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. Author manuscript; available in PMC: 2017 Dec 11.
Published in final edited form as: Osteoarthritis Cartilage. 2017 Mar 9;25(7):1143–1149. doi: 10.1016/j.joca.2017.03.001

Reinforcement of Articular Cartilage with a Tissue-interpenetrating Polymer Network Reduces Friction and Modulates Interstitial Fluid Load Support

Benjamin G Cooper 1,2, Taylor Lawson 2,3, Brian D Snyder 2,4,5,*, Mark W Grinstaff 1,4,*
PMCID: PMC5726233  NIHMSID: NIHMS901341  PMID: 28285000

Abstract

Objective

Osteoarthritis is associated with increased articular cartilage hydraulic permeability and decreased maintenance of high interstitial fluid load support during articulation, resulting in increased friction on the cartilage solid matrix. This study assesses frictional response following in situ synthesis of an interpenetrating polymer network designed to mimic glycosaminoglycans depleted during osteoarthritis.

Methods

Cylindrical osteochondral explants containing various interpenetrating polymer concentrations were subjected to a torsional friction test under unconfined creep compression. Time-varying coefficient of friction, compressive engineering strain, and interstitial fluid load support proportion were calculated and analyzed.

Results

The polymer network reduced friction coefficient over the duration of the friction test, both under moderate fluid load support as well as under 0% fluid load support. A positive trend was observed relating polymer network concentration with magnitude of friction reduction compared to non-treated tissue. The calculated hydraulic permeability of polymer-treated tissue was 27% decreased compared to non-treated tissue.

Conclusion

The cartilage-interpenetrating polymer treatment improves lubrication by augmenting the biphasic tissue’s interstitial fluid phase, and additionally improves the friction dissipation of the tissue’s solid matrix. This technique demonstrates potential as a therapy to restore optimal tribological function of degenerated cartilage.

Keywords: Articular cartilage, Friction, Biolubrication, Biomaterials, Tissue reinforcement

INTRODUCTION

Articular cartilage is the smooth, hydrated hyaline cartilage that supports compressive and shear forces applied to diarthrodial joint surfaces, providing low coefficients of friction (COF) and resisting material failure for many decades of use in healthy individuals. Several general models for articular cartilage are described, including a biphasic framework (with tissue comprised of a solid matrix and an interstitial fluid phase) and a triphasic framework (incorporating an ionic phase of fixed and mobile charges). The solid matrix is comprised of an extracellular biopolymer matrix of predominantly type II collagen, along with hyaluronan, proteoglycan complexes (glycosaminoglycan (GAG) chains attached to a peptide backbone), and chondrocytes. Porosity and hence permeability of the solid matrix are key defining characteristics of this phase,1 as are various other elements of structure including compressibility, anisotropy due to collagen fibril orientation,2 and tensile strength of the matrix.3 An aqueous solution of proteins, hyaluronan, and other solutes, known as synovial fluid, constitutes the tissue’s interstitial fluid phase. As typically 65–85 w/w% of cartilage is water, the fluid phase plays an important physiologic role with respect to diffusion-based transport, and it also contributes significantly to tissue compressive properties. As cartilage is compressed, water (being incompressible) is expelled from the tissue; the rate of this expulsion is limited largely by the solid matrix’s permeability, as well as by the GAGs which attract and retard the outward flow of water molecules. Thus, when the tissue is initially loaded in compression, nearly 100% of the load is supported by the fluid phase, and as water molecules flow out of the matrix as the tissue creeps to equilibrium under constant compressive load, the interstitial fluid load support (IFLS) decreases from near 100% to 0%.4 Over this transition, the proportion of total load supported by the tissue’s solid phase likewise increases from near 0% to 100% upon compressive equilibration. In a configuration of migrating rather than stationary loading contact, such as in various reciprocating friction testing experiments, IFLS may be maintained at a high value near 100% pending certain conditions, e.g. a substantially high ratio of time unloaded to time loaded, or a substantially low compressive force.5 It should be noted that not all water molecules are mobile, and only “free” water in the fluid phase is able to exude from the tissue upon compression while “bound” water is electrostatically immobilized by fixed charges within the tissue6 (hence “bound” water is more accurately classified as part of the solid phase than the fluid phase). The ionic phase of the tissue plays a role in triphasic theory of cartilage material and mechanical properties; fixed negative charges within the solid matrix, arising from sulfate and carboxylate functional groups of GAGs, are balanced by mobile sodium, potassium, and calcium cations through Donnan equilibrium, and exhibit an electrostatic resistance to being compressed as the anionic groups repel one another upon loading.7 Furthermore, the ionic phase gives rise to cartilage’s dependence of compressive properties on salt concentration, with increasing presence of salts causing a charge screening effect and thereby decreasing the fixed negative charges’ i) electrostatic resistance to compression and ii) attraction to mobile and non-mobile water molecules.8

