research article the mechanical analysis of the biofilm...

11
Research Article The Mechanical Analysis of the Biofilm Streamer Nucleation and Geometry Characterization in Microfluidic Channels Xiaoling Wang, 1,2,3 Mudong Hao, 1 Xin Du, 1 Guoqing Wang, 1 and Jun-ichi Matsushita 4 1 School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China 2 School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA 3 Laboratory of Nonlinear Mechanics, Institute of Mechanics, Chinese Academy of Sciences, Beijing 100190, China 4 Department of Materials Science, Tokai University, Hiratsuka 259-1292, Japan Correspondence should be addressed to Xiaoling Wang; [email protected] Received 3 February 2016; Accepted 4 May 2016 Academic Editor: omas Desaive Copyright © 2016 Xiaoling Wang et al. is is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Bacteria can form biofilm streamers in microfluidic channels with various geometries. Experiments show that the streamer geometry, such as its shape or thickness, depends on the fluid velocity and the geometry and curvature of the microfluidic channel. In the paper, a mechanical analysis of the flow field is made in different channels, which shows that the secondary flow in the channel is the reason for streamer nucleation and that the shear stress distribution decides the streamer geometry including shape and thickness. rough a finite elements simulation, we obtain the secondary flow forming positions in both static and rotating channels: positions that are the location of nucleation of the streamer. ick or wide biofilm streamers occur at the points of minimum shear stress in static channels. Furthermore, in rotating channels, spiral-like streamers form, due to the helical shape of the minimum shear stress distribution. e findings may allow the prevention of biofilm formation and also the removal of bacteria adhered onto certain surfaces in channels with small cross sections. e analysis also indicates how one can obtain desirable biofilm streamers by control of the channel geometry and the loading conditions. 1. Introduction Biofilms are natural structures formed by microbial commu- nities encapsulated inside a matrix of self-secreted extracel- lular polymeric substances (EPS), growing most commonly on a solid surface [1, 2]. Biofilms strongly interact with their environments and can form highly complex morphologies and adapt to a wide variety of environmental conditions [3]. e abundant presence of biofilms has important implica- tions: for example, they are used in waste-water treatment plants for the removal of pollutants [4]. In waste-water pipes, one observes the formation of biofilms in the form of thread- like structures called “streamers.” Better understanding of the streamer formation and its critical influences in channels would be helpful in waste-water decontamination. e formation of the biofilm streamers in fluid flow is affected by various factors such as surface roughness, materials, temperature, and pH [5–7]. With the develop- ment of microfluidics technology for biological applications, past researchers have noticed that the geometry of the microfluidic channel could influence streamer formation and thickness [8–10]. Mehdi Salek et al. found that the biofilm formed in the square channel is thicker than that formed in a rectangular channel, as shown in Figures 1(a) and 1(b) [11]. Rusconi et al. observed biofilm streamer formation in the middle of channels with different corner shapes; the streamer initially formed at the corners and then stayed connected only to the lateral walls while the rest of the streamer structure lay suspended in the flow, as shown in Figures 1(c) and 1(d) [12]. Rodr´ ıguez Espeso observed the formation of long helicoidal bacterial threads (streamers) wrapped around the inner walls of circular channels, when the channel rotates while the bacterial solution flows through it, as shown in Figure 1(e) [13]. Numerical simulation showed that one possible reason for biofilm streamer formation around corners in microflu- idic channels is secondary flow, which is a relatively minor flow superimposed on the primary flow. Rusconi et al. showed Hindawi Publishing Corporation Computational and Mathematical Methods in Medicine Volume 2016, Article ID 7819403, 10 pages http://dx.doi.org/10.1155/2016/7819403

Upload: others

Post on 22-May-2020

1 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

Research ArticleThe Mechanical Analysis of the Biofilm Streamer Nucleation andGeometry Characterization in Microfluidic Channels

Xiaoling Wang,1,2,3 Mudong Hao,1 Xin Du,1 Guoqing Wang,1 and Jun-ichi Matsushita4

1School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China2School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA3Laboratory of Nonlinear Mechanics, Institute of Mechanics, Chinese Academy of Sciences, Beijing 100190, China4Department of Materials Science, Tokai University, Hiratsuka 259-1292, Japan

Correspondence should be addressed to Xiaoling Wang; [email protected]

Received 3 February 2016; Accepted 4 May 2016

Academic Editor: Thomas Desaive

Copyright © 2016 Xiaoling Wang et al.This is an open access article distributed under the Creative Commons Attribution License,which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Bacteria can form biofilm streamers in microfluidic channels with various geometries. Experiments show that the streamergeometry, such as its shape or thickness, depends on the fluid velocity and the geometry and curvature of themicrofluidic channel. Inthe paper, a mechanical analysis of the flow field is made in different channels, which shows that the secondary flow in the channelis the reason for streamer nucleation and that the shear stress distribution decides the streamer geometry including shape andthickness.Through a finite elements simulation,we obtain the secondary flow forming positions in both static and rotating channels:positions that are the location of nucleation of the streamer.Thick or wide biofilm streamers occur at the points of minimum shearstress in static channels. Furthermore, in rotating channels, spiral-like streamers form, due to the helical shape of the minimumshear stress distribution.The findings may allow the prevention of biofilm formation and also the removal of bacteria adhered ontocertain surfaces in channels with small cross sections. The analysis also indicates how one can obtain desirable biofilm streamersby control of the channel geometry and the loading conditions.

