Daniel P. 
            Tabor‡
          
        
        
       a, 
      
        
          
            Rafael 
            Gómez-Bombarelli‡§
a, 
      
        
          
            Rafael 
            Gómez-Bombarelli‡§
          
        
        
       a, 
      
        
          
            Liuchuan 
            Tong
a, 
      
        
          
            Liuchuan 
            Tong
          
        
       a, 
      
        
          
            Roy G. 
            Gordon
a, 
      
        
          
            Roy G. 
            Gordon
          
        
       ab, 
      
        
          
            Michael J. 
            Aziz
ab, 
      
        
          
            Michael J. 
            Aziz
          
        
       b and 
      
        
          
            Alán 
            Aspuru-Guzik
b and 
      
        
          
            Alán 
            Aspuru-Guzik
          
        
       *acd
*acd
      
aDepartment of Chemistry and Chemical Biology, Harvard University, Cambridge, MA 02138, USA. E-mail: alan@aspuru.com
      
bHarvard John A. Paulson School of Engineering and Applied Sciences, Cambridge, Massachusetts 02138, USA
      
cDepartment of Chemistry and Department of Computer Science, University of Toronto, Toronto, Ontario M5S 3H6, Canada
      
dVector Institute, Toronto, ON M5G 1M1, Canada
    
First published on 3rd May 2019
Quinone–hydroquinone pairs have been proposed as biologically-inspired, low-cost redox couples for organic electrolytes for electrical energy storage, particularly in aqueous redox flow batteries. In their oxidized form, quinones are electrophiles that can react with the nucleophilic water solvent resulting in loss of active electrolyte. Here we study two mechanisms of nucleophilic addition of water, one reversible and one irreversible, that limit quinone performance in practical flow batteries. Using a combination of density functional theory and semi-empirical calculations, we have quantified the source of the instability of quinones in water, and explored the relationships between chemical structure, electrochemical reduction potential, and decomposition or instability mechanisms. The importance of these mechanisms was further verified through experimental characterization of a family of alizarin-derived quinones. Finally, ∼140![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 000 prospective quinone pairs (over 1
000 prospective quinone pairs (over 1![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 000
000![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 000 calculations including decomposition products) were analyzed in a virtual screening using the learned design principles. Our conclusions suggest that numerous low reduction potential molecules are stable with respect to nucleophilic addition, but promising high reduction potential molecules are much rarer. This latter fact suggests the existence of a stability cliff for this family of quinone-based organic molecules, which challenges the development of all-quinone aqueous redox flow batteries.
000 calculations including decomposition products) were analyzed in a virtual screening using the learned design principles. Our conclusions suggest that numerous low reduction potential molecules are stable with respect to nucleophilic addition, but promising high reduction potential molecules are much rarer. This latter fact suggests the existence of a stability cliff for this family of quinone-based organic molecules, which challenges the development of all-quinone aqueous redox flow batteries.
A primary concern in developing flow battery electrolytes is their chemical and electrochemical stability. Organic molecules are subject to a variety of decomposition reactions, which vary across different backbones, functionalizations, and environments. Reactions involving quinones, as both reactants and catalysts, have long been of interest to chemists for both fundamental and industrial reasons.23 Researchers interested in employing quinones in aqueous flow batteries have investigated the susceptibility of low potential quinones to reactions with bromine in acid24 and anthrone formation in base.25 A Michael-addition mechanism has been proposed for their reactions with water.6,8,20
Here, we present a virtual screening of quinone space to quantify the thermodynamic susceptibility of quinones to decomposition reactions with water. We constructed a comprehensive library of quinone-derived molecules (with backbones shown in Fig. 1A), containing 146![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 857 hydroquinone pairs and associated products from reactions.4,26,27 The targets are high reduction potential and high thermodynamic stability with respect to water attack. Some high potential molecules, such as tiron, have been previously shown to undergo a Michael reaction in the literature and the calculated susceptibility can serve as a rough cutoff to use in screening. For this work, we experimentally characterized a family of alizarin derivatives (structures shown Table S3†) with high reduction potential to verify that these mechanisms transfer from benzoquinones to anthraquinones and gain some further information on what thermodynamic cutoffs to use in our virtual screening. These results, taken together, show the tradeoffs between achieving a high reduction potential quinone and maintaining long-term stability.
