| Department of Applied Mathematics and Theoretical Physics |
Goldstein LabResearchI. OverviewWhen asked whether I am a theorist or
an experimentalist, my reply is that I am a scientist.
Our group seeks to understand fundamental principles that govern the
behavior of nonequilibrium
systems in physics and biology, using a combination of experiment and
theory.
This research is not easily described by a single, conventional
academic label; rather, it involves
the domains of condensed matter physics, physical chemistry, biological
physics, fluid dynamics,
applied mathematics, and geophysics. I subscribe to
Poincaré's motivation:
Current research in my group falls into two broad categories:
Biological Physics and Natural Pattern Formation.
II. Biological PhysicsOur group is currently focused on a range of questions centred around the origins of multicellularity. We use extensively the Volvocine green algae as a class of model organisms to understand the driving force behind the emergence of germ-soma differentiation, the nature of flagellar synchronization, the mechanisms of phototaxis, and basic aspects of biological fluid dynamics. A parallel set of investigations on the phenomenon of cytoplasmic streaming aims to answer the basic question of its biological purpose. Here we use the Characean algae as model organisms, and also have a developing collaboration involving streaming in the developing fruit fly oocyte.Swimming, Stirring, and Scaling in the Volvocales
One of the most fundamental issues in biology is the nature of evolutionary transitions
from single cell organisms to multicellular ones. It is a general rule of nature that larger organisms
are more complex, at least as measured by the number of distinct types of cells present.
This reflects the fitness advantage conferred by a division of labor among specialized cells
over homogeneous totipotency. Yet, increasing size has both costs and benefits, and the search for
the driving forces behind the evolution of multicellularity is becoming a very
active area of research.
Not surprisingly for microscopic life in
a fluid environment, many of the processes involved are related to transport and locomotion,
for efficient exchange of chemical species with the environment is one of the most basic
features of life. We
study these issues using as model organisms the Volvocales, which comprise algae
ranging from Chlamydomonas (A),
swimming single cells, to coenobia of undifferentiated cells, such as Gonium (B) and
Pandorina (C), to Volvox sp. (E,F), where the surface is
covered by thousands of flagellated somatic cells, while the interior
contains a far smaller number of gonidia. The existence of these closely related species
allows one to study some of the most basic questions in the evolution of multicellularity.
What determines the length scale or the cell number at which germ-soma differentiation appears?
How do simple multicellular (or colonial) organisms lacking a central nervous system achieve
the apparently coordinated motion they exhibit? What developmental program leads to the
long-range cellular orientation observed in the larger species?
Our first two works in this area laid the groundwork for many of these issues by developing
micromanipulation and fluid dynamical methods of studying the flagella-driven flows in
these organisms, thereby establishing
the high Péclet numbers found in these systems and showing
through experiment and theory that such flows can remove what would otherwise be a diffusional
bottleneck in nutrient uptake limiting viability of the larger species.
Tracking Protists in Three Dimensions
Many flagellated protists display
swimming behavior that is inherently three dimensional, and a number of important questions
in biology and physics are associated with how the motion of such organisms is
related to their body plan and to external stimuli such as
light, dissolved molecular species, gravity, temperature,
boundaries, and electromagnetic fields. It is thus desirable to
track their position and orientation in 3D with high spatiotemporal
resolution and, unless desired, free from systematic
bias introduced by external stimuli, background fluid
motion, and hydrodynamic surface effects.
We have developed such an apparatus, optimized for
tracking swimming micro-organisms in the size range of
10-1000 microns, in three dimensions, far from surfaces, and with negligible background
convective fluid motion. Charge coupled device cameras attached to two long working distance
microscopes synchronously image the sample from two perpendicular directions, with narrow band
dark-field or bright-field illumination chosen to avoid triggering a phototactic response. The images
from the two cameras can be combined to yield 3D tracks of the organism. Using additional, highly
directional broad-spectrum illumination with millisecond timing control the phototactic trajectories
in 3D of organisms ranging from
Chlamydomonas to
Volvox
can be studied in detail.
Surface-mediated hydrodynamic interactions can also be investigated without convective
interference. Minimal modifications to the apparatus allow for studies of chemotaxis and other
taxes.
Hydrodynamic Bound States of Swimming Algae
Because of its bottom-heaviness, in the absence of phototactic cues
Volvox swims
upward against gravity. Using glass chambers we
discovered that when nearby
colonies reach the chamber ceiling they are attracted together and can form a stable bound
state in which they "waltz" around each other. The attractive interaction was shown to
be a surface-mediated effect associated with the density offset of the colonies relative
to water (so that in the far-field each is described by a downward-pointing Stokeslet), in the
presence of a no-slip wall. Quantitative agreement with experimental observations on infalling
trajectories was achieved with no free parameters.
