Nucleic acid thermodynamics

Last updated

Nucleic acid thermodynamics is the study of how temperature affects the nucleic acid structure of double-stranded DNA (dsDNA). The melting temperature (Tm) is defined as the temperature at which half of the DNA strands are in the random coil or single-stranded (ssDNA) state. Tm depends on the length of the DNA molecule and its specific nucleotide sequence. DNA, when in a state where its two strands are dissociated (i.e., the dsDNA molecule exists as two independent strands), is referred to as having been denatured by the high temperature.

Contents

Concepts

Hybridization

Hybridization is the process of establishing a non-covalent, sequence-specific interaction between two or more complementary strands of nucleic acids into a single complex, which in the case of two strands is referred to as a duplex. Oligonucleotides, DNA, or RNA will bind to their complement under normal conditions, so two perfectly complementary strands will bind to each other readily. In order to reduce the diversity and obtain the most energetically preferred complexes, a technique called annealing is used in laboratory practice. However, due to the different molecular geometries of the nucleotides, a single inconsistency between the two strands will make binding between them less energetically favorable. Measuring the effects of base incompatibility by quantifying the temperature at which two strands anneal can provide information as to the similarity in base sequence between the two strands being annealed. The complexes may be dissociated by thermal denaturation, also referred to as melting. In the absence of external negative factors, the processes of hybridization and melting may be repeated in succession indefinitely, which lays the ground for polymerase chain reaction. Most commonly, the pairs of nucleic bases A=T and G≡C are formed, of which the latter is more stable.

Denaturation

DNA denaturation, also called DNA melting, is the process by which double-stranded deoxyribonucleic acid unwinds and separates into single-stranded strands through the breaking of hydrophobic stacking attractions between the bases. See Hydrophobic effect. Both terms are used to refer to the process as it occurs when a mixture is heated, although "denaturation" can also refer to the separation of DNA strands induced by chemicals like formamide or urea. [1]

The process of DNA denaturation can be used to analyze some aspects of DNA. Because cytosine / guanine base-pairing is generally stronger than adenine / thymine base-pairing, the amount of cytosine and guanine in a genome is called its GC-content and can be estimated by measuring the temperature at which the genomic DNA melts. [2] Higher temperatures are associated with high GC content.

DNA denaturation can also be used to detect sequence differences between two different DNA sequences. DNA is heated and denatured into single-stranded state, and the mixture is cooled to allow strands to rehybridize. Hybrid molecules are formed between similar sequences and any differences between those sequences will result in a disruption of the base-pairing. On a genomic scale, the method has been used by researchers to estimate the genetic distance between two species, a process known as DNA-DNA hybridization. [3] In the context of a single isolated region of DNA, denaturing gradient gels and temperature gradient gels can be used to detect the presence of small mismatches between two sequences, a process known as temperature gradient gel electrophoresis. [4] [5]

Methods of DNA analysis based on melting temperature have the disadvantage of being proxies for studying the underlying sequence; DNA sequencing is generally considered a more accurate method.

The process of DNA melting is also used in molecular biology techniques, notably in the polymerase chain reaction. Although the temperature of DNA melting is not diagnostic in the technique, methods for estimating Tm are important for determining the appropriate temperatures to use in a protocol. DNA melting temperatures can also be used as a proxy for equalizing the hybridization strengths of a set of molecules, e.g. the oligonucleotide probes of DNA microarrays.

Annealing

Annealing, in genetics, means for complementary sequences of single-stranded DNA or RNA to pair by hydrogen bonds to form a double-stranded polynucleotide. Before annealing can occur, one of the strands may need to be phosphorylated by an enzyme such as kinase to allow proper hydrogen bonding to occur. The term annealing is often used to describe the binding of a DNA probe, or the binding of a primer to a DNA strand during a polymerase chain reaction. The term is also often used to describe the reformation (renaturation) of reverse-complementary strands that were separated by heat (thermally denatured). Proteins such as RAD52 can help DNA anneal. DNA strand annealing is a key step in pathways of homologous recombination. In particular, during meiosis, synthesis-dependent strand annealing is a major pathway of homologous recombination.