857 hydroquinone pairs and associated products from reactions.4,26,27 The targets are high reduction potential and high thermodynamic stability with respect to water attack. Some high potential molecules, such as tiron, have been previously shown to undergo a Michael reaction in the literature and the calculated susceptibility can serve as a rough cutoff to use in screening. For this work, we experimentally characterized a family of alizarin derivatives (structures shown Table S3†) with high reduction potential to verify that these mechanisms transfer from benzoquinones to anthraquinones and gain some further information on what thermodynamic cutoffs to use in our virtual screening. These results, taken together, show the tradeoffs between achieving a high reduction potential quinone and maintaining long-term stability.
Fig. 2 plots the distribution of the calculated reduction potentials vs. SHE at pH = 0 for the benzoquinones, naphthoquinones, anthraquinones, and phenanthrene-functionalized quinones across the three main functional groups considered in this study: carboxylic acids, sulfonic acids, and phosphonic acids. Within each distribution, there are variations in the hydroxyl substitutions for the non redox-active parts of the molecules and the number and positioning of the other functional groups. In general, the redox pattern, also referred to as the relative positions of the redox-active hydroxyl groups, has the strongest influence over reduction potential; this is most easily seen by examining the median values in Fig. 2. The choice of electron withdrawing group has a slightly weaker effect, particularly for the larger backbones. Also of note is that essentially every redox pattern and functional group combination is capable of producing quinones with both high potentials (near ∼1.00 V) and low potentials (∼0.1 V). Overall, the theoretical methods predict that carboxylic acid and sulfonic acid functionalizations lead to higher reduction potentials within a given redox-active pattern.
|  | ||
| Fig. 2 Reduction potential dependence on both relative ketone positions and functional groups. The numbers refer to the topology of the redox-active ketones and correspond to the labels in Fig. 1. The median of each set of data is indicated with a black line. The regions bounded by the colors indicate the range of the 5th and 95th percentile of reduction potentials. The lines extend out to the maximum and minimum reduction potential for each substitution and ketone topology. | ||
For the benzoquinones (Fig. 2A) and naphthoquinones (Fig. 2B), there is not as large of a difference between the medians of the different redox-active patterns as there are for the anthraquinones (Fig. 2C) and phenanthrene-functionalized quinones (Fig. 2D). In the former two cases, the functional groups are much more likely to be close to the redox-active sites of the molecules and thus appear to have a more pronounced effect on the reduction potential. For the two three-ring families of molecules, we see that certain reduction patterns consistently produce higher distributions with 1-7 and 2-3 for anthraquinones and 3-5, 2-3, and 1-10 for the phenanthrene-functionalized quinones.
![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd (the calculated base-10 logarithm) and ΔEmic for a reversible gem-diol formation (Fig. 1C) and irreversible Michael addition/substitution (Fig. 1D), respectively. The calibration results for the calculation of log
Khyd (the calculated base-10 logarithm) and ΔEmic for a reversible gem-diol formation (Fig. 1C) and irreversible Michael addition/substitution (Fig. 1D), respectively. The calibration results for the calculation of log![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd are in Fig. S2.† The thermodynamic susceptibility to Michael addition is calculated from the initial reaction in Fig. 1D to form a high-energy tetrahedral intermediate that breaks aromaticity, which according to Hammond's postulate, should most bear the most similarity to the transition state associated with this reaction across the library of quinones. Though we do not have a calibration set for these Michael addition energies, we can compare molecules within the library to each other for relative fitness. Chemical principles suggest that as molecules become more electron-deficient, both the reduction potential would increase and so would the electrophilicity, thus increasing the susceptibility to nucleophilic attack from a species like water.
