Open Access Article
Raashiq Ishraaq and
Siddhartha Das
*
Department of Mechanical Engineering, University of Maryland, College Park, MD 20742, USA. E-mail: sidd@umd.edu
First published on 21st May 2026
Polyelectrolyte (PE) chains and PE brushes are often characterized by the nature of the counterions that bind to them, as such binding regulates different properties of the chains and brushes. However, despite extensive research probing the properties of PE chains and brushes in the presence of a wide variety of counterions, the understanding of what would be the relative strength of binding of a specific type of counterion to a specific type of PE chain/brush remains elusive. In this perspective article, driven by our recent all-atom molecular dynamics (MD) simulations, we propose the following hypothesis that aims to fill this void: more chaotropic (kosmotropic) ions—those that disrupt (preserve) the surrounding water structure—tend to bind more strongly to polyelectrolyte (PE) chains and PE brushes bearing hydrophobic (hydrophilic) functional groups due to solvent mediated interactions. Therefore, our hypothesis accounts for the effect of hydration on ion binding to the PE brushes and chains: ions bind more favorably to PE chains/brushes having functional groups that impart a similar effect towards water. Subsequently, we discuss experimental and ab initio simulation results on counterion binding to PE chains and brushes from a large number of studies and establish the validity of our hypothesis by testing it against the findings of these studies. Finally, we identify the possible applications of our proposed hypothesis (in terms of designing systems that involve PE brushes and chains) and machine learning and density functional theory calculations that can further strengthen our understanding of the PE–counterion binding events.
Research on PE brushes has been enriched by sustained contributions over the past several decades. These include a deep theoretical understanding of the topic developed through scaling laws (identifying the different regimes in which a PE brush can exist)16,23–25 as well as more rigorous analytical and semi-analytical models providing a deep understanding of the monomer distribution, distribution of the chain ends, and the counterion distribution.26–32 There is also a large volume of fundamental experimental,33–37 coarse-grained38–42 and atomistic6–15 simulation studies that have provided an excellent understanding of the PE brushes. Interestingly, recent experimental and simulation studies have enriched our understanding of the PE brush–counterion–solvent or PE chain–counterion–solvent interactions to an extent that enables us to probe domains that are beyond the simplistic description of the PE–counterion interactions that are agnostic of the specific chemical nature of the counterions.9,13,15,43–53 For example, classical ion-nature-agnostic theories cannot explain why two different types of monovalent counterions (or two different types of divalent counterions) bind with different strengths to a given type of PE brush (leading to different values of the equilibrium brush height). For example, Ji et al. showed that different halide ions bind to a particular cationic PE brush in a manner that is counter-intuitive if one considers the charge density of the halide counterions to be the main factor determining this strength of binding.43 Similarly, PE brushes in the presence of counterions of different valences demonstrate behaviors that classical theories (agnostic of the nature of the counterions) fail to explain.9,13,15,46–53
In this perspective paper, we shed light on a missing aspect that is found to have a significant effect on determining counterion binding to the PE brushes and chains. This aspect is the hydration effect associated with both the counterions and the PE chains and brushes, or more specifically, the charged functional groups (of the chains and brushes) to which the counterions bind. The hydration effect related to the functional groups of the PE brushes and chains refers to the hydrophilic or hydrophobic nature of these groups. On the other hand, the hydration behavior of the counterions refers to their chaotropic or kosmotropic nature, i.e., whether they disrupt their surrounding water structures (chaotropic ions) or they preserve their surrounding water structures (kosmotropic ions). Such nature of these ions determines their relative positions on the Hofmeister series: kosmotropes, positioned on the left of the Hofmeister series (see Fig. 1), interact strongly with water and are strongly hydrated, whereas chaotropes, positioned on the right of the series (see Fig. 1), are weakly hydrated.54 These two classes of ions produce markedly different effects on protein stability and solubility, either indirectly through water-mediated interactions or directly through ion–protein binding.55 Through several of our own papers on all-atom molecular dynamics (MD) simulations of PE brushes, we have shown that there is a strong dependence of the relative nature of the hydration properties of the brushes and the counterions on the strength of binding of the counterions to the brushes.6–15,56–61 Our studies identify that even in a densely charged environment, the charged species (functional group and counterion) maintain their individual influence on the surrounding water structure, and the similarity in hydration strength is the dominant factor affecting binding between the counterion and the PE functional group.