Stacking

Melting stability of base pair stacks (B DNA) [6]
StepMelting ΔG°37
(Kcal/mol)
T A-0.12
T G or C A-0.78
C G-1.44
A G or C T-1.29
A A or T T-1.04
A T-1.27
G A or T C-1.66
C C or G G-1.97
A C or G T-2.04
G C-2.70

Stacking is the stabilizing interaction between the flat surfaces of adjacent bases. Stacking can happen with any face of the base, that is 5'-5', 3'-3', and vice versa. [7]

Stacking in "free" nucleic acid molecules is mainly contributed by intermolecular force, specifically electrostatic attraction among aromatic rings, a process also known as pi stacking. For biological systems with water as a solvent, hydrophobic effect contributes and helps in formation of a helix. [8] Stacking is the main stabilizing factor in the DNA double helix. [9]

Contribution of stacking to the free energy of the molecule can be experimentally estimated by observing the bent-stacked equilibrium in nicked DNA. Such stabilization is dependent on the sequence. [6] The extent of the stabilization varies with salt concentrations and temperature. [9]

Thermodynamics of the two-state model

Several formulas are used to calculate Tm values. [10] [11] Some formulas are more accurate in predicting melting temperatures of DNA duplexes. [12] For DNA oligonucleotides, i.e. short sequences of DNA, the thermodynamics of hybridization can be accurately described as a two-state process. In this approximation one neglects the possibility of intermediate partial binding states in the formation of a double strand state from two single stranded oligonucleotides. Under this assumption one can elegantly describe the thermodynamic parameters for forming double-stranded nucleic acid AB from single-stranded nucleic acids A and B.

AB ↔ A + B

The equilibrium constant for this reaction is . According to the Van´t Hoff equation, the relation between free energy, ΔG, and K is Δ = -RTln K, where R is the ideal gas law constant, and T is the kelvin temperature of the reaction. This gives, for the nucleic acid system,

.

The melting temperature, Tm, occurs when half of the double-stranded nucleic acid has dissociated. If no additional nucleic acids are present, then [A], [B], and [AB] will be equal, and equal to half the initial concentration of double-stranded nucleic acid, [AB]initial. This gives an expression for the melting point of a nucleic acid duplex of

.

Because ΔG° = ΔH° -TΔS°, Tm is also given by

.

The terms ΔH° and ΔS° are usually given for the association and not the dissociation reaction (see the nearest-neighbor method for example). This formula then turns into: [13]

, where [B]total ≤ [A]total.

As mentioned, this equation is based on the assumption that only two states are involved in melting: the double stranded state and the random-coil state. However, nucleic acids may melt via several intermediate states. To account for such complicated behavior, the methods of statistical mechanics must be used, which is especially relevant for long sequences.

Estimating thermodynamic properties from nucleic acid sequence

The previous paragraph shows how melting temperature and thermodynamic parameters (ΔG° or ΔH° & ΔS°) are related to each other. From the observation of melting temperatures one can experimentally determine the thermodynamic parameters. Vice versa, and important for applications, when the thermodynamic parameters of a given nucleic acid sequence are known, the melting temperature can be predicted. It turns out that for oligonucleotides, these parameters can be well approximated by the nearest-neighbor model.

Nearest-neighbor method

The interaction between bases on different strands depends somewhat on the neighboring bases. Instead of treating a DNA helix as a string of interactions between base pairs, the nearest-neighbor model treats a DNA helix as a string of interactions between 'neighboring' base pairs. [13] So, for example, the DNA shown below has nearest-neighbor interactions indicated by the arrows.