As human knee and hip articular cartilage experiences about 1 million articulation cycles in a typical year, its lubrication is essential in maintaining low friction and wear. Owing to the biphasic nature of cartilage as well as its viscoelasticity and variability in loading conditions under different physiologic circumstances (e.g. alterations in synovial fluid viscosity with aging or disease, and various loading magnitudes caused by body weight and carrying load), several lubrication mechanisms have been proposed over the last half century.4, 912 The majority of investigations of cartilage COF have been conducted at equilibrium (either in creep or stress-relaxation), when the IFLS is ~0%.1214 Under such conditions when nearly 100% of the load is supported by the tissue’s solid phase, lubrication of cartilage is approximated as occurring analogous to that of a monophasic elastic solid, with classical modes of boundary and elastohydrodynamic (fluid film) lubrication being operative. An alternative mechanism, known as “boosted” lubrication, occurs as water molecules in the interposed fluid film between apposing cartilage surfaces are driven into the tissue matrix; this causes the local concentration of lubricating macromolecules in synovial fluid (hyaluronic acid, lubricin, and phospholipids) to be increased or “boosted,” forming a lubricious gel at the tissue interface. In contrast to a 0% IFLS scenario, the presence of substantial IFLS greatly reduces the tissue’s friction and causes alternate stress dissipation phenomena. Upon initial compressive loading concurrent with sliding, negligible solid-solid frictional forces exist between the apposing cartilage surfaces, since the tissue’s interstitial fluid phase supports nearly 100% of the applied load. Under these ~100% IFLS conditions, the expulsion of interstitial fluid from the tissue’s bulk and into the interfacial region between the tissues, known as “weeping,” allows the two surfaces to be kept apart via a self-pressurized interfacial fluid in a hydrostatic mode of lubrication.10, 15, 16 In these types of studies, the COF (as well as the creep deformation) varies directly with the IFLS,4, 17, 18 and the ability to maintain near 100% IFLS has been postulated as a characteristic critical for affording low COF and high wear resistance over a synovial joint’s many decades of use.

A primary disease of articular cartilage occurring with advanced age is osteoarthritis (OA), associated with degradation of cartilage material properties and causing wear. Consequently, significant research activities are directed at treating, augmenting, or repairing degraded cartilage1923 including, for example, polymer scaffolds for filling tissue defects,2428 lubricants for improving tribological properties,29, 30 stimulating growth factors for promoting healing,31 cell transplantation,32, 33 and gene therapy for restoring biological activity.34 An early hallmark of OA is the loss of GAGs with a resultant decrease in the dynamic and equilibrium compressive moduli of the cartilage by allowing increased rate of water exudation and decreased quantity of GAG-bound water, respectively. Furthermore, the hydraulic permeability of cartilage is increased, causing IFLS to decrease at a faster rate upon loading, exacerbating cartilage degeneration by increasing the occurrence of solid-solid contact-derived friction.35

Currently, there are no therapies that mitigate the loss of GAGs or effectively replace lost GAGs. We hypothesize that a treatment which restores high IFLS may improve cartilage function by reducing solid-solid interfacial friction. We recently reported a new cartilage-reinforcing technique—administration of a GAG-inspired zwitterionic polymer 2-methacryloyloxyethyl phosphorylcholine (pMPC) that reconstitutes cartilage matrix hydrophilicity.36 The treatment involves forming, through in-situ photopolymerization, a semi-synthetic interpenetrating polymer network (IPN) entangled with native collagen fibrils (Figure 1a) that increases the compressive stiffness and wear resistance of treated cartilage during accelerated wear testing against stainless steel when IFLS began high and was allowed to subside. The present study investigates the frictional response of IPN-treated cartilage sliding against IPN-treated cartilage and the effects of the interpenetrating polymer on the relationship between normalized strain values (ε/εeq) and COF.

