Topological defects produce kinks in biopolymer filament bundles
- aDepartment of Physics and Astronomy, University of California, Los Angeles, CA 90095-1596;
- bInstitute for Computational Mechanics, Technical University of Munich, 80333 Munich, Germany;
- cDepartment of Biomedical Engineering, University of California, Irvine, CA 92697-2730;
- dCenter for Complex Biological Systems, University of California, Irvine, CA 92697-2280;
- eBeckman Laser Institute, University of California, Irvine, CA 92697-2730;
- fDepartment of Chemistry and Biochemistry, University of California, Los Angeles, CA 90095-1596;
- gDepartment of Biomathematics, University of California, Los Angeles, CA 90095-1596
See allHide authors and affiliations
Edited by Yitzhak Rabin, Bar-llan University, Ramat-Gan, Israel, and accepted by Editorial Board Member Mehran Kardar February 27, 2021 (received for review November 24, 2020)

Significance
A common structural motif for stress-bearing intracellular structures and tissues is a network of filament bundles. When observed in optical microscopy, these bundles often show localized bends—kinks—in their contour even though the stress-free state of their constituent filaments is straight. Using a combination of analytical mechanics and large-scale, finite-element Brownian dynamics simulations, we show that the optically observable kinks are related to topological defects in the interior, nanoscale structure of the bundle. Moreover, the kinks are more compliant to bending than the rest of the bundle. As a result, defected bundle networks must contain a random distribution of soft hinges, which, being the most compliant elastic elements, control the low-energy excitations of these bundle networks.
Abstract
Bundles of stiff filaments are ubiquitous in the living world, found both in the cytoskeleton and in the extracellular medium. These bundles are typically held together by smaller cross-linking molecules. We demonstrate, analytically, numerically, and experimentally, that such bundles can be kinked, that is, have localized regions of high curvature that are long-lived metastable states. We propose three possible mechanisms of kink stabilization: a difference in trapped length of the filament segments between two cross-links, a dislocation where the endpoint of a filament occurs within the bundle, and the braiding of the filaments in the bundle. At a high concentration of cross-links, the last two effects lead to the topologically protected kinked states. Finally, we explore, numerically and analytically, the transition of the metastable kinked state to the stable straight bundle.
Semiflexible biopolymer filaments, that is, stiff filaments whose thermal persistence length is comparable to their length, form most of the structural elements within cells and in the extracellular matrix surrounding them in tissues. Common intracellular examples include the F-actin and intermediate filaments forming the cytoskeleton, while the extracellular matrix making up most tissues is composed of other stiff filamentous structures, such as collagen and elastin fibers. The three-dimensional (3D) structure of these fiber networks is typically fixed by a variety of specific cross-linking proteins. On a smaller scale, these filaments often share a similar structural motif—they form bundles of nearly aligned filaments, which are often densely cross-linked along their contours.
While bundles might be regarded merely as new and thicker (thus stiffer) filaments, this analysis is inadequate in detail. For instance, bundle bending mechanics can dramatically differ from those of a simple filament because, by having extra degrees of freedom associated with sliding one constituent filament relative to another within the bundle, the bundle acquires a length-dependent effective bending modulus (1, 2). These internal degrees of freedom also suggest that a nearly parallel group of filaments, when quenched into a bundle by the addition of cross-linking agents, may end up in one of many metastable states in which cross-linking traps a defect, that is, a long-lived structure distinct from the elastic ground state of straight, parallel, and densely cross-linked filaments. We focus on these defected, metastable states and their effect on the low-energy configurations of the bundle. Specifically, we show that there are three types of defects, two of which correspond to topological defects in the bundle’s unstressed state—braids and dislocations. These and a third form of trapped length (loops) are all long-lived structures due to cross-linking.
As a result of these structural defects within the bundle, the elastic reference state is no longer straight, even though straight filament configurations are individually the lowest-energy state of the constituent filaments. Bundles containing these defects can minimize their elastic energy by taking on localized bends, which we call kinks. The presence of kinks allows one to relate the micron-scale contour of kinked filament bundles to their nanoscale structure, specifically, the presence of length-trapping defects. We show that the combination of theory and simulation of defected bundles can account for the distribution of kinks we observe in experiment. Over long times, defects slowly anneal in bundles. This slow relaxation of the bundle’s structure can be understood in terms of the diffusion and interaction of the defects on it. Specifically, defects leave the bundle either through diffusion off the bundle’s ends or by the annihilation of defects within it.
