Anna
Gonzàlez-Rosell†
a,
Cecilia
Cerretani†
b,
Peter
Mastracco
a,
Tom
Vosch
b and
Stacy M.
Copp
*ac
aDepartment of Materials Science and Engineering, University of California, Irvine, California 92697-2585, USA. E-mail: stacy.copp@uci.edu
bNanoscience Center and Department of Chemistry, University of Copenhagen, Universitetsparken 5, 2100 Copenhagen, Denmark
cDepartment of Physics and Astronomy, University of California, Irvine, California 92697-4575, USA
First published on 21st January 2021
DNA serves as a versatile template for few-atom silver clusters and their organized self-assembly. These clusters possess unique structural and photophysical properties that are programmed into the DNA template sequence, resulting in a rich palette of fluorophores which hold promise as chemical and biomolecular sensors, biolabels, and nanophotonic elements. Here, we review recent advances in the fundamental understanding of DNA-templated silver clusters (AgN-DNAs), including the role played by the silver-mediated DNA complexes which are synthetic precursors to AgN-DNAs, structure–property relations of AgN-DNAs, and the excited state dynamics leading to fluorescence in these clusters. We also summarize the current understanding of how DNA sequence selects the properties of AgN-DNAs and how sequence can be harnessed for informed design and for ordered multi-cluster assembly. To catalyze future research, we end with a discussion of several opportunities and challenges, both fundamental and applied, for the AgN-DNA research community. A comprehensive fundamental understanding of this class of metal cluster fluorophores can provide the basis for rational design and for advancement of their applications in fluorescence-based sensing, biosciences, nanophotonics, and catalysis.
AgN-DNAs are relatively new entrants into the diverse zoology of metal clusters, with unique properties that arise from their polynucleic acid ligands. Following work by the Dickson group on silver clusters stabilized in dendrimers5 and silver oxide films,6 in 2004, Petty, Dickson, and co-authors reported formation of fluorescent silver nanoclusters exhibiting 400–600 nm electronic transitions by chemically reducing an aqueous mixture of single-stranded cytosine-rich DNA and AgNO3.7 They then found that certain AgN-DNAs exhibit very bright fluorescence8 and significant photostability and can be harnessed as biolabels.9,10 Gwinn, et al., showed that the fluorescence colors of AgN-DNAs depend sensitively on nucleobase sequence and that AgN-DNAs prefer to form on single-stranded (ss) DNA rather than double-stranded (ds) DNA,11 motivating the important role played by silver–nucleobase interactions in AgN-DNA formation. In the next few years, AgN-DNAs were shown to be effective sensors for toxic metal ions,12 polynucleic acids,13–15 and other biomolecules.16 Together, these and other early studies generated considerable interest in harnessing DNA's sequence programmability for custom design of AgN-DNA fluorophores tailored for precise sensing, fluorescence microscopy of cells and tissues, and direct integration into DNA nanotechnology schemes.17–19
The most remarkable characteristic of AgN-DNAs is their sequence-dependent fluorescence. By employing DNA template strands with wide-ranging nucleobase sequences, a diverse color palette of AgN-DNAs with fluorescence emission colors of 450 nm to 1000 nm has been developed22,23 (Fig. 1A), with quantum yields as high as 93% (ref. 24) and Stokes shifts as large as 5893 cm−1.25 AgN-DNA fluorescence may be excited by at least two pathways, either directly at the cluster's size-, shape-, and charge-dependent excitation peak or universally via the DNA bases (Fig. 1B).21,26 AgN-DNAs also exhibit unusual photophysics,27 intriguing dark states which can be harnessed for background-free fluorescence microscopy,28–31 light-up or color-switching behavior induced by various stimuli,13,32–41 and catalytic activity.42,43
Fig. 1 (A) The fluorescence colors of AgN-DNAs, which are selected by DNA sequence, span a large spectral range from visible to NIR wavelengths and are correlated with cluster size.20 (B) AgN-DNA excitation spectra exhibit a dominant peak in the visible to NIR spectral range as well as a UV excitation band corresponding exactly to the DNA template strand. Fluorescence spectra excited via the DNA bases (inset, purple) have the same lineshapes as spectra excited at the cluster's unique visible to NIR transition.21 Adapted from O'Neill, et al., (ref. 21) with permission from the American Chemical Society. Copyright 2011. (C) AgN-DNAs are chemically synthesized in aqueous solution by mixing ssDNA with a silver salt, followed by reduction with sodium borohydride. |
Most well-studied ligand-stabilized metal clusters are protected by monolayers of small molecules such as thiolates44 and phosphines, with sizes smaller than or comparable to the metal clusters themselves.45 In contrast, AgN-DNAs and their less-studied counterparts, AgN-RNAs,46 are protected by bulky polynucleic acids much larger than the silver cluster. The structure and properties of these and other metal clusters stabilized by large macromolecular ligands, including proteins47 and dendrimers,48 are less understood than for monolayer-protected clusters, in part because bulky ligands can obscure resolution of cluster(s) and challenge crystallization, a necessary step for “solving” structure by X-ray crystallography. However, macromolecular ligands can also endow functionalities without the need for ligand exchange, adding a degree of versatility to applications of AgN-DNAs and other macromolecule-stabilized nanoclusters.
AgN-DNA synthesis is facile and is typically carried out by borohydride reduction of a solution of Ag+ and ssDNA in neutral pH aqueous solution (Fig. 1C). This method is robust to varying solution compositions, stoichiometries, and specific mixing/heating.7,8,11,49–52 In contrast to the simplicity of synthesis, achieving compositionally pure solutions of AgN-DNAs is more challenging because reduction forms a heterogeneous mixture of silver-bearing DNA products containing varying numbers of silver atoms, Ntot, and numbers of DNA strands, ns. The majority of these products are nonfluorescent53 and include clusters, Ag+–DNA complexes, and larger silver nanoparticles.54,55 It is also possible for a given DNA template to stabilize multiple different emissive cluster species,56 as has been observed for up to 25% of randomly selected DNA template sequences.57 Due to characterization of as-synthesized AgN-DNAs without purification and/or due to fragmentation during mass spectrometry (MS), early reports underestimated AgN-DNA sizes8,11 or found no correlation of fluorescence color with silver cluster size.58 A lack of awareness of this heterogeneity continues to hinder accurate characterization of AgN-DNAs, and the assumption that the composition of AgN-DNAs is uncorrelated to the optical properties of these nanoclusters still persists.59
The challenge of heterogeneity has been overcome by the use of reversed-phase high performance liquid chromatography (HPLC)53,60 and size-exclusion chromatography (SEC)61,62 to isolate a fluorescent AgN-DNA of interest prior to compositional and spectral characterization. Additionally, development of gentle electrospray ionization (ESI) MS now enables compositional analysis without fragmentation of the AgN-DNA product.24,53,63 Using tandem HPLC-MS with in-line UV/Vis and fluorescence spectroscopy, Schultz, et al. determined the compositions of several fluorescent AgN-DNAs with fluorescence emission wavelengths, λem, ranging from green to near infrared (NIR), finding that these clusters contained Ntot = 10-21 Ag atoms stabilized by ns = 1–2 copies of the templating DNA strand.53 This ability to isolate and characterize compositionally pure solutions of AgN-DNAs has enabled numerous future studies, leading to dramatic advances in our understanding of the structure–property relations of these nanoclusters, which we discuss in Section 3, and of their photophysical properties, which we discuss in Section 4.
This review focuses on the recent advances in fundamental understanding of AgN-DNAs, with a particular emphasis on the recent detailed studies of compositionally pure AgN-DNAs. We note that this review is timely because previous reviews which primarily focused on fundamental structure and properties64–67 are several years old and do not discuss recent breakthroughs, including the first reported AgN-DNA crystal structures.22,25,68,69 Readers may also find a comprehensive list of DNA sequence/structure and optical properties for a large number of AgN-DNAs by New, et al.,70 as well as previous reviews focused on the emerging applications of AgN-DNAs as sensors and biolabels.64,71–75
Here, we summarize what is known about the connections among DNA sequence, AgN structure, and photophysical properties. We first review current understanding of the Ag+-mediated DNA base paired structures that are the synthetic precursors of AgN-DNAs (Section 2). Next, we discuss current models for the structures of AgN-DNAs, which have rapidly advanced due to detailed studies of compositionally pure AgN-DNAs and a few breakthrough crystal structures (Section 3).22,25,68,69 Then we review current understanding of the excited state processes which lead to fluorescence in AgN-DNAs and the unusual dark states exhibited by AgN-DNAs (Section 4). We then discuss recent work to decode how DNA sequence selects AgN-DNA properties by combining high-throughput experimentation and machine learning (Section 5). Finally, we review work on merging structural DNA nanotechnology with AgN-DNAs for ordered arrangement of these nanoclusters (Section 6) and comment on opportunities and challenges facing the field of AgN-DNA research (Section 7). It is our intent to provide a comprehensive and current picture of the properties of AgN-DNAs which is accessible to researchers from many backgrounds, in order to aid others in developing applications of these unique nanoclusters and to inspire new experimental and computational studies of their fundamental properties.
