Raphaël Voituriez’s research while affiliated with Theoretical physics of condensed matter and other places

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Publications (322)


Target Search Kinetics for Random Walkers with Memory
  • Chapter

December 2024

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3 Reads

Olivier Bénichou

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Thomas Guérin

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Nicolas Levernier

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Raphaël Voituriez

In this chapter, we consider the problem of a non-Markovian random walker (displaying memory effects) searching for a target. We review an approach that links the first passage statistics to the properties of trajectories followed by the random walker in the future of the first passage time. This approach holds in one and higher spatial dimensions, when the dynamics in the vicinity of the target is Gaussian, and it is applied to three paradigmatic target search problems: the search for a target in confinement, the search for a rarely reached configuration (rare event kinetics), or the search for a target in infinite space, for processes featuring stationary increments or transient aging. The theory gives access to the mean first passage time (when it exists) or to the behavior of the survival probability at long times, and agrees with the available exact results obtained perturbatively for examples of weakly non-Markovian processes. This general approach reveals that the characterization of the non-equilibrium state of the system at the instant of first passage is key to derive first-passage kinetics, and provides a new methodology, via the analysis of trajectories after the first-passage, to make it quantitative.


Persistence exponents of self-interacting random walks

October 2024

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2 Reads

The persistence exponent, which characterises the long-time decay of the survival probability of stochastic processes in the presence of an absorbing target, plays a key role in quantifying the dynamics of fluctuating systems. Determining this exponent for non-Markovian processes is known to be a difficult task, and exact results remain scarce despite sustained efforts. In this Letter, we consider the fundamental class of self-interacting random walks (SIRWs), which display long-range memory effects that result from the interaction of the random walker at time t with the territory already visited at earlier times t<tt'<t. We compute exactly the persistence exponent for all physically relevant SIRWs. As a byproduct, we also determine the splitting probability of these processes. Besides their intrinsic theoretical interest, these results provide a quantitative characterization of the exploration process of SIRWs, which are involved in fields as diverse as foraging theory, cell biology, and machine learning.


Scale-free flocking and giant fluctuations in epithelial active solids

October 2024

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50 Reads

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Jeremy O'Byrne

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Andreas Schoenit

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[...]

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The collective motion of epithelial cells is a fundamental biological process which plays a significant role in embryogenesis, wound healing and tumor metastasis. While it has been broadly investigated for over a decade both in vivo and in vitro , large scale coherent flocking phases remain underexplored and have so far been mostly described as fluid. In this work, we report a mode of large-scale collective motion for different epithelial cell types in vitro with distinctive new features. By tracking individual cells, we show that cells move over long time scales coherently not as a fluid, but as a polar elastic solid with negligible cell rearrangements. Our analysis reveals that this solid flocking phase exhibits signatures of long-range polar order, unprecedented in cellular systems, with scale-free correlations, anomalously large density fluctuations, and shear waves. Based on a general theory of active polar solids, we argue that these features result from massless Goldstone modes, which, in contrast to polar fluids where they are generic, require the decoupling of global rotations of the polarity and in-plane elastic deformations in polar solids. We theoretically show and consistently observe in experiments that the fluctuations of elastic deformations diverge for large system size in such polar active solid phases, leading eventually to rupture and thus potentially loss of tissue integrity at large scales. Significance statement During embryonic development and wound healing, epithelial cells usually display in-plane polarity over large spatial scales and move coherently. However, over years, most in vitro studies have examined the fluid-like chaotic dynamics of epithelial cells, in which collective cellular flows self-organize into recurring transient vortices and jets similar to those observed in classical fluid turbulence. Little is known about the large-scale coherent dynamics of epithelial cells. We demonstrate that such coherent motions are not simply turbulent-like flows with larger correlation lengths, but a new mode of collective motion with a solid-like behavior, accompanied by an emergent global order, scale-free correlations, anomalous density fluctuations and propagating Goldstone modes. Our work suggests that such a collective motion of epithelial cells falls outside the scope of traditional active fluids, which may shed new light on the current studies of collective cell migration as well as active matter physics.