Not only do defected bundles explain the apparent kinks in collagen fibers, but the presence of defects also has implications for the collective elastic response of the bundle. In particular, we show that kinks are more bending compliant than undefected lengths of a bundle. As a result, we hypothesize that the collective mechanics of a network of defected bundles depends on the number and position of these quenched defects, which act like soft hinges in a 3D network of bundles that behave more like stiff beams.
Topological defects are well known in condensed matter, including, for example, disclinations in nematic liquid crystals and dislocations in crystalline solids (3⇓–5). Defect motion plays a dominant role in the plastic deformation of many solids. Dislocations and disclinations are topological defects; their removal requires a system-sized reorganization of interatomic bonds. The defects in filament bundles share this feature. They cannot be removed without breaking a number of cross-links proportional to the bundle length (we consider the filaments to always be unbreakable). This feature ensures that the defects are long lived on the scale of the thermal undulations of the bundles themselves.
In our observations of collagen networks, we find kinked bundles, whose contour we quantify by measuring their local curvature using light microscopy. Due to their connection to the network, we cannot be certain that these kinks are not in some way related to elastic stress in the network. To address this question, we used large-scale Brownian dynamics simulations to study kinking in quenched filaments with force- and torque-free boundary conditions, finding that quenched defects produce a statistical distribution of kinks similar to those observed in the experiment. Using the simulations, we are also able to measure the reduction of the bundle’s local bending modulus at the location of the defects and observe the motion of the defects along the bundle. Finally, we present theoretical calculations using a simple model of semiflexible filaments that demonstrate the relationship between defects and kinks in the bundle. Moreover, we analytically determine (and test via simulation) the time evolution of the number of defects in a bundle as they slowly anneal through defect–defect annihilation or by diffusion off the ends.
We first report our observations from light microscopy of kinks in collagen bundles and compare these kinks with those from numerical simulations. We then present a general discussion of the three types of defects and demonstrate that the minimum energy state of the defected bundle can be kinked. We explore defect dynamics, estimating the lifetime of a kink and the number of kinks in a bundle as a function of time, which we compare to simulation. To properly describe interaction of braiding type defects, we use the theory of the braid group; some relevant background is provided in SI Appendix, section 3.
Results
Experiment.
The nanoscale structure of collagen is quite complex (6, 7). Small fibrils bind together to form larger fibrils, which, in turn, bind together to form fibers, which we observe in light microscopy. Given that these fibers associate rapidly and strongly with local bonds, collagen fibers are a good place to look for quenched defects in bundles and kinks, if such sharp bends of the bundle indeed result from those defects (8). In fact, kinked collagen bundles have been observed previously (9⇓–11) using electron microscopy. These observations leave the possibility that the kinks observed in a single snapshot of a dynamic, flexible structure may be consistent with thermal undulations about a straight equilibrium state, rather than long-lived sharp bends (12). To address this question, we made multiple observations of collagen bundles in an aqueous environment to determine whether the time-averaged state of the bundles includes kinks.
We reconstituted pepsin-extracted type I bovine collagen and fluorescently labeled and imaged individual bundles. In Fig. 1A, we show 50 superimposed images of a single bundle (white on a black background) taken 0.5 s apart and showing three persistent kinks, which confirms that they are indeed long-lived structures. Green lines indicate the measurement of a kink angle. We measure the 2D projection onto the microscope’s focal plane of the physical kink angle in three dimensions. We accept kink observations only when at least about 3 microns of bundle is observable on either side of the kink. In order for the image of the bundle to extend away from the kink on both sides, our reported kinks must lie in a plane making, at most, a small angle with respect to the focal plane. As a result, the discrepancy between our observed kink angle distribution and the physical one is quite small. We find less than 10% discrepancies between the projected and 3D, physical angle distribution when testing this procedure with simulated data—see SI Appendix, section 1.
Measurements of collagen bundles using fluorescence microscopy (A–C) and simulations (D–F). (A) Fluorescence image of a collagen bundle with noticeable kinks. Green traces show a measurement of the kink angle, given as angular deviation from straight. (B) Mean curvature (black) of a collagen bundle over 50 images. Red lines show the spread of curvature in time (1 SD). Blue arrows mark the locations of high curvature. (C) Histogram of mean kink angles for all measured bundles (
Seventy-four kink angle measurements from 43 bundles are summarized in Fig. 1C. The trace of the local curvature versus arc length along the bundle shown in Fig. 1B quantifies the points of high persistent curvature as indicated by the blue arrows. These local curvatures were computed by discretizing the contour using the intensity pixels in each image and computing the curvature from a cubic spline fit to these data. More details are given in SI Appendix, section 1. Repeating this procedure for other bundles, we observed kinks and determined their mean kink angles by averaging again over up to 50 repeated measurements of each kink angle. They showed temporal fluctuations with a nonzero mean. We present the distribution of kink angles for 74 kinks in Fig. 1C. There were larger variations between kink angles measured across multiple bundles than in the thermal fluctuations of a given kinked bundle. The distribution of these time-averaged kink angles has a mean at 26° and includes a range of typical angles between 7° and 55°. We observed one high-angle kink with a bend of 74°.
