Vol. 180, Issue 13, 3285-3294, July 1, 1998
A Complex Pattern of Traveling Stripes Is Produced
by Swimming Cells of Bacillus subtilis
Neil H.
Mendelson1* and
Joceline
Lega2
1 Departments of Molecular and Cellular
Biology1 and
2 Mathematics,2 University of Arizona,
Tucson, Arizona 85721
 |
ABSTRACT |
Motile cells of Bacillus subtilis inadvertently escaped
from the surface of an agar disk that was surrounded by a fluid growth medium and formed a migrating population in the fluid. When viewed from
above, the population appeared as a cloud advancing unidirectionally into the fresh medium. The cell population became spontaneously organized into a series of stripes in a region behind the advancing cloud front. The number of stripes increased progressively until a
saturation value of stripe density per unit area was reached. New
stripes arose at a fixed distance behind the cloud front and also
between stripes. The spacing between stripes underwent changes with time as stripes migrated towards and away from the cloud front.
The global pattern appeared to be stretched by the advancing cloud
front. At a time corresponding to approximately two cell doublings
after pattern formation, the pattern decayed, suggesting that there is
a maximum number of cells that can be maintained within the pattern.
Stripes appear to consist of high concentrations of cells organized in
sinking columns that are part of a bioconvection system. Their behavior
reveals an interplay between bacterial swimming, bioconvection-driven
fluid motion, and cell concentration. A mathematical model that
reproduces the development and dynamics of the stripe pattern has been
developed.
 |
INTRODUCTION |
Populations of swimming, swarming,
or gliding bacteria are capable of spontaneous self-organization into
states that exhibit cooperative behavior. In systems such as the
multicellular forms of myxobacteria and the complex colonial patterns
produced by motile strains of Escherichia coli and
Salmonella, cellular aggregation arises in response to
signaling by certain cells that excrete attractants (2, 6,
21). Responding cells accumulate and together display features
that distinguish them from their individual cell progenitors. Another
form of cellular organization has been found in fluid cultures of
swimming Bacillus subtilis strains. This form also
results in the accumulation of cells in spatially restricted regions by
bringing together individual cells initially distributed throughout a
larger region. The spatial and temporal order of cells in this case,
however, appears not to require cell-cell signaling. Instead, external
constraints set into play by the swimming of cells upwards and the
force of gravity acting on the accumulated cell mass beneath the fluid
surface give rise to a bioconvection process that is responsible for
organizing the cells into discrete regions of high density (3, 5,
8, 16-18, 23).
Bioconvection arises whenever cells that have a density
greater than the fluid they are suspended in swim upwards and
accumulate in a layer or region some distance from the floor of the
solution. Instabilities arise spontaneously in such heavily populated
regions and result in sinking columns of fluid that carry the cells to the bottom where the fluid is less dense. Cells liberated at the base
of a sinking plume are free to swim towards the top again and recycle
into sinking columns. Fluid also travels upwards once sinking plumes
become established as a result of conservation of mass. The net result
is a continuously circulating system driven by cell swimming and fluid
motion. Cells caught in the fluid flows are transported by
these flows. This phenomenon is similar to convection flows
driven by temperature differences between the top and bottom of a thin
layer of fluid (1, 17).
Bioconvection has been observed in several bacterial species, including
aerobic, anaerobic, and magnetotactic organisms, as well as in algal
and protozoan cultures (9). All have in common the sudden
appearance of a pattern when viewed from above that requires cell
swimming to be sustained. The work described here is concerned with the
analysis of a one-dimensional bioconvection pattern found accidentally
in a culture of B. subtilis: a series of stripes that form
spontaneously and migrate as a traveling wave. The physical conditions
of the culture and the dynamics and appearance of the pattern
strongly suggest that each stripe consists of a sinking column of
cells. The formation, dynamics, and decay of the pattern will be
described. A unique feature of the pattern we discovered is the fact
that it forms behind the front of an advancing cell population that
migrates unidirectionally into fresh medium. Front migration strongly
influences pattern development. A mathematical model that reproduces
the key observations suggests that physical processes are responsible
for pattern organization and properties.
 |
MATERIALS AND METHODS |
Strains.
B. subtilis OI2836 was obtained from G. Ordal. OI2836 carries a deletion of the cheB gene and
consequently does not produce a functional methylesterase required for
adaptation in chemotaxis. OI2836 cells have wild-type motility,
however, and unstimulated OI2836 cells differ little from wild-type
strains in the proportion of time their flagella rotate
counterclockwise (10). OI1085 carries wild-type alleles for
all motility genes as well as trpF7, hisH2, and
metC markers.
Media and growth conditions.