   ↓ ↓ ↓ ↓ ↓
5' C-G-T-T-G-A 3'
3' G-C-A-A-C-T 5'

The free energy of forming this DNA from the individual strands, ΔG°, is represented (at 37 °C) as

ΔG°37(predicted) = ΔG°37(C/G initiation) + ΔG°37(CG/GC) + ΔG°37(GT/CA) + ΔG°37(TT/AA) + ΔG°37(TG/AC) + ΔG°37(GA/CT) + ΔG°37(A/T initiation)

Except for the C/G initiation term, the first term represents the free energy of the first base pair, CG, in the absence of a nearest neighbor. The second term includes both the free energy of formation of the second base pair, GC, and stacking interaction between this base pair and the previous base pair. The remaining terms are similarly defined. In general, the free energy of forming a nucleic acid duplex is

,

where represents the free energy associated with one of the ten possible the nearest-neighbor nucleotide pairs, and represents its count in the sequence.

Each ΔG° term has enthalpic, ΔH°, and entropic, ΔS°, parameters, so the change in free energy is also given by

.

Values of ΔH° and ΔS° have been determined for the ten possible pairs of interactions. These are given in Table 1, along with the value of ΔG° calculated at 37 °C. Using these values, the value of ΔG37° for the DNA duplex shown above is calculated to be −22.4 kJ/mol. The experimental value is −21.8 kJ/mol.

Table 1. Nearest-neighbor parameters for DNA/DNA duplexes in 1 M NaCl. [13]
Nearest-neighbor sequence
(5'-3'/3'-5')
°
kJ/mol
°
J/(mol·K)
°37
kJ/mol
AA/TT−33.1−92.9−4.26
AT/TA−30.1−85.4−3.67
TA/AT−30.1−89.1−2.50
CA/GT−35.6−95.0−6.12
GT/CA−35.1−93.7−6.09
CT/GA−32.6−87.9−5.40
GA/CT−34.3−92.9−5.51
CG/GC−44.4−113.8−9.07
GC/CG−41.0−102.1−9.36
GG/CC−33.5−83.3−7.66
Terminal A/T base pair9.617.24.31
Terminal G/C base pair0.4−11.74.05

The parameters associated with the ten groups of neighbors shown in table 1 are determined from melting points of short oligonucleotide duplexes. It works out that only eight of the ten groups are independent.

The nearest-neighbor model can be extended beyond the Watson-Crick pairs to include parameters for interactions between mismatches and neighboring base pairs. [14] This allows the estimation of the thermodynamic parameters of sequences containing isolated mismatches, like e.g. (arrows indicating mismatch)

      ↓↓↓
5' G-G-A-C-T-G-A-C-G 3'
3' C-C-T-G-G-C-T-G-C 5'

These parameters have been fitted from melting experiments and an extension of Table 1 which includes mismatches can be found in literature.

A more realistic way of modeling the behavior of nucleic acids would seem to be to have parameters that depend on the neighboring groups on both sides of a nucleotide, giving a table with entries like "TCG/AGC". However, this would involve around 32 groups for Watson-Crick pairing and even more for sequences containing mismatches; the number of DNA melting experiments needed to get reliable data for so many groups would be inconveniently high. However, other means exist to access thermodynamic parameters of nucleic acids: microarray technology allows hybridization monitoring of tens of thousands sequences in parallel. This data, in combination with molecular adsorption theory allows the determination of many thermodynamic parameters in a single experiment [15] and to go beyond the nearest neighbor model. [16] In general the predictions from the nearest neighbor method agree reasonably well with experimental results, but some unexpected outlying sequences, calling for further insights, do exist. [16] Finally, we should also mention the increased accuracy provided by single molecule unzipping assays which provide a wealth of new insight into the thermodynamics of DNA hybridization and the validity of the nearest-neighbour model as well. [17]

See also

Related Research Articles

<span class="mw-page-title-main">Primer (molecular biology)</span> Short strand of RNA or DNA that serves as a starting point for DNA synthesis

