the other hand, in the case of t-RN probe, the resulting t·G wobble hybrid has the second highest Tm that is significantly increased when switching from the t-RN probe to the tL-RN probe (i.e. curve shifted to the right). As the curve of the t-A matched hybrid also shifts to the right after the t to tL switching, the Tm difference between the tL·G and tL-A hybrids remains nearly unchanged. However, the Tm difference between the tL·G wobble and the tL·T mismatched hybrids is now larger than that of the corresponding canonical hybrids. This is because the Tm increase due to the t·G to tL·G switch is always larger than the Tm increase due to the t·T to tL·T switching. More importantly, the tL-RN probe can now differentiate the originally indistinguishable melting curves of t·T and t·C hybrids, due to the fact that the Tm of the t·C hybrid is specifically and substantially decreased after the t to tL switching (Figure 4). In summary, a tL-RN probe tends to shift the t-A and the t·G melting curves to the right together and shift the t·C curve to the left, while it roughly maintains the position of the t·T curve, thus leading to four well-resolved melting curves for the four SNP alleles using only one melting probe (Figure 2). While the amount of right and left shift varies from one allele to another (i.e. variation of DP seen in Figure 3), we have found a simple melting probe design that can differentiate all four SNP variants by four distinct Tms. We emphasize that Figure 4 aims to help readers to understand the effect of tL on changing the Tm of matched and mismatched pairs. The SNP discriminatory power of our probes should be read from Figures 2, 3, S1 and S2.
To further understand the molecular basis of these experimental findings, we employed molecular dynamics (MD) simulations to investigate the detailed melting processes given by the t-RN, tL-RN and cL-RN probes (Figures 5 and 6). In our simulations, the previously published AMBER99x force field36,37 was applied to the LNA residue (SI Section I-B). association fraction (AF), which is defined as the ratio between the number of stable base pairs and the total number of possible base pairs, was used to indicate duplex stability (AF of unity and zero represent full hybridization and complete melting, respectively; SI Section I-B6). A base pair was considered melted if the nitrogen-nitrogen distance between a complementary base pair (N1 for purines and N3 for pyrimidines) was greater than 5 Å. Initial and melted configurations of the tL·C hybrid are shown in Figure 5A as an example (only the nearest neighbor bases around the mismatch are shown for clarity).
When comparing the simulation-derived AF with the experiment-obtained Tm, we can clearly see the correlation between them (Figures 5B and 5C). The benefit of the tL-RN probe in SNP differentiation is confirmed by the broadened AF range observed in our MD simulations (Figure 5B). Although the resulting ΔAF (change of AF due to the t-RN to tL-RN switching) are found negative for the tL·G and tL·T hybrids (contrary to the ΔTm results shown in Figure 4), the duplex stability prediction follows the trend observed in the melting experiment. We emphasize that the goal of our simulation is to observe the broadened range of duplex stability upon the use of tL-RN probe. We do not expect to match the ΔAF with the ΔTm results shown in Figure 4. In our simulation, we can also clearly see that the cL-RN probe is a much worse SNP probe when compared with the tL-RN probe (Figure 5C). The AF of the cL·A and cL·T hybrids are indistinguishable, agreeing well with the indistinguishable cL·A and cL·T melting curves shown in Figure 2A.
MD trajectories can provide atomic insight and explanation for the two extreme cases that we have seen in the melting experiment: tL-A vs. t-A hybrids and tL·C vs. t·C hybrids. Both simulations and experiments suggest that tL increases the duplex stability when paired with the SNP nucleotide A while tL destabilizes the duplex when paired with C. Here we compute the hydrogen-bond (H-bond) probability from the MD trajectories (SI Section I-B9) for all nucleotides using distance and angle cutoffs of 3 Å and 20° (meaning any pair of nucleotides that meets the criteria is considered H-bonded). The H-bonds are calculated for all possible base pairs, and a 2D rainbow color probability map is generated for each duplex (Figure 6). Here an H-bond probability of unity indicates that the base pair is H-bonded throughout the analyzed trajectory while a probability of zero represents that no H-bonds are formed between the pair throughout the analyzed trajectory.
