STOICHIOMETRIC TUNING OF NUCLEIC ACID HYBRIDIZATION PROBES BY AUXILIARY OLIGONUCLEOTIDE SPECIES
20210164026 · 2021-06-03
Assignee
Inventors
Cpc classification
C12Q2525/161
CHEMISTRY; METALLURGY
C12Q2565/107
CHEMISTRY; METALLURGY
C12Q1/6811
CHEMISTRY; METALLURGY
C12Q1/6811
CHEMISTRY; METALLURGY
C12Q2537/165
CHEMISTRY; METALLURGY
C12Q2537/165
CHEMISTRY; METALLURGY
C12Q1/6876
CHEMISTRY; METALLURGY
C12Q2565/107
CHEMISTRY; METALLURGY
International classification
C12Q1/6811
CHEMISTRY; METALLURGY
Abstract
This invention describes a method of controlling the hybridization yield of nucleic acid probes by adjusting the relative concentrations of auxiliary oligonucleotides to the probes and the targets. The auxiliary oligonucleotide is partially or fully complementary to either the probe or the target, and is released upon hybridization of the probe to the target.
Claims
1. A method for providing a nucleic acid probe for selective capture or enrichment of a nucleic acid molecule bearing a target nucleic acid sequence with a desired yield, comprising in order: contacting a first sample containing the nucleic acid molecule bearing the target nucleic acid sequence with a test solution comprising the nucleic acid probe at a temperature and a buffer condition conducive to hybridization of the target nucleic acid sequence to the nucleic acid probe, wherein the nucleic acid probe comprises a first concentration of a first nucleic acid molecule and a second concentration of a second nucleic acid molecule, wherein the second concentration is greater than the first concentration, wherein the first nucleic acid molecule comprises a first probe subsequence and a second probe subsequence, wherein the first probe subsequence is complementary to a first target subsequence of the nucleic acid molecule and the second probe subsequence is complementary to a second target subsequence of the nucleic acid molecule, wherein at least a portion of the target nucleic acid sequence is contained within the first target subsequence, and wherein the second nucleic acid molecule comprises a third probe subsequence that is complementary to at least a subsequence of the first probe subsequence; determining an experimental yield, wherein the experimental yield is the proportion of the target nucleic acid sequence in the first sample that is hybridized to the first nucleic acid molecule; determining a third concentration of the second nucleic acid molecule, wherein the third concentration [P]′.sub.0 is determined by Equation 1, wherein [P].sub.0 is the second concentration, wherein χ.sub.1 is the experimental yield, and wherein χ.sub.2 is the desired yield, wherein the desired yield is the desired proportion of the target nucleic acid sequence that is hybridized to the first nucleic acid molecule; and providing instructions to use the third concentration of the second nucleic acid molecule for preparation of the nucleic acid probe or preparing the nucleic acid probe with the second nucleic acid molecule at the third concentration.
2. The method of claim 1, wherein the first nucleic acid molecule further comprises a fourth probe subsequence that is not complementary to the target nucleic acid sequence nor is complementary to any sequence on the nucleic acid molecule within 30 nucleotides of the target nucleic acid sequence, and the second nucleic acid molecule further comprises a fifth probe subsequence that is at least 80% complementary to the fourth subsequence.
3. The method of claim 1, wherein the first nucleic acid molecule is a DNA oligonucleotide.
4. The method of claim 1, wherein the first nucleic acid molecule comprises deoxyuridines, RNA nucleotides, or a photocleavable linker moiety.
5. The method of claim 1, wherein the second nucleic acid molecule is a DNA oligonucleotide.
6. The method of claim 1, wherein the second concentration is between 1.1 and 10,000 times the first concentration.
7. The method of claim 1, wherein the first nucleic acid molecule further comprises a functional moiety capable of interacting with a binding partner, wherein the step of determining the experimental yield is performed by capturing the first nucleic acid molecule through interaction of the functional moiety and binding partner.
8. The method of claim 1 wherein prior to determining the experimental yield, capturing nucleic acid molecules hybridized to the first nucleic acid molecule through solid-phase separation.
9. The method of claim 8 wherein prior to determining the experimental yield, selectively degrading the first nucleic acid molecule after capturing through solid-phase separation.