Many of the experimentally observed kinks appeared to be flexible. As a typical example, the kink angle of the bundle shown in SI Appendix , Fig. S1 had a mean of 29°, but fluctuated between 21° and 38°. Because the bundle’s ends were constrained by the network, we cannot use these thermal fluctuations of the kink angle as a true measure of the kink’s bending compliance.
Numerical Simulation.
To better explore the nanoscale structure of the cross-section of the kinked bundles and to study the system with simpler, free boundary conditions, we turn to Brownian dynamics, finite-element simulations.
Our numerical model describes the semiflexible filaments as elastic objects via geometrically exact beam theory, and includes viscous dissipation (local drag), thermal forces, and the random binding and unbinding of cross-links (13⇓–15). Bound cross-links are treated as short elastic beams making locally normal connections to the filaments to which they are bound. As a result, they act like so-called bundling cross-linkers that elastically constrain the angle between the bound filaments. Such linkers are well known in F-actin networks (16⇓–18). The details of collagen intrabundle cross-linking are more poorly understood. In the absence of detailed models for these cross-linkers, we chose this simple linker model to promote bundling. Initially, all filaments were straight and parallel without any cross-links. To form bundles, a fixed concentration of cross-linkers was added to the finite-temperature (stochastic) simulation. The interaction of the thermally undulating filaments with transient cross-linkers leads to rapid bundle self-assembly (see SI Appendix, Fig. S4) with a number of quenched defects. Further details of the model and the setup of the computational experiments are provided in Materials and Methods and SI Appendix, section 2.
Observation and characterization of defects.
A seven-filament bundle is shown in Fig. 2A from a simulation in three dimensions. Its contour deviates quite drastically from the trivial equilibrium shape of straight and parallel filaments, which are regularly cross-linked along their entire length. These metastable configurations of the bundle with localized bends—kinks—persist over long times as compared to the typical time scale of the angular fluctuations of the mean local tangent of the bundle. Over still longer times, the locations of the kinks move along the bundle, as described below. A movie of the bundle dynamics showing the shorter time scale bundle undulations can be found in Movie S1.
Typical bundle shape and defects observed in numerical simulations of the bundle formation process, starting from initially straight and parallel filaments without any initial cross-links. (A) Example images show the entire bundle consisting of seven filaments (green) in three dimensions and approximately 1,600 cross-links (pink). (Inset) A magnified part. (B) Braids and loops observed in simulations with a minimal setup of two filaments (green) and transient cross-links (pink) in two dimensions. (C) Schematic of a braid (Left) and a loop (Right) as described in our analytical model.
We observe two distinct classes of defects in the quenched bundles, which are all related to a mismatch between amount of filament arc length taken up per fixed unit length of the bundle. These are 1) braids, that is, rearrangements of filaments within the bundle, and 2) loops where one filament stores excess length by looping out of the bundle and then reattaching to it. Both braids (actually pseudo-braids, as described below) and loops are shown in Fig. 2B from a 2D simulation of two filaments where the filaments are allowed to cross each other but cannot untwist. This special setup is motivated by the fact that it is the smallest system capable of supporting a loop or a pseudo-braid. The pseudo-braid is a projection of a braid onto two dimensions and is the mechanical analog of a true braid in three dimensions. As will be shown in Kinking Theory, the energetics of the two-filament pseudo-braid is equivalent to that of a true 3D braid of three filaments when the two filaments making up the pseudo-braid have different bending moduli. The simplest system that supports true braiding defects is a three-filament bundle in three dimensions, shown in Fig. 2C. Fig. 2 A, Inset shows the typical structure of a loop in a larger bundle. There is also a third type of defect, 3) a dislocation in which a filament end appears within the bundle. This defect was not created in our simulations, due to the fact that we started the system with equal length filaments whose ends were initially aligned at one end of the simulation box. In the simulations, we concentrate on braids and loops. Defects observed in the 3D simulations were found to trap torsional as well as bending energy. The torsional torques measured in simulation were smaller than the bending torques that lead to kinking. We revisit this point in the discussion of our analytical model in The model. In the following sections, we first analyze the curvature of the bundle centerline as well as the kink angles resulting from braid and loop defects, and then investigate the dynamics of the defects, that is, how they move along the bundle and potentially interact with each other.