For the tL·C hybrid the H-bond probabilities of the nearest neighbor pairs (pair #12 and #14 around SNP site, Figure 5A) are low (< 0.3), while for the t·C hybrid the nearest neighbor H-bond probabilities are noticeably higher (~ 0.4). As expected, the H-bond probabilities between the RNs and the SNP nucleotides (pair #13) are close to zero (< 0.1), indicating the lack of H-bonding at the center of the duplex due to mismatch (Figures 6A and 6B). In contrast to the mismatched hybrids, the nearest neighbor H-bond probabilities of the matched tL-A hybrid are higher (~0.5) than those of the t-A hybrid (~0.35) (Figures 6C and 6D). The H-bond probabilities at the center are ~0.45 for the tL-A hybrid and ~0.4 for the t-A hybrid, indicating that H-bonding is also enhanced at the SNP site by the tL-RN probe.
From these H-bond probabilities, a possible mechanism for the enhanced SNP discrimination by the tL–RN probe can be identified. The chemical linkage in LNA limits the sugar puckering flexibility which in turn restrains the base mobility around χ torsion angle. As a result, the tL-A pair is “locked” into the favorable (low energy) configurations, as shown by the enhanced H-bond probabilities at the center pair and the nearest neighbor pairs. Thus, there is a significant gain in the “binding” enthalpy. Correspondingly, the concept of pre-organizing ligand through covalent bonds to increase the protein-ligand binding free energy is a common practice in drug design, for entropic and/or enthalpic reasons.38 Conversely, the t·C pair is a mismatch with very weak pairing interactions, and the LNA further restricts the ability of the bases to form energetically favorable interactions. This in turn allows for higher mobility of nucleotides around the tL and leads to disruption of nearest neighbor H-bonds. While the weaker interactions could lead to higher entropy in the duplex, the loss in enthalpy is likely more dominant.
Overall, tL is able to amplify the difference in stability between the t-A and the t·C hybrids. For cL, the LNA also clearly increases the stability of the matched hybrid. Nonetheless, while “t” is able to form a wobble base pair with G, “c” essentially only forms an energetically favorable pair with G (Figure 4). All other SNP nucleotides paired with c are mismatches and the interactions are so weak that potential for discrimination among the mismatched SNPs (A, T and C) is completely lost. Therefore, the SNP discrimination power is encoded in the detailed chemistry and the restriction of sugar puckering by LNA, which subtly “shifts” the pairing strength and thus recognition thresholds.
CONCLUSIONS
We have demonstrated the use of a locked thymidine monomer in a melting probe design that can reliably differentiate all four SNP alleles by four distinct melting temperatures. We emphasize that such complete discrimination of homozygous SNP variants can be done in a single test tube using only one unlabeled melting temperature probe and a common DNA binding dye. Here we coin this new type of melting probe the “4Tm probe” – a melting probe that can exhibit four distinct melting temperatures upon hybridizing with the four SNP alleles. We emphasize that no melting probes at this moment can achieve the same SNP differentiation results as we have demonstrated in this report. Our findings are not only important to the HRM community but also important to the DNA origami39,40 and DNA-metal interaction communities5,30,41–45 as researchers in these two communities are always searching for new ways to fine tune the affinity between strands and fine tune the nucleobase environment around DNA-bound metal atoms.
While the tL-RN probe is no doubt the first working 4Tm probe ever demonstrated, the current discriminatory power is still less than 1°C. This is because in this work we have not carried out any probe optimization (probe length is always 48-nt long with the RN right in the middle). Although a number of groups have demonstrated reliable SNP detection based on small Tm differences,46–49 larger Tm differences (> 1°C) will further improve SNP differentiation. With a variety of probe optimization strategies (such as shortening the probe length (Figure S4) and relocating the RN position in the probe), we expect to enhance DP above 1°C in the near future, thus facilitating the use of the 4Tm probe in clinical applications. While our tL-RN probes can differentiate the heterozygous samples from the homozygous samples (Figure S10), we cannot discriminate among the six heterozygous samples (CG, CA, CT, GA, GT and AT) at this moment (Figure S11). Our future work will focus on the probe design that also enables differentiation among the six heterozygous samples by melting temperature.