Fig. 2 (A) Illustration of the double helix structure of natural Watson–Crick-paired B form DNA.82 Adapted from Bandy, et al. (ref. 82) with permission from the Royal Society of Chemistry. (B) Chemical structure of the natural nucleotides and (C) the H-bonded configurations of the nucleobases. Green regions represent the bonding positions of the nucleobases to the backbone.83 |
To understand how Ag+ complexes with DNA in the case where the DNA does not form WC base pairs, Swasey, et al., investigated interactions of Ag+ with homobase DNA strands.54 After solvent-exchanging DNA oligomers to remove any residual salts from oligomer synthesis, DNA was mixed with AgNO3 in an aqueous solution of ammonium acetate, followed by thermal annealing at 90 °C. Resulting products were analyzed by high-resolution negative ion mode ESI-MS to determine absolute composition by resolving the isotopic distribution (discussed in Section 3.1). Fig. 3A shows the compositions of all observed products for 11-base homobase strands. While C is best-known for affinity to Ag+ and was shown by Ritchie, et al., to form Ag+-mediated duplexes,52 G was actually found to associate the greatest number of Ag+, with order of affinity: G > C > A > T. While the 4 types of natural nucleobases all formed Ag+-bearing single homobase strands, Ag+ also mediates formation of homobase duplexes for C and G. When two different single homobase strands are mixed, Ag+ only mediates the heteroduplex A–Ag+–T, completely replacing the WC A–T duplex. Ag+ also disrupts WC-paired C–G duplexes to instead form C–Ag+–C and G–Ag+–G homobase duplexes. Fig. 3B summarizes all observed pairing between homobase strands. C–Ag+–C and G–Ag+–G homoduplexes are remarkably stable, with C6–Ag+–C6 and G6–Ag+–G6 homoduplexes remaining intact at 90 °C, while C6–G6 WC duplexes melt below 20 °C (Fig. 3C).54
Fig. 3 (A) Percentages of integrated counts (IC) for each product detected by ESI-MS for mixtures of Ag and 11-base homobase strands, at two different stoichiometries. Pink boxes and “D” represent Ag+-paired duplexes. (B) Summary of WC H-bonded base pairs and observed Ag+-mediated base pairs for duplexes of homobase strands. (C) Circular dichroism (CD) spectra for C6–Ag+–C6 and G6–Ag+–G6 show the significant thermal stabilities of these homobase-Ag+ duplexes. (D) Calculations of ground state geometries for Ag+-mediated homobase pairs finds planar geometries for G and C and nonplanar geometries for A and T, with binding energies of the trend G > C > A > T.54 (A, C and D) Adapted from Swasey, et al., (ref. 54) with permission from Springer Nature. Copyright 2015. |
Quantum chemical calculations support greater stability of Ag+-mediated homoduplexes for C and G than for A and T. In the absence of steric factors, (base–Ag+–base)N duplexes have higher bond energies than (base-Ag+)N structures. Because C–Ag+–C and G–Ag+–G are nearly coplanar, with dihedral angles of 171.9° and 181.2° respectively, while T–Ag+–T and A–Ag+–A are nonplanar, with dihedral angles of 140° and 101.6°, respectively, C–Ag+–C and G–Ag+–G homoduplexes are expected to be significantly more stable (Fig. 3D). The A–Ag+–T bond is also non-coplanar, but its stability could be explained by the difference in size between A and T, which still allows adenine stacking interactions.54
The nucleobase sites with which Ag+ interacts differ from WC pairing. Simulations by the Lopez-Acevedo group have determined that pyrimidines C and T interact with Ag+ at the N3 position,54,101 which is deprotonated for thymine, while purines A and G coordinate with Ag+ at the N7 position.54 These binding sites correspond to the Hoogsteen region (Fig. 2C). However, these positions might change depending on the other nucleobase of the Ag+-bridging bond, as is the case for the C–Ag+–G bond, reported by Kondo, et al., where the interaction with the purine base is through the N1 position, which is deprotonated.102
Fig. 4 (A, B) DFT calculations predict the existence of novel inter-strand H-bonds in (A) C2–Ag+–C2 tetramers101 and (B) Ag+-paired G duplexes of varying lengths.108 These bonds add additional stability to Ag+-paired DNA duplexes. (A) Adapted from Espinosa Leal, et al., (ref. 101) with permission from the American Chemical Society. Copyright 2015. (C) Emission spectra of Ag+-mediated C20 and G15 duplexes labeled with donor (green dot) and acceptor (red dot) dyes at 5′ end and 3′ end, respectively (orange curve) or with both dyes at 3′ ends (blue), compared to emission of the donor-bearing strand alone (blue dotted curve). Excitation is at 450 nm, which directly excites the donor only. Significant quenching of donor emission with concomitant acceptor emission (high FRET efficiency) clearly demonstrates that Ag+-mediated pairing of homo-duplexes arranges strands in a parallel orientation.108 (D) DFT-optimized structures of Ag+–DNA duplexes of G20 and C20 compared to WC duplexes of a mixed base (GC)11 show that Ag+ mediates formation of highly rigid duplexes of G homo-base strands and less rigid C homo-base duplexes. Ag+–DNA nanowires have parallel duplex strand orientation, as compared to canonical antiparallel strand orientation of WC duplexes.108 (B–D) Adapted from Swasey, et al., (ref. 108) with permission from the American Chemical Society. Copyright 2018. |
Recent study of unconstrained homobase strands confirms parallel duplex structure for C–Ag+–C and G–Ag+–G by utilizing Förster Resonance Energy Transfer (FRET) experiments to determine DNA strand orientation and ion mobility spectrometry (IMS) MS coupled with density functional theory (DFT) calculations to elucidate structure.108 Variations in FRET efficiency between donor and acceptor dyes coupled to ends of two DNA strands support parallel Ag+-paired C homobase duplexes and G homobase duplexes (Fig. 4C). This parallel orientation was further demonstrated by IMS-MS experiments coupled with DFT calculations of collision cross sections (CCS), which support high aspect ratios for both guanine and cytosine duplexes, consistent with rigid, wire-like structures (Fig. 4D). Based on CCS values and their agreement to calculated values, the G–Ag+–G duplex is found to be more rigid because nucleobases form additional H-bonds with the phosphate groups in the backbone, whereas the C–Ag+–C duplex lacks these extra bonds and is more flexible.
Fig. 5 (A) MS-determined distributions of the numbers of Ag+ attached to DNA oligomers (sequences indicated on each graph) determined by relative integrated intensity of individual mass peaks relative to all silver-bearing duplexes. Single-base mutations in G-rich oligomers enable attachment of many more Ag+.55 Adapted with permission from Swasey, et al. (ref. 55) with permission from the Institute of Physics. (B) Crystal structure of an Ag+-paired DNA duplex with antiparallel orientation. End-to-end assembly of these duplexes forms uninterrupted nanowires. Protruding adenines foster assembly of multiple wires into 3D lattices.102 Silver atoms are shown in gray and potassium atoms in purple. Image created from PDB ID 5IX7 with NGL Viewer.112 (C) Structure of a dimer of 5′-GCACGCGC-3′ (orange, green) paired by two Ag+ (grey). The third Ag+ (bottom right of structure) supports supramolecular assembly of the structure during crystallization.106 Image created from PDB ID 5XJZ with PyMOL. |
Kondo, et al., recently developed remarkable uninterrupted Ag+–DNA “nanowires” and solved their 3D structure, determining formation of consecutive Ag+-paired duplexes with antiparallel orientation.102 The DNA strand used to form the Ag+ wires, GGACT(BrC)GACTCC, is a near-complement which forms a WC-paired homodimer with one C–C mismatch at room temperature in biologically relevant salt concentrations (determined using UNAfold software109,110). C–Ag+–C, G–Ag+–G, T–Ag+–T, and C–Ag+–G bonds were observed in the nanowire, and interestingly, not all nucleobases in the strand participate in the principal linkage between strands. A's protrude outwards (Fig. 5B) and contribute to crystal-packing through formation of AT–Ag+–A triplets and AA stacking interactions. Thanks to the near reversibility of the sequence used, and because A's do not participate in duplex bonding, most nucleobases are bonded to a like base in the partner strand, with only two C–Ag+–G pairs observed. Pairing between the two strands occurs with a one-position shift, enabling formation of nanowires up to 0.1 mm long. Despite the antiparallel orientation and the C–Ag+–G pairs, in which the G is bonded through the N1 position, the system clearly does not obey WC pairing because the main interaction sites lie in the Hoogsteen region. Furthermore, the propeller twist angles obtained are larger than in WC pairing, which can be explained by repulsions between amino and carbonyl groups of opposite bases.102
Liu, et al. solved the 3D structure of another Ag+-paired mixed base strand, 5′-GCACGCGC-3′, which forms curved dimers attached by one G–Ag+–G bond and one C–Ag+–C bond, with parallel strand orientation (Fig. 5C).106 In this structure, it is only like bases which participate in Ag+-mediated pairing, and these base pairs are less planar (Fig. 5C) than the nearly coplanar angles predicted by previous DFT calculations.54 This suggests that mixed base strands can accommodate a wide range of Ag+-mediated base interactions beyond just linear wires. This 8-base sequence was also uncovered in an unrelated study using machine learning methods to design templates for AgN-DNAs with fluorescence emission in the 600 nm < λem < 660 nm window.111 This surprising coincidence suggests that some AgN-DNAs are formed by chemical reduction of nontrivial Ag+–DNA complexes.