Lubrication theory for the dynamics of nearby spinning, bottom-heavy
colonies can be used to explain the orbiting dynamics of the bound states. A second "minueting"
dynamics occurs with older colonies that hover near the lower chamber wall.
These phenomena are suggested to
underlie observed clustering of Volvox at surfaces.
Synchronization of Eukaryotic Flagella
The coordination of eukaryotic flagella is essential for many of the most basic processes of life
(motility, sensing, and development), yet its emergence and regulation and its connection to
locomotion are poorly understood. Previous studies show that the unicellular alga
and Chlamydomonas reinhardtii,
widely regarded as an ideal system in which to study flagellar biology, swims forward by the
synchronous action of its two flagella. Using high-speed imaging over long intervals, we
found a
richer behavior: A cell swimming in the dark stochastically switches between synchronous and
asynchronous flagellar beating.
The synchronous state is interrupted stochastically
by phase slips. The dynamics of slips and the statistics of phase-locked intervals are
consistent
with a low-dimensional
stochastic model of hydrodynamically coupled oscillators, with a noise amplitude set by the
intrinsic fluctuations of single flagellar beats.
Three-dimensional tracking shows that the alternation between synchronous and asynchronous
beating regimes leads,
respectively, to nearly straight swimming and to abrupt large reorientations, which yield a
eukaryotic version of the "run-and-tumble" motion of peritrichously flagellated bacteria.
Fidelity of Adaptive Phototaxis
Along the evolutionary path from single cells to multicellular organisms
with a central nervous system are species of intermediate
complexity that move in ways suggesting high-level coordination,
yet have none. Instead, organisms of this type possess many autonomous
cells endowed with programs that have evolved to achieve
concerted responses to environmental stimuli. In our recent
paper experiment
and theory are used to develop a quantitative understanding of
how cells of such organisms coordinate to achieve phototaxis,
by using the colonial alga Volvox carteri as a model. It is shown
that the surface somatic cells act as individuals but are orchestrated
by their relative position in the spherical extracellular matrix and
their common photoresponse function to achieve colony-level coordination.
Analysis of models that range from the minimal to the
biologically faithful shows that, because the flagellar beating displays
an adaptive down-regulation in response to light, the colony
needs to spin around its swimming direction and that the response
kinetics and natural spinning frequency of the colony appear to be
mutually tuned to give the maximum photoresponse. These
models further predict that the phototactic ability decreases dramatically
when the colony does not spin at its natural frequency,
a result confirmed by phototaxis assays in which colony rotation
was slowed by increasing the fluid viscosity.
Emergence of Synchronized Beating During the Regrowth of Eukaryotic Flagella
A fundamental issue in the biology of eukaryotic flagella is the origin of synchronized beating
observed in tissues and organisms containing multiple flagella. Our recent studies of the
biflagellate unicellular alga Chlamydomonas reinhardtii provided the first evidence that
the interflagellar coupling responsible for synchronization is of hydrodynamic origin. To
investigate this mechanism in detail we have
studied
synchronization in Chlamydomonas as
its flagella slowly regrow after mechanically-induced self-scission. The duration of synchronized
intervals is found to be strongly dependent on flagellar length. Analysis within a stochastic model
of coupled phase oscillators is used to extract the length dependence of the interflagellar coupling
and the intrinsic beat frequencies of the two flagella. Physical and biological considerations that
may explain these results are proposed.
Anomalous Tracer Statistics in Active Suspensions
In contexts such as suspension feeding in marine ecologies there is an interplay between Brownian
motion of nonmotile particles and their advection by flows from swimming microorganisms.
One appealing point of view is that the sea of swimming organisms constitutes an effective "thermal
bath" analogous to the multitudes of molecules responsible
for Brownian motion, where each encounter of a
tracer particle with a swimmer provides a random kick.
In conventional Brownian motion, e.g., with micron-size
particles in water, there is an enormous separation of time
scales between the duration of molecular collisions (ps)
and the observed particle motion (ms). In contrast, in a
suspension of microorganisms it is possible to resolve the
encounters with tracer particles, and the dynamical problem
involves correlated advective trajectories in the presence
of true Brownian noise.
As a laboratory realization of this, we have
studied
passive tracers in suspensions of eukaryotic swimmers, the alga
Chlamydomonas reinhardtii.
While the cells behave ballistically over short intervals, the tracers behave
diffusively, with a time-dependent but self-similar probability distribution function of displacements
consisting of a Gaussian core and robust exponential tails. We emphasize the role of flagellar beating in
creating oscillatory flows that exceed Brownian motion far from each swimmer.
