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Slide of the Seminar The importance of fluid mechanics in the microbial world: From the transport of bacteria to the formation of biofilms Prof. Roberto Rusconi ERC Advanced Grant (N. 339032) “NewTURB” (P.I. Prof. Luca Biferale) Università degli Studi di Roma Tor Vergata C.F. n. 80213750583 – Partita IVA n. 02133971008 - Via della Ricerca Scientifica, 1 – 00133 ROMA

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Page 1: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Slide of the Seminar 

The importance of fluid mechanics in the microbial world: From the transport of bacteria to the formation

of biofilms

Prof. Roberto Rusconi

ERC Advanced Grant (N. 339032) “NewTURB” (P.I. Prof. Luca Biferale)

Università degli Studi di Roma Tor Vergata C.F. n. 80213750583 – Partita IVA n. 02133971008 - Via della Ricerca Scientifica, 1 – 00133 ROMA

Page 2: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

The importance of fluid mechanics in the microbial world:

From the transport of bacteria to the formation of biofilms

Roberto Rusconi

Page 3: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Bacteria within biofilms are up to 1000 times more resistant to antibiotics

Hall-Stoodley et al. Nat. Rev. Microbiol. 2004

Catheters

Implants

Gums

Endocarditis

Lung infections

Urinary infections

The “biofilm” threat

University of Rome Tor Vergata - 29th November 2018

Page 4: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Monds & O’Toole. Trends Microbiol. 2009

Industrial applications

Medical devices

Environment

Biofilms form everywhere and often in the presence of flow

University of Rome Tor Vergata - 29th November 2018

Page 5: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Rusconi & Stocker. Curr. Op. Microbiol. 2015

Guasto, Rusconi & Stocker. Annu. Rev. Fluid Mech. 2012

Page 6: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

How does fluid flow affect bacterial swimming dynamics?

Relative flow speed (mm/s)

Shear (s-1)0-10 10

0 0.5-0.5

Bacillus subtilis

1 cm

x

y

H=

750

µm

x

y

z

University of Rome Tor Vergata - 29th November 2018

Page 7: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Flow, t = 15 sFlow, t = 5 s Flow, t = 30 s

Bacterial concentration0.5 1 1.50

No flow

0

-0.3

0.3

y/W

How does fluid flow affect bacterial swimming dynamics?

Dead cells

Flow, t = 30 s

0.5 1 1.50

1 cm

x

y

H=

750

µm

x

y

z

University of Rome Tor Vergata - 29th November 2018

Page 8: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Mean shear S = 1.25 s-1 S = 2.5 s-1 S = 5 s-1 S = 10 s-1 S = 25 s-1 S = 50 s-1

Bac

teria

l con

cent

ratio

n

0.5

1.5

Maximal depletion occurs at intermediate shear

100

B. subtilis – wild typeB. subtilis – smooth swimmerP. aeruginosa

0

0.2

0.4

1 10D

eple

tion

inde

xMean shear rate, S (s-1)

• Rod shape (1µm x 3µm)

• Multiple flagella

• Rod shape (0.5µm x 1.5µm)

• Single flagellum

Bacillus subtilis

Pseudomonas aeruginosa

1

University of Rome Tor Vergata - 29th November 2018

Page 9: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Mean shear S = 1.25 s-1 S = 2.5 s-1 S = 5 s-1 S = 10 s-1 S = 25 s-1 S = 50 s-1

Bac

teria

l con

cent

ratio

n

0.5

1.5

Maximal depletion occurs at intermediate shear

1

University of Rome Tor Vergata - 29th November 2018

x

y

ϕ

V

q Swimming speed, V = 50 µm/s

Rotational diffusion, DR = 1 rad2/s

Aspect ratio, q = 10

Page 10: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Mean shear S = 1.25 s-1 S = 2.5 s-1 S = 5 s-1 S = 10 s-1 S = 25 s-1 S = 50 s-1