Khyd are in Fig. S2.† The thermodynamic susceptibility to Michael addition is calculated from the initial reaction in Fig. 1D to form a high-energy tetrahedral intermediate that breaks aromaticity, which according to Hammond's postulate, should most bear the most similarity to the transition state associated with this reaction across the library of quinones. Though we do not have a calibration set for these Michael addition energies, we can compare molecules within the library to each other for relative fitness. Chemical principles suggest that as molecules become more electron-deficient, both the reduction potential would increase and so would the electrophilicity, thus increasing the susceptibility to nucleophilic attack from a species like water.
        The quinone molecules were divided into two groups, motivated by the possibility of discovering a fused-quinone with three separated redox states. Note that in all cases, the fully reduced hydroquinone, which has no ketone groups, is subject to neither gem-diol formation nor the Michael addition. The first group includes quinones that have only a single two-proton two-electron oxidation (referred to in shorthand as SO – single oxidation) from its fully reduced form. The second group involves quinones that are the products of a subsequent second oxidation (referred to as DO – double oxidation), which means that the oxidized products have four ketone groups. Fig. 3A and B show the calculated log![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd of the SO and DO oxidized forms of the pairs, respectively, and Fig. 3C and D show the same for the Michael addition/substitution energy. We define Michael addition/substitution energy as
Khyd of the SO and DO oxidized forms of the pairs, respectively, and Fig. 3C and D show the same for the Michael addition/substitution energy. We define Michael addition/substitution energy as
| ΔEmic = (E(oxidized) + E(H2O) − E(Michael product)) | (1) | 
For the first oxidation (SO group), the thermodynamic favorability of nucleophilic attack by water increases with the reduction potential of the molecule (Fig. 3A and C). This is consistent with the chemical principles argument outlined above that the more electron deficient core will have both a higher reduction potential and be more susceptible to Michael addition. However, for the second two-proton two-electron oxidations, the correlation between both log![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd and ΔEmic and the reduction potential is substantially less pronounced, indicating that all fused quinones in their fully oxidized state are relatively electron deficient, or at least have an electron deficient spatial region, in terms of having a vulnerable site for water attack. This implies that the development of a fused quinone that is stable is more challenging than a high reduction potential molecule with the same reduction potential.
Khyd and ΔEmic and the reduction potential is substantially less pronounced, indicating that all fused quinones in their fully oxidized state are relatively electron deficient, or at least have an electron deficient spatial region, in terms of having a vulnerable site for water attack. This implies that the development of a fused quinone that is stable is more challenging than a high reduction potential molecule with the same reduction potential.
Molecules were detected in two mass channels. The first detected molecule is the starting material (Fig. S6A†) with evidence of a small amount of impurity that corresponds to a sulfonate functionalization at a different position. The second detected mass (Fig. S6B†) has a mass consistent with two products: (1) Michael addition to the fully oxidized form of alizarin red S at the 4 position and subsequent tautomerization or (2) gem-diol formation on the fully oxidized form of alizarin red S, which theoretical calculations predict to be most thermodynamically favored at the 1 position (a smaller third peak is also detected, which is most likely the product of one of these processes on the impurity). When the mode of nucleophilic attack is Michael addition, it is effectively a reduction of the system (Fig. 1D) after tautomerization.
The LC-MS results raise the question on the extent of the vulnerability of the fully-oxidized molecule to Michael attack in the presence of water. It is possible to chemically synthesize the oxidized form of quinizarin (Fig. S7 of the ESI†) and leave it in solution overnight. In the presence of H2SO4, the molecule decomposes to some extent, but not completely, which implies that the oxidized form is at least stable on a measurable timescale.
For reference, the PM7 COSMO-calculated Michael addition energy to alizarin red S is 0.03 eV (lower susceptibility than predicted for tiron: 0.25 eV), which we use as an upper cutoff for the virtual screening criteria below.
|  | ||