A primer is a short single-stranded nucleic acid used by all living organisms in the initiation of DNA synthesis. A synthetic primer may also be referred to as an oligo, short for oligonucleotide. DNA polymerase enzymes are only capable of adding nucleotides to the 3’-end of an existing nucleic acid, requiring a primer be bound to the template before DNA polymerase can begin a complementary strand. DNA polymerase adds nucleotides after binding to the RNA primer and synthesizes the whole strand. Later, the RNA strands must be removed accurately and replace them with DNA nucleotides forming a gap region known as a nick that is filled in using an enzyme called ligase. The removal process of the RNA primer requires several enzymes, such as Fen1, Lig1, and others that work in coordination with DNA polymerase, to ensure the removal of the RNA nucleotides and the addition of DNA nucleotides. Living organisms use solely RNA primers, while laboratory techniques in biochemistry and molecular biology that require in vitro DNA synthesis usually use DNA primers, since they are more temperature stable. Primers can be designed in laboratory for specific reactions such as polymerase chain reaction (PCR). When designing PCR primers, there are specific measures that must be taken into consideration, like the melting temperature of the primers and the annealing temperature of the reaction itself. Moreover, the DNA binding sequence of the primer in vitro has to be specifically chosen, which is done using a method called basic local alignment search tool (BLAST) that scans the DNA and finds specific and unique regions for the primer to bind.

<span class="mw-page-title-main">Peptide nucleic acid</span> Biological molecule

Peptide nucleic acid (PNA) is an artificially synthesized polymer similar to DNA or RNA.

<span class="mw-page-title-main">GC-content</span> Percentage of guanine and cytosine in DNA or RNA molecules

In molecular biology and genetics, GC-content is the percentage of nitrogenous bases in a DNA or RNA molecule that are either guanine (G) or cytosine (C). This measure indicates the proportion of G and C bases out of an implied four total bases, also including adenine and thymine in DNA and adenine and uracil in RNA.

<span class="mw-page-title-main">Heteroduplex</span>

A heteroduplex is a double-stranded (duplex) molecule of nucleic acid originated through the genetic recombination of single complementary strands derived from different sources, such as from different homologous chromosomes or even from different organisms.

<span class="mw-page-title-main">Hoogsteen base pair</span>

A Hoogsteen base pair is a variation of base-pairing in nucleic acids such as the A•T pair. In this manner, two nucleobases, one on each strand, can be held together by hydrogen bonds in the major groove. A Hoogsteen base pair applies the N7 position of the purine base and C6 amino group, which bind the Watson–Crick (N3–C4) face of the pyrimidine base.

<span class="mw-page-title-main">Nucleic acid double helix</span> Structure formed by double-stranded molecules

In molecular biology, the term double helix refers to the structure formed by double-stranded molecules of nucleic acids such as DNA. The double helical structure of a nucleic acid complex arises as a consequence of its secondary structure, and is a fundamental component in determining its tertiary structure. The structure was discovered by Rosalind Franklin and her student Raymond Gosling, but the term "double helix" entered popular culture with the publication in 1968 of The Double Helix: A Personal Account of the Discovery of the Structure of DNA by James Watson.

<span class="mw-page-title-main">Molecular beacon</span>

Molecular beacons, or molecular beacon probes, are oligonucleotide hybridization probes that can report the presence of specific nucleic acids in homogenous solutions. Molecular beacons are hairpin-shaped molecules with an internally quenched fluorophore whose fluorescence is restored when they bind to a target nucleic acid sequence. This is a novel non-radioactive method for detecting specific sequences of nucleic acids. They are useful in situations where it is either not possible or desirable to isolate the probe-target hybrids from an excess of the hybridization probes.

<span class="mw-page-title-main">Hyperchromicity</span>

Hyperchromicity is the increase of absorbance of a material. The most famous example is the hyperchromicity of DNA that occurs when the DNA duplex is denatured. The UV absorption is increased when the two single DNA strands are being separated, either by heat or by addition of denaturant or by increasing the pH level. The opposite, a decrease of absorbance is called hypochromicity.