Bac

teria

l con

cent

ratio

n

0.5

1.5

Maximal depletion occurs at intermediate shear

1

University of Rome Tor Vergata - 29th November 2018

x

y

ϕ

V

q Swimming speed, V = 50 µm/s

Rotational diffusion, DR = 1 rad2/s

Aspect ratio, q = 10

Experiments Simulations

Page 11: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Mean shear S = 1.25 s-1 S = 2.5 s-1 S = 5 s-1 S = 10 s-1 S = 25 s-1 S = 50 s-1

Bac

teria

l con

cent

ratio

n

0.5

1.5

Maximal depletion occurs at intermediate shear

1

University of Rome Tor Vergata - 29th November 2018

x

y

ϕ

V

q Swimming speed, V = 50 µm/s

Rotational diffusion, DR = 1 rad2/s

Aspect ratio, q = 10

Experiments Simulations Simulations, spheres (q = 1)

Page 12: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Mean shear S = 1.25 s-1 S = 2.5 s-1 S = 5 s-1 S = 10 s-1 S = 25 s-1 S = 50 s-1

Bac

teria

l con

cent

ratio

n

0.5

1.5

Maximal depletion occurs at intermediate shear

1

University of Rome Tor Vergata - 29th November 2018

Swimming speed, V = 50 µm/s

Rotational diffusion, DR = 1 rad2/s

Aspect ratio, q = 10

Experiments

Elongated particle in shear flow

Simulations Simulations, spheres (q = 1)

Page 13: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Elongation and rotational diffusion control bacterial depletion in flow

University of Rome Tor Vergata - 29th November 2018

Rusconi et al. Nat. Phys. 2014

B. subtilis – smooth swimmer

DR = 0

0

-0.3

0.3

y/W

ϕ

0 π/2 π-π/2-π

Zöttl & Stark. EPJE 2013

Tumbling

Swinging

Separatrix

Page 14: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Elongation and rotational diffusion control bacterial depletion in flow

University of Rome Tor Vergata - 29th November 2018

DR = 1 rad2/s

ϕ

0 π/2 π-π/2-π

DR = 1 rad2/s, Experiments

ϕ

0 π/2 π-π/2-π

DR = 0

0

-0.3

0.3

y/W

ϕ

0 π/2 π-π/2-π

WS ~ S-0.5

Rusconi et al. Nat. Phys. 2014

Page 15: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Elongation and rotational diffusion control bacterial depletion in flow

University of Rome Tor Vergata - 29th November 2018

DR = 1 rad2/s, Experiments

ϕ

0 π/2 π-π/2-π

Rusconi et al. Nat. Phys. 2014

Experiments, no flow

Experiments

Fokker-Planck

Page 16: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Elongation and rotational diffusion control bacterial depletion in flow

University of Rome Tor Vergata - 29th November 2018

Dep

letio

n In

dex

Rotational Péclet number, Pe = S/DR

10-3

10-2

10-1

100

10-2 10-1 100 101 102 103

Pe2 S-0.5

Pe<<1Competition between shear-induced alignment and rotational diffusion

Pe>>1Depletion effect is limited by the distance between the separatrices

Rusconi et al. Nat. Phys. 2014

Ezhilan & Saintillan. J. Fluid Mech. 2015

Page 17: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Spatial heterogeneity in suspensions of phytoplankton cells

University of Rome Tor Vergata - 29th November 2018

Page 18: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Spatial heterogeneity in suspensions of phytoplankton cells

University of Rome Tor Vergata - 29th November 2018

10 µm

Page 19: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Spatial heterogeneity in suspensions of phytoplankton cells

University of Rome Tor Vergata - 29th November 2018

10 µm

Page 20: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Spatial heterogeneity in suspensions of phytoplankton cells

University of Rome Tor Vergata - 29th November 2018

10 µm

Barry, Rusconi et al. J. Roc. Soc. Interface 2015

Page 21: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Spatial heterogeneity in suspensions of phytoplankton cells

University of Rome Tor Vergata - 29th November 2018

10 µm

Barry, Rusconi et al. J. Roc. Soc. Interface 2015

Page 22: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Shear suppresses bacterial chemotaxis

1 cm

400 µm

N2 O2 (mM)