Bacteria were maintained as
streaks on tryptose blood agar base (Difco) (33 g) plus Bacto Agar
(Difco) (5 g) per liter of deionized water. Tryptose blood agar base
(TBAB) consists of tryptose (10 g), beef extract (3 g), NaCl (5 g), and
agar (15 g) per 33 g. The fluid equivalent of TBAB, called TB, was
of identical composition but lacked agar. Colonies of strain OI2836
were grown on a soft agar version of TBAB that contained 6 g of
agar per liter (14). Colonies were initiated by toothpick
transfer from fresh streaks on standard TBAB and then maintained by
sequential transfer daily from soft TBAB to soft TBAB.
The center of a 60-mm-diameter plastic petri dish containing 10 ml of
soft TBAB agar was inoculated with OI2836 cells obtained from a colony
that had grown overnight on the same medium at 25°C. After growth
overnight at 25°C, the entire agar disk was removed from the plate
and transferred to a 100-mm-diameter plastic petri dish. Three
milliliters of fluid TB was carefully added to surround the agar disk,
whose diameter was now 50 mm. The petri dish was closed with its normal
lid and moved to a glass plate suspended above a fluorescent light
source that had its center blocked so as to provide oblique lighting to
the petri dish. The culture was incubated on the glass plate at 25°C
and 29% relative humidity.
In the experiment shown in Fig. 5A, a colony of OI2836 was produced by
growth overnight in a 60-mm-diameter plastic petri dish containing 10 ml of a reduced-concentration TB medium (0.75 times the standard TB
concentration) plus 0.71% agar at 25°C and 39% relative humidity.
The agar surrounding the colony was cut out and removed, leaving a
27-mm-diameter disk in place. Standard TB fluid (1.5 ml) was added
around the disk, and the culture was incubated at 25°C and 34%
relative humidity. The frames shown in Fig. 5A were taken from a video
film made after addition of fluid TB to the culture.
The stripe patterns produced along linear boundaries of plastic or agar
shown in Fig. 5B were obtained by toothpick transfer of cells from
streaks of strain OI1085 grown on standard TBAB medium into 1.5 ml of
fluid TB surrounding each boundary. Disposable 4.5-ml plastic
spectrophotometer cuvettes were used as boundaries. Their outer
dimensions were 45 mm in length, 13 mm in width, and 13 mm in height.
Two opposing surfaces of these cuvettes were clear and smooth, and the
other two surfaces were roughened by regular indentations running the
length of the cuvette. Both surfaces were used as fluid boundaries.
Linear agar boundaries were produced by cutting out rectangles of
similar dimensions from soft TB agar (0.6%) and transferring them to
empty sterile 100-mm-diameter petri dishes. All cultures were incubated
at 23°C.
Video film production and analysis.
Time-lapse video films
of cultures described above were produced by using a charge-coupled
device camera (Cohu, San Diego, Calif.) with a Fujinon TV zoom lens
(12.5 to 75 mm). The camera was positioned above the petri dish. Images
were recorded with a GYYR time-lapse VHS tape deck (Odetics, Inc.,
Anaheim, Calif.). During recording, the time (in seconds, minutes, and
hours) was written automatically on each video frame. Images were
measured in three ways: (i) directly on plastic sheet overlays placed
on the video monitor, (ii) from prints of individual frames made with a
video copy processor (Mitsubishi, Piscataway, N.J.) and a graphics
digitizer (Numonics Corporation, Jandell Scientific, Corta Madera,
Calif.) controlled by Sigma Scan software (Jandell Scientific) run on
an express 425X computer (CompuAdd, Austin, Tex.), or (iii) from
individual frames transferred into a personal computer, using Image Pro
Plus software (Media Cybernetics, Silver Spring, Md.). Space-time
figures were constructed by using the Adobe Photoshop program (Adobe
Systems Inc., Mountain View, Calif.). Graphs were produced and analyzed
by using Cricket Graph (Philadelphia, Pa.).
Computer simulation of mathematical model.
The mathematical
model consists of one partial differential equation describing the
temporal evolution of a space-dependent complex quantity. The
simulation was performed in one space dimension. The code was run on a
Silicon Graphics Power Challenge computer, using an interactive
interface built with the Advanced Visual Systems graphical software.
 |
RESULTS |
Source of motile cells that formed a pattern.