Figure 1.

Figure 1

(a) Relative to native cartilage, cartilage reinforced with an interpenetrating network (IPN-treated) allows a greater proportion of load support by the tissue’s fluid phase (opposed to by solid matrix), in turn allowing sliding frictional forces to be dissipated through the fluid phase (opposed to the high solid-against-solid friction in non-treated tissue). (b) Schematic of friction testing configuration.

METHODS

Sample preparation and IPN treatment

Nine pairs of osteochondral cylindrical plugs (7 mm diameter, cartilage thickness ranging approximately 1–1.5 mm) were cored from the stifle joints of skeletally mature cows in a procedure similar to those reported previously12, 37 using a diamond-tipped coring bit (Starlite Industries, Bryn Mawr, PA), irrigated with 0.9% saline at room temperature. Throughout experimentation, plugs were stored at 4°C in 400 mOsm sodium chloride solution containing protease inhibitor benzamidine hydrochloride (5 mM), GIBCO Antibiotic/Antimycotic (Invitrogen, Grand Island, NY), and calcium ion chelating agent ethylenediamine tetraacetic acid (5 mM). The nine plug pairs were randomly sorted into three groups of N=3 pairs. Two groups of N=3 osteochondral plugs were incubated in the dark for 24 h at 25°C in 400 mOsm saline containing 2-methacryloyloxyethyl phosphorylcholine (either 20 or 60 w/v%), ethylene glycol dimethacrylate (1% mol/mol 2-methacryloyloxyethyl phosphorylcholine), eosin Y (0.1 mM), triethanolamine (115 mM), and N-vinylpyrrolidone (94 mM). Plugs were suspended upside down with articular surface exposed to solution to allow diffusion of solutes. Plugs were removed from solution, gently blotted dry with paper towel, and irradiated with green light (514 nm) at 500 mW/cm2 for 10 min (Ultima SE, Lumenis, Santa Clara, CA). Photoirradiation was performed in a humid chamber to prevent tissue drying. Plugs were then rinsed in saline to allow residual non-reacted monomer and photoinitiator to wash out.

Friction testing

Specimens (non-IPN treated native cartilage or cartilage treated with IPN at a monomer concentration of 20 or 60 w/v%, N=3 each) were subjected to a torsional disc-on-disc unconfined friction test, lubricated by 400 mOsm saline (Figure 1b). The procedure was composed of simultaneous constant compressive stress (0.78 MPa) and torsion (10,080 rotations, 360° s−1, effective perimeter velocity 22 mm s−1; 10-s lift-offs every 160 s to allow saline lubricant reintroduction to the tissue interface) (TA Electroforce 3200). The instantaneous creep deformation was measured over time and converted to compressive engineering strain given the known cartilage thickness determined via average caliper measurement at six locations around each plug’s circumference. COF was calculated from the torque and normal force measured at 10 Hz. Both creep deformation and COF values were binned and averaged over sequential 160-s intervals.

Estimation of IFLS

IFLS has been measured directly in prior reports using a microchip piezoresistive pressure transducer placed on face of cylindrical cartilage discs opposite the articular surface (separated from subchondral bone with a sledge microtome),3, 38, 39 and creep deformation has been theorized40, 41 and experimentally demonstrated17 to linearly correlate with IFLS. In the present study, IFLS is not measured directly but rather is inferred from the value of instantaneous compressive engineering strain normalized by equilibrium compressive engineering strain, ε/εeq. IFLS values were thus approximated, ranging from 100% at the beginning of the test when ε/εeq = 0%, and subsiding towards 0% as ε/εeq equilibrated at 100%,. ε/εeq values were binned and averaged over sequential 160-s intervals.

Statistics

Statistically significant differences in COF and ε were identified via Student’s t-tests with two-tailed probability level p < 0.05. In comparing the time-dependent COF and time-dependent ε of treatment groups with the non-treatment group, repeated pair-wise t-tests were performed at each time point. Similarly, comparisons of ε-dependent COF of treatment groups and non-treated group were performed by repeated pair-wise t-tests at each ε/εeq value.