10. The method of claim 9, wherein the selective degradation of the first nucleic acid molecule is through a nuclease.
11. The method of claim 9 wherein the first nucleic acid molecule comprises a photocleavable linker moiety.
12. The method of claim 11, wherein the selective degradation of the first nucleic acid molecule is through illumination by light of a wavelength sufficient to cleave the photocleavable linker moiety.
13. A method for selective capture or enrichment of a nucleic acid molecule bearing a target nucleic acid sequence with a desired yield comprising contacting a sample containing the nucleic acid molecule bearing the target nucleic acid sequence with the nucleic acid probe of claim 1 or 2, wherein the second nucleic acid molecule of the nucleic acid probe of claim 1 or 2 is at the third concentration.
14. A nucleic acid probe composition for selectively capturing or enriching a nucleic acid molecule bearing a target nucleic acid sequence comprising a first concentration of a first nucleic acid molecule and a second concentration of a second nucleic acid molecule, wherein the first nucleic acid molecule comprises a first probe subsequence and a second probe subsequence, wherein the first probe subsequence is complementary to a first target subsequence of the nucleic acid molecule and the second probe subsequence is complementary to a second target subsequence of the nucleic acid molecule, wherein at least a portion of the target nucleic acid sequence is included in the first target subsequence, and wherein the second nucleic acid molecule comprises a third probe subsequence and a fourth probe subsequence, wherein the third probe subsequence is complementary to the first target subsequence or a subsequence contained within the first target subsequence, and the fourth probe subsequence is complementary to a third target subsequence, wherein the third target subsequence is separate from the first and second target subsequences, but is within 30 nucleotides of the first or second target subsequences.
15. The composition of claim 14, wherein the first nucleic acid molecule further comprises a functional moiety capable of interacting with a binding partner
16. The composition of claim 14, wherein the second concentration is between 0.001 and 1,000 times the first concentration.
17. The composition of claim 14, wherein the first nucleic acid molecule is a DNA oligonucleotide.
18. The composition of claim 14, wherein the first nucleic acid molecule comprises deoxyuridines, RNA nucleotides, or a photocleavable linker moiety.
19. The composition of claim 14, wherein the second nucleic acid molecule is a DNA oligonucleotide.
Description
DRAWINGS
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DESCRIPTION
[0036] Protector Implementation:
[0037] The Protector implementation involves a probe nucleic acid molecule (denoted as C) comprising a first and a second subsequence that are complementary to adjacent subsequences of the target, and an auxiliary nucleic acid molecule (denoted as the Protector or P) comprising a third subsequence that is complementary to the first subsequence; P has higher initial concentration than C. In some embodiments, C further comprises a fourth subsequence that is not complementary to the target sequence, and P further comprises a fifth subsequence that is complementary to the fourth subsequence. In some embodiments, C and P are each an oligonucleotide, and the mixture of C and P is known as a toehold probe; an example of this embodiment is illustrated in
[0038] As used herein, the term “subsequence” refers to a sequence of at least 5 contiguous base pairs.
[0039] The sequence design of P and C, relative to a target sequence T, are such that the preponderance of T and P molecules are mutually exclusive in hybridization to C, with only a small concentration of trimolecular intermediate species TPC existing at any given point of time. Additionally, C is designed to bind stably to both P and to T, with only a small concentration of free C existing at any given point of time when the sum of the concentrations of P and T exceed that of C. When these assumptions are met, the system can be simply expressed by the chemical reaction: PC+T≈TC+P. The yield of this reaction at a given time t is defined as:
[0040] where [TC].sub.t refers to the concentration of TC at time t, and [PC].sub.0 and [T].sub.0 refer to the initial concentrations of PC and T, respectively. The present disclosure provides a method for tuning this reaction to achieve a desired yield either at equilibrium or at a particular time before equilibrium. Specifically, the initial concentration of P ([P].sub.0) has material impact on both equilibrium and pre-equilibrium yield, such that for reasonably well-designed sequences of P and C, capture yield can be continuously tuned between essentially 0.01% and 99.9%. Below describe several methods for determining the value of [P].sub.0 that results in the desired yield at equilibrium.
[0041] (1) In silico determination of [P].sub.0 based on predicted reaction standard free energy ΔG°. The reaction standard free energy can be calculated based on literature parameters or using bioinformatics software, and have been described in detail in WO 2015/094429 A1.