For purposes
that will be described elsewhere, a single colony of strain
OI2836 approximately 18 mm in diameter was produced by growth on soft
agar TBAB in a small petri dish (60-mm diameter). A 50-mm-diameter agar
disk including the bacterial colony was transferred from the initial
plate to a larger petri dish (100-mm diameter), and 3 ml of fresh fluid
TB medium was added to form a reservoir around the periphery of the
agar disk. The new culture was incubated on a glass plate that was
lighted from below and had a video camera positioned above it. A
time-lapse video film was produced that spanned 17 h 50 min. The
field of view recorded on the film included most of the agar disk and
part of the surrounding fluid in two areas located below the disk, as
shown in Fig. 1, panel 1. Both the left and right fluid areas observed were connected to one
another in the region between the two that could not be seen on
the film.

View larger version (88K):
[in this window]
[in a new window]

View larger version (97K):
[in this window]
[in a new window]
|
Fig. 1.
Images of sequential frames illustrating pattern
formation, dynamics, and decay. Panels 1 through 8 depict the
following: 1, the state of colony growth on the agar disk prior to
cloud appearance; 2, bacterial cloud in the left region; 3, two stripes
formed in the left region; 4, 10 stripes in the left region; 5, the
start of chaos in the left region; 6, bacterial cloud in the right
region; 7, pattern decay in the left region, numerous stripes in the
right region; 8, an early stage of pattern decay in the right region.
|
|
Cloud appearance and stripe condensation in the left region.
During the initial stages of growth on the agar disk
surrounded by fluid TB, the OI2836 colony expanded nonuniformly
towards the periphery of the disk. After 9 h 18 min of incubation,
a migrating bacterial population suddenly appeared in the fluid
surrounding the agar disk (Fig. 1, panel 2). The migrating population
moved counterclockwise around the agar disk, appearing first in the left region and then later in the right region (Fig. 1, panel 6). It
had the appearance of an expanding cloud. The cloud front is clearly
evident in the film images. The rate of its movement measured from
prints of individual frames was approximately 0.225 mm/min (Fig.
2). About 45 min after first becoming
visible in the left region, two discrete stripes appeared spontaneously
within the cloud. Additional stripes arose during the next 90 min,
until 10 stripes eventually became positioned uniformly within the
space of the left region (Fig. 1, panel 4). Based upon their
appearance, the stripes observed must correspond to regions of high
cell density separated from one another by regions of low cell density.
The wavelength of the stripe pattern in the left fluid region is
approximately 1 mm (Fig. 3, top panel).

View larger version (19K):
[in this window]
[in a new window]
|
Fig. 2.
Position of the cloud front and the newest stripe formed
behind it as a function of time in the right region. The rate of cloud
migration was 1 mm/4.44 min (slope = 0.225). Stripes appeared
approximately 24 min after the cloud front passed a given position
corresponding to 6.7 mm behind the cloud front. The bacterial doubling
time in the same growth medium at the same temperature was 90 min (data
not shown). Symbols: , the cloud front; , the newest stripe
formed behind the cloud front.
|
|

View larger version (56K):
[in this window]
[in a new window]
|
Fig. 3.
Comparison of stripe patterns in the left region (top)
and right region (bottom). The upper video frame was taken at 75 min
29 s and the lower frame was taken at 238 min 46 s after the
first stripes appeared in the left region. The inserts give the pattern
intensity as a function of position along the line drawn on each frame
(1 U on the x axes of the inserts corresponds to 0.155 mm of
actual length.)
|
|
Shortly after the production of 10 stripes in the left region (90 min
after the first stripes became organized), an instability arose in the
stripes that gave them the appearance of a flickering flame. Each
stripe became progressively less well defined, but even so it was still
possible to determine that eventually 12 stripes were formed before the
entire left region became chaotic (Fig. 1, panels 5 to 7). The chaotic
phase started 180 min after the initial appearance of stripes and
continued throughout the remainder of the experiment (an additional 200 min). One hundred eighty minutes corresponds to approximately two cell
doublings for strain OI2836 growing in static TB medium at 25°C.
Stripe pattern formation in the right region.
The right region
visible in the field of view spanned more than twice the arc length
around the agar disk than that in the left region. Consequently, a
greater number of stripes could be observed in the right region (Fig.
1, panel 7). The rate of cloud front migration in the right region and
the corresponding locations of stripes formed behind the cloud front
are shown in Fig. 2. New stripes appeared approximately 24 min after
the cloud front passed a given position. They were always situated 6.7 mm behind the cloud front and approximately 1 mm to the right of the
neighboring stripe (Fig. 3, bottom panel). The 17 stripes that formed
behind the cloud front in the right fluid region appeared over a period of 66 min during which time the cell population could not have undergone one doubling. The cell density required for stripe formation behind a cloud front must therefore depend primarily on cells moving
into the region rather than cell division. The situation is complex,
however, because all of the stripes present in the right region
migrated primarily in a clockwise direction, that is away from the
cloud front.