Exact Propagators of One-Dimensional Self-Interacting Random Walks

October 2024

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6 Reads

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2 Citations

Physical Review Letters

Self-interacting random walks (SIRWs) show long-range memory effects that result from the interaction of the random walker at time t with the territory already visited at earlier times t^{'}<t. This class of non-Markovian random walks has applications in contexts as diverse as foraging theory, the behavior of living cells, and even machine learning. Despite this importance and numerous theoretical efforts, the propagator, which is the distribution of the walker's position and arguably the most fundamental quantity to characterize the process, has so far remained out of reach for all but a single class of SIRW. Here we fill this gap and provide an exact and explicit expression for the propagator of two important universality classes of SIRWs, namely, the once-reinforced random walk and the polynomially self-repelling walk. These results give access to key observables, such as the diffusion coefficient, which so far had not been determined. We also uncover an inherently non-Markovian mechanism that tends to drive the walker away from its starting point.


Disordered Yet Directed: The Emergence of Polar Flocks with Disordered Interactions
  • Preprint
  • File available

September 2024

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25 Reads

Flocking is a prime example of how robust collective behavior can emerge from simple interaction rules. The flocking transition has been studied extensively since the inception of the original Vicsek model. Here, we introduce a novel self-propelled particle model with quenched disorder in the pairwise alignment interaction couplings akin to a spin glass model. We show that the presence of quenched disorder can promote (rather than destroy) the emergence of global polar order. In particular, we show that our model can display a flocking phase even when the majority of the interaction couplings are anti-aligning. Activity is the key ingredient to reduce frustration in the system as it allows local particle clustering combined with self-organization of the particles to favor neighborhoods with strong cooperative interactions.

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FIG. 1. a) Cells and matrix interact through an active alignment of cells to the matrix (with coupling parameters χ and ν), and deposition of matrix in the orientation of cells, with rate k. The matrix is also subject to uniform degradation with rate k d . b) Fibroblasts plated on PAA gels, showing coherent alignment between the F-actin stress fibers of the cells (red, left panel), and the deposited fibronectin patterns (white, right panel). Scale bar 100µm. See [23] for experimental details.
FIG. 2. a)-b) Phase diagrams of uniform phases in the˜χthe˜ the˜χ-α plane for a) systems with a footprint of the same symmetry as the active field, and b) for a mixed symmetry p-M theory. The different phases are either ordered (O), isotropic (I), a coexistence regime (MS), or a rotating clock state (C). For the p-M theory, the clock state does not exist for α > −γk d /2, and the tricritical point is situated at (α = 0, ˜ χ = βk d /γk).
Ordering, spontaneous flows and aging in active fluids depositing tracks

September 2024

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90 Reads

Growing experimental evidence shows that cell monolayers can induce long-lived perturbations to their environment, akin to footprints, which in turn influence the global dynamics of the system. Inspired by these observations, we propose a comprehensive theoretical framework to describe systems where an active field dynamically interacts with a non-advected footprint field, deposited by the active field. We derive the corresponding general hydrodynamics for both polar and nematic fields. Our findings reveal that the dynamic coupling to a footprint field induces remarkable effects absent in classical active hydrodynamics, such as symmetry-dependent modifications to the isotropic-ordered transition, which may manifest as either second-order or first-order, alterations in spontaneous flow transitions, potentially resulting in oscillating flows and rotating fields, and initial condition-dependent aging dynamics characterized by long-lived transient states. Our results suggest that footprint deposition could be a key mechanism determining the dynamical phases of cellular systems, or more generally active systems inducing long-lived perturbations to their environment.