Curvature and kink angles of defected bundles.
Fig. 1D shows a typical configuration of the minimal bundle setup with two filaments (blue and red) in two dimensions. The bundle centerline (black dashed line) is computed as the average of the two filament centerlines, and braids (black dots) are detected by the crossings of the filament centerlines. A movie of the bundle’s dynamics can be found in Movie S2. The curvature of the bundle’s centerline as a function of centerline arc length is plotted in Fig. 1E, showing both the mean (black) and the standard deviation range (red lines) of the curvature computed from 100 simulation snapshots with a time interval of 1 s. Close to the midpoint of the bundle in the range of arc lengths
The histogram of measured kink angles over a total of 12 simulations is shown in Fig. 1F. Here, we applied the same procedure for the angle measurements as described for the experimentally obtained microscopy images in SI Appendix, section 1. The 3D simulation results were rotated such that the bundle centerline tangents left and right of the kink lie approximately within the image plane. The distribution of 72 kink angles for the two-filament bundle has a mean of 27°, with a standard deviation of 14° and values ranging from 4° to 77°. The kink angle distribution for larger bundles with seven filaments in three dimensions demonstrates a trend toward smaller angles and a more narrow distribution with 20±8° (mean ± standard deviation). Big bundles with up to 225 filaments will be investigated in more detail below.
Dynamics and interactions of defects.
We now use our simulations to study dynamics on longer time scales, where we expect to see the motion of defects along the bundle and their annealing as the metastable, defected bundle slowly relaxes. To facilitate these observations, we need to speed up the motion of the defects by doubling the linker unbinding rate in our simulations to
Fig. 3 shows an example of how the (defected) configuration of a two-filament bundle evolves over time. We plot the position (measured by arc length) of braids (red dots) and cross-links (blue dots) along the bundle horizontally, with time increasing vertically. The resulting red tracks record the world lines of the braids over a simulated period of 500 s. The white vertical scars show cross-linker gaps in the otherwise densely cross-linked bundle. Due to a small offset between the filaments, there is a nearly persistent gap in cross-linking at the left end of the bundle where one filament stops. Cross-linkers appear in this gap because one filament slid far enough past the other to wrap around and briefly cross-link to the other one due to the periodic boundary conditions of the simulation box. We observe a pair of braids located near the bundle midpoint first emerge after
Dynamics and interactions of defects observed in 2D numerical simulation. The position of braids (red dots) and cross-links (blue dots) along the (first, i.e., blue) filament is tracked over time. Insets (green frames) show the corresponding configuration of the two filaments (blue and red lines) and the braids (black dots) in the bundle at three different time points. See Movie S2 for an animation.
The single braid close to the bundle’s right end diffuses until it approaches the far right end of the bundle at
Big bundles.
Motivated by the fact that the number of filaments in a biopolymer bundle is likely to vary from
Hole defect observed in simulation and experiment. (A) A 3D simulation of a big bundle with 225 filaments (white) and approximately 16,000 cross-links (pink). (B) Fluorescent confocal laser scanning image of a collagen bundle. Those parts of both images showing the hole defect are magnified and compared side by side in Insets.
The large bundle’s structure is hierarchical; one can identify more-tightly bound subbundles that form loops and braids with each other along the bundle’s length. As observed already in 25-filament bundles, its centerline remains rather straight, while the subbundles show the characteristic kinks observed in the smaller bundles. One possible explanation for the rather straight form of the big bundles is their smaller aspect ratio as compared to the small bundles; in other words, very large bundles may well show kinks over longer distances, since such kinks require higher energy and are thus statistically less probable or more sparsely distributed defects. Simulations of big bundles with the same aspect ratio as the smaller ones remain computationally prohibitive. We observe, in the large bundle, a large hole created by a subbundle loop defect. Its appearance is strikingly similar to our experimental images of collagen bundles in Fig. 4B. Those parts of the images showing the hole defect are magnified and compared side by side in Fig. 4, Insets.
Kinking Theory.
The model.