Direct Measurements of the Flow Fields Around Swimming Microorganisms
Swimming microorganisms create flows that influence their mutual interactions and modify the
rheology of their suspensions. While extensively studied theoretically, these flows have not been measured
in detail around any freely-swimming microorganism. Using a synthesis of tracking microscopy,
particle imaging velocimetry, and particle tracking velocimetry, we
achieved
such measurements
for the microphytes
Volvox carteri,
and Chlamydomonas reinhardtii.
The minute (~0.3%) density excess of
V. carteri
over water leads to a strongly dominant Stokeslet contribution, with the widely-assumed stresslet flow only a
correction to the subleading source dipole term. This implies that suspensions of
V. carteri
have features
similar to suspensions of sedimenting particles (see the next section for an explanation of
the consequences of this). The flow in the region around
C. reinhardtii
where
significant hydrodynamic interaction is likely to occur differs qualitatively from a puller stresslet, and can
be described by a simple three-Stokeslet model.
Fluid Dynamics and Noise in Bacterial Cell-Cell and Cell-Surface Interactions
Bacterial processes ranging from gene expression to motility and
biofilm formation are constantly challenged by internal and external
noise. While the importance of stochastic fluctuations has been
appreciated for chemotaxis, it is currently believed that deterministic
long-range fluid dynamical effects govern cell-cell and cell-surface scattering,
the elementary events that lead to swarming
and collective swimming in active suspensions and to the formation
of biofilms. We have succeeded in making the first direct
measurements
of the
bacterial flow field generated by individual swimming Escherichia
coli both far from and near to a solid surface. These experiments
allowed us to examine the relative importance of fluid dynamics
and rotational diffusion for bacteria. For cell-cell interactions it
is shown that thermal and intrinsic stochasticity drown the effects
of long-range fluid dynamics, implying that physical interactions
between bacteria are determined by steric collisions and near-field
lubrication forces. This dominance of short-range forces closely
links collective motion in bacterial suspensions to self-organization
in driven granular systems, assemblages of biofilaments, and animal
flocks. For the scattering of bacteria with surfaces, long-range
fluid dynamical interactions are also shown to be negligible before
collisions; however, once the bacterium swims along the surface
within a few microns after an aligning collision, hydrodynamic
effects can contribute to the experimentally observed, long residence
times. Because these results are based on purely mechanical
properties, they apply to a wide range of microorganisms.
Fluid Velocity Fluctuations in a Suspension of Swimming Protists
In dilute suspensions of swimming microorganisms the local fluid velocity is a
random superposition of the flow fields set up by the individual organisms, which in turn
have multipole contributions decaying as inverse powers of distance from the organism.
We have studied the relationship between the decay exponent of the dominant multipole contribution and
the statistics of velocity fluctuations, and
derived
the conditions under which the central limit theorem guarantees a Gaussian probability distribution function
of velocities are satisied. This holds when the leading force singularity is a Stokeslet, but
not when it is any higher multipole. These results are confirmed by numerical studies and by
experiments on suspensions of the alga
Volvox carteri,
which show that deviations from Gaussianity arise from near-field effects. Such observations
are complementary to the observation (see above) of non-Gaussian finite-time particle displacement
distribution functions in suspensions of
C. reinhardtii.
Physics and Biology of Cytoplasmic Streaming
Since Bonaventura Corti's discovery in 1774 of the persistent
circulation of the cytoplasm of plant cells, the phenomenon
now known as cytoplasmic streaming or cyclosis has
been conjectured to play an important role in metabolism. It
occurs in organisms as diverse as amoebae, algae and
terrestrial plants, and fungi. In plants it is driven
by multitudes of the motor protein myosin moving along bundled
actin at the boundary of the cytoplasm, carrying microscopic
particles or organelles, and entraining fluid. The motion
of protoplasmic granules entrained in the flow includes unidirectional
streaming, "fountain streaming" (in which the motion
near the central axis of the cell is opposite to that near the
periphery), and spiral "rotational streaming." The fact
that transport by fluid motion becomes necessary to outrun the
slow pace of diffusion in larger organisms, as emphasized in the
celebrated essay by Haldane on size in biology, has been a
theme in discussions of cytoplasmic streaming for many years.
Yet, there has been little theoretical work and fewer experiments
that have quantified the full implications of cytoplasmic streaming
for transport and mixing. We have embarked on a research program aimed
at answering some of the most basic open questions in this field:
What purpose does cytoplasmic streaming have in cells? How does it impact on homeostasis
and development? What gives rise to the often complex flow geometries found
in streaming?
Microfluidics of Cytoplasmic Streaming
In the more than two centuries since its discovery, streaming
has frequently been conjectured to aid in transport and mixing of
molecular species in the cytoplasm and, by implication, in cellular
homeostasis, yet no theoretical analysis has been presented to quantify
these processes. We show by solution of the coupled dynamics
of fluid flow and diffusion appropriate to the archetypal "rotational
streaming" of algal species such as Chara and Nitella that internal
mixing and the transient dynamical response to changing external
conditions can indeed be enhanced by streaming, but to an extent
that depends strongly on the pitch of the helical flow. The possibility
that this may have a developmental consequence is illustrated by the
coincidence of the exponential growth phase of Nitella and the point
of maximum enhancement of those processes.