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| Fig. 1 Schematic of the Hoffmeister series: ions on the left (right) are kosmotropic (chaotropic) ions. This figure has been adapted from ref. 54 with permission from the American Chemical Society (B. Kang, H. Tang, Z. Zhao, and S. Song, Hofmeister series: insights of ion specificity from amphiphilic assembly and interface property, ACS Omega, 2020, 5, 6229, copyright 2020). | ||
In this article, we first discuss the vast number of studies probing the counterion binding to PE chains and brushes. Subsequently, we discuss our relevant all-atom MD simulation papers11,13 and based on that introduce a generic hypothesis that connects such hydration behavior (of the brushes and chains and the counterions) to the strength of counterion binding to the brushes and chains (see Fig. 2). Next, and most importantly, we establish the validity of this proposed hypothesis by testing it against a vast number of existing experimental studies and ab initio calculations. Finally, we end by delving into some futuristic aspects of this problem, which include (1) the use of electronic calculations and machine learning to better understand the counterion–PE brush and counterion–PE chain binding events and (2) the potential applications of the proposed hypothesis in better explaining/designing several PE–ion binding events.
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| Fig. 2 Schematic illustration of how our hypothesis on the hydration effect dictates the ion binding inside PE brushes and PE chains. Fig. 5 and 6 provide the hypothesis in a schematic form in great detail. | ||
Before going deeper into the paper, we would like to point out that the effect we discuss here (namely the hydration effect driven binding of counterions to the PEs) is an effect that is true for both the PE brushes and the PE chains. Later, we provide several examples, where we discuss studies that report how the PE chains show changes in their radii of gyration or hydration radii with changes in counterions. However, it must be pointed out that there are significantly more studies that have investigated the effect of counterion variation on the brush height than the dimensions (radius of gyration) of a PE chain. This is possibly due to the fact that the strong confinement effect imposed by the brushes6,7 enables a more effective localization (within the brush layer) of the counterions: this is evident from the very low mobility of the counterions inside the brush layer, as observed in several of our all-atom MD studies.6,7 Therefore, there is a stronger manifestation of changes in brush height with changes in the type of binding counterions. In contrast, for the PE chains in a solvent, such confinement effects are absent and therefore, the localization of the counterions might not be so strong leading to a weaker manifestation of the change in the PE chain dimensions with the change in the nature of the counterions. Of course, there are papers focused on the collapse (or coil-to-globule transition) of a PE chain in a poor organic solvent in the presence of different counterions;62–64 such a collapse, however, is more due to the presence of the poor solvent than the counterions. We have discussed such papers as well below.
Kou et al. showed that PMETA+ brush height is smaller in the presence of SCN− ions (thiocyanate ions), as compared to that in the presence of SO42− ions (i.e., when the counterion is changed from the SCN− ion to the SO42− ion). As a consequence, they inferred that the SCN− ion binds more strongly than the SO42− ion to the PMETA+ brushes.44 The substrate considered was a silica-coated resonator surface, while the solvent was an aqueous solution of NaSCN and Na2SO4 at different salt concentrations (0.001, 0.01, 0.1, and 0.5 M), and this height difference between SCN−-counterion screened PMETA+ brushes and SO42−-counterion screened PMETA+ brushes was observed for all salt concentrations.
Ehtiati et al. conducted experiments to probe the interactions of the cationic poly[2-(1-butylimidazolium-3-yl)ethyl methacrylate] brushes with various counterions (for two different brush grafting density values, namely 0.25 nm−2 and 0.08 nm−2), including SCN− ion, and hypothesized that the SCN− ion bound most strongly to these brushes leading to the least swelling (attainment of least height) by these brushes in the presence of SCN− ion.45 In fact, they inferred that the strength of the binding of the anions to the cationic poly[2-(1-butylimidazolium-3-yl)ethyl methacrylate] brushes varied as: SCN− > NO3− > Br− > Cl− (especially for a grafting density of 0.25 nm−2). Their inference was based on the fact that the height of the poly[2-(1-butylimidazolium-3-yl)ethyl methacrylate] brush (as a function of the nature of the counterions) varied as:
.25 Obviously, the corresponding solution for these cases was Na–X (X = SCN−, NO3−, Br−, and Cl−) salt solution of concentrations varying from 10−4 M to 1 M. There is, however, an anomaly for the case of smaller grafting densities and smaller concentrations. For that case (grafting density of 0.08 nm−2 and salt concentrations of less than 0.1 M), the brush height varied as:
, implying that the corresponding strength of binding varied as: SCN− > Br− > NO3− > Cl−.15 Of course, for the same grafting density at salt concentrations of 0.1 M or higher, the same trend, namely,
, as that obtained for larger grafting density, was recovered. For all the cases, the substrate on which the brushes were grafted was a silicon wafer.