Very recently, the Kohler group reported evidence for a parallel oriented Ag+-mediated duplex of C20 with significant “propeller” twist of the C–Ag+–C base pairs, as has been reported in the studies above. This evidence was based on strong agreement between experimentally measured and calculated CD spectra.113 The authors note that such twisting has been associated with reduced flexibility of DNA,114 and this enhanced rigidity agrees with the past IMS studies of C–Ag+–C duplexes described in Section 2.3.108
Since metal cluster size, charge, and geometry strongly determine properties, accurate characterization of composition is a key step towards building a fundamental understanding of metal clusters.45 It is well-established that other ligand-stabilized metal clusters are only partially reduced because a fraction of the metal atoms in the cluster are bound to the surrounding ligands and that the number of remaining effective valence electrons in the cluster core is a major determinant of the electronic properties of the cluster.124–127 Partially oxidized AgN-DNAs were proposed by Ritchie, et al., based on the oxygen and chloride dependence of the fluorescence of C12-stabilized clusters.128 An experimental method to not only count the numbers of silver atoms Ntot and DNA strands ns in a purified sample of AgN-DNA but also to separate Ntot into neutral (N0) and cationic (N+) silver content can yield insights into how AgN clusters are ligated to the DNA and enable computational studies of their electronic properties.126,127,129 High resolution mass spectrometry (HR-MS) is an ideal tool to achieve this goal because HR-MS can be used to determine both ion mass, M, and charge, Z, rather than just the ratio M/Z, by resolving the isotope pattern that arises due to natural variation in isotopic abundances of elements. Koszinowski and Ballweg determined the charge of an Ag64+-DNA by comparing the experimentally measured isotope pattern to the calculated distribution of this cluster.63 To characterize the properties of fluorescent AgN-DNAs, this approach has been developed in conjunction with chromatographic purification by the Gwinn and Petty groups.24,130
Because DNA is easily deprotonated, negative ion mode ESI-MS is suitable to resolve weakly bound, noncovalent DNA complexes131,132 and has been used to size a variety of silver-bearing DNA complexes.53–55,57,60,63,108 (While more sensitive, positive mode ESI-MS can oxidize encapsulated clusters during electrospray, hindering full determination of composition.133) The mass spectrum of an AgN-DNA product may be collected either by tandem HPLC-MS (Fig. 6A) or by direct injection into the MS following previous purification. Determination of N0 and N+ for an AgN-DNA from its mass spectrum is illustrated in Fig. 6. First, the charge state Z- of a M/Z (mass to charge ratio) peak is determined by the spacing between adjacent peaks of the isotope pattern: these peaks are spaced by 1/Z (Z is defined as a positive integer). For example, Fig. 6B shows the 7- charge state (Z = 7, minus sign is due to negative ion mode MS) of an Ag30-DNA, with individual isotope peaks separated by 1/7.23 (The product shown in Fig. 6B has a charge of -7e, where e is the fundamental unit of charge). The total charge of the complex corresponding to this M/Z peak is equal to the charge of the number of silver cations, eN+, minus the charge of the number of protons removed from the DNA, enpr, to reach the total charge of −eZ:
−eZ = eN+ − enpr | (1) |
Fig. 6 Tutorial schematic of tandem HPLC-MS with in-line UV/Vis and fluorescence spectroscopy, developed by Schultz and Gwinn.53 (A) In this illustration, the initial sample (yellow tube) is a mixture of products including multiple dark Ag-DNA complexes, one green-fluorescent AgN-DNA species, and one red-fluorescent AgN-DNA species. The as-synthesized AgN-DNA solution is injected into an HPLC outfitted with a core–shell C18 column for reverse-phase, ion-pair (IP) HPLC. Products are separated due to slight variations in column affinity with a water–methanol gradient and a triethyl ammonium acetate (TEAA) IP agent. By monitoring both absorbance at ∼260 nm, which correlates to the absorbance of DNA, and fluorescence emission (e.g. UV-excited fluorescence21), correlation of absorbance and fluorescence chromatogram peaks indicate elution of a fluorescent AgN-DNA species. We note that the chromatogram schematics are simplified for illustration; real chromatograms are more complex.53 Products of interest can either be sized by in-line negative-ion mode ESI-MS or collected for subsequent ESI-MS. A mass spectrum for a previously studied 30-atom NIR-emissive product is shown in the bottom right.23 Both monomeric and dimeric (labeled “D”) products are visible, with spacing of the isotopic peaks indicating the charge state of each product (labeled as superscript of “D”) for dimeric products. (B) Experimental mass spectrum of the Ag30-DNA product at the 7− charge state dimeric product (labeled D−7 in (A)) is shown in black, with the calculated mass distribution (green bars) for a product with 2 DNA strands, N0 = 12 Ag0, and N+ = 18 Ag+.23 Inset: compares the experimental spectrum23 with the calculated distribution for a product with no charged silvers (2 DNA strands and 30 Ag0), illustrating how the shift between the experimental and calculated isotopic finger distribution can be used to accurately determine the numbers of Ag0 and Ag+ in an AgN-DNA product. Mass spectra are adapted from Swasey, et al., (ref. 23) with permission from the Royal Society of Chemistry. |
Note that as number of silver cations, N+, increases, more protons must be removed from the complex to reach charge state Z. Then, because npr protons have been removed from the AgN-DNA complex, the measured total mass M (in amu) is:
M = mDNAns + mAg (N+ + N0) − npr | (2) |
HR-MS is advantageous for determination of ns, N0, and N+ without ambiguity, provided that gentle enough ESI is applied. Inductively coupled plasma-atomic emission spectroscopy (ICP-AES) has also been used to determine the composition of purified AgN-DNAs,37 although ns cannot be determined by this method. This has led to underestimates of the sizes of AgN-DNAs with ns > 1, which were later characterized by HR-MS.24
Schultz, et al., found that the numbers and locations of peaks in the optical spectra of AgN-DNAs differ markedly from their globular bare cluster counterparts. Naked AgN with cluster sizes N = 2 to 20 exhibit globular geometries and absorption spectra with multiple UV transitions in the 3 to 5 eV spectral range.134,135 In contrast, purified AgN-DNAs have much simpler spectra with single dominant peaks in the visible to NIR range <3 eV, whose locations strongly depend on N0,24,53 and an additional UV absorption band due to the DNA ligand (Fig. 1B).21 The energies of the visible to NIR absorbance peaks of AgN-DNAs with varying N0 can be described by quantum chemical calculations by Guidez and Aikens for linear atomic chains of silver (Fig. 7A).136 Based on these results and on the significant degree to which AgN-DNA emission is polarized, as observed by spectroscopy of single AgN-DNAs, a rod-like structure for AgN-DNAs was proposed by the Gwinn group.24 Following this model, Ramazanov and Kononov used DFT-calculated electronic excitation spectra to argue that thread-like clusters show better agreement with experimental data than planar clusters.137
Fig. 7 (A) Peak absorbance energies for purified AgN-DNAs characterized by MS as a function of the number of effective free electrons in the cluster (red).24 Experimental data are better described by simulations of silver nanorods with 1-atom cross-sections (green line) than for thicker nanorods with 6-atom cross-sections (gray line) or spherical clusters (blue band).136 Adapted from Schultz, et al., (ref. 24) with permission from John Wiley and Sons. Copyright 2013. (B) Neutral Ag atom numbers, N0, as determined by HR-MS for HPLC-purifiable AgN-DNAs, including brightly fluorescent AgN-DNAs (colored dots with RGB color matching fluorescence wavelength (NIR = gray)) and AgN-DNAs without measurable fluorescence (black). (C) Histogram of N0 values show abundances of clusters with even N0 as compared to magic numbers 2 and 8 predicted by the spherical “superatom” model.57 (B and C) Adapted from Copp, et al., (ref. 57) with permission from the American Chemical Society. Copyright 2014. |
A rod-like geometry is also supported by the magic N0 numbers of AgN-DNAs. The energetic stability of many ligand-stabilized metal clusters can be described by the “superatom” model, which states that the effective valence electrons in the cluster core are characterized by an electronic shell structure, similar to the shell structure of the atomic nuclei.124,125 For spherical metal clusters, closed shells are expected for N0 = 2, 8, …, resulting in enhanced abundances of clusters of these sizes due to their significantly enhanced stabilities (the same behavior is observed for gas phase bare metal clusters2). Copp, et al., performed a large-scale study of AgN-DNAs stabilized by ∼700 different DNA templates, finding enhanced abundances of AgN-DNAs with even numbers of neutral silver atoms: green-emissive AgN-DNAs with N0 = 4, red-emissive AgN-DNAs with N0 = 6, and larger NIR-emissive N0 = 10–12 AgN-DNAs (Fig. 7B); the spherical magic numbers of 2 and 8 were not especially abundant (Fig. 7C). This behavior is consistent with clusters that are significantly aspherical, for which additional energy stability is primarily conferred by pairing of electron spins, resulting in enhanced stabilities for even values of N0.57
Chiroptical properties of AgN-DNAs have been well-modeled by a thread-like cluster structure. Because circular dichroism (CD) spectroscopy is extremely sensitive to specific geometrical structure and can be calculated using first-principles methods, CD allows a direct interface with theory. Swasey, et al., measured the CD spectra of four AgN-DNAs spanning the visible to NIR color palette. Quantum chemical calculations for bare atomic Ag chains with a chiral twist agree well with the experimental spectra.138,139 Similarity between CD spectra of AgN-DNAs and their unreduced Ag+–DNA precursors was also observed, pointing to the role played by the Ag+–DNA complex in dictating final cluster structure138 (we note that recent studies suggest the AgN itself is not the cause of the CD signal observed for AgN-DNA but that the DNA–silver interaction of the intrinsically chiral DNA plays a crucial role in generating chiroptical properties of these clusters127).