To characterize stripe migration in the right region, a space-time
figure was constructed by transfer of individual video frame images to
a computer and processing them so that they could be aligned with one
another. The composite of 51 separate images representing time points
that spanned 80 min of pattern development is shown in Fig.
4A. Overall stripe migration was
clockwise, as is evident in the leftward slope of lines produced by
following the paths of individual stripes as a function of time.
However, there was also counterclockwise stripe movement, and as a
result, interstripe distances changed in a very regular manner. The
gaps formed between stripes widened and they migrated clockwise around the disk along with the stripes. New stripes (false-colored-red stripes
in Fig. 4A) arose in these gaps, thereby restoring the normal
wavelength of the stripe pattern. The locations where widened gaps
formed and new stripes were produced appear to have been strictly
regulated within the overall pattern, as shown by the alternation of
older stripes produced behind the cloud front (white stripes in Fig.
4A) with those produced within widened gaps (red stripes in Fig. 4A).
Global regulation of the pattern is based therefore upon control of
interstripe spacing.

View larger version (92K):
[in this window]
[in a new window]
|
Fig. 4.
(A) Space-time diagram showing the evolution of stripes
in the right region. A portion of each video frame showing stripes in
the right region was selected and transferred by computer to form an
aligned composite figure containing 51 time points that span 80 min in
real time. New bands that arose between old ones are shown in red. (B)
Space-time diagram showing the evolution of the bacteria concentration
as a function of time obtained from the mathematical model. The times
range from t = 0 to t 970 (arbitrary units). The model parameters used to produce this diagram
are c = 0.3, r = 2.0 + 0.85µ, i = 0.8 + 0.5µ,
r = 1.0, i = 1.3 2.0µ, k0 = 0.5 + 0.5µ + 0.8µ2, = 0.453, and = 0.1, where µ = c.
|
|
A mathematical model of stripe pattern formation.
The
rationale for and mathematical details of constructing the pattern
formation model that approximates bacterial stripe pattern formation
and dynamics are given below in the Appendix . Three initial assumptions
were made about the experimental system: (i) that the formation of
stripes is triggered by variations in average cell density within the
fluid (as in known bioconvection systems), (ii) that the average cell
density in the fluid is space dependent (zero ahead of the cloud front,
positive behind it, and at a critical threshold value at a fixed
distance behind the front) and increases as a function of time, and
(iii) that the pattern formed behind the front develops an instability
when the average concentration of cells gets too large. These
assumptions are relevant, because in our experimental system there is a
clearly fixed location behind the cloud front where stripes form,
because cells multiply as they swim, and because instabilities and
decay of the pattern are clearly observed.
A numerical simulation of the model was produced, and Fig. 4B
illustrates in a false-colored space-time diagram how the model gives
rise to stripe formation, dynamics, and decay. As in the experimental
system (Fig. 4A), cloud front migration travels from left to right in
Fig. 4B. Blue stripes in the simulation correspond to the white stripes
or regions of high cell density in Fig. 4A. The wavy blue lines towards
the top right of Fig. 4B represent the decay of stripes into chaos as
shown in the later panels of Fig. 1. The space-time diagram of Fig. 4A
terminates before this transition occurs, hence there is no
corresponding region of chaos in Fig. 4A.
Production of other one-dimensional stripe patterns.
All of
the features observed in the pattern described above have been
reproduced in subsequent experiments. Examples are shown in Fig.
5. Stripes oriented
perpendicularly to a boundary wall arose with either agar (Fig. 5A,
center of all panels, and Fig. 5B, panel 3) or plastic (Fig. 5A,
periphery of all panels, and Fig. 5, panels 1 and 2) surfaces as the
boundaries. Boundaries of various shapes (convex and concave as well as
those without curvature) were all effective. Stripe patterns always
arose spontaneously from a dense cell population. The sequence of
events shown in Fig. 5A illustrates patterns formed independently in a
region adjacent to the central agar disk and up against the wall of the petri dish. The cell populations responsible for both originated in the
colony that grew on the top of the agar disk. A layer of TB fluid too
shallow to support a pattern permitted cells that escaped from the agar
disk to reach the meniscus at the periphery of the plate where the
outer pattern formed. A migrating cloud arose that moved both
counterclockwise and clockwise around the periphery of the plate, as
indicated by the arrows on Fig. 5A, panel 1. Stripes formed behind both
advancing cloud fronts. Stripes also migrated towards both fronts.
Eventually the two advancing cloud fronts met. The details of their
interaction have not yet been analyzed.

View larger version (143K):
[in this window]
[in a new window]

View larger version (83K):
[in this window]
[in a new window]
|
Fig. 5.