Sketch of the problem
a Let x(t) be a random walker in a potential at temperature T\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${{\mathcal{T}}}$$\end{document}, submitted to a power-law friction kernel. In this example of long-term memory (meaning that the correlation function of x(t) decay as a power-law), what is the mean FPT to a target at x = L that can be reached only by overcoming an energy barrier E = V(L) − V(0). b Sketch of the FPT for a single stochastic trajectory of x(t).
Survival probabilities for the stochastic process defined by Eq. (2), as measured in numerical simulations
aH = 3/8 and bH = 1/4, Here, x0 is drawn from the equilibrium distribution ps(x). The black line represents S(t) = e−t/〈T〉. Error bars represent 68% confidence intervals, due to statistical uncertainties.
Mean FPT for the process described by Eq. (2) when the initial position is x0 = 0
aH = 3/8 and bH = 1/4. Symbols: numerical simulations; dots: numerical integration of Eqs. ((6), (8)); dashed red line: Arrhenius law at leading order, Eq. (10); orange full line: refined Arrhenius law (13), including the corrections due to long-term memory. We have used the values ν3/8 = 5.26 and ν1/4 = 5.0 calculated in ref. ³⁷.
Check of the approximations of the theory
a Check of the stationary covariance approximation (i.e. σπ(t,t′)≃σ(t,t′)\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${\sigma }_{\pi }(t,\, t^{\prime} )\simeq \sigma (t,\, t^{\prime} )$$\end{document}): comparison between ψπ(t) = Var(xπ(t)) measured in numerical simulations (symbols) and ψ(t) (dashed line: H = 3/8, full line H = 1/4). b Check of Eq. (9): comparison between the value mπ(t) in simulations (symbols) and x0ϕ(t) (full line: x0 = l/2 for H = 3/8; dashed line x0 = l for H = 1/4). Note that mπ(t) ≃ x0ϕ(t) is expected at large times only. c Check of the short-time scaling regime for H = 3/8. d Check of the long-time scaling regime (11) for H = 3/8. In a, c, d, the initial position is drawn from an equilibrium distribution, corresponding to our predictions for x0 = 0. When present, error bars represent 68% confidence intervals.
Long-term memory induced correction to Arrhenius law

August 2024

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71 Reads

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3 Citations

The Kramers escape problem is a paradigmatic model for the kinetics of rare events, which are usually characterized by Arrhenius law. So far, analytical approaches have failed to capture the kinetics of rare events in the important case of non-Markovian processes with long-term memory, as occurs in the context of reactions involving proteins, long polymers, or strongly viscoelastic fluids. Here, based on a minimal model of non-Markovian Gaussian process with long-term memory, we determine quantitatively the mean FPT to a rare configuration and provide its asymptotics in the limit of a large energy barrier E. Our analysis unveils a correction to Arrhenius law, induced by long-term memory, which we determine analytically. This correction, which we show can be quantitatively significant, takes the form of a second effective energy barrier E′<EE<EE^{\prime} \, < \, E and captures the dependence of rare event kinetics on initial conditions, which is a hallmark of long-term memory. Altogether, our results quantify the impact of long-term memory on rare event kinetics, beyond Arrhenius law.


Aging dynamics of d −dimensional locally activated random walks

July 2024

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4 Reads

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2 Citations

PHYSICAL REVIEW E

Locally activated random walks are defined as random processes, whose dynamical parameters are modified upon visits to given activation sites. Such dynamics naturally emerge in living systems as varied as immune and cancer cells interacting with spatial heterogeneities in tissues, or, at larger scales, animals encountering local resources. At the theoretical level, these random walks provide an explicit construction of strongly non-Markovian and aging dynamics. We propose a general analytical framework to determine various statistical properties characterizing the position and dynamical parameters of the random walker on d-dimensional lattices. Our analysis applies in particular to both passive (diffusive) and active (run and tumble) dynamics, and quantifies the aging dynamics and potential trapping of the random walker; it finally identifies clear signatures of activated dynamics for potential use in experimental data.