Supplementary Material
Acknowledgments
We thank Ning Jenny Jiang for her assistance on melting analysis. This work is financially supported by Robert A. Welch Foundation (F-1833 to H.-C.Y.) and National Science Foundation (CHE-1611451 to H.-C.Y. and J.T.P.). PR and SYC are also grateful for the support by the Robert A. Welch Foundation (F-1691) and the National Institutes of Health (R01GM106137 and R01GM114237).
Footnotes
ASSOCIATED CONTENT
Detailed preparation of probe-allele hybrids and measurements on high-resolution melting, circular dichroism, absorbance at 260 nm, fluorescence quenching, enthalpy and entropy. This material is available free of charge via the Internet at http://pubs.acs.org.
The authors declare no competing financial interest.
References
- 1.Ginsburg GS, McCarthy JJ. Trends Biotechnol. 2001;19:491. doi: 10.1016/s0167-7799(01)01814-5. [DOI] [PubMed] [Google Scholar]
- 2.Kwok PY. Annu. Rev. Genomics Hum. Genet. 2001;2:235. doi: 10.1146/annurev.genom.2.1.235. [DOI] [PubMed] [Google Scholar]
- 3.Nakatani K. ChemBioChem. 2004;5:1623. doi: 10.1002/cbic.200400161. [DOI] [PubMed] [Google Scholar]
- 4.Syvänen A-C. Nat. Rev. Genet. 2001;2:930. doi: 10.1038/35103535. [DOI] [PubMed] [Google Scholar]
- 5.Yeh H-C, Sharma J, Shih Ie M, Vu DM, Martinez JS, Werner JH. J. Am. Chem. Soc. 2012;134:11550. doi: 10.1021/ja3024737. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Yeh HC, Ho YP, Shih IM, Wang TH. Nucleic Acids Res. 2006;34:e35. doi: 10.1093/nar/gkl021. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Knez K, Spasic D, Janssen KP, Lammertyn J. Analyst. 2014;139:353. doi: 10.1039/c3an01436c. [DOI] [PubMed] [Google Scholar]
- 8.Audrezet MP, Dabricot A, Le Marechal C, Ferec C. J. Mol. Diagn. 2008;10:424. doi: 10.2353/jmoldx.2008.080056. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Erali M, Voelkerding KV, Wittwer CT. Exp. Mol. Pathol. 2008;85:50. doi: 10.1016/j.yexmp.2008.03.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Reed GH, Kent JO, Wittwer CT. Pharmacogenomics. 2007;8:597. doi: 10.2217/14622416.8.6.597. [DOI] [PubMed] [Google Scholar]
- 11.Lay MJ, Wittwer CT. Clin. Chem. 1997;43:2262. [PubMed] [Google Scholar]
- 12.Ririe KM, Rasmussen RP, Wittwer CT. Anal. Biochem. 1997;245:154. doi: 10.1006/abio.1996.9916. [DOI] [PubMed] [Google Scholar]
- 13.Wittwer CT, Ririe KM, Andrew RV, David DA, Gundry RA, Balis UJ. BioTechniques. 1997;22:176. doi: 10.2144/97221pf02. [DOI] [PubMed] [Google Scholar]
- 14.Millward H, Samowitz W, Wittwer CT, Bernard PS. Clin. Chem. 2002;48:1321. [PubMed] [Google Scholar]
- 15.Hsieh LL, Er TK, Chen CC, Hsieh JS, Chang JG, Liu TC. Clin. Chim. Acta. 2012;413:1605. doi: 10.1016/j.cca.2012.04.029. [DOI] [PubMed] [Google Scholar]