He et al. studied the ion binding on the poly-zwitterionic (PZI) poly(cysteine methacrylate) (PCysMA) brushes65 at a brush grafting density of 0.1 chains per nm2. The brushes (molecular weight of 584 kg mol−1) contained a cationic NH3+ group and an anionic COO− group. Here we first discuss the binding of the anions to the NH3+ group of PZI. It was inferred that the strength of binding of the anions (to the cationic NH3+ group of PZI) varied as: SO42− > Cl− > NO3− ∼ Br− > SCN−, stemming from the fact that the brush height varied as:
.65 The solution was the aqueous salt solution of the salt Na–X (X = Cl−, NO3−, Br−, and SCN−) and Na2SO4 having concentrations ranging from 10−6 M to 3 M. This distinct variation in the brush height with the variation in the counterion was observed primarily for salt concentrations ranging from 0.1 to 3 M; for smaller salt concentrations, the differences in the brush height (and therefore, the binding strength) were not significant.
In the study of the ion binding to the PZI brush [poly(cysteine methacrylate) (PCysMA)], He et al. reported a smaller brush height with Ca2+ salt compared to Ba2+ salt.65 This indicated that the Ca2+ (Ba2+) ion bound more strongly (weakly) to the COO− group (anionic group) of the PZI brush. The solution was the aqueous salt solution of the salt Y–(NO3)2 (Y = Ca2+ and Ba2+) with concentrations ranging from 10−6 M to 1 M. This distinct variation in the brush height with the variation in the counterion was observed for nearly the entire range of the salt concentration. Other quantities (e.g., grafting density, molecular weight of the brushes, nature of the substrate, etc.) have been already discussed above.
Xu et al. reported that the strength of binding of the divalent cations to the PSS brushes varied as: Ba2+ > Ca2+ > Mg2+, stemming from the fact that the PSS brush height (as a function of the counterions) varied as: (hb)Ba2+ < (hb)Ca2+ < (hb)Mg2+.66 The results considered a mica surface (with a brush grafting density of 0.025 chains per nm2) and a silicon surface (with a brush grafting density of 0.1 chains per nm2). Also, the solution was the aqueous salt solution of Y–(NO3)2 (Y = Mg2+, Ca2+, and Ba2+) with the salt concentration varying from 0.003 to 0.3 M. This height variation was noted for the entire range of the salt concentrations (0.003 to 0.3 M) for the case of the silicon substrate (with a brush grafting density of 0.1 chains per nm2). The molecular weight of brushes was 70
000 g mol−1.
In addition to standard PE brushes, there are several other examples where the effect of ion binding on other negatively charged macromolecules forming brush-like configurations has been probed. Bracha et al., for example, considered a 968-base-pair DNA brush grafted on a rectangular pattern in a manner such that its grafting density progressively increased along the grafting surface.67 It was found that as the counterions was changed from Na+ to Mg2+, the brush height decreased for all values of grafting densities and all salt concentrations (the solvent was a solution of the chloride salts of these counterions, and the salt concentration varied from 0.2 to 150 mM). Other studies include probing the changes in the height of spherical DNA brushes (DNA brushes grafted to silver nanoparticles) in the presence of two different ionic liquids (namely, [BMIM] acetate and [EMIM] acetate): the DNA brush height reduced for all values of ionic liquid concentrations when the liquid was changed from EMIM acetate to BMIM acetate.68
There are also examples of considering ion binding to protein brushes. For example, Srinivasan et al. probed the height of an IDP (intrinsically disordered protein), based on a neurofilament complex, present in the form of brushes in the presence of varying concentrations of sodium-chloride salt.69 Yokokura et al. developed a theory to explain such salt concentration response of protein brushes.70
Finally, Pradal et al. probed the height variation of the polysaccharide (in the form of different types of pectin) brushes in the presence of different concentrations of the sodium chloride salts.71 Most of these studies (with the exception of the paper by Bracha et al.67) did not explicitly provide the effect of varying the nature of the salt (or more specifically, the nature of the counterions) in changing the brush height. Therefore, these studies, while serve as very good examples of different types of PE brushes (or brushes of the charged biological macromolecules) showing distinct behaviors due to ion binding, will be of less use in establishing our hypothesis (discussed below).