Glass

PDMS

1.2

0.1

Mean shear rate, S (s-1)

Che

mot

actic

inde

x

0

1

1 10 100Bac

teria

l con

cent

ratio

n

y/W

0

1

2

0-0.3 0.3

S = 2.5 s-1

S = 10 s-1

S = 25 s-1

S = 50 s-1

No flow

O2

University of Rome Tor Vergata - 29th November 2018

Page 23: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Shear promotes surface attachment

1 cmB

acte

rial s

urfa

ce c

over

age

(%)

Time (s)0 1000 2000 3000

0

0.5

1

1.5

2S = 5 s-1

S = 10 s-1

S = 25 s-1

S = 50 s-1

No flow

S = 100 s-1

P. aeruginosa

Mean shear rate, S (s-1)10010

Sur

face

cov

erag

e ra

tio

1

2

P. aeruginosa

University of Rome Tor Vergata - 29th November 2018

H. Auradou et al., in preparation

Wall shear rate (s-1)

E. coli

Nor

mal

ized

den

sity

Page 24: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Flow velocity Shear rate

Shear induces preferential attachment to corrugated surfaces

University of Rome Tor Vergata - 29th November 2018

Page 25: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Shear induces preferential attachment to corrugated surfaces

ExperimentsE. coli

University of Rome Tor Vergata - 29th November 2018

Page 26: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Shear induces preferential attachment to corrugated surfaces

Experiments

Simulations

E. coli

University of Rome Tor Vergata - 29th November 2018

Page 27: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Shear induces preferential attachment to corrugated surfaces

University of Rome Tor Vergata - 29th November 2018

h= 100 µm

y x

z

Experiments Simulations

Intensity distribution0.51 0

Escherichia coli GFP

q = 8, V = 22 µm/s, DR = 0.5 rad2/s

Page 28: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Shear induces preferential attachment to corrugated surfaces

University of Rome Tor Vergata - 29th November 2018

h= 100 µm

y x

z

Escherichia coli GFP

q = 8, V = 22 µm/s, DR = 0.5 rad2/s

Experiments Simulations

Intensity distribution0.51 0

Page 29: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Shear induces preferential attachment to corrugated surfaces

University of Rome Tor Vergata - 29th November 2018

h= 100 µm

y x

zy(

µm)

15

0

0x (µm)

-15

20 40 60 80 100

V= 22 µm/s

V= 0 µm/s

Simulations

FlowFlow

Radial shear rate, S

r(1/s)

15

30

0

x (µm)0 25 50

FlowFlow

Page 30: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Shear induces preferential attachment to corrugated surfaces

University of Rome Tor Vergata - 29th November 2018

Experiments

Simulations

Page 31: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Motility and flow control bacterial transport and attachment around pillars

University of Rome Tor Vergata - 29th November 2018

50 µm

U (m

m/s)

Sr (1/s)

0.5

1

0

20

40

0

FlowFlow velocity, U

Radial shear rate, Sr

200 µm

100 µm

50 µm

100 µmx

y

z

Page 32: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Motility and flow control bacterial transport and attachment around pillars

University of Rome Tor Vergata - 29th November 2018

50 µmFlow

Flow

Pseudomonas aeruginosa PA14

50µmU=150 µm/s

Page 33: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Motility and flow control bacterial transport and attachment around pillars

University of Rome Tor Vergata - 29th November 2018

y (µ

m)

P. aeruginosa PA14 GFP

45

0

0

-45

45-45x (µm)

Flow 25 µm

Intensity, I (a.u.)25 500

Fluorescent image of cells attached after 6 h of

continuous flow

PA14 wt GFPIntensity,I (a.u.)