- 16.Cousins MM, Ou SS, Wawer MJ, Munshaw S, Swan D, Magaret CA, Mullis CE, Serwadda D, Porcella SF, Gray RH, Quinn TC, Donnell D, Eshleman SH, Redd AD. J. Clin. Microbiol. 2012;50:3054. doi: 10.1128/JCM.01460-12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Wittwer CT. Hum. Mutat. 2009;30:857. doi: 10.1002/humu.20951. [DOI] [PubMed] [Google Scholar]
- 18.Gundry CN, Dobrowolski SF, Martin YR, Robbins TC, Nay LM, Boyd N, Coyne T, Wall MD, Wittwer CT, Teng DHF. Nucleic Acids Res. 2008;36:3401. doi: 10.1093/nar/gkn204. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Bernard PS, Pritham GH, Wittwer CT. Anal. Biochem. 1999;273:221. doi: 10.1006/abio.1999.4217. [DOI] [PubMed] [Google Scholar]
- 20.Elenitoba-Johnson KSJ, Bohling SD, Wittwer CT, King TC. Nat. Med. 2001;7:249. doi: 10.1038/84708. [DOI] [PubMed] [Google Scholar]
- 21.Crockett AO, Wittwer CT. Anal. Biochem. 2001;290:89. doi: 10.1006/abio.2000.4957. [DOI] [PubMed] [Google Scholar]
- 22.Kurata S, Kanagawa T, Yamada K, Torimura M, Yokomaku T, Kamagata Y, Kurane R. Nucleic Acids Res. 2001;29:e34. doi: 10.1093/nar/29.6.e34. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Zhou LM, Myers AN, Vandersteen JG, Wang L, Wittwer CT. Clin. Chem. 2004;50:1328. doi: 10.1373/clinchem.2004.034322. [DOI] [PubMed] [Google Scholar]
- 24.Zhou LM, Errigo RJ, Lu HZ, Poritz MA, Seipp MT, Wittwer CT. Clin. Chem. 2008;54:1648. doi: 10.1373/clinchem.2008.107615. [DOI] [PubMed] [Google Scholar]
- 25.Mouritzen P, Nielsen AT, Pfundheller HM, Choleva Y, Kongsbak L, Moller S. Expert Rev. Mol. Diagn. 2003;3:27. doi: 10.1586/14737159.3.1.27. [DOI] [PubMed] [Google Scholar]
- 26.Chou LS, Meadows C, Wittwer CT, Lyon E. BioTechniques. 2005;39:644. doi: 10.2144/000112050. [DOI] [PubMed] [Google Scholar]
- 27.Szalai AJ, Wu J, Lange EM, McCrory MA, Langefeld CD, Williams A, Zakharkin SO, George V, Allison DB, Cooper GS, Xie F, Fan Z, Edberg JC, Kimberly RP. J. Mol. Med. (Berl.) 2005;83:440. doi: 10.1007/s00109-005-0658-0. [DOI] [PubMed] [Google Scholar]
- 28.Swen JJ, Baak-Pablo RF, Guchelaar HJ, van der Straaten T. Clin. Chem. Lab. Med. 2012;50:279. doi: 10.1515/CCLM.2011.758. [DOI] [PubMed] [Google Scholar]
- 29.Fujii T, Ota M, Hori H, Sasayama D, Hattori K, Teraishi T, Yamamoto N, Hashikura M, Tatsumi M, Higuchi T, Kunugi H. J. Psychiatr. Res. 2012;46:555. doi: 10.1016/j.jpsychires.2012.01.012. [DOI] [PubMed] [Google Scholar]
- 30.Yeh H-C, Sharma J, Han JJ, Martinez JS, Werner JH. Nano Lett. 2010;10:3106. doi: 10.1021/nl101773c. [DOI] [PubMed] [Google Scholar]
- 31.SantaLucia J, Hicks D. Annu. Rev. Biophys. Biomol. Struct. 2004;33:415. doi: 10.1146/annurev.biophys.32.110601.141800. [DOI] [PubMed] [Google Scholar]