Examples of bacterial bioconvection stripe patterns
produced adjacent to various boundaries. (A) Strain OI2836 patterns
produced from cells originating in a colony grown on soft TB agar
(0.6%). Panel 1 shows stripes formed both at the periphery of the
petri dish and near the agar disk. The white arrows marked M and P
indicate the direction of cloud front propagation and new stripe
formation behind the front (P) and of stripe migration (M). Panels 2, 3, and 4 show progressively later times (15, 68, and 102 min after
panel 1, respectively). Panel 4 illustrates decay of the peripheral
stripe pattern and the beginnings of decay in the inner pattern
surrounding the agar disk. (B) Stripe patterns produced by strain
OI1085 fluid populations grown near linear boundaries. Panels 1 and 2 show patterns along rough and smooth surface plastic boundaries,
respectively. Panel 3 shows a pattern produced along a linear agar
boundary. Black triangles indicate the points of inoculation of the
fluid. White arrows indicate the direction of front migration and
stripe migration (as described above for panel A).
|
|
Figure 5B illustrates three stripe patterns obtained with linear
boundary walls. Panels 1 and 2 of Fig. 5B show patterns formed against
rough and smooth boundaries, respectively. The points of inoculation
are shown by black triangles. New stripes were added to the pattern
behind the cloud front in the direction shown by arrows marked P. Stripe migration was not always observed in these patterns. Panels 2 and 3 indicate (arrows marked M) that stripe migration in the region
between two points of inoculation did occur. The factors governing the
direction of migration around the ends of these boundaries are
currently being investigated. Neither cloud front migration nor stripe
propagation was observed in the culture shown in panel 3 that formed
around a rectangular agar boundary. In this experiment, the
pattern was reconstituted by addition of new fluid TB to the culture
late in its history when cells had already become distributed all
around the boundary. As a result, all stripes appeared simultaneously.
All patterns that are illustrated in Fig. 5 eventually became chaotic
in a manner similar to that described earlier. An example can be seen
in Fig. 5A, panel 4, where the peripheral pattern has
progressed to a high-cell-density disorganized cloud in the oldest
regions of the pattern shown towards the right of the figure.
 |
DISCUSSION |
The organization of cells into structural and functional
groupings is a fundamental strategy in biology. The
establishment and properties of multicellular bacterial states have
been studied in several systems, and the advantages and
constraints imposed by multicellularity have been discussed
elsewhere (14). Some bacterial multicellular states,
colonies, and macrofibers, for example, originate from clonal growth
that can be initiated from a single cell (15). Others become
organized by the aggregation of individual cells initially separated
from each other and not necessarily belonging to the same clone
(2, 6). The factors responsible for bringing cells
together in such cases usually rely on signal-response-motility
systems. The system described here that brings cells together is based
upon another principle: cells influence the physical properties of
their environment and in turn become influenced by the changes they set
into play.
By swimming upwards and accumulating in a region at the top of a fluid,
cells create an unstable situation that results initially in
downward fluid flows that trap the cells and organize them. A
circulation process becomes established that translocates cells downwards and upwards and possibly laterally as well. When carried in
the flows, cells move at greater rates than they do by conventional swimming. The traveling-stripe bioconvection pattern described here
appears to rely upon cell transport by flows of this nature. Although
the functional significance of this particular pattern is not
understood, others have shown that sinking plumes such as stripes mix
the environment vertically and thus provide transport of oxygen to
cells in lower regions of fluid where it may become limiting (8,
9).
The vertical translocation of cells and fluid was not examined in this
study. Instead, the focus was on the one-dimensional organization of
the stripes and their movements horizontally in the growth fluid. When
a layer of dense fluid forms on top of another with lower density, it
cannot sink intact into the solution below it without displacing the
underlying fluid. The dense layer above must therefore break up into
regions that penetrate the lower solution as they sink. The stripe
patterns analyzed here illustrate that the locations of
sinking plumes can be highly regulated by the geometry of the
fluid space and the dynamics of the bacterial population that creates
the dense layer of fluid. The biological factors governing pattern
formation and maintenance in this system are therefore the swimming
behavior of the cells towards fresh nutrients and oxygen, their
chemotactic behavior, the density of the individual cells and the fluid
within which they accumulate, and the increase in cell mass.
The fluid growth medium within which the stripe pattern that we
analyzed arose was confined to a ring surrounding an agar disk.