RESULTS

Over the duration of the three-hour torsional friction test, COF increased as a function of time for non-IPN treated cartilage as well as for both groups of IPN-treated cartilage containing 20 and 60 w/v% interpenetrating polymer (Figure 2). A statistically significantly lower COF was observed for the 60 w/v% IPN treated plugs compared to the non-IPN treated plugs after 4960 seconds of the 10,080-second test elapsed. The equilibrium COF, upon the test’s completion (COFeq), was 24% less (95% confidence interval 14–34% less) than that of non-treated tissue (p = 0.015). The COF of the 20 w/v% treated plugs did not statistically significantly differ from that of non-treated plugs (p = 0.48, 95% confidence interval −7 to 18% less than that of non-treated tissue).

Figure 2.

Figure 2

COF as a function of time. Error bars represent standard deviations, N=3. * p = 0.015 comparing COFeq of non-IPN treated vs 60 w/v% IPN treated cartilage.

The creep deformation, represented as the compressive engineering strain ε, also increased as a function of time for all three treatment groups (Figure 3). ε became statistically significantly different between non-treated and 60 w/v% treated groups after 320 seconds, with equilibrium strain (εeq) 22% less (95% confidence interval 16 to 29% less) for 60 w/v% treated tissue than for that of non-treated tissue (p = 0.022). The 20 w/v% treated tissue and non-treated tissue did not statistically significantly differ in instantaneous ε, nor in εeq (for εeq, p = 0.82, 95% confidence interval −20 to 24% less than that of non-treated tissue). The creep equilibration time constant τε (i.e., the characteristic time constant required for ε to rise (1-e−1) percent of the way towards εeq) increased non-statistically significantly (p = 0.33) by 9% for the 60 w/v% treated compared to non-treated tissue (time constant 1233 ± 29 vs 1133 ± 153 seconds, means ± standard deviations).

Figure 3.

Figure 3

Compressive engineering strain, ε, as a function of time. Error bars represent standard deviations, N=3. * p = 0.022 comparing εeq of non-IPN treated vs 60 w/v% IPN treated cartilage.

Normalized compressive strain, ε/εeq, increased from approximately 40% averaged over the test’s first 160 s, to 100% upon the test’s completion. The COF was plotted as a function of ε/εeq, revealing distinct relationships for each treatment group, each fit with a least squares exponential regression curve (R2 > 0.995) (Figure 4). For both concentrations of IPN treatment, percent reduction in COF compared to COF of non-treated tissue was calculated and plotted as a function of ε/εeq; both groups demonstrate greater reductions at greater ε/εeq values, with the 60 w/v% IPN treated group’s COF being statistically significantly lower than that of the non-treated group (p < 0.05) for ε/εeq values ≥ 94% (Figure 5). The reduction in COF for the 20 w/v% IPN treatment group was not statistically significant over the range of ε/εeq studied.

Figure 4.

Figure 4

COF as a function of ε/εeq, with least squares exponential regression curves. N=3, error bars omitted for clarity (see Supporting Information for plot containing error bars).

Figure 5.

Figure 5

Percent reduction in COF of 20 and 60 w/v% IPN treated cartilage compared to that of non-treated cartilage, as a function of ε/εeq.

DISCUSSION

In a frictional creep test of the nature performed in this study, the COF is interrogated as IFLS begins at 100% and subsides. A creep stress of 0.78 MPa was selected to mimic the contact stresses experienced in the knee during jogging,42 and effective perimeter velocity of 22 mm s−1 was selected to mimic the upper physiologic range of daily femoral-tibial sliding velocities.43 This procedure yields COFs that increase as a function of time44 as shown in Figure 2, with COFs equilibrating concurrent with creep deformation equilibrium. The differences in COF became statistically significant between 60 w/v% treated and non-treated tissue approximately half-way into the three-hour test (24% reduction in COF compared to non-treated tissue at the test’s completion), whereas the difference in COF between 20 w/v% and non-treated tissue demonstrated a non-statistically significant (p = 0.48) 5% reduction in COF compared to non-treated tissue. The IPN dose-dependence of the frictional response agrees with the observed dose-dependence of the compressive stiffness and wear-resistance as reported in our prior study,36 and the IPN’s reduction of friction reported herein may be one of the primary reasons causing its improvement in wear-resistance. While the magnitude of COF is affected by the presence of IPN, the characteristic shapes of the three COF curves as a function of time are not statistically significant; all three curves possess similar COF equilibration time constants.