Key to these results is the discovery and analysis
of a circulatory flow transverse
to the cylinder's long axis, akin to Dean vortices at finite Reynolds numbers, which arises from the chiral
geometry. Strongly enhanced lateral transport and longitudinal homogenization occur if the transverse
Péclet number is sufficiently large, with scaling laws arising from boundary layers.
Measurement of Cytoplasmic Streaming by Magnetic Resonance Velocimetry
In the giant cylindrical cells found in Characean algae, multitudes of the molecular
motor myosin transport the cytoplasm along opposing spiralling bands covering the
inside of the cell wall, generating a helical shear flow in the large central vacuole.
It has been suggested that such flows enhance mixing
within the vacuole and
thereby play a role in regulating metabolism. For this to occur the membrane that
encloses the vacuole, namely the tonoplast, must transmit efficiently the hydrodynamic
shear generated in the cytoplasm. Existing measurements of streaming flows are of
insufficient spatial resolution and extent to provide tests of fluid mechanical theories
of such flows and information on the shear transmission. We have used magnetic
resonance velocimetry (MRV) to obtain the first measurements of cytoplasmic
streaming velocities in single living cells. The spatial variation of the longitudinal
velocity field in cross-sections of internodal cells of Chara corallina was obtained
and shown to be in quantitative agreement with our theoretical
analysis of rotational cytoplasmic streaming driven by bidirectional
helical forcing in the cytoplasm, with direct shear transmission by the tonoplast.
Shear-Driven Circulation Patterns in Lipid Membrane Vesicles
Recent experiments have shown that when a hemispherical lipid vesicle attached to a
solid surface is subjected to a simple shear flow it exhibits a pattern of membrane circulation
much like a dipole vortex. This is in marked contrast to the toroidal circulation
that would occur in the related problem of a drop of immiscible fluid attached to a surface
and subjected to shear. This profound difference in floow patterns arises from the
lateral incompressibility of the membrane, which restricts the observable flows to those
in which the velocity field in the membrane is two-dimensionally divergence free, so there is
no return flow to the bulk. We have studied
these circulation patterns within the simplest model of membrane
fluid dynamics. A systematic expansion of the flow field based on Papkovich-Neuber potentials is
developed for general viscosity ratios between the membrane and the surrounding fluids.
Comparison with experimental results [C. Vezy, G. Massiera, and A. Viallat, Soft Matter
3, 844 (2007)] is made, and it is shown how such studies can allow measurements of the
membrane viscosity. Issues of symmetry-breaking and pattern selection are discussed.
Fluctuations, Dynamics, and the Stretch-Coil Transition of Single Actin Filaments in Extensional Flows
Recent work on the motion of elastic filaments subject
to hydrodynamic forces has revealed complex nonlinear
dynamics in the neighborhood of hyperbolic stagnation
points in the flow. Unlike the simpler orbits of rigid
elongated objects in the presence of shear and vorticity,
these dynamics arise from the tension induced in the filament by an extensional
flow, which beyond a critical
value can induce an instability analogous to Euler buckling of a filament with thrust at its
two ends. This predicted `stretch-coil' transition, which is complementary to the
`coil-stretch' transition of
exible polymers, has recently been observed with macroscopic fibers
in cellular flows generated by electrodynamic forcing.
Motivated by the role that semiflexible polymers subject to hydrodynamic forcing play in cytoskeletal
motions in the cell, particularly when filaments guide molecular motors whose motions create
flows, we have used a microfluidic cross-flow geometry
to provide the first comprehensive study of the interplay between
tension, fluctuations, and buckling of biopolymers, including a
fluctuation-rounded stretch-coil transition of actin filaments.
Coupling of Active Motion and Advection Shapes Intracellular Cargo Transport
Intracellular cargo transport can arise from passive diffusion, active motor-driven transport
along cytoskeletal filament networks, and passive advection by fluid flows entrained by such
motor/cargo motion. Active and advective transport are thus intrinsically coupled as related,
yet different representations of the same underlying network structure. We have used
a reaction-advection-diffusion system to show that this
coupling affects the transport and
localization of a passive tracer in a confined geometry. For sufficiently low diffusion,
cargo localization to a target zone is optimized either by low reaction kinetics and decoupling of
bound and unbound states, or by a mostly disordered cytoskeletal network with only weak
directional bias. These generic results may help to rationalize subtle features of cytoskeletal networks, for example as observed for microtubules in fly oocytes.
Cytoplasmic Streaming in Drosophila Oocytes Varies with Kinesin
|