We now examine the energetics of kink formation using a simple model consisting of a bundle of n inextensible, semiflexible filaments connected by cross-links. The filaments’ elasticity is controlled by a single bending modulus κ. The filaments are arranged so that their mean tangent directions are parallel along the
If all the bundle’s filaments have the same length, the energetic ground state is a straight bundle with as many cross-links as possible. However, if at least one of the filament’s length differs from those of others, the straight bundle configuration will necessarily have a defect where a filament’s end occurs within the bundle. That dislocation defect may, in fact, be unstable toward forming a kink in the bundle’s interior, leading to a kink in the elastic ground state of the system (we explore this point in Dislocations).
When we consider metastable states, there are many more options. If removing a defect in the structure of cross-linked straight filaments requires uncoupling a large number of cross-links, the lifetime of that defect may exceed the time of the experiment. We divide such defects into two groups: defects due to the deviation of the filament from its straight state (loop) and the effects due to the permutations of the filaments (braiding). We study the simplest cases of these effects in Loops and Braids, respectively.
In all these cases, the energy of the bundle can be written as the sum of two terms: the bending energies of the n constituent filaments and the energy of their chemical interactions with the cross-links,
Since we assume that the cross-links completely fix both angle and positions of the filaments, the piece of the filament with cross-links is straight and parallel to the whole bundle. We now minimize the bundle’s energy subject to boundary conditions that enforce the presence of one or more defects. If a kinked configuration minimizes this energy, we conclude that elasticity theory predicts a kink. This calculation will also determine the optimal size (length) and bending angle of the kink, which we report below. All such calculations assume that the defects do not trap filament torsion. We note, from simulation, that typical defects include some torsional deformations. As a result, our calculations represent the minimum energy configurations of each defect. We anticipate there to be a continuous spectrum of excited defect states associated with increasing torsional energy. We now perform this minimization for the three different types of defects.
Loops.
We start with the simplest case of a two-filament bundle, forming a loop defect by demanding that the filaments have disparate lengths
Braids.
The simplest model of braiding in three dimensions requires three filaments. Braiding of two filaments in three dimensions can be undone by twisting the bundle about its long axis; it is not topologically protected (the relationship between braiding and rotation is discussed in more detail in SI Appendix, section 3). The minimum energy configuration of three cross-linked filaments with the same length will be a right prism with an equilateral triangle as its base. We choose a coordinate system so that the x axis lies parallel to the filaments, filaments 2 and 3 are in the
Since the cross-links fix both relative angle and position of the filaments, filament 1 cannot be connected to filaments 2 and 3 by the cross-links in the defect core; however, filaments 2 and 3 can remain cross-linked. Thus, filaments 2 and 3 behave as one combined filament 2′ with double the bending stiffness, and remain in the
The boundary conditions on the vector
We observe that braids should generate local bending, at least in the limit of a sufficiently soft bending modulus. The binding free energy (chemical potential difference between free and bound linkers) acts as an effective tension on the bundle. Setting the bending modulus to zero and fixing the length of the braided region, the solution for the filament contours inside the braid will be straight lines. In this configuration, linker-induced tension generates a torque that increases the kink angle of kinked configurations (Fig. 5A). To stabilize this angle at a finite value, we must include finite bending compliance. We do so now, turning to the full calculation.
(A) Braid in the limit of zero bending. Forces
Calculating the energy of the braid as a function of the kink angle ϕ, we find that kinking is controlled by the dimensionless parameter
We prove, in SI Appendix, section 3, that, for small values of
Kink angle ϕ as a function of a dimensionless parameter for (A) loops, (B) braids, and (C) dislocations showing both numerical solutions to the energy minimization (circles), and the analytic predication (solid line). We show two cases,
Dislocations.
The simplest dislocation requires a bundle of four filaments in three dimensions where one of the four ends within the bundle. The stable state of four filaments is a right prism formed by a base of two equilateral triangles sharing one edge, as shown in Fig. 5B. We label these triangles as 1-2-4 and 2-4-3; only filaments 1 and 3 are not cross-linked to each other. If either filament 1 or 3 ends within the bundle, the configuration remains stable because the other three form a stable three-filament prism. But, if another filament ends, for example, filament 4, the remaining filaments must deform to recreate a cross-section with an equilateral triangle (Fig. 5B). Due to cross-linker constraints, the distortion associated with the defect must locally remove cross-linkers between two of the filaments. Without loss of generality, we demand that filaments 2 and 3 remain cross-linked. Calculating the energy associated with this defect is complicated by the fact that there is no mapping to a 2D version of the distortion. To gain immediate insight, it is helpful to consider, momentarily, the unphysical case of zero filament bending modulus. Then filaments 2 and 3 remain straight, but filament 1 makes two right-angle bends at the defect to move to the location of the missing filament 4 and thereby maximize cross-linking. If we now reintroduce a finite bending modulus, this localized dislocation will spread out along the bundle to decrease bending energy at the expense of reducing the maximal cross-linking shown in Fig. 5B. A force pair is also introduced by filament 1’s bending (shown in the figure as black arrows) which produces a torque causing the entire bundle to kink. We perform numerical minimization of the energy assuming that filaments 2 and 3, being cross-linked everywhere, form a ribbon that can bend in the direction perpendicular to its plane with bending modulus
Defect Dynamics.