| Fig. 4  (A) Change in the reduction potential of a molecule upon Michael addition, 1763 molecules pictured. The desired region, high potential molecules that show almost no change in reduction potential upon Michael addition, is shaded in the black box and contains only two molecules (sulfonated 1-4 benzoquinones), which are shown in Fig. S8.† (B) Plot of the redox potential distributions of various sets of molecules, as indicated in the legend. Molecules are defined as “stable” if they have the following criteria (1) PM7 COSMO Michael addition energy <0.03 eV and (2) log ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd < 1.0. | ||
(1) Calculated log![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd < 1.0, this corresponds the gem-diol form of a molecule being less than 10 times more abundant, in equilibrium, than the oxidized form of the molecule. Although gem-diol formation is still more favored when Khyd is between 1 and 10, the redox-active ketone form may be present in sufficient quantity to give satisfactory battery performance.
Khyd < 1.0, this corresponds the gem-diol form of a molecule being less than 10 times more abundant, in equilibrium, than the oxidized form of the molecule. Although gem-diol formation is still more favored when Khyd is between 1 and 10, the redox-active ketone form may be present in sufficient quantity to give satisfactory battery performance.
(2) ΔEmic < 0.03 eV, this cutoff means that the molecule is less susceptible to Michael addition than alizarin red S, which we showed via LC-MS undergoes Michael addition.
At the low reduction potentials (<0.2 V), hundreds of molecules are calculated to be thermodynamically stable, even though our library was biased towards discovering high-reduction-potential molecules by employing electron withdrawing groups. However, at high reduction potentials (>0.95 V vs. SHE), the number of stable molecules drops off precipitously, especially if exotic phenanthrene-functionalized molecules or oxidized catechols (which may be vulnerable to kelation reactions) are excluded. The surviving molecules are enormously rare, numbering in the tens (and are shown in Fig. S9 and S10,† with estimated solubility computed using ChemAxon,30 in the ESI†). Given that there is a mean absolute error associated with the PM7 COSMO calculations of about 0.07 V for reduction potentials and 1.3 log units for log![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd from our calibrated results, it is possible that the molecules that are passing the stability screening are the molecules with larger calculations errors and thus are false positives. Ideally, the strongest candidates from a virtual screening will pass the screening criteria by several multiples of the error bars associated with the calculations; the absence of said molecules suggests that molecules with the desired properties are especially rare for “traditional” quinones with straightforward modifications. Making the criteria more stringent (log
Khyd from our calibrated results, it is possible that the molecules that are passing the stability screening are the molecules with larger calculations errors and thus are false positives. Ideally, the strongest candidates from a virtual screening will pass the screening criteria by several multiples of the error bars associated with the calculations; the absence of said molecules suggests that molecules with the desired properties are especially rare for “traditional” quinones with straightforward modifications. Making the criteria more stringent (log![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd < 0.0 and ΔEmic < 0.00 eV) dramatically reduces the number of viable molecules (Fig. S11†). It should be noted that there is a population of about 40
Khyd < 0.0 and ΔEmic < 0.00 eV) dramatically reduces the number of viable molecules (Fig. S11†). It should be noted that there is a population of about 40![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 000 pairs, containing mostly exotic phenanthrene-functionalized quinones, with oxidized forms lacking a valid Michael addition site according to the substitution rules we formulated. These are potentially viable, resulting in about 1500 pairs whose oxidized form has a predicted reduction potential > 0.95 V vs. SHE. A sampling of these is enumerated in Fig. S12 in the ESI† and the full list is provided in a computer-readable format. These molecules are expected to be challenging to synthesize and it is possible that they are subject to other decomposition mechanisms not considered in this work, but they constitute a substantial fraction of the most promising molecules at this juncture.
000 pairs, containing mostly exotic phenanthrene-functionalized quinones, with oxidized forms lacking a valid Michael addition site according to the substitution rules we formulated. These are potentially viable, resulting in about 1500 pairs whose oxidized form has a predicted reduction potential > 0.95 V vs. SHE. A sampling of these is enumerated in Fig. S12 in the ESI† and the full list is provided in a computer-readable format. These molecules are expected to be challenging to synthesize and it is possible that they are subject to other decomposition mechanisms not considered in this work, but they constitute a substantial fraction of the most promising molecules at this juncture.