Similarly, ab initio MD calculations showed that K+ ions bind more strongly than the Na+ ions to the PSS chains (using the corresponding RDF or the radial density function data).73
In addition to simple chains, there are examples of gels based on PAA chains: these gels (containing different types of organic solvents) have shown a larger swelling in the presence of 0.1 M solution of CsCl salt as compared to that in the presence of 0.1 M solution of NaCl salt for pH values of 5 and 12; however, this trend reverses for pH = 3.74 Also, there are papers that study the collapse (or coil-to-globule transition) of the PE chains as a function of the concentration of different organic solvents in the presence of different counterions (or salts that furnish those counterions) for PE chains such as poly(styrene-alt-maleic acid) (PSaltMA), poly(acrylic acid) (PAA), poly(styrene sulfonate)s (PSS) and poly(vinyl sulfonate)s (PVS).62–64 These papers62–64,74 provide a very insightful understanding of the behavior of the PE chains in the presence of different ions: however, given the significant role of the organic solvents in most of these studies, they are of lesser value in establishing our hypothesis focusing just on the role of hydration of the counterions and the PE functional groups.
.75 In this study, aqueous solutions of sodium salts of these anions were used as the solvent, with salt concentrations varying from 0.1 to 2 M. Distinct variation in the chain hydration radius (with the variation in the counterions) was noted when the results corresponding to solutions with salt concentrations from 0.8 to 2 M are averaged. For smaller salt concentrations, such variation was not very prominent.
Also, ab initio MD calculations have shown that Br− ions bind more strongly than the Cl− ions to the PDADMA [poly(diallyldimethylammonium)] chains.73
Finally, like the case of anionic PE chains collapsing in the presence of poor solvents and counterions, there are also papers investigating the collapse of the cationic PE chains in the presence of a poor solvent and counterions.76 These studies are important in the literature of the counterion–PE chain interactions; however, they are of lesser value in establishing our hypothesis focusing on the role of hydration effects in the interaction between the PE chains and counterions.
We carried out all-atom MD simulations to resolve this specific scenario (see Fig. 3).13 It was confirmed (via radial density functional plots) that indeed the binding strength of the halide ions to the PMETA+ brushes varied as I− > Br− > Cl− > F− and consequently, the PMETA+ brush height (hb) varied as follows with the different halide counterions: (hb)I− < (hb)Br− < (hb)Cl− < (hb)F− [see Fig. 3(e and f)]. This finding validated the experimental finding of Ji et al.43
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| Fig. 3 (a) A schematic of the PMETA+ brush system. Cyan, red, and orange spheres, respectively, denote the brush monomers, counterions, and wall atoms. (b) Chemical structure of the monomer. (c) A detailed structure of the polymer chain and the functional groups. Green, white, red, blue, and purple spheres, respectively, denote the carbon, hydrogen, oxygen, nitrogen, and halide counterions. (d) Representation of the sizes of the different halide counterions and their solvation shells. (e) RDFs of {N(CH3)3}+–X (X = I−, Br−, Cl−, and F−). (f) PMETAX brush height variation in the presence of different halide ions. (g) X–Ow RDF inside the PMETAX brush layer (X: F−, Cl−, Br−, and I−; Ow: oxygen atom of the water molecule). Results shown in (e)–(g) are from the different all-atom MD simulations of the PMETA+ brushes screened with X− ions (X = I−, Br−, Cl−, and F−). All the subfigures of this figure have been reproduced from ref. 13 with permission from the American Chemical Society (R. Ishraaq and S. Das, All-atom molecular dynamics simulations of cationic polyelectrolyte brushes in the presence of halide counterions, Macromolecules, 2024, 57, 3037, copyright 2024). | ||
In a previous paper,11 we studied the hydration behavior of the {N(CH3)3}+ group of the PMETA+ brushes: it was demonstrated that inside the brush layer, due to the hydrophobic nature of the three methyl groups, the {N(CH3)3}+ group formed and maintained an apolar (hydrophobic) hydration layer despite the positive charge of the {N(CH3)3}+ group. As a consequence, the Cl− ions (serving as the screening counterion), which are known to have a tightly bound hydration shell [confirmed by the corresponding Cl–Ow RDF; see Fig. 4(a)], could only weakly bind to the {N(CH3)3}+ group. Accordingly, one can note that the N–Cl radial distance is more than the N–Ow radial distance with “N” representing the nitrogen atom of the {N(CH3)3}+ group and “Ow” representing the oxygen atom of the water molecule [see Fig. 4(b)].