Engineering compressive strain ε statistically significantly differed as a function of time over the majority of the friction test for the 60 w/v% treated tissue compared with non-treated tissue (Figure 3). This attenuation of creep deformation (22% reduction by the test’s equilibrium) is related to the increased equilibrium stiffness that the IPN imparts.36 Similar to the COF vs time profiles, the creep deformation time profiles do not statistically significantly differ in equilibration time constant τε (p = 0.33), with τε lengthened by 9% for the 60 w/v% treated compared to non-treated tissue. This increased time constant represents the increased time required for tissue to deform in response to the constant load applied, and likely originates from two underlying mechanisms. First, the IPN’s retardation of water’s expulsion from the tissue occurs due to the polymer network’s highly hydrophilic functional groups’ attraction to flowing water molecules, hence slowing their flow, as well as the polymer network’s effective decrease in the tissue’s hydraulic permeability due to physical occupation of tissue pores, thus decreasing the effective pore size. Indeed, an effective hydraulic permeability κ may be calculated45, 46 given sample thickness h and heq in initial and equilibrium compressed state, respectively, creep deformation equilibrium time constant τε, and equilibrium compressive modulus E (calculated from the ratio of equilibrium stress to equilibrium strain) from Equation 1,

κ=hheqπ2τεE (1)

The non-treated tissue’s time constant of 1133 ± 153 seconds is found to correspond to a calculated hydraulic permeability of 3.4·10−16 m2/Pa·s, while the 60 w/v% treated tissue’s 9% increased time constant of 1233 ± 29 corresponds to a 27% decreased calculated hydraulic permeability of 2.4·10−16 m2/Pa·s; this phenomenon represents an augmentation of the tissue’s fluid phase in that decreased permeability is associated with a longer duration of sustained fluid load support.35 Hydraulic permeability values ranging 1·10−16-1·10−14 m2/Pa·s are typical of bovine articular cartilage.4749 The second mechanism explaining the lengthened time constant value upon IPN treatment is the entropic contribution from the interpenetrating polymer network, as the relatively mobile polymer chains occupy a variety of conformational states during the process of matrix compressive equilibration, thus increasing the time required for deformation to equilibrate under constant stress. Unlike a change in the matrix’s hydraulic permeability, the entropic contribution of the polymer to creep relaxation represents a change in fluid-flow-independent viscoelasticity of the solid phase, and the two described mechanisms together indicate that the IPN may directly influence both the solid phase and the fluid phase of the tissue.

ε/εeq varied similarly with time for all three treatment groups. We hypothesized that increasing concentrations of IPN, particularly at 60 w/v%, would sustain elevated IFLS values over the beginning portion of the test, effectively enabling the tissue’s fluid phase to support a greater proportion of load (compared to the solid matrix’s load support), as well as maintain the elevated load support for a longer duration than non-IPN-treated tissue. This finding was not observed, as non-treated and 60 w/v% IPN treated tissue demonstrated similar ε/εeq time course profiles (reflective of IFLS).

The lack of significant difference between the normalized strain values ε/εeq of the groups may derive from the inherent difference in their magnitude of creep deformation, and the existence of an intimate connection between the equilibrium compressive deformation εeq and the rate at which the deformation occurs. In particular, there exist maximum confining limits on the phenomena that govern the rate of tissue deformation under compressive load, including i) rate of bound or interstitial water dissociating from nearby charged or otherwise hydrophilic centers and becoming free or bulk water, ii) velocity of water molecules exuding through the tissue matrix (limited by permeability), and iii) rate of solid biopolymer matrix collapse and rearrangement. Each of these types of events, along with possible others, possess probabilistically maximum rates at which they occur, which, when summed together, govern an upper bound to the rate at which articular cartilage can compress under load. In the present study, both the non-treated tissue and 60 w/v% treated tissue were initially loaded with identical stress and began compressing at similar deformation rates, yet the non-treated tissue’s εeq was significantly greater than the 60 w/v% treated tissue’s εeq (43% vs 33%). Thus, it follows that the non-treated tissue’s IFLS cannot simply decrease as rapidly as hypothesized, since the upper limit of the calculated IFLS is confined by the maximal rates of tissue deformation. To address this, future studies of this tissue treatment technique will investigate differences in creep time course profiles and directly-measured IFLS time course profiles for tissues with equivalent equilibrium deformations, to rule out convoluting effects of this variable.