High-resolution LC-MS analysis of alizarin red S decomposition products was performed in the Small Molecule Mass Spectrometry Facility at Harvard on a Bruker Impact II q-TOF with internal calibration by sodium formate clusters. Liquid chromatography was performed on an Agilent 1290 Infinity HPLC using a Allure PFPP column (5 μm particle size, 150 × 2.1 mm) at a flow rate of 0.4 mL min−1 and the following elution conditions were applied (solvent A = 0.1% v/v formic acid in water; solvent B = 0.1% v/v formic acid in acetonitrile): 100% solvent A for 2 min, a gradient increasing from 0% to 15% solvent B in solvent A over 13 min, a gradient increasing to 100% solvent B over 5 min, a gradient decreasing to 0% solvent B in solvent A over 0.1 min, and 100% solvent A for 4.9 min. The ESI mass spectra were recorded in negative ionization mode.
For this work, molecules were generated using all possible substitution patterns for each of the three electron withdrawing groups alone and in combination with hydroxyls. In addition, the quinone dataset was expanded via intuition-driven suggestions from experimental collaborators. The molecules generated were used as the reduced parts of redox pairs and subject to two-proton, two-electron oxidation reactions. The R-groups that were included for all backbones were carboxylic, hydroxyl, phosphonic, and sulfonic. In addition, for benzoquinones methylimidazolium, methylpyridinium, and tetramethylimidazolium groups were included on benzoquinones based on feedback from experimentalists.
The presence of multiple hydroxyl R-groups implies multiple oxidation patterns for a given molecule, but only one isomer will be thermodynamically predominant at virtually any given redox potential. Redox pairs were stored in a database as objects with pointers to reduced and oxidized molecules, allowing us to build reactivity graphs. The ability to create and track molecular linkages allowed us to book-keep the relationships between the species and to calculate pairwise properties, such as reaction free energies.
The presence of multiple substitutions also expands the idea of blocking of Michael addition. This blockage was less likely to happen in the previous one-substitution studies. However, these substituents are also good leaving groups, so the important quantity to examine is the relative energy of the tetrahedral intermediate of the Michael substitution. If this step in the proposed mechanism is thermodynamically favored, then we assume that substitution is favored overall.
Whereas some of the patterns may appear rare and are thermodynamically unfavorable if alternative oxidations exist, it is important to include them. Otherwise a fraction of the molecules in a reaction graph could be outside the library, and thus completely ignored. In total, 146![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 857 quinone/hydroquinone pairs were generated. Corresponding gem-diols for each oxidized molecule were also included in the database. We also included decomposition products associated with irreversible Michael addition of water onto α-β unsaturated carbonyls (or α-γ, α-δ, etc. when available). Depending on the substitution of the β site, two potential pathways are possible:
857 quinone/hydroquinone pairs were generated. Corresponding gem-diols for each oxidized molecule were also included in the database. We also included decomposition products associated with irreversible Michael addition of water onto α-β unsaturated carbonyls (or α-γ, α-δ, etc. when available). Depending on the substitution of the β site, two potential pathways are possible:
(1) For hydrogen-substituted sites, this reaction results in an intermediate enol, which isomerizes to a reduced, hydroxylated hydroquinone (Fig. 1C). Thus, the final product of this reaction is an electrochemically active quinone, although it is in the reduced state, so it needs to be oxidized again to recover the stored charge. However, this molecule can have significantly different electrochemical behavior than the original electrolyte with a much lower potential.
(2) For functionalized β sites and depending on the nature of the substituent, the addition can be followed by loss of the R-group and isomerization to hydroquinone. Bulky substituents will have a significant steric effect, increasing the barrier for water addition.
98![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 043 Michael addition products were generated from these pairs, based on the allowed patterns considered above. Both Michael substitution and Michael addition were allowed. We originally explored other avenues for exploring reactivity. Fukui functions33 are known to be good qualitative descriptors for broad classes of reactivity,34 but for our application here where we seek a quantitative assessment of known, well-defined mechanisms, direct computation of the landscape of products and intermediates is more appropriate.35,36