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| Fig. 4 (a) N–Ow, Cl−–Ow, and Oδ−–Ow RDFs. (b) Values of the locations of the peaks (rmax) of the N–Ow and N–Cl− RDFs plotted as functions of the PMETA+ grafting densities. These results are from the all-atom MD simulations of the PMETA+ brushes screened with Cl− ions. In (a) and (b), “N” represents the nitrogen atom of the {N(CH3)3}+ group of the PMETA+ brushes, Oδ− represents the oxygen atom of the carboxylate group of the PMETA+ brushes, and Ow is the water oxygen atom. All the subfigures of this figure have been reproduced from ref. 11 with permission from the American Chemical Society (R. Ishraaq, T. S. Akash, A. Bera, and S. Das, Hydrophilic and apolar hydration in densely grafted cationic brushes and counterions with large mobilities, J. Phys. Chem. B, 2024, 128, 381, copyright 2023). | ||
In our paper,13 we provided an explanation of the specific binding tendencies of the different halide ions to the {N(CH3)3}+ group of the PMETA+ brushes by invoking this knowledge of the hydrophobic nature of the {N(CH3)3}+ group of the PMETA+ brushes (as revealed in ref. 11). Among the halide ions, iodide and bromide ions are chaotropic ions that disrupt the water structure around them; in other words, they do not form strong hydration layers, as confirmed by the corresponding I–Ow and Br–Ow RDFs [see Fig. 3(g)]. On the other hand, fluoride and chloride ions are kosmotropic ions, and therefore they do not disrupt the water structure and form strong hydration layers around them [also confirmed by the F–Ow and Cl–Ow RDFs; see Fig. 3(g)]. Under such circumstances, by invoking Collin's law of matched water affinity,77 we could explain that oppositely charged entities that show similar (dissimilar) behavior towards water will bind strongly (weakly) to one another. This enabled us to explain why the strength of binding of the halide ions to the PMETA+ brushes (containing hydrophobic functional groups) varied as I− > Br− > Cl− > F− (i.e., in the descending order of the chaotropic nature of the ions).
In Table 1, we show how one can use this hypothesis to explain the various findings of ion binding to the PE brushes and PE chains (discussed in section B).
| Ref. | Result | Explanation of the result using our hypothesis |
|---|---|---|
| Ji et al. (ref. 43) | The strength of binding between the cationic PMETA+ brushes and halide ions varies as: I− > Br− > Cl− > F− | The functional group [{N(CH3)3}+ group] of the PMETA+ brushes is hydrophobic; therefore, the ions that are more chaotropic (kosmotropic) bind more strongly (weakly) to the PMETA+ brushes (the degree of chaotropy decreases from I− ion to F− ion). |
| Kou et al. (ref. 44) | The SCN− ion binds more strongly than the SO42− ion to the PMETA+ brushes | The functional group [{N(CH3)3}+ group] of the PMETA+ brushes is hydrophobic; therefore, the ions that are highly chaotropic (SCN− ions) will bind more strongly than the ions that are highly kosmotropic (SO42− ions) to the PMETA+ brushes. |
| Ehtiati et al. (ref. 45) | The strength of binding of the anions to the cationic poly[2-(1-butylimidazolium-3-yl)ethyl methacrylate] brushes varies as: SCN− > NO3− > Br− > Cl− | The positively charged N atom [of the poly[2-(1-butylimidazolium-3-yl)ethyl methacrylate] brushes], very much like the N+ in the PMETA+ brushes, is surrounded by saturated (or unsaturated) alkyl groups. As a result, the functional group for the cationic poly[2-(1-butylimidazolium-3-yl)ethyl methacrylate] brushes is also expected to be phobic. The degree of chaotropic nature of the ions varies as: SCN− > NO3− > Br− > Cl−. Thus, the strength of binding of the ions to poly[2-(1-butylimidazolium-3-yl)ethyl methacrylate] varies as: SCN− > NO3− > Br− > Cl−. |
| He et al. (ref. 65) | The binding strength of anions on the poly-zwitterionic poly(cysteine methacrylate) (PCysMA) brushes varies as: SO42− > Cl− > NO3−∼Br− > SCN− | PCysMA brushes contain a cationic NH3+ group and an anionic COO− group. The NH3+ group is a hydrophilic group, while the degree of kosmotropic nature of ions varied as SO42− > Cl− > NO3−∼Br− > SCN−, explaining why the binding strength of the anions to the PCysMA brushes varies as: SO42− > Cl− > NO3−∼Br− > SCN−. |
| Ji et al. (ref. 43) | The binding strength of alkali cations to anionic PSS (poly-styrene sulfonate) brushes varies as: Cs+ > K+ > Na+ > Li+. | PSS is mildly hydrophobic,78 stemming from the fact that the significant hydrophobic nature of the styrene part of the molecule overwhelms the effect of the mildly hydrophilic part of the negatively charged sulfonate group. The degree of chaotropic nature of the cations varies as: Cs+ > K+ > Na+ > Li+. This explains the variation of the binding strength of the cations to the PSS brushes as Cs+ > K+ > Na+ > Li+. |
| He et al. (ref. 65) | Ca2+ (Ba2+) ions bind more strongly (weakly) to the anionic COO− group of the poly-zwitterionic poly(cysteine methacrylate) (PCysMA) brushes | Ca2+ ions are more kosmotropic than the Ba2+ ion, while COO− is a hydrophilic group. Accordingly, Ca2+ ions bind more strongly to the COO− group of the PCysMA brushes. |