[0042] For applications where [PC].sub.0>[T].sub.0, The value of excess [P].sub.0 needed to achieve equilibrium yield χ can be analytically calculated as:
[0043] Here R represents the gas constant, and τ represents temperature in Kelvin.
[0044] If the initial concentrations further satisfy [P].sub.0>[T].sub.0, the equation above can be approximated as:
[0045] When [T].sub.0>[PC].sub.0, the exact calculation of [P].sub.0 is:
[0046] If the initial concentrations further satisfy [P].sub.0>[PC].sub.0, the equation above can be approximated as:
[0047] These [P].sub.0 concentrations will give desired yield in an ideal system. In practice, yield may differ significantly from predicted/desired due to errors in predicted ΔG°, probe synthesis errors, target quantitation errors, and unpredictable probe or target interactions in multiplexed settings. Thus, iterative tuning may be necessary or desirable to attain desired yields.
[0048] (2) Inferring [P].sub.0 for desired yield based on an experimentally observed yield-[P].sub.0 pair. Experimental data pairing yield with a [P].sub.0 concentration provides more accurate calibration of ΔG° than in silico predictions based on sequence. Assuming a yield χ.sub.1 is obtained at an initial P concentration [P].sub.0, and the desired yield is χ.sub.2, then the initial P concentration for second round of tuning ([P].sub.0′) can be calculated from the results of the first experiment.
[0049] The exact calculation of [P].sub.0′ when [PC].sub.0>[T].sub.0 is:
[0050] and when [T].sub.0>[PC].sub.0, [P].sub.0′ is calculated as:
[0051] If the initial concentrations satisfy [PC].sub.0>[T].sub.0 and [P].sub.0>[T].sub.0, or [T].sub.0>[PC].sub.0 and [P].sub.0>[PC].sub.0, the above 2 equations can both be approximated as Equation 1:
[0052] (3) Inferring [P].sub.0 for desired yield based on experimentally observed signal-[P].sub.0 pairs. In some cases, the maximum signal corresponding to 100% yield is difficult to determine, so the yield cannot be calculated accurately. If the initial concentrations satisfy [PC].sub.0>[T].sub.0 and [P].sub.0>[T].sub.0, or [T].sub.0>[PC].sub.0 and [P].sub.0>[PC].sub.0, a recommended method for stoichiometric tuning is to perform at least 2 experiments with different [P].sub.0 (holding the other concentrations and conditions constant), obtain corresponding background-subtracted signal intensities (I.sub.s), and perform a linear fit according to the equation below:
[0053] where k and b represent the slope and the intercept respectively. The [P].sub.0 for achieving a particular I.sub.s can be inferred from this linear fit. Note that this method is more accurate at higher yield (χ>10%) because the background subtraction may not be accurate.
[0054] Proof-of-concept validations of the Protector implementation stoichiometric tuning using toehold probes have been performed. The toehold probe is functionalized with a TAMRA fluorophore at 3′ end of C, and an Iowa Black RQ quencher at the 5′ end of P. P and C are pre-hybridized and form a dark probe. When the target hybridizes to the dark probe, P is displaced, and the fluorescence signal increases (
[0055] In another embodiment, both P and C can be complexes that comprise 2 or more oligonucleotides formed through Watson-Crick hybridization reactions. An exemplary such PC implementation is illustrated in
[0056] Another example application of the PC implementation is SNP discrimination. Many SNP detection methods are based on the differential yields of SNP variants to a probe that specifically targets one variant [ref]. SNP probes exemplify the challenge of balancing yield and selectivity because of the small thermodynamic change (ΔΔG°) associated with a single nucleotide mismatch (
[P].sub.0≈e.sup.−(ΔG°+ΔΔG°/2)/Rr.Math.[T].sub.0
[0057] Here the initial concentrations satisfy [T].sub.0>[PC].sub.0 and [P].sub.0>[PC].sub.0 (
[0058] Blocker Implementation:
[0059] The second implementation, or the Blocker implementation, involves a probe nucleic acid molecule (denoted as D) comprising a first and a second subsequence that are complementary to adjacent subsequences of the target, and an auxiliary nucleic acid molecule (denoted as the Blocker or B) comprising a third subsequence that is homologous to the second subsequence but not the first subsequence; B has higher initial concentration than D. In some embodiments, B further comprises a fourth subsequence that is complementary to the target sequence and not homologous to the first or the second subsequence. In some embodiments, B and D are each an oligonucleotide; an example of this embodiment is illustrated in
[0060] The sequence design of B and D, relative to a target sequence T, are such that the preponderance of B and D molecules are mutually exclusive in hybridization to T, with only a small concentration of trimolecular intermediate species TBD existing at any given point of time. Additionally, B and D are both designed to bind stably to T, with only a small concentration of free T existing at any given point of time when the sum of the concentrations of B and D exceed that of T. When these assumptions are met, the system can be simply expressed by the chemical reaction D+TB≈TD+B. The yield of this reaction at a given time t is defined as χ.sub.t=[TD].sub.t/[T].sub.0, where [TD].sub.t refers to the concentration of TD at time t. Similar to the Protector implementation, there are 3 different methods for stoichiometric tuning to a desired equilibrium yield.