The key parameters appear to be simply that there was a boundary wall
on one side of the fluid and that the fluid depth was 5 mm or less. In
other experiments, we discovered that a plastic boundary wall was as
effective as an agar wall and that the shape of wall could be straight,
concave, or convex. In all cases, stripe patterns arose with stripes
oriented radially from the boundary rather than parallel to it. Fluid
depth was an important parameter. Stripes first became organized
in the shallow region of the fluid ring and then filled in the
area between the shallow region of the fluid ring and the
boundary wall. However, no stripes could be seen in very shallow
regions of fluid when the fluid extended outwards from the fluid
ring towards the periphery of the petri dish. Cells must have traveled
through these regions in order to populate the area near the petri dish
wall where an independent stripe pattern became organized. These
observation are in accord with known properties of convection
patterns formed adjacent to a boundary and in bioconvection patterns
produced in solutions of various depths (17).
When viewed from above with oblique lighting from below, the advancing
bacterial population appeared as a gray cloud, whereas the stripes
formed within it appeared as lighter bands against a darker background.
Variations in the intensities of the cloud images suggest that a
gradient of bacterial cell density was produced behind the cloud front.
New stripe formation was triggered at a constant distance behind the
front apparently in a region where the cell density reached a
critical threshold (
c in our
model [see Appendix ]). The repeated production of stripes as the
front advanced required an expanding poulation of cells. The rates of
both cloud front migration (225 µm/min) and stripe production (about 1 new stripe/3.3 min) appear to be too rapid for cell
multiplication to have provided the needed cells. Cell migration
towards the front must have been involved, but the precise origin of
the cells at the front is not currently known. Most of the cells
in the pattern must be trapped in sinking plumes, and when
recirculated, many must return to sinking plumes rather than the cloud
front. Nevertheless, the global pattern must somehow feed the advancing front.
Evidence for an influence of cloud front migration on the stripe
pattern was found in both the left and right fluid regions. Stripe
migration towards the front shown in Fig. 4A appears to have been the
initial event leading to interstripe separation and the eventual
creation of spaces where new stripes later became organized.
Interstripe spaces became progressively greater with time and behaved
as robust features of the global pattern. Spaces were able to migrate
along with neighboring stripes. The global pattern is characterized
therefore by expansion of stripes to fill the area behind the advancing
cloud front, migration of stripes primarily away from the cloud front
(but some stripes near the front migrate towards the front), migration
of interstripe spaces that become wider with time, the eventual
insertion of new stripes in these spaces, and the production of new
stripes behind the front.
Cells are presumed to grow and divide in all regions of the pattern
that they occupy. The dimensions of stripes did not enlarge proportionally however to accommodate new cells. The wavelength of the
pattern also remained approximately constant. We believe that there is
a maximum carrying capacity in terms of the number of cells a stripe
can contain. If the number of cells in a stripe exceeds this value and
the excess is unable to move to an unoccupied location in the fluid
space, the stripe becomes destabilized and the entire bioconvection
pattern may decay. The transition to chaos at late times appears to be
caused in this manner.
A fundamental feature of the discovery described here and shown in Fig.
4A is the global regulation of a bacterial bioconvection pattern. The
bacterial cells initially distributed within a spatially disordered
population not only grouped together into discrete regions but also
obeyed strict rules governing the dynamical behavior of the pattern
that they produced. These rules appear to be governed largely by the
physics of convection rather than anything the cells themselves control
by their swimming or taxis. The mathematical model that we developed
shows how well the detailed features of the pattern can be accounted
for on purely physical principles. An advancing bacterial population
driven by cell swimming into fresh medium exerts an influence on the
fluid. Cells swimming upwards towards oxygen exert an influence on the
fluid. Sinking plumes caused when denser fluid above pushes into
less-dense fluid below it influences the fluid. Increases in cell
numbers caused by cell growth and division influence the fluid. Fluid
motions in turn influence cells. The particular pattern observed is
therefore the result of an interplay between a set of biological
factors and a set of physical factors. Knowing the rules that govern
this interplay will enhance our understanding of how the biological and
physical worlds interact. Given the precision of the stripe pattern and
the experimental advantages of the bacterial system that forms stripes,
we hope to be able to work out these rules.
 |
ACKNOWLEDGMENTS |
This work was supported by a research grant from the National
Center for Research Resources (NIH) to N.H.M.