Finally, we examined the IPN’s effect on the relationship between COF and ε/εeq. Whereas COF’s IPN dose dependence is not readily observed as a function of time (Figure 2), a clear trend is apparent in COF as a function of ε/εeq; for any particular normalized strain value (reflecting IFLS), increasing IPN concentrations provide reduced COF (Figure 5) This indicates that the IPN’s presence alters the frictional response of the tissue. Given that, at greater ε/εeq values, equivalent COFs can be attained when increasing IPN concentrations are present, the IPN may enable articular cartilage to be loaded with greater force (e.g. increased body weight or carrying load) while still allowing equivalent COF to non-treated tissue without the additional load.

Percent reduction in COF of IPN treated tissue compared to that of non-treated tissue reveals not only that 60 w/v% IPN provides improved lubrication compared with 20 w/v%, but also that the magnitude of improvement is further increased at greater ε/εeq (statistically significantly so for ε/εeq ≥ 94% (Figure 5). When IFLS is low and solid matrix load support is high, cartilage behaves more similarly to a classical monophasic elastic material under friction; under such conditions, along with the low lubricant viscosity (ca. 1 mPa·s), moderate speed (22 mm s−1), and moderate stress (0.78 MPa) of the testing configuration, boundary mode lubrication operates.5 The IPN’s reduction of friction under equilibrium, boundary lubrication conditions indicates that the tissue-interpenetrating polymer network either i) continues to assist either the solid or fluid phase of the tissue dissipate frictional forces, or ii) a certain amount of surface-active polymer contributes directly to friction dissipation as a boundary lubricant. These possibilities warrant further investigation by directly measuring the IFLS at creep-equilibrium and by grafting the GAG-inspired zwitterionic polymer to the articular surface without penetrating the bulk, respectively.

The scope of this study is limited in that compressive and frictional properties are heavily dependent upon loading and operating conditions; interpretations of the results apply specifically to the load, rotational speed, specimen geometry, and lubricant used in this experiment. Unconfined compression used in the present study allows lateral exudation of water through non-physiologic cut edges around the plug’s circumference; the IPN’s ability to alter interstitial fluid flow should be examined in unconfined plug compression or in an intact joint surface model. Two IPN concentrations were studied; investigation of concentrations between 20 and 60 w/v% and also greater than 60 w/v% are underway. Alternate loads, as well as articulation speeds and lubricant types, should be investigated to further understand the IPN’s effect on lubricating. Finally, this pilot study was conducted with a sample size of three specimens per group, and future tests will be conducted to gain increased statistical power.

CONCLUSION

In summary, the reinforcement of articular cartilage with a GAG-inspired interpenetrating polymer network reduces the tissue’s time-varying COF under both high and low IFLS conditions. The IPN mechanically mimics the ability of matrix-localized GAG biopolymers to confer tissue lubrication as IFLS subsides from 100% towards 0%, and likewise reduces tissue hydraulic permeability. As both COF and hydraulic permeability increase with advancing osteoarthritis, the treatment technique investigated herein may restore tribological function of degenerated tissue to optimal levels. In the presence of IPN, the COF values reduce over a wide range of IFLS values, suggesting that the polymer network assists the fluid phase’s dissipation of frictional forces and may in turn prevent physiologic wear by maintaining low friction. Continued development and evaluation of novel cartilage reinforcement therapies, such as this one as well as others, is encouraged, as it may yield additional treatment options beyond pain management and total joint replacement.

Supplementary Material

Figure SI

Acknowledgments

Funding Sources

This content was supported in part by the Harvard Catalyst Program and a National Science Foundation Graduate Research Fellowship under Grant No. DGE-1247312 (B.G.C.) and NIH Training Grant in Translational Biomaterials (T32EB006359).

The authors thank Boston University and Beth Israel Deaconess Medical Center for campus wide resources and institutional support.

Footnotes

Contributions

The manuscript was written through contributions of all authors. All authors have given approval to the final version of the manuscript.

BGC contributed to the study design, data acquisition and interpretation, manuscript drafting, and critical manuscript revision.

TL contributed to the data acquisition and interpretation and critical manuscript revision.

BDS contributed to the data interpretation and critical manuscript revision.

MWG contributed to the data interpretation, manuscript drafting, and critical manuscript revision, and takes responsibility for the integrity of the work’s entirety (contact: mgrin@bu.edu).

Competing interest statement

None

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