| Xu et al. (ref. 66) | The strength of binding of the divalent cations to the PSS brushes varies as: Ba2+ > Ca2+ > Mg2+. | PSS brushes are hydrophobic48 (already discussed), while the degree of chaotropic nature of the cations varies as: Ba2+ > Ca2+ > Mg2+. This explains the variation of the binding strength of the divalent cations to the PSS brushes as Ba2+ > Ca2+ > Mg2+. |
| Bracha et al. (ref. 67) | The DNA brushes are found to have smaller heights in the presence of MgCl2 salt than in the presence of NaCl salt, indicating that the strength of binding varied as Mg2+ > Na+ | DNA molecules contain the hydrophilic phosphate group as their charged functional group. Therefore, more kosmotropic ions will bind more strongly to the DNA brushes. Mg2+ is more kosmotropic than the Na+ ion; hence Mg2+ binds more strongly than the Na+ ion to the DNA brushes. |
| Gupta and Natarajan (ref. 72) | Li+ ions bind more strongly than Cs+ ions to PAA chains | PAA chains have the COO− group that is hydrophilic; hence Li+ ions (more kosmotropic ion) bind more strongly than the Cs+ (less kosmotropic ion) to the PAA chains. |
| Kastinen et al. (ref. 73) | K+ ions bind more strongly than Na+ ions to the PSS chains (revealed by ab initio MD simulations) | PSS chains have hydrophobic functional groups; accordingly, the ions that are more (less) chaotropic will bind more strongly (weakly) to the PSS chains. K+ ions are more chaotropic than Na+ ions, and hence they will bind more strongly (than Na+ ions) to the PSS chains. |
| Delgado and Schlenoff (ref. 75) | The strength of binding of the anionic counterions to the PAEDAPS [(poly(3-[2-(acrylamido)ethyldimethylammonio]propanesulfonate))] PZI chain varies as: SCN− > ClO4− > NO3− > Br− > Cl− > SO42− | In PAEDAPS, the trimethyl ammonium group is the cationic part; thus, the cationic functional group is hydrophobic. Accordingly, anions that are more chaotropic will bind more strongly to the brushes. This explains why the strength of binding counterions to the PAEDAPS PZI chain varies as: SCN− > ClO4− > NO3− > Br− > Cl− > SO42− (given that the degree of chaotropic nature of these ions varies as: SCN− > ClO4− > NO3− > Br− > Cl− > SO42−). |
| Kastinen et al. (ref. 73) | Br− ions bind more strongly than Cl− ions to the PDADMA [poly(diallyldimethylammonium)] chains (shown by ab initio MD simulations) | PDADMA chains have a hydrophobic functional group. Br− ions are more chaotropic than Cl− ions: this justifies their stronger binding to the PDADMA chains. |
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| Fig. 7 (a) Representative PMETA+–SCN− ion pair system utilized for the DFT calculations. Blue, cyan, grey, red, and yellow particles, respectively, denote the nitrogen, hydrogen, carbon, oxygen, and sulfur atoms. (b) Electron density map (obtained through DFT calculations) projected on a plane that goes through the S–N–N{N(CH3)3}+ plane (the middle “N” is the nitrogen atom of the SCN− ion). The color bar provides the electron density in atomic units (a.u.). QTAIM analysis of the DFT-derived electron density data confirms that there are two bond critical points (BCPs) between the S atom of the SCN− ion and PMETA+ (these BCPs are identified as S1 and S2) and a single BCP between the N atom of the SCN− ion and PMETA+ (this BCP is identified as N1) (results not shown). Panel (c) shows this schematically. (d) Schematic showing SCN–PMETA+ ion pair with the region enclosed by the red box being the region where the NCI analysis was performed. (e) 2D NCI plot. All subfigures have been reproduced from ref. 79 with permission from the American Chemical Society (R. Ishraaq and S. Das, Molecular dynamics simulation and density functional theory calculations of multiatomic counterion binding to cationic polyelectrolyte brushes, J. Phys. Chem. B, 2026, 130, 640, copyright 2025). | ||
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| Fig. 8 Schematic showing two hydration states of the {N(CH3)3}+–Cl− ion pair, which constitutes a more structured and a less structured hydration shell. This figure has been adapted from ref. 14 with permission from the American Chemical Society (R. Ishraaq, T. S. Akash, and S. Das, Combined machine learning and molecular dynamics reveal two states of hydration of a single functional group of cationic polymeric brushes, Macromolecules, 2024, 57, 5300, copyright 2024). | ||
These examples reveal the significant capabilities of the ML methods to identify novel properties of the PE brush–counterion–water and PE chain–counterion–water systems as a function of the nature of the counterion binding to the PE brushes and chains. Therefore, an important future direction will be to use appropriate ML methods on simulation generated data (all-atom MD data or DFT-generated data) to probe the effects of varying binding interactions (between different counterions and different types of functional groups of the PE brushes) in affecting a wide range of properties of the PE brush–counterion–water or PE chain–counterion–water systems (properties such as water–water and water–counterion hydrogen bonding inside the brush layer, hydration/solvation states of the PE functional group as well as the counterions, etc.)