Past studies have found that classical theories which describe collective electronic excitations of colloids,140 such as Mie-Gans theory,141,142 show surprising agreement with the optical properties of small metal clusters,134,143 particularly for longitudinal plasmonic modes.144 Copp, et al., examined whether AgN-DNAs can also be described by classical models, applying Mie-Gans theory to HPLC-purified AgN–DNAs with 400–850 nm cluster excitation wavelengths and numbers of effective valence electrons, N0, determined by HR-MS in order to elucidate the aspect ratios of these clusters. Application of Mie-Gans theory to this experimental data predicted prolate cluster geometry, with aspect ratios of 1.5 for N0 = 4 up to ∼5 for N0 = 12. (The currently reported crystallographic structures for AgN-DNAs do not yet have determined charges,22,25,68,69 so these aspect ratios remain unconfirmed by solved structures.) AgN-DNAs with N0 ≥ 6 displayed shifts in peak excitation wavelength dependent on solvent dielectric, as is expected for a collective electronic excitation145 and observed for larger metal nanoparticles;146 such sensitivity may be useful for applications. The increase in peak excitation wavelength and extinction coefficient with increasing cluster core size N0 (ref. 147) is a characteristic shared by the longitudinal collective electronic excitation sustained by rod-like metal clusters136,144,148 and larger metal nanoparticles.145,149,150 While the proper definition of a plasmon versus a collective electronic excitation at the cluster scale remains debated, other molecular-scale systems have also been shown to exhibit plasmon-like behavior.151–154 The Sánchez group simulated toy model AgN-DNAs with magic number sizes,57 finding that a neutral silver cluster rod surrounded by nucleobase-bound Ag+ is generated when a partial charge is placed on the cluster. When excited, these clusters supported longitudinal plasmon-like modes.129 Intriguingly, single AgN-DNAs studied at temperatures below 2 K exhibit surprisingly broad spectral linewidths.155 For larger nanoparticles, surface plasmon resonance broadening is understood to arise from dephasing processes for multiple delocalized electrons,156 but such effects are less well understood at the cluster scale. As silver cluster rods, AgN-DNAs may provide a unique platform to investigate these important questions. It remains to be determined whether the optical transitions in AgN-DNAs are collective or plasmonic-like, and further experimental and theoretical studies are needed to reveal which models are most suitable to represent the behavior of AgN-DNAs.
Fig. 8 (A) Mass spectrum of 20-base DNA-templated AgN. The peaks labeled −10 to −5 correspond to the ions of the AgN-DNA, while the peaks labeled −8 DNA to −6 DNA are ascribed to the ions of the bare DNA strand. The inset shows the zero-charge spectrum that identifies the native DNA at 5878 amu and the DNA with 10 Ag at 6951 amu. (B) CD spectra of AgN-DNAs at different temperatures. (C) Ag K-edge EXAFS trace of the solution state AgN-DNAs. The experimental data (black) was fitted (red) with three individual scattering paths (magenta, purple and blue) displayed separately. (D) Suggested AgN-DNA structure after combining all information from MS and EXAFS measurements.130 Adapted from Petty, et al., (ref. 130) with permission from the American Chemical Society. Copyright 2016. |
Petty, et al., later developed a different Ag106+ stabilized by an altered DNA template which forms a hairpin at one terminus.157 This altered cluster has the same oxidation state as the “violet” cluster above and can be reversibly converted by manipulation of the hairpin region. The altered cluster is highly fluorescent and has red-shifted absorbance. Using differences in EXAFS data between the two clusters, the altered cluster is proposed to have a more extended and distinct metal-like core, presumably due to variations in coordination with the DNA ligand. These variations are supported by later studies using activated electron photodetachment MS.121
Volkov and co-workers used X-ray photoelectron spectroscopy (XPS) to study an HPLC-purified AgN-DNA.158 The oxygen spectra are similar with and without Ag+, supporting that Ag+ prefers to bind to nitrogen when no reducing agent has been added. For the purified AgN-DNA, binding of silver to oxygen atoms was present, suggesting that the interacting oxygens belong to the sugar moiety and/or phosphodiester bond. The crystal structures by Cerretani, et al., found Ag atoms bound to the phosphate group, confirming this observation.25,68,69 In addition, Ag 3d core-level spectra were measured for various species containing both Ag(0) and Ag+. The 3d5/2 Ag peak shifts to higher binding energies (≃0.6 eV) as one goes from Ag(0) nanoparticles to AgN-DNAs to Ag+–DNA complexes (Fig. 9), supporting an AgN-DNA with a positive charge which is neither purely cationic nor fully reduced, in agreement with MS studies by others.24,57,130
Fig. 9 Ag 3d peak doublet for (A) Ag+–DNA complexes, (B) AgNO3 salt, (C) HPLC-purified fluorescent AgN-DNAs (which combine both neutral and cationic Ag) and (D) metallic Ag nanoparticles. Adapted from Volkov, et al., (ref. 158) with permission from the American Chemical Society. Copyright 2017. |
Schultz, et al., recently studied an HPLC-purified AgN-DNA159 emissive at 670 nm with a previously measured high quantum yield of 0.75.24 By combining analytical centrifugation with NMR and MS, it became apparent that despite HPLC isolation, the emissive product was a mixture of Ag15 and Ag16. Thus, even rigorous chromatographic separation may not always fully separate AgN-DNAs into compositionally pure solutions when two or more species have very similar compositions/conformations. IR spectroscopy combined with MD simulations provided insights into the DNA binding sites of Ag+. The experimentally measured IR spectra of the AgN-DNA and bare DNA only show marked shifts between 1350–1500 cm−1 after cluster formation (Fig. 10A). These shifts correspond to the nucleobases (Fig. 10B), not phosphate backbone, confirming that the AgN ligates primarily to DNA through Ag–nucleobase interactions.54,55
Fig. 10 IR spectra of (A) bare DNA (black) and red-emitting AgN-DNA (red) and (B) ss-DNA homopolymers of all four DNA nucleobases with (red) or without (black) Ag(I). Adapted from Schultz, et al., (ref. 159) with permission from The Royal Society of Chemistry. |
The Kohler and Petty groups very recently reported femtosecond time-resolved IR (TRIR) spectroscopic studies of two Ag106+ clusters stabilized by very similar 18-base DNA strands, C4AC4TC3XT3, where X represents either guanosine or inosine (an artificial nucleoside lacking the exocyclic C2–NH2 of natural guanosine).160 These two DNA strands stabilize products with nearly identical spectra but dramatically differing quantum yields and fluorescence decay times, suggesting that the X nucleoside influences the excited state processes of the Ag106+. Following excitation of the clusters by a 490 nm femtosecond laser pulse, the TRIR spectra are collected in the 1400–1720 cm−1 range, corresponding to spectral features from the nucleobases. While individual nucleobases are excited in the UV, TRIR spectra show that 490 nm excitation of the clusters results in bleaching of the vibrational modes of select nucleobases, most notably cytosine. Thymine appears unperturbed by cluster excitation, supporting the many past studies which show that silver has low affinity for this nucleobase at neutral pH and suggesting that this base does not coordinate with the cluster. Slight differences in the TRIR spectra of X = G and X = I AgN-DNAs suggest that this method may enable precise probing of the electronic coupling of the AgN and surrounding nucleobases, a topic which remains poorly understood for AgN-DNAs.160
Fig. 11 Asymmetric unit of the Ag8-DNA reported by Huard, et al.,22 with the 8-atom cluster (as defined in the authors' report) indicated by the gray spheres and additional silvers associated with crystal packing indicated by blue spheres. (B) Illustration of silver atoms only, for various crystal sections. (C and D) Structure of the Ag8-DNA in (C) Sections 0 to 2 and (D) Sections 3 to 5 as defined in (B). One silver atom (orange) is stabilized by an adenine from a neighboring DNA strand.22 Details on the structure can be found at the PDB database using accession code 6NIZ. |
Six crystal structures have also been reported by Cerretani, et al., for NIR Ag16-DNAs stabilized by DNA templates that differ by only one nucleobase.25,68,69 The first reported crystal structure is for an Ag16-DNA stabilized by two strands of a DNA decamer, 5′-CACCTAGCGA-3′, previously identified by Copp, et al.,175 with an unusually large Stokes shift.176 The second Ag16-DNA is stabilized by two copies of a 9-base sequence corresponding to removal of the A10 at the 3′-end of the decamer (Fig. 12A). Clusters formed on these two templates are nearly identical, and removal of the terminal A10 has no discernable impact on the wavelength of the absorbance peak but causes a slight redshift in fluorescence emission.25 Similarly, mutations of position 5 in the DNA sequence allow one to produce and crystalize a similar NIR emitter.68 The latter study showed also that certain nucleotide positions in the DNA sequence, while not relevant for binding to the AgN, could be mutated in order to promote or alter crystal packing interactions. This concept could enable in the near future to re-engineer DNA sequences to promote crystallization and determine the structure of the emissive AgN.68 It also demonstrates that, especially when the AgN is stabilized by multiple strands, the 3D organization of the nucleotides is more relevant than the sequential 5′ to 3′ order. Unlike the Ag8-DNA investigated by Huard, et al., which did not perform NaBH4 reduction before the crystallization process, the Ag16-DNAs were synthesized in aqueous solution and then HPLC-purified prior to crystallization.