We are indebted to S. D. Whitworth for excellent technical
assistance, J. O. Kessler for discussions concerning
bioconvection in B. subtilis and A. Goriely
and J. J. Thwaites for critical reading of the manuscript. We
thank A. C. Celovsky for help with linear boundary experiments.
 |
FOOTNOTES |
*
Corresponding author. Mailing address: Department of
Molecular and Cellular Biology, University of Arizona, Life Sciences South Building, P.O. Box 210106, Tucson, AZ 85721-0106. Phone: (520)
621-3617. Fax: (520) 621-3709. E-mail:
nhm{at}u.arizona.edu.
 |
APPENDIX |
Patterns occur in a variety of physical systems, such as fluids
subjected to temperature gradients and undergoing thermal convection
(1), chemical reactors, active and passive optical devices,
biological systems, or liquid crystals under the action of an electric
field (for a review, see reference 4). One striking feature is that similar patterns can be observed in very different situations and at very different scales. Compare, for instance, rolls
seen in fingerprints to sand ripples on a beach. Both exhibit parallel
stripes; in both systems, new stripes are inserted between existing
ones at some point defects, called dislocations. These defects look
like the insertions seen in the space-time diagram of Fig. 4A. It turns
out that these similarities are not coincidental. In fact, there exists
a qualitative theory of pattern formation, based on generic partial
differential equations, called amplitude equations. As a general
principle, similar patterns are described by similar equations whose
form depends only on the nature of the pattern and on the symmetries of
the system in which it is seen. The physics itself is captured by the
values of the coefficients in front of the various terms in these
equations (for more information, see reference 4).
For the same reason, one can write generic pattern-forming models, such
as the Swift-Hohenberg equation (22), originally introduced
to describe hydrodynamic convection. Two points should be emphasized
here: first, such models are generic in the sense that they contain all
of the necessary ingredients to create a pattern; second, they can
sometimes be derived from physical models in the vicinity of a
bifurcation, as was recently shown for lasers (11, 12) and
for rotating convection (19, 20). In the absence of a
complete microscopic theory, as is the case for bioconvection where
hydrodynamics has to be coupled to the motion of individual cells,
generic features of experimental patterns can nevertheless be
understood in terms of the pattern-forming models mentioned above, and
it is such an approach that we have developed. Mathematical details of
the model will be described elsewhere (13), and we give here
only the essential ingredients.
Our model is based on the following assumptions. (i) When the average
cell density
exceeds a threshold value
(
c), the vertical fluid velocity, which is
initially zero, becomes unstable with respect to spatially periodic
perturbations. This instability also triggers a periodic modulation of
the local cell density and saturates in the form of a bioconvection
pattern, corresponding to sinking and rising plumes of fluid and cells. (ii) The average cell density is space dependent: it is zero ahead of
the cloud front and nonzero behind, and it exceeds the threshold value
at a fixed distance behind the cloud front and slowly decays farther
away from the front. The average cell density is also time dependent
due to cell multiplication. In the numerics, we used a theoretical
cloud shape similar to that described by Keller and Segel
(7), multiplied by an exponential term modeling
bacterial growth. (iii) The stripe pattern which arises
above the bifurcation threshold is associated with a frequency
(
c) and a wavelength (kc) and corresponds to a traveling wave
structure, which develops an instability as
c gets too large.
Under these assumptions, the pattern can be described by the following
complex Swift-Hohenberg equation
|
(Eq. 1)
|
where
r and
r
are positive constants. The solution
= 0, which corresponds to no
pattern produced, becomes unstable to spatial perturbations of wave
vector ±k when the real part of the complex growth rate
becomes positive. This happens when
exceeds the threshold
value
c, and for k = ±kc, which is the mode experiencing maximum
growth. The imaginary part of
(±kc) gives
the critical frequency
c =
kc2. Therefore, equation 1 produces a
pattern with threshold wavelength 2
/kc and
frequency
c, which can be compared to
experimentally measured values. This pattern saturates due to the
nonlinear term (
r + i
i)|
|2
and a
uniform structure of the form
= R
exp[i(kx +
t)] may be
observed, where
By an appropriate choice of the equation parameters, such a
pattern can be made unstable with respect to spatial perturbations, leading to the appearance of new stripes between existing ones and
eventually to chaos. This is shown in the numerical simulation of Fig.
4B. The cloud front migrates from left to right; individual bands
migrate towards the left, as they do in the experimental pattern; new
bands arise between existing ones and behind the cloud front. The
parameter values are given in the legend to Fig. 4B and can be chosen
to match real-world values or those measured on the experimental
pattern. The moving cloud is described by
(2)
which shows the relationship between the average density
and
the speed of the cloud front c. In the simulation of Fig.
4B, the cloud front corresponds to equation 2 above with
0 = 0.9, c = 0.3, r = 10.0,
= 0.001, and D = 10.0. However, the stripe pattern dynamics are qualitatively independent of
the details of the cloud shape.
 |
REFERENCES |
-
Bénard, H.
(1901)
Les tourbillons cellulaires dans une nappe liquide transportant de la chaleur par convection en régime permanent.
Ann. Chim. Phys.
23,
62-144.
-
Budrene, E. O.,
and Berg, H. C.
(1991)
Complex patterns formed by motile cells of Escherichia coli.