Consider a cationic brush with a hydrophobic charged functional group [e.g., PMETA+ brushes having the hydrophobic {N(CH3)3}+ group] screened with an anion B− (B− can be either a monoatomic ion like Cl− or a multi-atomic ion like SCN−). Under these circumstances, let the brush height be hB. At this point, consider adding a salt that has an anion D− (D− can be either a monoatomic ion or a multi-atomic ion), and let the resulting brush height be hD. The question is, based on our hypothesis, can we predict if hD > hB, or hD < hB, or hD ∼ hB if we know the nature (chaotropic or kosmotropic) of the anions B− and D−. Consider that the B− ion is more chaotropic than the D− ions. Therefore, the D− ion will bind much more weakly (than the B− ion) to the brush having the hydrophobic charged functional group. Hence, it would be unlikely that the D− ion will replace the B− ion as the screening counterion of the brushes (having a hydrophobic charged functional group). Under these circumstances, there is less chance that there will be much change in the brush configuration, and hence for this case, hD ∼ hB. Let us now consider the case, where the D− ions are more chaotropic than the B− ions: accordingly, D− ions will bind more strongly to the PE brushes, and therefore will replace at least some of the original screening counterions (B− ions). Under these circumstances it is likely that some of the salt can enter the brush layer, given that the replacement of the B− ions with the D− ions (as the counterions screening the PE brush charge) is more favorable. When all or some of the brush charges are now screened by the D− ions (which are more chaotropic), the binding of the screening ions to the brush charges is much stronger. As a result, the extent of the screening of the PE brush charges is much stronger as compared to the case where the B− ions were screening the brush charges by being loosely bound to the brushes. For this former case (case when B− ions were the screening counterions), this looser binding of the counterions and weaker extent of screening would have meant that the inter-monomer repulsion is stronger causing the brushes to swell. Therefore, when the D− ions become the screening counterions, the stronger binding of the counterions and the associated greater degree of screening will imply that the inter-monomer repulsion is significantly reduced, thereby compressing the brush layer. Thus, for this case, hD < hB.
We can discuss similar situations for the case when the PE brushes have hydrophilic functional groups. For that case (considering cationic brushes; for example, PAH brushes), hD ∼ hB if the B− ion is more kosmotropic (less chaotropic) than the D− ion (with the added salt showing little tendency to enter the brush layer), while hD < hB if the B− ion is less kosmotropic (more chaotropic) than the D− ion (with the added salt showing a strong tendency to enter the brush layer).
The same logic holds true for the case of anionic brushes with either hydrophilic functional groups (e.g., PAA brushes) or hydrophobic functional groups (e.g., PSS brushes). Let's say that the original screening counterions is E+ (the corresponding height is hE) and the added salt has the cation F+ (and the brush height after the addition of this salt is hF). Then by the logic discussed above, for the case of the anionic brushes with hydrophobic functional groups, hE ∼ hF if the E+ ion is more chaotropic than the F+ ion (with the added salt showing little tendency to enter the brush layer), while hF < hE if the E+ ion is less chaotropic than the F+ ion (with the added salt showing a strong tendency to enter the brush layer). On the other hand, for the case of the anionic brushes with hydrophilic functional groups, hE ∼ hF if the E+ ion is more kosmotropic (less chaotropic) than the F+ ion (with the added salt showing little tendency to enter the brush layer), while hF < hE if the E+ ion is less kosmotropic (more chaotropic) than the F+ ion (with the added salt showing a strong tendency to enter the brush layer).