[0061] (1) In silico determination of [B].sub.0 based on predicted reaction standard free energy ΔG°. The initial concentration of B ([B].sub.0) needed for achieving a particular yield χ can be calculated from the predicted ΔG° of reaction D+TB≈TD+B. The equation for exact calculation of [B].sub.0 is:
[0062] When the initial concentrations further satisfy [B].sub.0>2[T].sub.0, the equation above can be approximated as:
[0063] (2) Inferring [B].sub.0 for desired yield based on an experimentally observed yield-[B].sub.0 pair. If an initial B concentration [B].sub.0 produces a yield χ.sub.1, then the initial B concentration ([B].sub.0′) needed to achieve yield χ.sub.2 is:
[0064] If [B].sub.0>2[T].sub.0, the equation above can be approximated as Equation 2:
[0065] (3) Inferring [B].sub.0 for desired yield based on experimentally observed signal-[B].sub.0 pairs. In some cases, the maximum signal corresponding to 100% yield is difficult to determine, so the yield cannot be calculated accurately. If [B].sub.0>2[T].sub.0, [B].sub.0 and the signal intensity I.sub.s approximately satisfy:
[0066] So a linear fit can be applied to the obtained experimental data (at least 2 different [B].sub.0), and the [B].sub.0 for achieving desired I.sub.s can be inferred from the linear fit.
[0067] To validate the Blocker implementation, we used a target that is functionalized with TAMRA at 3′ end, and a Displacer functionalized with Iowa Black RQ at the 5′ end. Hybridization of T and D results in a decrease of fluorescence signal, so the maximum signal indicates 0% yield, and the background signal indicates 100% yield (
[0068] In the typical embodiments shown above, the probe (C or D) and the auxiliary species (P or B) are all single-stranded. In other embodiments, any of these molecules may comprise additional pre-hybridized oligonucleotides for ease of attaching chemical modifications, capture, or controlling kinetics/thermodynamics.
[0069] In
[0070] Pre-Equilibrium Stoichiometric Tuning:
[0071] In some assay conditions, equilibrium is not achievable due to long incubation time, reagent instability, or sample degradation. We performed ODE simulations and show that stoichiometric tuning can also be used achieve a subset of desired yields at pre-equilibrium conditions.
[0072] For Protector implementation, the ODE simulation was based on the reaction:
[0073] and the simulation results are shown in
χ.sub.i=χ.sub.∞(1−e.sup.−k.sup.
[0074] where χ.sub.∞ denotes the equilibrium yield, k.sub.f denotes the rate constant of forward reaction, and t denotes reaction time. At pre-equilibrium conditions, the maximum yield achievable is lower than 100%, and it can be approximately calculated as:
χ.sub.t,max=1−e.sup.−k.sup.
[0075] It can be derived from the equations above that the criterion k.sub.f.Math.t.Math.[PC].sub.0χ.sub.∞ indicates that the pre-equilibrium condition “resists” stoichiometric tuning, i.e. yield almost remains constant when [P].sub.0 is changed. To ensure that stoichiometric tuning is applicable, reaction time t and [PC].sub.0 need to satisfy k.sub.f.Math.t.Math.[PC].sub.0>1 (
[0076] At least 2 data points (2 different [P].sub.0 and corresponding I.sub.s or χ.sub.t) are needed to obtain k and b values.