Fig. 12 (A) Subunit structure of the Ag16-DNA (5′-CACCTAGCG-3′). Silvers with occupancy of 1 are gray, while lower occupancy silvers (∼0.3) are magenta. (B) Cluster structure with DNA removed, with sections numbered. (C) Sections 0 and 1, (D) Section 1 and a part of Section 2, and (E) Section 2 of the Ag16-DNA subunit. (F) Section 3, and (G) Sections 4 and 5 of the Ag16-DNA. Red dashed lines indicate Ag–Ag interactions, and black lines represent coordination bonds. Details on the structure of the NIR emissive Ag16-DNA can be found at the PDB database using accession code 6M2P. Adapted from Cerretani, et al., (ref. 25) with permission from The Royal Society of Chemistry. |
The clusters comprise 16 Ag atoms with occupancy of 1, along with additional silvers with lower occupancy (Fig. 12A and B). All bases, except thymine and one of the adenines in position 2, interact with Ag atoms, with the thymine ensuring strand flexibility and promoting crystal packing interactions (Fig. 12C–G). Most of the Ag–Ag distances are between 2.7 and 2.9 Å, similar to or shorter than their metallic radius. Nevertheless, the cluster charge cannot be elucidated by these distances alone and as mentioned previously, ample HR-MS data suggests that AgN clusters are generally highly cationic in nature.23,24,57,130 Similar to the crystal structure published by Huard, et al.,22 Ag atoms interact with cytosines via N3, and with adenines via N1. Interestingly, additional interacting sites were discovered, consistent with Schultz, et al.159 silvers coordinate O2 of cytosines, as well as N1, N7 and O6 of guanines, and N7 and the oxygens of the adenine phosphate group. Ag–N distances are 2.2–2.5 Å, mostly shorter than the Ag–O coordinate bond lengths 2.4 Å to 2.9 Å. The Ag–N bond lengths suggest that G9 is deprotonated at N1 (2.3–2.4 Å).25,69
Some AgN-DNA crystal structures contain Ag+ which are not attached to the central cluster but do participate in non-WC base interactions and crystal packing.22,25,68,69 It is possible that such “accessory” Ag+ also exist in solution-phase AgN-DNAs, as recently suggested by Gambucci, et al.122 If sufficiently tightly bound, these Ag+ would be counted by HR-MS as part of the AgN-DNA but may not be part of the silver cluster itself and, thus, may not contribute significantly to the cluster's electronic properties. HR-MS results have not been reported for the Ag8 reported by Huard, et al.,22 nor the multiple Ag16 species reported by Cerretani, et al.,25,68,69 so it remains unknown whether all of the accessory Ag+ are present in solution. Studies which compare the MS-determined sizes of AgN-DNAs with their crystallographic sizes are needed in order to probe the existence and role(s) of accessory Ag+ in AgN-DNAs and, more generally, to what degree HR-MS measurements of purified AgN-DNA species can discern the size of the emissive cluster. It will also be important to clearly state the assumptions made when assigning the cluster size N of an AgN-DNA, particularly in light of the aforementioned evidence that observed optical properties are strongly correlated to the numbers of neutral silver atoms N0 determined by HR-MS and not necessarily the total silver atom number Ntot.
The Petty group combined SEC and other analytical methods to discern tertiary structures of their developed AgN-DNA sensors, which signal binding of DNA analytes by transforming nonfluorescent Ag11 clusters on ssDNA templates into NIR-emissive clusters of twice the size.38,183 SEC separates complexes by molecular size and shape, with larger products eluting more quickly. A difference in retention time between two products indicates differences in molecular size. To count the number of DNA strands, ns, which scaffold the NIR cluster, 10-thymine tails were appended to one end of the target DNA analyte. SEC shows that a 1:1 mixture of DNA analytes with and without tails splits the chromatogram into three peaks. This splitting can be interpreted as complexation of two DNA probes to form the NIR AgN-DNA (Fig. 13A). This was one of the first demonstrations of formation of AgN-DNAs stabilized by template strand dimers,38 apart from HR-MS.53 For a modified sensor scheme, alignment of thymine tails was further used to probe alignment of the two DNA strands stabilizing the NIR AgN-DNA.183 These clever experiments provide an alternate technique for inferring ns, which is especially useful for larger DNA complexes hosting an AgN-DNA, which may not be stable even under gentle negative mode ESI-MS. Thymine tails were later used by Del Bonis-O'Donnell, et al., to separate a set of AgN-DNA-based probes for Hepatitis A, B, and C in a single microcapillary electrophoresis protocol.184
Fig. 13 (A) Schematic of a sensor formed by a ∼11 Ag atom cluster with violet absorption, which converts into a NIR emissive cluster of twice the size upon hybridization with a target strand (green). Bottom right: Size exclusion chromatogram shows three separate peaks when a 10-thymine tail is appended to the target strand, indicating that the NIR AgN-DNA forms by complexation of two DNA sensors.38 Adapted from Petty, et al., (ref. 38) with permission from the American Chemical Society. Copyright 2013. (B–D) Deconvoluted a-EPD spectra and sequence coverage maps for a ssDNA template (B) without and (C) with an Ag10 and for a “hairpin” DNA template (D) without and (E) with an Ag10. Comparison of spectra with and without the Ag10 shows suppression of fragmentation for certain subregions of the DNA templates, which are correlated to regions where the DNA templates interact with their Ag10 clusters.121 Adapted from Blevins, et al., (ref. 121) with permission from the American Chemical Society. Copyright 2019. |
The Petty and Brodbelt groups recently determined and compared binding sites of two different Ag10 clusters to their DNA templates using activated electron photodetachment (a-EPD) MS.121 One Ag10 was stabilized by a 20-base strand which is single-stranded in the absence of silver (the subject of Fig. 8),130 and the other by a 28-base strand which forms a hairpin in the absence of silver (AgN-DNAs were studied without subsequent purification).157 The DNA templates with and without AgN were analyzed by a-EPD, using 193 nm irradiation to induce DNA fragmentation, followed by MS. Fig. 13B–E compares mass spectra of the fragmented DNA host strands with and without AgN, showing that certain fragments are suppressed in the presence of the AgN. The suppression of fragmentation for certain regions of the DNA templates was associated with binding of the nucleobases to the AgN in these suppressed regions. For the ssDNA template, a remarkably short 4-base segment of CCTT was suppressed (Fig. 13C); in comparison to available crystal structures,22,25,68,69 it is reasonable that this segment represents only part of the silver-ligated nucleobases. For the hairpin DNA template, a much longer 13-base segment was suppressed, most of which is in the WC paired hairpin stem in the absence of silver (Fig. 13E). This provides credence to the notion that Ag+ can significantly reorganize DNA secondary structure. Future a-EPD studies could yield insights into other AgN-DNAs.