5

10

0

PA14 ΔflgE GFP PA14 ΔmotB GFP

Page 34: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Motility and flow control bacterial transport and attachment around pillars

University of Rome Tor Vergata - 29th November 2018

Id0.5

1

0

U= 150 µm/s U= 300 µm/s U= 600 µm/s U= 1000 µm/s

Normalized intensity distribution

Polar distribution

Simulations, ExperimentsFlow

Page 35: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Motility and flow control bacterial transport and attachment around pillars

University of Rome Tor Vergata - 29th November 2018

Flow velocity, U (µm/s)500 1000

Τ𝜎 𝜃

𝜎 𝑢 0.8

1.2

0.4

B

U=

1000

µm

/sU

= 30

0 µm

/s

I/Imax0.51 0

B

C

C

1500

Τ𝜎 𝜃

𝜎 𝑢 0.8

1.2

0.4

Flow velocity, U (µm/s)500 1000 1500

𝜎 𝜃𝜎 𝑢) e

xp

( Τ𝜎𝜃 𝜎𝑢) sim

1

0.510.5

Experiments Simulations

1

0.6

1

0.6

Page 36: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Motility and flow control bacterial transport and attachment around pillars

University of Rome Tor Vergata - 29th November 2018

Capture efficiency

η = Particles captured by the collector

Particles in the volume of liquid passing through the projected

area of the collector

Flow, Uη

0.00

1

250

0.00

01

500 750 1000

Flow velocity, U (μm/s)

Page 37: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Motility and flow control bacterial transport and attachment around pillars

University of Rome Tor Vergata - 29th November 2018

Cap

ture

effi

cien

cy, η

1

0.1

10Péclet number, Pe

0.01

Simulations

1 103 105

Non-motile particles

Dcoll = 50 μmDcoll = 100 μmDcoll = 200 μm

Page 38: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Motility and flow control bacterial transport and attachment around pillars

University of Rome Tor Vergata - 29th November 2018

Experiments – P. aeruginosa Simulations

η/D

pill(μ

m-1

)

10-2

I/Dpi

ll(a

.u.)

0.1

1

10 1000100

~Pe-1.1 10-4

10-3

~Pe-1.3

10 1000100Péclet number, Pe Péclet number, Pe

Page 39: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Motility and flow control bacterial transport and attachment around pillars

University of Rome Tor Vergata - 29th November 2018

Page 40: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Flow around corners triggers the formation of streamers

100 µm

Pseudomonas aeruginosa suspension

Confocal z-scan after 8 hours of flow

University of Rome Tor Vergata - 29th November 2018

Page 41: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Flow around corners triggers the formation of streamers

100 µm

100 µm100 µm

100 µm 100 µm

University of Rome Tor Vergata - 29th November 2018

Page 42: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Flow around corners triggers the formation of streamers

100 µm

30 min 60 min 90 min

Bottom surface Mid-plane

100 µm

University of Rome Tor Vergata - 29th November 2018

Page 43: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Streamer formation is independent of bacterial motility

100 µm 100 µm

100 µm 100 µm

University of Rome Tor Vergata - 29th November 2018

Page 44: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Secondary flow drives streamer formation

100 µm

100 µmRusconi et al. J. R. Soc. Interface 2010

University of Rome Tor Vergata - 29th November 2018

Page 45: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Secondary flow drives streamer formation

Rusconi et al. Biophys. J. 2011

100 µmNumerical simulations

Sharper turns

More streamers

University of Rome Tor Vergata - 29th November 2018

Page 46: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Streamers are frequent in natural and artificial systems

Valiei et al. Lab Chip 2012

Drescher et al. PNAS 2013

Porous media

Filtration systems

Marty et al. Biofouling 2012

Medical stents

University of Rome Tor Vergata - 29th November 2018

Page 47: Slide of the Seminar - people.fisica.uniroma2.itpeople.fisica.uniroma2.it/~biferale/Slide-Rusconi.pdf · Slide of the Seminar The importance of fluid mechanics in the microbial world:

Summary and acknowledgments

Flow controls the spatial distribution of motile microorganisms

Flow affects the formation and the structure of biofilms

Flow induces preferential attachment of bacteria to surfaces

University of Rome Tor Vergata - 29th November 2018

[email protected]

Eleonora Secchi (ETH)Roman Stocker (ETH)

Howard Stone (Princeton)

Jeff Guasto (Tufts)

Sigolene Lecuyer (Lyon)