Over times significantly longer than those associated with the undulations of the bundle, defects can move along the bundle and interact. These dynamics require multiple cross-linker binding/unbinding events. As a result of these events, defects move diffusively and may eventually fall off the ends of the bundle. In the case of dislocations and braids, defects may combine or annihilate. For the latter type, these interactions are controlled by the structure of the braid group.
Consider two braids—a braid/antibraid pair—separated by N cross-links. Since these defects would annihilate if the intervening cross-links were removed, we may expect this pair might vanish if their separation becomes sufficiently small. The braids are motile, with a diffusion constant set by the linker detachment rate
For a three-filament bundle, the dynamics of N braids is equivalent to the diffusion of N particles (braids) of three types, which are randomly distributed after a quench. The braid group (see SI Appendix, section 3) requires that a particle of one type can annihilate only with particles of one other type. If particles encounter each other and cannot annihilate, we assume they stick, since, by merging their defected regions, the net number of cross-linkers on the bundle increases. Using these dynamical rules, we studied the annealing of braided bundles using Monte Carlo simulations—results are shown in SI Appendix, section 3.
Simple combinatorics shows that annihilation events are less common than braid combination (sticking), since the former requires braid/antibraid adjacency. Since the number of different braid group operators grows linearly with the number of filaments in the bundle, the probability for braid/antibraid adjacency decreases with increasing braid size. When considering large bundles, we can neglect annihilation. Doing so and using a mean-field approximation, we let
We briefly mention the dynamics of loop and dislocation defects. Complete annihilation of loop defects is highly unlikely, as it would require the amount of trapped length in the two loops to match. We expect loop defects to diffuse along the bundle and, in larger bundles, to pass through each other. Dislocations should also diffuse by a type of repetitive motion (as in polymer melts) in which the filament end detaches within the bundle, forms a loop, and reattaches. Thus, dislocations in an otherwise ordered bundle should retract toward the bundle edge with more filaments in it. After loops are formed, the dislocation should perform a biased random walk, due to the fact that the energy of loop defects will suppress further retractions of the dislocation core toward the bundle’s end.
Discussion
Biopolymer filament bundles are kinked despite the fact that the elastic ground state of their constituent filaments is straight, as clearly seen in our experiments on collagen bundles. In this article, we quantified these kinks and proposed that their existence can be attributed to defects quenched into the bundles during cross-linking. These defects come in three classes: loops, braids, and dislocations. This proposal is supported both by analytic calculations of the energy-minimizing contour of bundles containing these defects and by finite-element Brownian dynamics simulations of the quenched bundles of 2 to 200 filaments. The mechanical connection between these defects and kinks (high-curvature regions) of the bundle is straightforward—defects generate a local distortion of the filaments driven by cross-linking. The entire bundle may bend, producing a kink in order to compensate for that distortion. This mechanism is reminiscent of the relaxation of a flexible hexatic membrane in the vicinity of a disclination (24). There, a topological defect relaxes local strain via a puckering of the membrane that produces long-ranged Gaussian curvature. Here the distortion of the bundle may be entirely localized in a sharp bend.
In our experiments, we found that 4% of the observed collagen bundles had one or more kinks and that these kink angles had a mean of 26°, but were quite varied, ranging up to 74° in the sample of 74 kinks studied. When we consider that loop defects can produce a continuous distribution of kink angles, it seems natural to suppose that this defect is the predominant cause of kinking. The number of observed kinks is likely an underestimate of the real system, due to the limitations of our imaging that shows only those bundles lying in the imaging plane. Only kinks oriented so that the bundle bends within the imaging plane are observable.
The kinks associated with both braids and dislocations are expected to be narrowly distributed at angles set by the number of filaments in the bundle, since these defects produce fixed kink angles that depend only on that number, the cross-linker binding energy, and bending moduli of the filaments. For a fixed number of filaments, both dislocations and braids produce kink angles that depend on only a single dimensionless number
Another argument for loop-controlled defects in collagen is a presence of z-shaped double kinks (see SI Appendix, Fig. S7 for the examples), which can be attributed to slippage between two filaments in a bundle such that they produce a pair of loops. The lengths stored in this pair are such that, after the two loops, the filaments once again have no length mismatch.