SNP genotyping is the measurement of genetic variations of single nucleotide polymorphisms (SNPs) between members of a species. It is a form of genotyping, which is the measurement of more general genetic variation. SNPs are one of the most common types of genetic variation. An SNP is a single base pair mutation at a specific locus, usually consisting of two alleles. SNPs are found to be involved in the etiology of many human diseases and are becoming of particular interest in pharmacogenetics. Because SNPs are conserved during evolution, they have been proposed as markers for use in quantitative trait loci (QTL) analysis and in association studies in place of microsatellites. The use of SNPs is being extended in the HapMap project, which aims to provide the minimal set of SNPs needed to genotype the human genome. SNPs can also provide a genetic fingerprint for use in identity testing. The increase of interest in SNPs has been reflected by the furious development of a diverse range of SNP genotyping methods.

<span class="mw-page-title-main">Nucleic acid test</span> Group of techniques to detect a particular nucleic acid sequence

A nucleic acid test (NAT) is a technique used to detect a particular nucleic acid sequence and thus usually to detect and identify a particular species or subspecies of organism, often a virus or bacterium that acts as a pathogen in blood, tissue, urine, etc. NATs differ from other tests in that they detect genetic materials rather than antigens or antibodies. Detection of genetic materials allows an early diagnosis of a disease because the detection of antigens and/or antibodies requires time for them to start appearing in the bloodstream. Since the amount of a certain genetic material is usually very small, many NATs include a step that amplifies the genetic material—that is, makes many copies of it. Such NATs are called nucleic acid amplification tests (NAATs). There are several ways of amplification, including polymerase chain reaction (PCR), strand displacement assay (SDA), or transcription mediated assay (TMA).

The versatility of polymerase chain reaction (PCR) has led to modifications of the basic protocol being used in a large number of variant techniques designed for various purposes. This article summarizes many of the most common variations currently or formerly used in molecular biology laboratories; familiarity with the fundamental premise by which PCR works and corresponding terms and concepts is necessary for understanding these variant techniques.

<span class="mw-page-title-main">Nucleic acid design</span>

Nucleic acid design is the process of generating a set of nucleic acid base sequences that will associate into a desired conformation. Nucleic acid design is central to the fields of DNA nanotechnology and DNA computing. It is necessary because there are many possible sequences of nucleic acid strands that will fold into a given secondary structure, but many of these sequences will have undesired additional interactions which must be avoided. In addition, there are many tertiary structure considerations which affect the choice of a secondary structure for a given design.

A primer dimer (PD) is a potential by-product in the polymerase chain reaction (PCR), a common biotechnological method. As its name implies, a PD consists of two primer molecules that have attached (hybridized) to each other because of strings of complementary bases in the primers. As a result, the DNA polymerase amplifies the PD, leading to competition for PCR reagents, thus potentially inhibiting amplification of the DNA sequence targeted for PCR amplification. In quantitative PCR, PDs may interfere with accurate quantification.

<span class="mw-page-title-main">Nucleic acid secondary structure</span>

Nucleic acid secondary structure is the basepairing interactions within a single nucleic acid polymer or between two polymers. It can be represented as a list of bases which are paired in a nucleic acid molecule. The secondary structures of biological DNAs and RNAs tend to be different: biological DNA mostly exists as fully base paired double helices, while biological RNA is single stranded and often forms complex and intricate base-pairing interactions due to its increased ability to form hydrogen bonds stemming from the extra hydroxyl group in the ribose sugar.

Twisted intercalating nucleic acid (TINA) is a nucleic acid molecule that, when added to triplex-forming oligonucleotides (TFOs), stabilizes Hoogsteen triplex DNA formation from double-stranded DNA (dsDNA) and TFOs. Its ability to twist around a triple bond increases ease of intercalation within double stranded DNA in order to form triplex DNA. Certain configurations have been shown to stabilize Watson-Crick antiparallel duplex DNA. TINA-DNA primers have been shown to increase the specificity of binding in PCR. The use of TINA insertions in G-quadruplexes has also been shown to enhance anti-HIV-1 activity. TINA stabilized PT demonstrates improved sensitivity and specificity of DNA based clinical diagnostic assays.