The discussions made in this section are summarized in Table 2.
| Type of PE brush | Nature of original screening counterion | Nature of the counterion coming from the added salt | Expected change in brush height |
|---|---|---|---|
| Cationic (anionic) brushes with hydrophobic functional groups | More chaotropic | Less chaotropic | Little change in brush height with the added salt not entering the brush layer |
| Cationic (anionic) brushes with hydrophobic functional groups | Less chaotropic | More chaotropic | Brush height should decrease with added salt entering the brush layer and the screening counterions getting replaced by the counterions introduced by the salt |
| Cationic (anionic) brushes with hydrophilic functional groups | More kosmotropic | Less kosmotropic | Little change in brush height with added salt not entering the brush layer |
| Cationic (anionic) bushes with hydrophilic functional groups | Less kosmotropic | More kosmotropic | Brush height should decrease with added salt entering the brush layer and the screening counterions getting replaced by the counterions introduced by the salt |
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| Fig. 9 Schematic illustration showing the binding of proteins to the like-charged PE brushes. The protein is net negative; however, it contains a patch of positive charges. During the binding, the positively charged patch on the protein surface acts as a multivalent cation that binds to the PE brushes (thereby screening the brush charges). If the patch has N+ number of positive charges (here N+ = 3), this binding releases N+ negative counterions that were originally screening this positive patch and N+ positive counterions from the brush layer. Thus, there is a total release of 2N+ (=6) counterions. This figure has been adapted from ref. 82 with permission from the American Chemical Society (K. Henzler, B. Haupt, K. Lauterbach, A. Wittemann, O. Borisov, and M. Ballauff, Adsorption of β-lactoglobulin on spherical polyelectrolyte brushes: direct proof of counterion release by isothermal titration calorimetry, J. Am. Chem. Soc., 2010, 132, 3159, copyright 2010). | ||
Unfortunately, in this framework involving PSS or other types of brushes, the hydration effects of the PSS (or other brushes), protein charged patch, and the counterions involved have not been considered at all. The significance of this consideration will come to the fore if we provide an example where such protein binding to the PE brushes (or PE chains) will fail due to disregard of this hydration effect. Consider that the charged functional group of the brush is a hydrophobic one (e.g., the case of the PSS brushes) and a chaotropic ion (e.g., Cs+ ion) is bound to the PSS (as the original screening monovalent counterion). Let us now consider that the positively charged patch of the protein is hydrophilic in nature and the counterions bound to the patch are kosmotropic in nature (e.g., F− ions). Therefore, if this positively charged patch, in order to bind to the brushes, comes to replace the Cs+ ion, it would mean that a hydrophilic charged patch (serving as a multivalent counterion) will need to bind to a hydrophobic functional group (of the PSS brushes) by replacing a chaotropic ion that was originally bound to the hydrophobic functional group. Such a thing might not be energetically permissible.
Thus, to engineer any situation that aims to ensure the binding of a charged protein (or other macroions, such as charged surfactants) to the PE chains and brushes, one should address these hydration issues associated with the PE brushes (PE chains), the binding entities (e.g., charged proteins), and the involved counterions (counterions screening the charges of the PE brushes or PE chains as well as the counterions screening the charges of the proteins that bind to the brushes/chains).
There are other examples where the electrostatic interactions become the dominant factor, instead of the hydration effects, and for such cases our hypothesis might fail. One example is the study of Ehtiati et al.,45 where it was found that for a smaller brush grafting density (0.08 nm−2) and lower salt concentrations (less than 0.1 M), the poly[2-(1-butylimidazolium-3-yl)ethyl methacrylate] brush height varied as:
, despite the fact that the functional group of the brush is hydrophobic (see Table 1), while the NO3− ion is more chaotropic than the Br− ion [and hence, according to our hypothesis, one would have expected
]. This happens due to a combination of weak grafting density and low salt concentration. Such a weak grafting density implies the presence of a significant amount of space between the grafted brushes, while a low salt concentration implies that a relatively less amount of salt enters the brush layer. Under these conditions, the NO3− ion can move around much more freely inside the brush layer and can interact with the brush functional group with any of its oxygen atoms. This makes the electrostatic binding somewhat weak stemming from the fact that the charge of the NO3− ion is distributed on the three oxygens. In contrast, the charge is localized on the Br− ion (as it is a single-atom ion) and therefore, the electrostatics-driven binding of the Br− ion to the brush-functional group is stronger. This justifies why
However, the moment the grafting density becomes high or the salt concentration becomes high, there is not enough space (for a given ion) within the brush layer to enforce such freer motion of the ions within the brush layer, and accordingly, the dominant hydration effects ensure
(i.e., something suggested by our hypothesis).
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