Fig. 14 General phenomenological model for AgN-DNAs. S0 and S1 represent the ground and emissive states, respectively, FC indicates the initially populated Franck-Condon state, and D1 is the dark state. The dashed blue line stands for the absorption process, wavy lines represent non-radiative pathways, and the straight line defines the emissive decay. Adapted from Cerretani, et al., (ref. 185) with permission from the Royal Society of Chemistry. |
Fig. 15 (A) Femtosecond transient absorption kinetic traces for 680 nm emissive (“Ag680”) AgN-DNAs. The wavelengths shown for this emitter reflect the transient absorption (black) and the ground-state depletion (red). The depletion appears at negative ΔOD, but is plotted in its absolute value. It has been corrected for the spectral overlap by subtracting the contribution from the transient absorption, which is based on the kinetics at 775 nm calibrated to the expected value based on the peak curve fittings. The data was collected by exciting with a 100 fs Ti-sapphire laser at 1 kHz, then probing with a white light continuum generated from the same laser. The excitation wavelength was tuned to the peak of the ground state absorption. (B) Normalized femtosecond and nanosecond transient absorption spectra for Ag680. The sample was excited by 100 fs pulsed excitation, except for the long delay time curve, which was generated from excitation by a 7 ns pulsed laser. The dip in the spectrum around 800 nm is an instrumental artifact.193 Adapted from Patel, et al., (ref. 193) with permission from the American Chemical Society. Copyright 2009. |
Recently, Thyrhaug, et al., performed 2D electronic spectroscopy experiments27 on a previously sized NIR-emitting Ag20-DNA.53,196 Excitation into the Franck-Condon state led to ultrafast evolution of the Franck-Condon state into the emissive state, which then decayed on a nanosecond time-scale observed from TCSPC measurements. The transfer from the initially populated state to emissive state occurred in about 140 fs, in line with the order of magnitude reported by Patel, et al.193 Additionally, the AgN-related absorption feature appeared to consist of two closely lying transitions, and a coherent excitation of both states occurred due to the short pulse width of the laser. Interestingly, for this particular AgN-DNA, coherence was transferred to the emissive state and can be seen by oscillatory quantum beating features that dephased with a time constant of ∼800 fs. Thus, after a few ps, all ultrafast processes were complete, and the only remaining process is the ∼ns fluorescence. The dominant quantum beating mode frequency of 105 cm−1 is similar to Ag–Ag vibrational modes.197
Richards, et al., demonstrated that the dark state formed by a primary excitation laser can be optically excited with a secondary NIR laser, resulting in depletion of this long-lived state and an overall increase in fluorescence intensity.31 It was recently proven that optical excitation of the dark state can transition the AgN-DNA to the emissive state, resulting in optically activated delayed fluorescence (OADF).28–30,195 This process is similar to typical reverse-intersystem crossing processes observed in organic dyes.203,204 OADF combined with time-gating provides background-free signal because the delayed fluorescence is on the Anti-Stokes side (lower wavelength side) of the secondary excitation laser, allowing any Stokes-shifted auto-fluorescence from the secondary laser to be suppressed with a short-pass filter in the detection path. Fig. 16 shows an example by Krause, et al., that demonstrates the OADF imaging concept.30 Additionally, Krause, et al., showed that the use of the secondary NIR laser only (blocking the primary excitation laser) yielded similar fluorescence which was linearly dependent on the excitation intensity. This process is termed upconversion fluorescence (UCF),29,30 in analogy to the well-established upconversion processes in lanthanide based emitters.205
Fig. 16 OADF microscopy. (A) Energy diagram for OADF of a red emissive AgN-DNA. Vertical colored arrows indicate absorption of a photon from primary (560 nm) and secondary (765–850 nm) excitation lasers and fluorescence emission at 630 nm, respectively. (B) Primary fluorescence decay curve (first decay after excitation with 560 nm at 7 ns) and OADF decay (second decay after illumination with 765–850 nm at 46 ns) for red AgN-DNA embedded in PVA. (C–E) Fluorescence images of a heterogeneous sample of fluorescently-labeled polystyrene microspheres, which are auto-fluorescent to simulate undesired background, and red-emitting AgN-DNAs within PVA film (the signal of interest). Images were constructed using (C) all detected photons (0–65 ns), (D) primary fluorescence (7–17 ns) and (E) OADF signal (46–55 ns). Scale bar corresponds to 10 μm. The time gates used to construct images (D) and (E) are shown in (B) with the same colors. Images acquired with 3.7 kW cm−2 primary excitation power.30 Adapted from Krause, et al., (ref. 30) with permission from the Royal Society of Chemistry. |
Fig. 17 (A) TRES, (B) average decay time as a function of emission wavelength, and (C) DAS of red emissive AgN-DNAs at 25 °C, excited at 561 nm. The gray line in (C) indicates the zero line. In order to construct TRES and DAS, the intensity decays were acquired from 575 nm to 725 nm, in steps of 5 nm. The three decay time values were globally linked in the fit.185 Adapted from Cerretani, et al., (ref. 185) with permission from the Royal Society of Chemistry. |
Unlike small solvent molecules which rearrange on picosecond timescales, the DNA template and its structurally bound water molecules require much longer, up to a few nanoseconds, to adapt to the new charge distribution of the AgN-DNA in the emissive state. A similar effect was observed when a coumarin dye was embedded in an abasic site of dsDNA.206 Emission spectral shifts could be observed from the femtosecond time scale up to tens of nanoseconds. Other parameters, e.g. changes to solvent viscosity or temperature, also affect the “slow” spectral relaxation.176,185
If spectral relaxation occurs entirely within the time-scale of the IRF, the observed decay time will be mono-exponential. This is the case for AgN-DNAs stabilized by short, 9–10 base DNA strands, whose “slow” spectral relaxation is negligible at room temperature and in low viscosity solvents,25,176,190 most likely because multiple short strands are more flexible and rearrange faster than one long oligomer. Spectral relaxation could be a useful tool to establish the rigidity of the DNA scaffold and its effect on the excited state of AgN-DNAs.35,51,185,186
The Vosch group has also observed further evidence of the alignment of excitation and emission transition dipole moments by time-resolved anisotropy measurements.122,176,190 Three different AgN-DNAs, two NIR emitting and one red, displayed limiting anisotropy values close to 0.4, which indicates that the excitation and emission transition dipole moments are parallel (one example in Fig. 18).
Fig. 18 Anisotropy decays of a NIR AgN-DNA in 10 mM NH4OAc aqueous solution at 5 °C, 25 °C, and 40 °C. Data was fitted assuming a single rotational correlation time.176 Adapted from Bogh, et al., (ref. 176) with permission from the Institute of Physics. |
Rational design of AgN-DNAs is especially challenging due to an astronomical number of possible DNA template sequences and a complex connection between AgN-DNA color and DNA sequence. AgN-DNA templates are typically 10–30 base oligomers. Because a sequence of the four natural nucleobases can have 4L distinct L-base sequences, AgN-DNA templates must be chosen from 430 (∼1018) possible sequences. While in some cases subtle sequence changes can dramatically shift fluorescence,65,169 in other cases different DNA sequences can stabilize AgN-DNAs with the same emission wavelength.57 To make matters more complex, some DNA sequences can stabilize different types of fluorescent AgN clusters,57 with yields of each cluster species possibly depending on synthesis method and/or Ag:DNA stoichiometry. First-principles computational methods have not yet matured sufficiently to model the structures of realistic AgN-DNAs, let alone their accurate electronic properties. Small-scale studies of DNA sequences with constrained patterns119,169,196,210–212 have been useful for developing a few AgN-DNAs with well-controlled properties but are limited in their applicability to the majority of reported AgN-DNAs. Here, we review large-scale experimental studies of the AgN-DNA sequence-color connection for 103 DNA strands, in which machine learning enables predictive design and provides new physical insights.
To train a ML algorithm to output AgN-DNA fluorescence properties (or whether any fluorescent product can be stabilized) given an input DNA template sequence, one must first amass a data library connecting DNA sequence to AgN-DNA fluorescence spectra for hundreds to thousands of sequences. This data cannot be mined from the literature because (i) synthesis and characterization methods vary widely, prohibiting isolation of the effects of DNA sequence from other experimental parameters, and (ii) while ∼75% of DNA sequences are unsuitable for templating fluorescent AgN-DNAs, these “negative” DNA sequences are rarely reported.57 The absence of negative sequences from the literature is problematic because to effectively learn what makes a suitable DNA template for brightly fluorescent AgN-DNAs also requires knowledge of what does not make a suitable template.
To enable ML for AgN-DNAs, Copp, et al., developed high-throughput AgN-DNA synthesis and characterization in well plate format using robotic liquid handling followed by rapid fluorimetry,57via universal UV excitation of all AgN-DNA products through the nucleobases (Fig. 19 part I).21 Because fluorimetry is performed one day, one week, and four weeks after synthesis, this data set allows ML studies to focus only on time-stable AgN-DNAs. Experiments are normalized using a well-studied AgN-DNA control,24,35,122,185 for direct comparison of fluorescence wavelength and intensity among all data in the library. To date, we have reported on >3000 distinct DNA template sequences, most 10 bases long, for AgN-DNA synthesis in 10 mM NH4OAc aqueous solution of neutral pH.23,111,175,215
Fig. 19 Schematic of the workflow for supervised learning applied to prediction of DNA template sequences for brightly fluorescent AgN-DNAs.215 Adapted from Copp, et al., (ref. 215) with permission from John Wiley and Sons. Copyright 2014. |
Effective ML requires appropriate choice of “feature vectors,” which are the parameterizations of training data provided as inputs to the ML classifier(s). For AgN-DNAs, feature vectors should represent the salient properties of a DNA sequence which determine how sequence is mapped onto AgN-DNA fluorescence. Because these properties are not well-known (otherwise ML would be unnecessary), this feature engineering process is a critical step in the ML workflow213 and has led to new physical insights into AgN-DNAs. Early work used training data for 684 randomly generated 10-base DNA sequences to learn to predict AgN-DNA fluorescence brightness given an input template strand sequence.215 Using integrated fluorescence intensity, Iint, as a metric of brightness, sequences with the top 30% of Iint values were defined as bright and the bottom 30% of Iint values defined as “dark.” Then, a ML algorithm called a support vector machine (SVM) was trained to distinguish bright and dark sequences (Fig. 19 part II). It was found that the SVM most accurately predicted a sequence's class if feature vectors were engineered to quantify the occurrence of certain DNA subsequences called “motifs” which were identified by bioinformatics approaches to be correlated with one class but not the other.216 The resulting trained SVM's classification accuracy was 86%, as determined by cross-validation (a process which trains on most of a training data set and reserves a small ∼10% portion as a “test set” to assess SVM performance on data which the ML classifier has not yet encountered). New DNA templates for bright AgN-DNAs were designed using the bright-correlated motifs as building blocks and then screened by the trained SVM to choose those predicted as most likely to be bright. 78% of designed DNA templates stabilized bright AgN-DNAs, as compared to 30% of the initial random sequences.215 This early work pointed to the role of certain DNA base motifs in stabilizing AgN-DNAs, which agreed with later findings that not all DNA bases coordinate the AgN.22,25,69
While predicting AgN-DNA fluorescence intensity increases the likelihood of selecting fluorescent AgN-DNAs by three-fold, this simple method also prefers red-fluorescent AgN-DNAs over green AgN-DNAs.215 It is ideal to instead predict both brightness and color from an input DNA sequence. To achieve this, Copp, et al., used physically motivated AgN-DNA classification based on the known correlation between AgN-DNA color and cluster size. The multi-modal distribution of AgN-DNA fluorescence colors in the visible spectrum was shown to arise due to the magic numbers of these clusters: AgN-DNAs in the 500–570 nm abundance have N0 = 4 neutral Ag atoms, while AgN-DNAs in the 600–670 nm abundance have N0 = 6 (Fig. 20A).57 Because “Green” and “Red” AgN-DNAs have distinct cluster sizes, there is likely a fundamental difference between template sequences for these two cluster sizes. To learn to distinguish between DNA sequences based on cluster structural differences, a training data set of ∼2000 10-base DNA sequences was separated into four color classes: the three shown in Fig. 20A (“Very Red” is defined as the high wavelength histogram shoulder, which may signal a different cluster structure) and a “Dark” class similar to the one previously defined.215 Because the numbers of sequences in these classes are unequal, with far more Dark sequences than Green sequences (Fig. 20B), it is critical to apply subsampling to balance classes prior to ML, ensuring training on equal numbers of sequences from each class.217,218 Feature vectors were then constructed using DNA motif mining to identify color-correlated motifs, followed by feature selection219 to reduce the list of selected motifs to those most important for classification; this critical step reduces problems which can arise from overfitting. We note that both data balancing and feature selection should generally be applied when using ML for real-world materials systems.