The lifetime of these defects appears to be significantly larger than the characteristic time of thermal undulations of the filaments and longer than the typical observation time in experiment. This is supported by the experimental data, where kink annihilation or diffusion to the ends is never observed. When we study kink dynamics via simulation on the time scales significantly longer than those covered by experiment, we observe their diffusion, sticking, and annihilation, which one expects from the theory. Specifically for braids, we find that their motion is consistent with particles diffusing in one dimension, with interactions obeying the rules of the braid group. We speculate that bundles under compression may relieve stress by the pair production of braid/antibraid pairs in a manner resembling the Schwinger effect (29, 30).
Examining Fig. 4 leads us to speculate that very large bundles of many filaments might be considered to be smaller bundles composed of more weakly bound subbundles, which are themselves composed of the original filaments. If we may consider this hierarchical approach, we can replace a in ζ by the subbundle radius and write the bending modulus in terms of that radius as well, using
When considering very large bundles, one may ask whether cross-linkers deep in the bundle’s interior remain in equilibrium with the cross-linker concentration in the surrounding fluid. Due to steric hindrance, these internal linkers may diffuse slowly out of the bundle, leading to a linker chemical potential gradient across the bundle’s radius on measurable time scales. We do not incorporate such effects in our simulations, and we do not expect them to be relevant in the case of our collagen bundles where we do not have exogenous linkers. But this nonequilibrium effect, where relevant, may introduce intriguing viscoelastic effects in the bending dynamics of very large bundles.
Many biopolymer filaments are chiral, and their chirality is known to affect their packing into tight bundles (31⇓–33). In particular, chirality introduces a form of geometric frustration in these tightly packed bundles. We suspect that the defects discussed here may play a role in reducing the elastic stress-associated chirality-induced packing frustration, and thus may be important for understanding the long length-scale structure of such chiral bundles.
We note that defects rather generally produce weak links in the bundle where, due to the absence of cross-linking, the effective bending modulus of the bundle is reduced by at least an order of magnitude. This suggests that the collective mechanics of a rapidly quenched bundle network might be dominated by these defects, which introduce a set of soft joints into the otherwise quite stiff bundles. As a result, rapidly quenched bundle networks may be anomalously compliant as compared to their annealed state. It is interesting to note that these defects provide soft hinges in the network (rather than universal joints) and that there may well be many more such soft hinges than there are kinks, since not all defects generate kinks, but all disrupt the local cross-linking. Currently, there are no kinetic theories of bundling that allow us to estimate the number of such soft hinges in a network of filament bundles and then attempt to predict the mechanics of the defected network. Of course, filament bundle networks produced by transient cross-linkers have a complex rheological spectrum, including a low-frequency power law regime (34, 35). Understanding the mechanical effect of these soft hinges on that low-frequency rheology remains an interesting direction for future studies.
Materials and Methods
Experiments.
Type I bovine pepsin extracted collagen (PureCol 5005-100 ML lot 7503, Advanced BioMatrix) was reconstituted according to Doyle (36). Reconstituted collagen solution was diluted to 0.2 mg/mL with phosphate-buffered saline and was incubated at 37 °C overnight. The collagen was fluorescently labeled (Atto 488 NHS ester 41698-1MG-F lot BCBW8038, Sigma-Aldrich) and then imaged with Olympus Fluoview1200 laser scanning confocal microscope using a 60×1.45NA oil immersion objective. To construct a trace of the bundle, Matlab was used to determine the position of bundle in each row of the image defined as the mean of the Gaussian fit of the pixel intensity across each row. A cubic spline is used to estimate the curvature along the bundle. The kink angles were measured using imageJ. Further details can be found in SI Appendix, section 1.
Simulations.
In our numerical model, the individual semiflexible filaments are described via nonlinear, geometrically exact, 3D Simo–Reissner beam theory (37, 38) and discretized in space by suitable finite element formulations (39, 40). Their Brownian dynamics is modeled by including random thermal forces and viscous drag forces along the filament (13, 14). We apply an implicit Euler scheme to discretize in time, which allows us to use relatively large time step sizes (13, 14). Cross-links are modeled as additional, short beam elements between distinct binding sites on two filaments, which bind and unbind randomly based on given reaction rates and binding criteria (15). In particular, the latter include a preferred distance between binding sites and a preferred angle between filament axes that need to be met such that a linker molecule switches from the free to the singly bound state or from the singly to the doubly bound state. Altogether, this finite element Brownian dynamics model turns out to be a highly efficient numerical framework, which enables large-scale simulations with hundreds of filaments over hundreds of seconds and has been used in several previous studies (15, 20, 35, 41⇓–43). We used the existing C++ implementation in our in-house research code BACI (44), which is a parallel, multiphysics software framework. In addition, we used self-written Matlab (45) scripts for the data analysis and used Paraview (46) for the visualization of the system. Further details about the numerical model, including all parameter values and the detailed setup of the computational experiments, can be found in SI Appendix, section 2.