043 Michael addition products were generated from these pairs, based on the allowed patterns considered above. Both Michael substitution and Michael addition were allowed. We originally explored other avenues for exploring reactivity. Fukui functions33 are known to be good qualitative descriptors for broad classes of reactivity,34 but for our application here where we seek a quantitative assessment of known, well-defined mechanisms, direct computation of the landscape of products and intermediates is more appropriate.35,36
![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 000
000![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) 000 molecules (considering all of the potential decomposition products that are also considered), lower cost electronic structure methods are needed that also maintain accuracy similar to the previous study. Other recent studies have also demonstrated capability of different levels of DFT (with and without calibration and/or explicit solvation) to estimate the reduction potentials of organic molecules, including quinones.4,27,37,38
000 molecules (considering all of the potential decomposition products that are also considered), lower cost electronic structure methods are needed that also maintain accuracy similar to the previous study. Other recent studies have also demonstrated capability of different levels of DFT (with and without calibration and/or explicit solvation) to estimate the reduction potentials of organic molecules, including quinones.4,27,37,38
        The calculated reaction energies for both reduction and gem-diol reactions were benchmarked against experimental reduction potentials and gem-diol hydration equilibrium constants (Tables S1 and S2 of the ESI†) at several different levels of electronic structure theory. Benchmarking studies have been performed at the following levels of theory: PBE/6-31G(d) optimization and B3LYP/6-31G(d) optimization, B3LYP/6-311+G(d,p) gas-phase single point (at PBE/6-31G(d) gas-phase geometries), and B3LYP/6-311+G(d,p) PCM single point energies using the CPCM as implemented in QChem 4.0 with water as the solvent.39 The PBE/6-31G(d) optimizations were implemented using TeraChem.40,41 Semi-empirical methods were also benchmarked; the energies were computed at both the PM7 and PM7 with the COSMO solvation model with water as a solvent (referred to as PM7 and PM7 COSMO, respectively).
We have performed a benchmark study of these cheaper methods and compared their ability to predict the reduction potential and hydration equilibrium constant.
Using a well-characterized experimental set of reduction potential measurements, we tested the calibration scheme by comparing the zero-temperature reaction electronic energy for the reduction (Ered) with experimentally-determined quinone reduction potentials (E0) in aqueous solution (pH = 0) at 298 K.26 Notwithstanding computational affordability, all the methods are close in the accuracy of their predictions (see ESI Fig. S1†).
Similarly, we carried out carried out a calibration of the hydration equilibrium constant by mapping zero-temperature energy differences for the carbonyl hydration reaction (Ehyd) with experimentally determined equilibrium constants42 (Khyd) in water at 298 K.
When considering both the accuracy and computational cost of the various methods, the PM7 COSMO optimization has the best balance. B3LYP/6-311+G(d,p) (PCM) gives a marginally lower deviation on the calibration set, but does not justify the extra cost here.
As stated above, for computing the vulnerability to Michael addition/substitution, we did not have a body of data against which to calibrate. However, we can use the results of tiron and alizarin red S to gain a sense of scale. At the PM7 COSMO level of theory, the Michael addition free energy for water addition to tiron is 0.25 eV and that of alizarin red S is 0.03 eV. We expect the Khyd and Michael addition energy calculations to be of the most utility in acidic and neutral pH—the regime where water (and not hydroxide) is the primary nucleophilic species present.
| Footnotes | 
| † Electronic supplementary information (ESI) available: The ESI contains plots showing the calibration of the reduction potential and log ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd at different levels of electronic structure theory, the raw data that are used to calibrate the reduction potential and log ![[thin space (1/6-em)]](https://www.rsc.org/images/entities/char_2009.gif) Khyd, CVs and the calculated thermodynamic stability of the alizarin family, the synthesis and NMR stability study of quinizarin, lists of high-potential molecules that pass various stability criteria, results of screening from stricter stability criteria, and a scheme for a potential ring-opening mechanism not fully explored in this paper. See DOI: 10.1039/c9ta03219c | 
| ‡ These authors contributed equally to this work. | 
| § Present address: Department of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA. | 
| This journal is © The Royal Society of Chemistry 2019 |