Nature
349,
630-633[Medline].
-
Childress, S.,
Levandowsky, M.,
and Spiegel, E. A.
(1975)
Pattern formation in a suspension of swimming micro-organisms.
J. Fluid Mech.
69,
595-613.
-
Cross, M. C.,
and Hohenberg, P. C.
(1993)
Pattern formation outside of equilibrium.
Rev. Mod. Phys.
65,
851-1112.
-
Hill, N. A.,
Pedley, T. J.,
and Kessler, J. O.
(1989)
The growth of bioconvection patterns in a suspension of gyrotactic micro-organisms in a layer of finite depth.
J. Fluid Mech.
208,
509-543.
-
Kaiser, D.
(1989)
Multicellular development in myxobacteria
in
Genetics of bacterial diversity. (Hopwood, D. A., and Chatter, K. F., eds), pp. 243-263, Academic Press, Inc., New York, N.Y.
-
Keller, E. F.,
and Segel, L. A.
(1971)
Travelling bands of chemotactic bacteria: a theoretical analysis.
J. Theor. Biol.
30,
235-248[Medline].
-
Kessler, J. O.,
and Wojciechowski, M. F.
(1997)
Collective behavior and dynamics of swimming bacteria
in
Bacteria as multicellular organisms. (Shapiro, J. A., and Dworkin, M., eds), pp. 417-450, Oxford University Press, New York, N.Y.
-
Kessler, J. O.,
and Hill, N. A.
(1997)
Complementarity of physics, biology and geometry in the dynamics of swimming micro-organisms.
Lect. Notes Phys.
480,
325-340.
-
Kirsch, M. L.,
Peters, P. D.,
Hanlon, D. W.,
Kirby, J. R.,
and Ordal, G. W.
(1993)
Chemotactic methylesterase brings about adaptation to attractants in Bacillus subtilis.
J. Biol. Chem.
268,
18610-18616[Abstract/Free Full Text].
-
Lega, J.,
Moloney, J. V.,
and Newell, A.
(1994)
Swift-Hohenberg equations for lasers.
Phys. Rev. Lett.
73,
2978-2981.[Medline]
-
Lega, J.,
Moloney, J. V.,
and Newell, A.
(1995)
Universal description of laser dynamics near threshold.
Physica D
83,
478-498.
-
Lega, J., and N. H. Mendelson. Modelling
bioconvection patterns produced by swimming bacteria. Submitted for
publication.
-
Mendelson, N. H.,
and Salhi, B.
(1996)
Patterns of reporter gene expression in the phase diagram of Bacillus subtilis colony forms.
J. Bacteriol.
178,
1980-1989[Abstract/Free Full Text].
-
Mendelson, N. H.,
Salhi, B.,
and Li, C.
(1997)
Physical and genetic consequences of multicellularity in Bacillus subtilis
in
Bacteria as multicellular organisms. (Shapiro, J. A., and Dworkin, M., eds), pp. 339-365, Oxford University Press, New York, N.Y.
-
Pedley, T. J.,
Hill, N. A.,
and Kessler, J. O.
(1988)
The growth of bioconvection patterns in a uniform suspension of gyrotactic micro-organisms.
J. Fluid Mech.
195,
223-237.
-
Pedley, T. J.,
and Kessler, J. O.
(1992)
Hydrodynamic phenomena in suspensions of swimming micro-organisms.
Annu. Rev. Fluid Mech.
24,
313-358.
-
Platt, J. R.
(1961)
"Bioconvection patterns" in cultures of free-swimming organisms.
Science
133,
1766-1767[Abstract/Free Full Text].
-
Ponty, Y.,
Passot, T.,
and Sulem, P. L.
(1997)
Pattern dynamics in rotating convection at finite Prandtl number.
Phys. Rev. E
56,
4162-4178.
-
Ponty, Y.,
Passot, T.,
and Sulem, P. L.
(1997)
Chaos and structures in rotating convection at finite Prandtl number.
Phys. Rev. Lett.
79,
71-74.
-
Shapiro, J. A.
(1997)
Multicellularity: the rule, not the exception
in
Bacteria as multicellular organisms. (Shapiro, J. A., and Dworkin, M., eds), pp. 14-49, Oxford University Press, New York, N.Y.
-
Swift, J.,
and Hohenberg, P. C.
(1977)
Hydrodynamic fluctuations at the convective instability.
Phys. Rev. A
15,
319-328.
-
Wager, H.
(1911)
On the effect of gravity upon the movements and aggregation of Euglena viridis, Ehrb., and other micro-organisms.
Philos. Trans. R. Soc. London B
201,
333-390.
Copyright © 1998 by American Society for Microbiology