FIG. 1. Illustration of a +1 defect in an active polar fluid on a surface of revolution. The surface is defined by the coordinates r(s) and z(s). The polar field, is indicated by black arrows. Orthoradial flows v(s) are represented by the red arrows and the red envelope curve.
FIG. 4. Spherical bump with high skirt curvature: bistability of spiral and aster states. (a) The maximal value of v(s) versus contractile activity. Hysteresis and discontinuous transitions are found numerically, and are shown here. (b) The ψ(s) profiles, color-coded according to the points in (a), show a discontinuous S-A transition with increasing ζ∆µ. (c) The A-S is also discontinuous, but is preceded by a continuously deformed aster state prior to snapping. The corresponding values of vmax along the the fin-shaped curve in (a) are given in the inset. (d) Phase diagram in the ζ∆µ-ϵ plane. A tri-critical point (T) is shown, and for skirt radii less than ϵT the S-A and S-A transitions are first-order, indicating bistability of the spiral and aster. The dashed lines indicate discontinuous transitions, whereas the solid line continuous ones. (e) Close-up of polarity and flow profiles for S1 and S2 spiral states. Parameter values: ν = −2, γ = η = 1, Kext/K = 1, R = 1, ϵ = 0.3, L = 10.
Figure S2: Supercritical aster-spiral transition at equilibrium. (a) ψ profile for various values of K ex on the hemispherical bump surface. Note: the threshold value of extrinsic coupling is K ex = 0.36. (b) Pitchfork bifurcation from aster to spiral for increasing K ex . Parameters : ν = −2, R = ϵ = 1, L = 10R, K = 1.
Figure S3: Contractility-driven localized flow on a hemispherical bump surface : (a) Flow profiles for different values of L. The velocity profiles decay exponentially on the flat surface. For l ∼ K/ζ∆µ ≪ L, v(s) does not depend on L. (b) The rate of the velocity decay is proportional to √ ζ∆µ. The yellow points correspond to the yellow line (S1 solutions) and green points correspond to the green line (S2 solutions) in the hysteresis loop shown in Fig. 4a of the main text.
Figure S5: Bistability of spiral and aster states on a bulb-tipped cylinder (a) Hysteresis loop for v max versus contractility. (b) The ψ(s) profiles for increasing contractility, color-coded according to the points on the yellow curve in (a), show a discontinuous spiral-to-aster transition. (c) The ψ(s) profiles, color-coded according to the points on green curve (a1), show a continuous aster-to-spiral (S2) transition with decreasing ζ∆µ. Reducing the activity further causes a discontinuous spiral-to-spiral (S2 to S1) transition. (e) Close-up of polarity and flow profiles for S1 and S2 spiral states. Parameter values : R = 1, ϵ = 0.1, R c = 0.546, ν = −2, K ex = K = 1.
Integer defects, flow localization, and bistability on curved active surfaces

June 2024

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53 Reads

Biological surfaces, such as developing epithelial tissues, exhibit in-plane polar or nematic order and can be strongly curved. Recently, integer (+1) topological defects have been identified as morphogenetic hotspots in living systems. Yet, while +1 defects in active matter on flat surfaces are well-understood, the general principles governing curved active defects remain unknown. Here, we study the dynamics of integer defects in an extensile or contractile polar fluid on two types of morphogenetically-relevant substrates : (1) a cylinder terminated by a spherical cap, and (2) a bump on an otherwise flat surface. Because the Frank elastic energy on a curved surface generically induces a coupling to deviatoric\textit{deviatoric} curvature, D\mathcal{D} (difference between squared principal curvatures), a +1 defect is induced on both surface types. We find that D\mathcal{D} leads to surprising effects including localization of orientation gradients and active flows, and particularly for contractility, to hysteresis and bistability between quiescent and flowing defect states.


Citations (64)


... In the present paper, we analyze the superdiffusive convergence of these algorithms. We justify the observed link [16,17] between one-dimensional event-chain algorithms [18,19] and true self-avoiding random walks (TSAW) [20], that were much studied in physics [21][22][23] and in mathematics [24][25][26][27]. ...

Reference:

Velocity trapping in the lifted TASEP and the true self-avoiding random walk
Exact Propagators of One-Dimensional Self-Interacting Random Walks
  • Citing Article
  • October 2024

Physical Review Letters

... Asymptotic properties of SIDs have been studied in [1, [5][6][7] restricting to compact spaces and symmetric interaction potentials and extended to R d in [8][9][10] requiring confining potentials. More recently, in [11,12], refinements of Kramer's law for SIDs have also appeared (as well as in [13] for generalised overdamped Langevin systems). ...

Long-term memory induced correction to Arrhenius law

... This broad applicability has sparked interest in both mathematics [10,[16][17][18][19] and physics [4,14,[20][21][22][23][24][25][26][27][28][29], with related examples including locally activated random walks [30] and reinforced walks like the elephant [31][32][33], monkey [34] and range-controlled [35] walks. While, for SIRWs, the walk dimension d w [10,18,21,22,36] (see Table I for explicit expressions) and even the propagator [19,37] have been obtained, the determination of the persistence exponent θ has remained out of reach, and is at the core of this Letter. ...

Aging dynamics of d −dimensional locally activated random walks
  • Citing Article
  • July 2024

PHYSICAL REVIEW E

... 11 Recent research has investigated the EVS of discrete-time and continuous-space one-dimensional jump processes with steps drawn from a continuous and symmetric probability distribution. 12 The behavior of the running maximum in these jump processes has been found to be characterized by its expected value, which in its leading asymptotic depends on the tails of the probability distribution of each individual step. 13,14 The big-jump principle is central to the study of rare events in this class of fat-tailed stochastic processes. ...