A bridged nucleic acid (BNA) is a modified RNA nucleotide. They are sometimes also referred to as constrained or inaccessible RNA molecules. BNA monomers can contain a five-membered, six-membered or even a seven-membered bridged structure with a "fixed" C3'-endo sugar puckering. The bridge is synthetically incorporated at the 2', 4'-position of the ribose to afford a 2', 4'-BNA monomer. The monomers can be incorporated into oligonucleotide polymeric structures using standard phosphoramidite chemistry. BNAs are structurally rigid oligo-nucleotides with increased binding affinities and stability.

<span class="mw-page-title-main">Ligation (molecular biology)</span>

Ligation is the joining of two nucleic acid fragments through the action of an enzyme. It is an essential laboratory procedure in the molecular cloning of DNA, whereby DNA fragments are joined to create recombinant DNA molecules (such as when a foreign DNA fragment is inserted into a plasmid). The ends of DNA fragments are joined by the formation of phosphodiester bonds between the 3'-hydroxyl of one DNA terminus with the 5'-phosphoryl of another. RNA may also be ligated similarly. A co-factor is generally involved in the reaction, and this is usually ATP or NAD+. Eukaryotic cells ligases belong to ATP type, and NAD+ - dependent are found in bacteria (e.g. E. coli).

In molecular biology, hybridization is a phenomenon in which single-stranded deoxyribonucleic acid (DNA) or ribonucleic acid (RNA) molecules anneal to complementary DNA or RNA. Though a double-stranded DNA sequence is generally stable under physiological conditions, changing these conditions in the laboratory will cause the molecules to separate into single strands. These strands are complementary to each other but may also be complementary to other sequences present in their surroundings. Lowering the surrounding temperature allows the single-stranded molecules to anneal or “hybridize” to each other.

<span class="mw-page-title-main">Duplex sequencing</span>

Duplex sequencing is a library preparation and analysis method for next-generation sequencing (NGS) platforms that employs random tagging of double-stranded DNA to detect mutations with higher accuracy and lower error rates.

This glossary of cellular and molecular biology is a list of definitions of terms and concepts commonly used in the study of cell biology, molecular biology, and related disciplines, including genetics, biochemistry, and microbiology. It is split across two articles:

References

  1. Divan, Royds (2013). Tools and Techniques in Biomolecular Science. Oxford University Press. p. 243.
  2. M. Mandel; J. Marmur (1968). Use of Ultraviolet Absorbance-Temperature Profile for Determining the Guanine plus Cytosine Content of DNA. Methods in Enzymology. Vol. 12. pp.  198–206. doi:10.1016/0076-6879(67)12133-2. ISBN   978-0-12-181856-2.
  3. C.G. Sibley; J.E. Ahlquist (1984). "The Phylogeny of the Hominoid Primates, as Indicated by DNA-DNA Hybridization". Journal of Molecular Evolution. 20 (1): 2–15. Bibcode:1984JMolE..20....2S. doi:10.1007/BF02101980. PMID   6429338. S2CID   6658046.
  4. R.M. Myers; T. Maniatis; L.S. Lerman (1987). Detection and Localization of Single Base Changes by Denaturing Gradient Gel Electrophoresis. Methods in Enzymology. Vol. 155. pp.  501–527. doi:10.1016/0076-6879(87)55033-9. ISBN   978-0-12-182056-5. PMID   3431470.
  5. T. Po; G. Steger; V. Rosenbaum; J. Kaper; D. Riesner (1987). "Double-stranded cucumovirus associated RNA 5: experimental analysis of necrogenic and non-necrogenic variants by temperature-gradient gel electrophoresis". Nucleic Acids Research. 15 (13): 5069–5083. doi:10.1093/nar/15.13.5069. PMC   305948 . PMID   3601667.
  6. 1 2 Protozanova E, Yakovchuk P, Frank-Kamenetskii MD (2004). "Stacked–Unstacked Equilibrium at the Nick Site of DNA". J Mol Biol. 342 (3): 775–785. doi:10.1016/j.jmb.2004.07.075. PMID   15342236.
  7. "Definition of terms". Nucleic acid database. Retrieved 4 April 2019.
  8. Sponer, J; Sponer, JE; Mládek, A; Jurečka, P; Banáš, P; Otyepka, M (December 2013). "Nature and magnitude of aromatic base stacking in DNA and RNA: Quantum chemistry, molecular mechanics, and experiment". Biopolymers. 99 (12): 978–88. doi:10.1002/bip.22322. PMID   23784745.
  9. 1 2 Yakovchuk, P; Protozanova, E; Frank-Kamenetskii, MD (2006). "Base-stacking and base-pairing contributions into thermal stability of the DNA double helix". Nucleic Acids Research. 34 (2): 564–74. doi:10.1093/nar/gkj454. PMC   1360284 . PMID   16449200.
  10. Breslauer, K.J.; Frank, R; Blöcker, H; Marky, LA; et al. (1986). "Predicting DNA Duplex Stability from the Base Sequence". Proc. Natl. Acad. Sci. USA. 83 (11): 3746–3750. Bibcode:1986PNAS...83.3746B. doi: 10.1073/pnas.83.11.3746 . PMC   323600 . PMID   3459152. (pdf) [ permanent dead link ]
  11. Rychlik, W.; Spencer, W. J.; Rhoads, R. E. (1990). "Optimization of the annealing temperature for DNA amplification in vitro". Nucleic Acids Res. 18 (21): 6409–6412. doi:10.1093/nar/18.21.6409. PMC   332522 . PMID   2243783.
  12. Owczarzy R.; Vallone P.M.; Gallo F.J.; Paner T.M.; Lane M.J.; Benight A.S (1997). "Predicting sequence-dependent melting stability of short duplex DNA oligomers". Biopolymers. 44 (3): 217–239. doi:10.1002/(SICI)1097-0282(1997)44:3<217::AID-BIP3>3.0.CO;2-Y. PMID   9591477. (pdf)
  13. 1 2 3 John SantaLucia Jr. (1998). "A unified view of polymer, dumbbell, and oligonucleotide DNA nearest-neighbor thermodynamics". Proc. Natl. Acad. Sci. USA. 95 (4): 1460–5. Bibcode:1998PNAS...95.1460S. doi: 10.1073/pnas.95.4.1460 . PMC   19045 . PMID   9465037.
  14. John SantaLucia Jr., John; Donald Hicks (June 2004). "The thermodynamics of DNA structural motifs". Annual Review of Biophysics and Biomolecular Structure. 33: 415–440. doi:10.1146/annurev.biophys.32.110601.141800. PMID   15139820.
  15. Hooyberghs, J.; Van Hummelen, P.; Carlon, E. (2009). "The effects of mismatches on hybridization in DNA microarrays: Determination of nearest neighbor parameters". Nucleic Acids Research. 37 (7): e53. doi:10.1093/nar/gkp109. PMC   2673445 . PMID   19270064.
  16. 1 2 Hadiwikarta, W. W.; Walter, J. C.; Hooyberghs, J.; Carlon, E. (2012). "Probing hybridization parameters from microarray experiments: Nearest-neighbor model and beyond". Nucleic Acids Research. 40 (18): e138. arXiv: 1211.1303 . doi:10.1093/nar/gks475. PMC   3467032 . PMID   22661582.
  17. Huguet, J. M.; Bizarro, C. V.; Forns, N.; Smith, S. B.; Bustamante, C.; Ritort, F. (2010). "Single-molecule derivation of salt dependent base-pair free energies in DNA". Proc. Natl. Acad. Sci. USA. 107 (35): 15431–6. arXiv: 1010.1188 . Bibcode:2010PNAS..10715431H. doi: 10.1073/pnas.1001454107 . PMC   2932562 . PMID   20716688.