Data Availability
Raw images and simulation results can be found on Dryad (47).
Acknowledgments
A.J.L. and V.M.S. acknowledge partial support from Grant NSF-DMR-1709785. V.M.S. acknowledges support from the Peccei scholarship and the Bhaumik Institute Graduate Fellowship. W.A.W. and M.J.G. acknowledge partial support from Bavaria California Technology Center. E.L.B. and Q.H. acknowledge support from the US Air Force Office of Scientific Research FA9550-17-1-0193 and the Office of the President of the University of California.
Footnotes
- ↵1To whom correspondence may be addressed. Email: valentinslepukhin{at}physics.ucla.edu.
Author contributions: E.L.B., W.A.W., and A.J.L. designed research; V.M.S., M.J.G., and Q.H. performed research; V.M.S., M.J.G., Q.H., E.L.B., W.A.W., and A.J.L. contributed new reagents/analytic tools; V.M.S., M.J.G., Q.H., E.L.B., W.A.W., and A.J.L. analyzed data; V.M.S., M.J.G., Q.H., E.L.B., W.A.W., and A.J.L. wrote the paper; V.M.S. and A.J.L. provided the theory; M.J.G. and W.A.W. performed the simulations; and Q.H. and E.L.B. performed the experiment.
The authors declare no competing interest.
This article is a PNAS Direct Submission. Y.R. is a guest editor invited by the Editorial Board.
This article contains supporting information online at https://www.pnas.org/lookup/suppl/doi:10.1073/pnas.2024362118/-/DCSupplemental.
- Copyright © 2021 the Author(s). Published by PNAS.
This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND).
References
- ↵
- M. Bathe,
- C. Heussinger,
- M. Claessens,
- A. Bausch,
- E. Frey
- ↵
- ↵
- P. M. Chaikin,
- T. C. Lubensky
- ↵
- M. Kleman
- ↵
- D. R. Nelson
- ↵
- ↵
- M. J. Buehler
- ↵
- ↵
- ↵
- ↵
- ↵
- Y. Wakuda,
- S. Nishimoto,
- S.-I. Suye,
- S. Fujita
- ↵
- C. J. Cyron,
- W. A. Wall
- ↵
- C. J. Cyron,
- W. A. Wall
- ↵
- K. W. Müller,
- C. Meier,
- W. A. Wall
- ↵
- ↵
- S. J. Winder,
- K. R. Ayscough
- ↵
- T. D. Pollard
- ↵
- D. Kachan,
- R. Bruinsma,
- A. J. Levine
- ↵
- D. Kachan,
- K. W. Müller,
- W. A. Wall,
- A. J. Levine
- ↵
- L. D. Landau,
- E. M. Lifshitz
- ↵
- N. G. Van Kampen
- ↵
- ↵
- J.-M. Park,
- T. C. Lubensky
- ↵
- ↵
- ↵
- ↵
- E. Haimov,
- R. Windoffer,
- R. E. Leube,
- M. Urbakh,
- M. M. Kozlov
- ↵
- ↵
- J. Schwinger
- ↵
- ↵
- G. M. Grason
- ↵
- G. M. Grason
- ↵
- ↵
- K. W. Müller et al.
- ↵
- A. D. Doyle
- ↵
- E. Reissner
- ↵
- ↵
- ↵
- C. Meier,
- M. J. Grill,
- W. A. Wall,
- A. Popp
- ↵
- ↵
- M. Maier et al.
- ↵
- V. M. Slepukhin,
- M. J. Grill,
- K. W. Müller,
- W. A. Wall,
- A. J. Levine
- ↵BACI: A comprehensive multi-physics simulation framework. https://baci.pages.gitlab.lrz.de/website. Accessed 24 November 2020.
- ↵
- The MathWorks Inc.
- ↵
- Kitware Inc.
- ↵
- Q. Hu, et al.
Citation Manager Formats
Article Classifications
- Physical Sciences
- Physics
- Biological Sciences
- Biophysics and Computational Biology