- 32.Kypr J, Kejnovska I, Renciuk D, Vorlickova M. Nucleic Acids Res. 2009;37:1713. doi: 10.1093/nar/gkp026. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Aboulela F, Koh D, Tinoco I, Martin FH. Nucleic Acids Res. 1985;13:4811. doi: 10.1093/nar/13.13.4811. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Poulson MD, Wittwer CT. BioTechniques. 2007;43:87. doi: 10.2144/000112459. [DOI] [PubMed] [Google Scholar]
- 35.Mikulecky PJ, Feig AL. Biochemistry. 2006;45:604. doi: 10.1021/bi0517178. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Yildirim I, Kierzek E, Kierzek R, Schatz GC. J. Phys. Chem. B. 2014;118:14177. doi: 10.1021/jp506703g. [DOI] [PubMed] [Google Scholar]
- 37.Condon DE, Yildirim I, Kennedy SD, Mort BC, Kierzek R, Turner DH. J. Phys. Chem. B. 2014;118:1216. doi: 10.1021/jp408909t. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Shi Y, Zhu CZ, Martin SF, Ren PY. J Phys Chem B. 2012;116:1716. doi: 10.1021/jp210265d. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Subramanian HKK, Chakraborty B, Sha R, Seeman NC. Nano Lett. 2011;11:910. doi: 10.1021/nl104555t. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Sanderson K. Nature. 2010;464:158. doi: 10.1038/464158a. [DOI] [PubMed] [Google Scholar]
- 41.Obliosca JM, Liu C, Yeh H-C. Nanoscale. 2013;5:8443. doi: 10.1039/c3nr01601c. [DOI] [PubMed] [Google Scholar]
- 42.Obliosca JM, Babin MC, Liu C, Liu Y-L, Chen Y-A, Batson RA, Ganguly M, Petty JT, Yeh H-C. ACS Nano. 2014;8:10150. doi: 10.1021/nn505338e. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Juul S, Obliosca JM, Liu C, Liu Y-L, Chen Y-A, Imphean DM, Knudsen BR, Ho Y-P, Leong KW, Yeh H-C. Nanoscale. 2015;7:8332. doi: 10.1039/c5nr01705j. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Chen Y-A, Obliosca JM, Liu Y-L, Liu C, Gwozdz ML, Yeh H-C. J. Am. Chem. Soc. 2015;137:10476. doi: 10.1021/jacs.5b06038. [DOI] [PubMed] [Google Scholar]
- 45.Petty JT, Story SP, Hsiang JC, Dickson RM. J. Phys. Chem. Lett. 2013;4:1148. doi: 10.1021/jz4000142. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Vossen RHAM, Aten E, Roos A, den Dunnen JT. Hum. Mutat. 2009;30:860. doi: 10.1002/humu.21019. [DOI] [PubMed] [Google Scholar]
- 47.Hung CC, Lin SY, Lee CN, Cheng HY, Lin CY, Chang CH, Chiu HH, Yu CC, Lin SP, Cheng WF, Ho HN, Niu DM, Su YN. Anal. Biochem. 2009;389:102. doi: 10.1016/j.ab.2009.03.032. [DOI] [PubMed] [Google Scholar]
- 48.Chen WJ, Dong WJ, Lin XZ, Lin MT, Murong SX, Wu ZY, Wang N. BMC Med. Genet. 2009;10:45. doi: 10.1186/1471-2350-10-45. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Zhan XH, Zha GC, Jiao JW, Yang LY, Zhan XF, Chen JT, Xie DD, Eyi UM, Matesa RA, Obono MMO, Ehapo CS, Wei EJ, Zheng YZ, Yang H, Lin M. Exp. Ther. Med. 2015;9:469. doi: 10.3892/etm.2014.2097. [DOI] [PMC free article] [PubMed] [Google Scholar]
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