[0077] For the Blocker implementation, the ODE simulation was based on the reactions:
[0078] and the results shown in
[0079] Stoichiometric tuning can be more difficult at pre-equilibrium conditions and highly-multiplexed settings. Kinetics of oligonucleotide strand displacement and hybridization reactions are not as well understood as their thermodynamics, so prediction of k.sub.f is still not accurate enough. Highly-multiplexed settings at equilibrium or pre-equilibrium may involve unexpected interactions leading to yield change. In these cases, iterative tuning based on previous observed yield or signal is recommended. Calculation methods (2) and (3) can be applied to iterative tuning.
[0080] Unless explicitly stated otherwise, “complementary” in this document refers to “partially or fully complementary”. A nucleic acid molecule is complementary to another if the nucleotides of each can simultaneously form several Watson-Crick base pairs with each other. In this context, complementary can mean fully and/or partially complementary and can include mismatched base pairs. In some aspects, the present disclosure provides for minor sequence differences between nucleic acid molecule subsequences. For example, in the PC implementation, the first probe subsequence of the first nucleic acid molecule and the second probe subsequence of the first nucleic acid molecule can be complementary to a first target subsequence and a second target subsequence, respectively. However, mismatches can be present between the first and second target subsequences and the first and second probe subsequences, respectively, while still maintaining complementarity.
[0081] In an embodiment, a method for providing a nucleic acid probe for selective capture or enrichment of a nucleic acid molecule bearing a target nucleic acid sequence with a desired yield is provided, the method comprising contacting a first sample containing the nucleic acid molecule bearing the target nucleic acid sequence with a test solution comprising the nucleic acid probe at a temperature and a buffer condition conducive to hybridization of the target nucleic acid sequence to the nucleic acid probe. The nucleic acid probe includes a first nucleic acid molecule and a second nucleic acid molecule. The first and second nucleic acid molecules are present in the nucleic acid probe at a first concentration and a second concentration, respectively, and the second concentration is greater than the first concentration. The first nucleic acid sequence includes a first probe subsequence and a second probe subsequence which are complementary to a first target subsequence and a second target subsequence of the nucleic acid molecule, respectively. The second nucleic acid sequence includes a third probe subsequence that is complementary to at least a subsequence of the first probe subsequence. The method then includes a step for determining an experimental yield, the experimental yield being the proportion of the target nucleic acid sequence that is hybridized to the first nucleic acid molecule. Once the experimental yield is determined, a third concentration [P]′.sub.0 of the second nucleic acid molecule is determined according to Equation 1, where [P].sub.0 is the second concentration, χ.sub.1 is the experimental yield and χ.sub.2 is the desired yield which is the desired proportion of the target nucleic acid sequence that is hybridized to the first nucleic acid molecule. Once the third concentration is determined, the method further includes the step of providing instructions to use the third concentration of the second nucleic acid molecule for preparation of the nucleic acid probe or preparing the nucleic acid probe with the second nucleic acid molecule at the third concentration.
[0082] In certain aspects of the foregoing embodiment, the first nucleic acid can further include a fourth probe subsequence that is not complementary to the target nucleic acid sequence nor is complementary to any sequence on the nucleic acid molecule within 30 nucleotides of the target nucleic acid sequence, and the second nucleic acid molecule can further include a fifth probe subsequence that is at least 80% complementary to the fourth probe subsequence. In certain aspects of the foregoing embodiment, the second concentration in the nucleic acid probes can be between 1.1 and 10,000 times the first concentration.
[0083] In another embodiment, a method for providing a nucleic acid probe for selective capture or enrichment of a nucleic acid molecule bearing a target nucleic acid sequence with a desired yield is provided, the method comprising contacting a first sample containing the nucleic acid molecule bearing the target nucleic acid sequence with a test solution comprising the nucleic acid probe at a temperature and a buffer condition conducive to hybridization of the target nucleic acid sequence to the nucleic acid probe. The nucleic acid probe includes the first nucleic acid molecule and a second nucleic acid molecule. The first and second nucleic acid molecules are present in the nucleic acid probe at a first concentration and a second concentration, respectively. The first nucleic acid sequence includes a first probe subsequence and a second probe subsequence which are complementary to a first target subsequence and a second target subsequence of the nucleic acid molecule, respectively. The first target subsequence includes at least a portion of the target nucleic acid sequence. The second nucleic acid sequence includes a third probe subsequence that is complementary to the first target subsequence. The second nucleic acid molecule does not contain a subsequence that is complementary to the second target subsequence. The method then includes a step for determining an experimental yield, the experimental yield being the proportion of the target nucleic acid sequence that is hybridized to the first nucleic acid molecule. Once the experimental yield is determined, a third concentration [B]′.sub.0 of the second nucleic acid molecule is determined according to Equation 2, where [B].sub.0 is the second concentration, χ.sub.1 is the experimental yield and χ.sub.2 is the desired yield which is the the desired proportion of the target nucleic acid sequence that is hybridized to the first nucleic acid molecule. Once the third concentration is determined, the method further includes the step of providing instructions to use the third concentration of the second nucleic acid molecule for preparation of the nucleic acid probe or preparing the nucleic acid probe with the second nucleic acid molecule at the third concentration.