Fig. 20 (A) Distribution of peak fluorescence emission wavelength for AgN-DNAs stabilized by ∼2000 different 10-base DNA templates, with arrows and colors indicating the color classes defined in the text. (B) Numbers of DNA sequences in color classes from (A), corresponding to samples with bright spectral peaks in only one class (gray). Other sequences exhibited secondary bright peaks in a different color class (checkered blue) but were omitted from the training data in order to best learn the features of DNA sequences suitable for only one size of fluorescent AgN-DNA. (C) Cross-validation scores for trained one-versus-one SVMs. The color bar indicates score value, which is also indicated by text on each pixel.175 (A–C) Adapted from Copp, et al., (ref. 175) with permission from the American Chemical Society. Copyright 2018. (D) Distributions of observed fluorescence peaks for 10-base AgN-DNA training data (black) and AgN-DNAs designed by ML (colored bars) for Red 600–660 nm fluorescence (target color band indicated by orange brackets). Designed DNA template strand lengths vary: 8 bases (purple), 10 bases (blue), 12 bases (green), and 16 bases (red).111 Adapted from Copp, et al., (ref. 111) with permission from the American Chemical Society. Copyright 2020. |
Because SVMs are inherently binary classifiers, a “one-versus-one” approach was used to distinguish the four color classes. Six different SVMs were trained to discriminate between the six possible pairs of classes (cross-validation scores, which represent the accuracy of classification, in Fig. 20C). To experimentally test the performance of the trained classifiers, new DNA template sequences were designed for the two least abundant classes, Green and Very Red. First, color-correlated DNA motifs for the desired class were selected from a probability distribution weighted by intensity and placed into an initially empty DNA sequence. Second, designed candidate DNA templates were screened by the trained SVMs to estimate the probability of falling within the desired color class. Finally, templates corresponding to the top 180 probabilities were selected for experimental testing. With this method, the likelihood of selecting a Very Red AgN-DNA increased by nearly 330%, and the likelihood of selecting a Green AgN-DNA was increased by >80%.175 This method was later modified to enable design of AgN-DNA templates of any strand length, and it was found that training data of only 10-base sequences still enabled effective prediction of AgN-DNA color for other lengths of DNA templates, up to the maximum 16-base length tested (Fig. 20D).111 This suggests that there exist certain DNA motifs which are selective of cluster type and thus color for a range of DNA template lengths, making ML design approaches for AgN-DNAs much more promising. We note that thus far, all AgN-DNAs stabilized by DNA templates of <19 bases have been found to be “strand dimers” which contain two template strands per cluster;23,24,53,57 it is possible that longer DNA templates, which have not been designed by ML, may have some different DNA sequence rules for AgN-DNA color selection.
In addition to improving design efficiency, ML provides key insights into how DNA sequence selects silver cluster size, and thus fluorescence wavelength. Fig. 21B shows average base composition of the motifs identified by feature selection to be most predictive of Dark, Green, Red, and Very Red sequences.175 To summarize, thymines are strongly correlated with no fluorescence. Adenines show preference for smaller and Green AgN-DNAs, while guanines, particularly consecutive guanines, are correlated with long wavelength fluorescence (associated by MS with clusters containing more Ag atoms). Cytosines are strongly selective for fluorescence brightness but less selective of color than A or G. To better understand these correlations, we compare to HR-MS studies of DNA-Ag+ complexes (Section 2), which are the precursors of AgN-DNAs prior to reduction by NaBH4. Fig. 3A shows the distribution of Ag+ attached to single DNA homobase strands or pairs of strands, and Fig. 5A shows the same distribution for Ag+-mediated dimers of C or G strands with central base mutations.54,55 Because homo-thymine strands only weakly associate with Ag+, thymine-rich DNA sequences may be unsuitable (at neutral pH) to host fluorescent AgN due to (i) too few Ag atoms recruited prior to reduction, resulting in insufficient silvers to form a cluster and/or (ii) little to no coordination with the cluster. The greater occurrence of T's in green AgN-DNA templates further supports this notion, since these clusters are smaller in size and may require fewer nucleobase coordination sites. Adenine homobase strands bind to a few Ag+, which may support formation of smaller N0 = 4 clusters with green emission. In comparison to A and T, C- and G-rich homobase strands can form Ag+-mediated duplexes with ∼1 Ag+ per base pair, providing more Ag atoms during cluster growth and supporting nucleobase–silver binding in the AgN-DNA. Interestingly, duplexes of G homobase strands with a single central A, C, or T base mutation can harbor ∼60% more Ag+ than G homobase polymers with no mutation. This significant increase in Ag+ attachment as compared to C-rich strands, and the structural differences in the DNA secondary/tertiary structures supported by IMS-MS of these strands,108 could explain why consecutive G's are strongly associated with Very Red AgN-DNAs.175
Fig. 21 Average numbers of (A) single bases and (B) two-base patterns in motifs identified by feature selection to be correlated to AgN-DNA color (bar color indicates sequence class: gray = Dark, green = Green, red = Red, dark red = Very Red). In (B), two-base patterns are ordered along the horizonal axis by selectivity, defined to be the standard deviation of the heights of the four bars for each base pattern.175 Adapted from Copp, et al., (ref. 175) with permission from the American Chemical Society. Copyright 2018. |
O'Neill, et al., first reported decoration of a DNA nanostructure with multiple AgN-DNAs.100 A mixture of green and red clusters were synthesized onto ssDNA hairpin protrusions programmed into DNA nanotubes (Fig. 22A). Without hairpins, nanotubes did not foster cluster growth, consistent with early findings that dsDNA is an unsuitable AgN-DNA template.11 The authors noted that Tris buffers typical of DNA self-assembly schemes were unsuitable for chemical synthesis of fluorescent AgN-DNAs; this incompatibility is commonly faced in supra-cluster assembly of AgN-DNAs. Orbach, et al., demonstrated AgN-DNA synthesis on μm-scale DNA wires with hairpin protrusions.118 Resulting fluorescence colors depended on salt concentration, pointing to the complexity of controlled cluster synthesis on complex DNA scaffolds. The authors then incorporated AgN-DNA-stabilizing hairpins into a hybridization chain reaction (HCR), with wire formation only after addition of an additional DNA strand (Fig. 22B). AgN-DNAs have also been incorporated into DNA hydrogels.221
Fig. 22 (A) Schematic and fluorescence micrograph of an AgN-DNA-labeled DNA nanotube, with clusters templated by hairpin protrusions on select DNA tiles (red asterisk).100 Adapted from O'Neill, et al., (ref. 100), with permission from the American Chemical Society. Copyright 2012. (B) Schematic of hybridization chain reaction (HCR) forming wire scaffolds for AgN-DNA synthesis, and fluorescence micrograph of synthesized AgN-DNA wire.118 Adapted from Orbach, et al., (ref. 118) with permission from the American Chemical Society. Copyright 2013. |
Only two works have assembled purified AgN-DNAs in order to approach atomic precision over cluster size in multi-cluster assemblies. Schultz, et al., developed DNA “clamps” for dual-color AgN-DNA pairs which exhibited Förster resonance energy transfer (FRET) between donor and acceptor AgN-DNAs.222 DNA clamps were designed by appending complementary tails of A and T bases13 to templates for a green-emissive AgN-DNA donor (Fig. 23A) and a red-emissive AgN-DNA acceptor (Fig. 23B), which have a 6 nm Förster radius.188 After HPLC purification of individual AgN-DNAs, various geometries of clamps were formed by WC pairing. For clamps where donor and acceptor were held within <6 nm, donor excitation produced acceptor emission (e.g.Fig. 23C), with >60% FRET efficiency estimated by donor quenching (Fig. 23D) and assuming no isolated donor is present186 (use of excess of acceptor increased the likelihood of all donors in the paired state). FRET could be repeatedly cycled by heating and cooling, corresponding to cyclic melting and reforming of the DNA clamp (Fig. 23E). The clamp design is somewhat general and was demonstrated with a different acceptor cluster. Notably, Schultz, et al., found that HPLC purification was essential to observing FRET due to low chemical yield of AgN-DNA synthesis; without purification, very few clamps contain both donor and acceptor clusters.222 Recently, Zhao, et al., observed FRET between donor and acceptor AgN-DNAs without prior purification by synthesizing AgN-DNAs within surfactant reverse micelles with 5–10 nm diameters.223 By this method, a fraction of the micelles contained both donor and acceptor clusters confined together within a “nanocage” whose size is of the length scale of the Förster radius of the pair. This method also enabled spectroscopy-based measurement of micelle diameter in agreement with more laborious cryo-electron microscopy, suggesting that AgN-DNA-based FRET may be a promising route to size measurement of biological “nanocage” structures.223
Fig. 23 (A) Excitation–emission maps (EEMs) for an HPLC-purified green-emissive donor AgN-DNA, (B) red-emissive acceptor AgN-DNA, (C) and the WC-paired clamp. The EEM of the duplex is not simply an addition of (A) and (B) because FRET causes emission of the acceptor via excitation of the donor, evidenced by two peaks along the black dashed line in (C). (D) Emission spectra for 490 nm excitation of donor (green), acceptor (red), and WC pair (black). (E) FRET is cycled (intensity: green and red lines) by thermal melting (temperature: dashed black line) and reformation of the FRET pair.222 Adapted from Schultz, et al., (ref. 222) with permission from the American Chemical Society. Copyright 2013. |
Copp, et al. presented a modular design strategy for multifunctional DNA templates with distinct AgN-DNA stabilizing regions and single-stranded “linker” regions.200 This strategy exploits large data libraries57 to identify 10-base DNA strands which do not foster fluorescent AgN-DNA growth. These strands are candidate linkers to extend an AgN-DNA template strand while leaving the cluster unchanged. Candidate linkers are appended to the DNA sequence of an HPLC-stable AgN-DNA (Fig. 24A) and experimentally screened to determine if linkers leave AgN-DNA optical spectra unshifted, signalling little to no change in cluster geometry. A complementary “docker” site is then engineered onto a DNA nanotube (Fig. 24A). Following HPLC purification of the AgN-DNA, multi-cluster assembly occurs by WC pairing of linker and docker strands (Fig. 24B). AgN-DNAs with atomically selected sizes are unperturbed after binding to the nanotubes, as supported by unchanged spectral shapes after assembly (Fig. 24C). Future studies are needed to confirm labelling efficiency. The method is general to multiple sizes of AgN-DNAs and linker sequences200 and could generalize to many types of DNA scaffolds, for precise control over both cluster geometry and orientation.