Extreme value statistics of jump processes
  • Citing Article
  • May 2024

PHYSICAL REVIEW E

... This behavior is likely a response to environmental cues rather than active signaling, as rear cells appear to prioritize unoccupied pathways over direct cell-to-cell following. The observed fragmentation behavior caused by the repolarization from the junction point agrees with a recent study on confined MDCK epithelial cells where CIL-like interaction is a boundary phenomenon that controls cluster sizes and polarity by reducing them 42 . In contrast, the difference in behavior observed with NRK-52E epithelial cells may be a result of cell species, the micropattern geometry, or the presence of leaderlike phenotype edge 36 . ...

Clustering and ordering in cell assemblies with generic asymmetric aligning interactions

Physical Review Research

... In addition, F-actin was detected in bundles ( Fig. 4c, linear fluorescence intensity analysis) throughout the whole oocytes with no specific actin layer overlapping the separating chromosomes. Increase bundle formation and lack of an actin cap was previously observed in cells lacking ARP2/3 (actin-related protein 2/3) complex, which is a component of actin cytoskeleton that initiates branching of the actin filaments (Kiehart and Franke, 2002;Nikalayevich et al., 2024;Sun et al., 2011;Wang et al., 2014). In summary, these results reveal that formation of the actin cap was faulty and actin cytoskeleton structures were dysregulated in PM oocytes. ...

Aberrant cortex contractions impact mammalian oocyte quality

Developmental Cell

... It was shown recently on various examples of cell types that the coupled dynamics of motile cells and their footprint fields can have striking consequences on the dynamics, both at the single cell scale [18,20,21] and at the scale of cell collectives [17,22,23], such as ordering, aging, anomalous diffusion and even arrested dynamics; of note, similar behaviours were also recently observed in artificial active systems [24,25]. In this article, inspired by these earlier works and in particular [23], we propose a general theoretical framework to describe at the hydrodynamic level this broad class of systems where an active species (typically a cell monolayer, see Fig.1) dynamically interacts with a non-advected footprint field (typically a polymer matrix, see Fig.1), which is deposited by the active species. ...

Aging and freezing of active nematic dynamics of cancer-associated fibroblasts by fibronectin matrix remodeling

... In contrast, the difference in behavior observed with NRK-52E epithelial cells may be a result of cell species, the micropattern geometry, or the presence of leaderlike phenotype edge 36 . Moreover, Gov's group applied the universal coupling between cell speed and persistence (UCSP) model 43 , which describes how contact interactions influence internal polarization and collective migration in one-dimensional single-cell-wide trains 44 . Their findings suggest that the balance between contact inhibition of locomotion (CIL) and cryptic lamellipodia governs these behaviors, with larger noise disrupting polarity and stability. ...

Polarization and motility of one-dimensional multi-cellular trains

Biophysical Journal

... To proceed further, we introduce the strip probability µ 0,x (n), defined as the probability that the particle starting from 0 stays positive and reaches its maximum x on its n th step exactly, and show that µ 0,x (n) allows for the systematic derivation of joint distributions. Computing the exact expression of the strip probability requires two auxiliary quantities: (i) the joint distribution σ(x, n f |0) of the maximum x and first passage time n f through 0 and (ii) the rightward exit time probability (RETP) F 0,x (n|x 0 ), defined as the probability that the particle crosses x before 0 on its n th step exactly, which has been studied in [38] (see SM for a summary of results). First, by partitioning trajectories over the time k at which the maximum is reached, σ is re-expressed in terms of µ 0,x (n) and F 0,x (n|0) only: ...

Leftward, rightward, and complete exit-time distributions of jump processes
  • Citing Article
  • May 2023

PHYSICAL REVIEW E

... Stickiness can drastically alter the completion time of random processes. A prominent example is the escape problem, also known as the exit problem, where one considers a particle searching for a hole or another way out of a compartment with otherwise impenetrable boundaries [1][2][3][4][5][6][7][8][9][10][11][12][13]. The need to account for stickiness in such scenarios was already recognized for receptors diffusing in and out of the postsynaptic density while reversibly binding to scaffold proteins there [14][15][16]. ...

Imperfect narrow escape problem
  • Citing Article
  • March 2023

PHYSICAL REVIEW E