[0084] In certain aspects of the foregoing embodiment, the second nucleic acid can further include a fourth probe subsequence that is complementary to a third target subsequence of the nucleic acid molecule, wherein the third target subsequence is separate from the first and second target subsequence and within 30 nucleotides of the first or second target subsequences. In certain aspects of the foregoing embodiment, the second concentration in the nucleic acid probes can be between 0.001 and 1,000 times the first concentration.
[0085] In certain aspects, the first nucleic acid molecules of the nucleic acid probes of the foregoing embodiments can comprise, by way of example but not limitation, a DNA oligonucleotide, deoxyuridines, RNA nucleotides, or a photocleavable linker moiety. In some aspects of the foregoing embodiments, the first nucleic acid molecule is a DNA oligonucleotide. In certain aspects of the foregoing embodiments, the second nucleic acid molecule of the nucleic acid probes is a DNA oligonucleotide.
[0086] In some instances of the foregoing embodiments, the first nucleic acid molecule of the nucleic acid probes can further comprise a functional moiety capable of interacting with a binding partner. In such instances, the step of determining the experimental yield can be performed by capturing the first nucleic acid molecule through interaction of the functional moiety and binding partner.
[0087] In some embodiments, the foregoing methods can further include, prior to determining the experimental yield, capturing nucleic acid molecules hybridized to the first nucleic acid molecule through solid-phase separation. In some embodiments, the foregoing methods can further include, prior to determining the experimental yield, selectively degrading the first nucleic acid molecule after capturing through solid-phase separation. In some instances, the selective degradation of the first nucleic acid can be through a nuclease. In some aspects, the first nucleic acid molecule can include a photocleavable linker moiety. In some instances, where the first nucleic acid molecule comprises a photocleavable linker moiety, the selective degradation of the first nucleic acid is through illumination by light of a wavelength sufficient to cleave the photocleavable linker moiety.
[0088] In some aspects of the foregoing embodiments, a method for selective capture or enrichment of a nucleic acid molecule bearing a target nucleic acid sequence with a desired yield comprises contacting a sample containing the nucleic acid molecule bearing the target nucleic acid sequence with the nucleic acid probe of any of the foregoing embodiments.
[0089] In still another embodiment, a nucleic acid probe composition for selectively capturing or enriching a nucleic acid molecule bearing a target nucleic acid sequence is provided. The nucleic acid probe composition includes a first nucleic acid molecule and a second nucleic acid molecule at a first concentration and a second concentration, respectively. The first nucleic acid molecule includes a first probe subsequence that is complementary to a first target subsequence of the nucleic acid molecule and a second probe subsequence that is complementary to a second target subsequence of the nucleic acid molecule. The first target subsequence includes at least a portion of the target nucleic acid sequence. The second nucleic acid molecule includes a third probe subsequence and a fourth probe subsequence. The third probe subsequence is complementary to the first target subsequence or a subsequence contained within the first target subsequence. The fourth probe subsequence is complementary to a third target subsequence that is separate from the first and second target subsequences, but is within 30 nucleotides of the first or second target subsequences.
[0090] In the foregoing embodiment, the first nucleic acid molecule can further comprises a functional moiety capable of interacting with a binding partner. In some aspects, the second concentration is between 0.001 and 1,000 times the first concentration. The first and/or second nucleic acid molecules can be DNA oligonucleotides. The first nucleic acid molecule can also include deoxyuridines, RNA nucleotides, or a photocleavable linker moiety.