Fig. 24 (A) Scheme of design method for modular AgN-DNA template strand with linker, DNA nanotube scaffold with complementary docker strand, and assembly. (B) Spinning disc confocal microscopy of nanotubes labeled with 670 nm emissive AgN-DNAs (red color) and FAM (organic dye, green) embedded in a polyvinyl alcohol film shows that AgN-DNAs bind to the DNA nanotubes. Scale bar: 10 μm. (C) UV-excited fluorescence spectra of Ag15 (left) and Ag14 (right) free in solution (black) and after attachment to nanotubes with an excess of docker sites to ensure complete binding.200 Adapted from Copp, et al., (ref. 200) with permission from the American Chemical Society. Copyright 2015. |
Recently, Yourston, et al., thoroughly studied AgN-DNAs formed on RNA nanorings with DNA “arms.”224 Because in situ synthesis was used to decorate arms with AgN-DNAs, it is uncertain how many AgN were harboured on a given nanoring. Interestingly, placement of the ssDNA region on which AgN presumably formed affected not only fluorescence spectra of the clusters, indicating variations in size/shape and possibly rigidity, but also time stability: clusters formed within the nanoring were much more time stable, perhaps due to enhanced protection from redox reactions which can blue-shift AgN-DNA emission over time.35,225 Studies such as these will be important for assessing the practicality of DNA-based AgN-DNA arrays as functional materials.
The heterogeneous mixture of products and low chemical yield of AgN-DNA synthesis can prohibit precise AgN-DNA arrays by direct synthesis onto a DNA nanostructure. Additionally, we pointed out in a previous section that one should also not a priori assume that the envisioned WC base pairing of the DNA nanostructure will be maintained once silver is introduced.
Assembly methods which instead rely on WC pairing after purification have their own limitations due to the limits of purity after HPLC and due to labelling efficiency of the DNA nanostructure by binding of AgN-DNA linkers to each docker site; this may be overcome by adding an excess of AgN-DNAs. Much more work is required to realize precise cluster arrays by either method.
Until recently, only two AgN-DNAs with λem > 800 nm were reported,196 and it was assumed that NIR AgN-DNAs are inherently rare compared to their visibly emissive counterparts. However, because AgN-DNA studies employ UV-Vis optimized photodetectors commonly used for spectroscopy in the chemical and biological sciences, for which sensitivity is poor above ∼800 nm, it is possible that many NIR-emissive AgN-DNAs have simply gone undetected. Swasey and Nicholson, et al., developed a custom NIR well plate reader equipped with an InGaAs detector to search for NIR fluorophores in high-throughput (Fig. 25A).226 Using this tool to scan ∼750 AgN-DNA samples, 161 previously unidentified NIR-emissive AgN-DNAs were uncovered (Fig. 25B). This huge abundance of NIR products was unexpected because the scanned AgN-DNAs were stabilized by randomly selected DNA template sequences57 or by oligomers previously designed for visible fluorescence.175,215 Among the newly discovered AgN-DNAs were found the longest wavelength-emissive AgN-DNA to date, with 999 nm peak fluorescence emission23 (Fig. 25C) and the largest AgN-DNA to date, an Ag30 with 12 Ag0 and 18 Ag+ (Fig. 25D). A directed search for NIR AgN-DNAs, using the informatics methods described in Section 5, is highly promising for discovery of new NIR AgN-DNAs.
Fig. 25 (A) Schematic of well plate reader for NIR rapid screening of candidate fluorophores,226 using an InGaAs PIN-type femtowatt photodetector. Adapted from Swasey, et al., (ref. 226) with permission from AIP Publishing. (B) Colormaps of well plates containing AgN-DNAs scanned using the modified plate reader, with box colors indicating peak emission wavelength and box size indicating relative fluorescence intensity.23 (C) Absorbance and emission spectra for three NIR-AgN-DNAs identified in (B) and purified by HPLC, including the longest-wavelength emitting AgN-DNA identified to date (bottom panel). (D) Mass spectrum of the AgN-DNA associated with the top panel of (C), as measured using ESI-MS.23 (B–D) Adapted from Swasey, et al., (ref. 23) with permission from the Royal Society of Chemistry. |
The unusual rod-like geometry of HPLC-stable AgN-DNAs,24 which has been confirmed in recent crystal structures of NIR AgN-DNAs,25,68,69 makes AgN-DNAs particularly interesting experimental systems for the study of collective electronic excitations in molecular-like materials.148,151–153 With only N0 = 4–12 effective valence electrons in AgN-DNAs characterized thus far by HR-MS,23,24,57 AgN-DNAs lie well below the atomic size identified as the onset of plasmonic excitations in monolayer-protected gold clusters.230 However, the high aspect ratios of some identified AgN-DNAs147 may make certain AgN-DNAs better approximated as atomic silver rods, which computational studies have shown to exhibit plasmonic-like excitations.136,139,144 Future studies probing the ultrafast excited state dynamics of AgN-DNAs are needed to better understand whether, or to what degree, collective electronic excitations are involved in the luminescence process of AgN-DNAs.
Another feature of AgN-DNA photophysics which remains poorly understood is the exact nature of the UV excitation process, which for the case of pure AgN-DNA solutions leads to the same fluorescence spectral shapes as visible/NIR excitation (Fig. 1B).21 Due to DNA's complex and elegant excited state dynamics,231 it is possible that DNA imbues AgN with similar properties. Berkadin, et al., have computationally examined the UV excitation process in AgN-DNAs using molecular dynamics (MD) to simulate thread-like silver clusters in a DNA duplex, followed by DFT-based tight binding to calculate the electronic dynamics of the relaxed structure. Interesting, UV excitation results in a net negative charge transfer to the cluster, due to promotion of electrons from the localized π state of the DNA to the cluster.232 Such simulations performed on the recently reported crystal structures would be of great interest.22,25,68,69 Furthermore, recent experiments by the Kohler group on Ag+–nucleobase complexes are also promising for enhancing our understanding of this aspect of AgN-DNA photophysics,113,233 with their very recent study finding evidence for an extremely long-lived, ∼10 ns excited state in a C20–Ag+-C20 duplex.
Purified AgN-DNAs could also serve as sensitive nanophotonic sensors. The photophysical properties of pure AgN-DNAs have also been shown to exhibit sensitivity to temperature,176,185 refractive index,147,189 and viscosity.176 Combined with advancement in the ability to pattern DNA nanostructures with AgN-DNAs, it may be possible to design sensors which colocalize AgN-DNAs with analyses of interest for nanoscale measurements.
Footnote |
† These authors contributed equally. |
This journal is © The Royal Society of Chemistry 2021 |