1. Introduction

Biofilms are natural structures formed by microbial commu-nities encapsulated inside a matrix of self-secreted extracel-lular polymeric substances (EPS), growing most commonlyon a solid surface [1, 2]. Biofilms strongly interact with theirenvironments and can form highly complex morphologiesand adapt to a wide variety of environmental conditions [3].The abundant presence of biofilms has important implica-tions: for example, they are used in waste-water treatmentplants for the removal of pollutants [4]. In waste-water pipes,one observes the formation of biofilms in the form of thread-like structures called “streamers.” Better understanding ofthe streamer formation and its critical influences in channelswould be helpful in waste-water decontamination.

The formation of the biofilm streamers in fluid flowis affected by various factors such as surface roughness,materials, temperature, and pH [5–7]. With the develop-ment of microfluidics technology for biological applications,

past researchers have noticed that the geometry of themicrofluidic channel could influence streamer formation andthickness [8–10]. Mehdi Salek et al. found that the biofilmformed in the square channel is thicker than that formed in arectangular channel, as shown in Figures 1(a) and 1(b) [11].Rusconi et al. observed biofilm streamer formation in themiddle of channels with different corner shapes; the streamerinitially formed at the corners and then stayed connected onlyto the lateral walls while the rest of the streamer structure laysuspended in the flow, as shown in Figures 1(c) and 1(d) [12].Rodrıguez Espeso observed the formation of long helicoidalbacterial threads (streamers) wrapped around the inner wallsof circular channels, when the channel rotates while thebacterial solution flows through it, as shown in Figure 1(e)[13].

Numerical simulation showed that one possible reasonfor biofilm streamer formation around corners in microflu-idic channels is secondary flow, which is a relatively minorflow superimposed on the primary flow.Rusconi et al. showed

Hindawi Publishing CorporationComputational and Mathematical Methods in MedicineVolume 2016, Article ID 7819403, 10 pageshttp://dx.doi.org/10.1155/2016/7819403

Page 2: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

2 Computational and Mathematical Methods in Medicine

Bacteria + TB

PDMS stamp

Glass surface

(a) (b)

(c) (d) (e)

Figure 1: Experimental evidence for bacterial thread-like biofilms (streamers) in curved microchannels. (a) Schematic of the microfluidicdevice in which bacterial solutions, containing cells and nutrients, flow through the channel for several hours. The width of the channel is200 𝜇mand the typical height is about 100 𝜇m. (b) Bacterial streamers developed in the channels after 12 h at constant flow rate (correspondingto an average speed of 0.75 𝜇L/min) for two different experiments. The flow direction is from left to right. Bacteria are fluorescentlylabeled, and images of the middle plane of the channel are taken with a confocal microscope. Scale bars, 100 𝜇m. (c) Three-dimensionalreconstruction from z-scan confocal images and cross-sectional views are shown (red box in (b) depicts observed location). (d) Three-dimensional reconstruction from z-scan confocal images and cross-sectional views are shown (blue box in (b) depicts observed location). (e)The helicoidal bacterial threads (streamers) formed in the inner wall of circular channels. Images of (a)–(d) are cited from Rusconi et al. [12].Image of (e) is cited from Rodrıguez Espeso 2013. TB is tryptone broth. The microfluidic channels were prepared from polydimethylsiloxane(PDMS, Sylgard 184 silicone elastomer kit, Dow Corning) following conventional soft-lithography techniques.

that the wall shear stress is one of the major factors of biofilmformation [12]. Quantitative analysis of the dependenceof streamer nucleation position and streamer structure onthe fluid and stress fields in various microfluidic channels,however, is lacking.

The experimental observations cited above clearly showthat the external environment has important effects onbiofilm formation. In particular, shear force plays a role inbiofilm streamer formation in pipes and sewer lines [14].But the quantitative relationship between biofilm streamerstructure and shear force distribution is lacking, pointing tothe need for theoretical work and numerical simulation for amore complete understanding of streamer formation. In thework, the Fluent CFD software is used to calculate the shearforce distribution in various fluid channels. The results showthat the secondary flow in the channel is the reason for biofilmstreamer nucleation and that the shear stress distributiondecides biofilm streamer geometry including its shape andthickness.

2. Theory: Fluid Mechanics

We obtain numerical solutions of the flow field in thesegeometries via finite-element simulations of the incompress-ible form of the Navier-Stokes equations and mass conser-vation (continuity) equations by using Fluent CFD software.The velocity field �� and pressure 𝑝 can be obtained from thecomplete set of governing equations in terms of fluid density𝜌 and viscosity 𝜇:

𝜌 (�� ⋅ ∇) �� = −∇𝑝 + 𝜇∇2��,

∇ ⋅ �� = 0.

(1)

Steady state was assumed in all cases, so there is no time-dependent partial derivative in (1). No-slip and no-flux wereassumed along the walls of the channel. The flow rateswere set to ensure that once the channels converged, theaverage flow velocity in the main channel, 𝑈

𝑚, resulted in

Page 3: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

Computational and Mathematical Methods in Medicine 3

Flow

z

y

ox

(a)

y

z

H

b

(b)

H

by

z

(c)

Figure 2: (a) Schematics of the microfluidic channel; (b) the microfluidic channel with the rectangular cross section; (c) the microfluidicchannel with the square cross section.

Table 1: Flow conditions for rectangular and square cross sectionchannel.

L (mm) b (mm) H (mm) 𝑈𝑚(mm/s) 𝐷

ℎ(mm)

Rectangular 100 5 1 0.01 1.67Square 100 2 2 0.01 2

the specified Reynolds number, expressed in terms of channelcross-sectional area 𝐴, average volumetric flow rate 𝑄, thefluid density 𝜌, fluid viscosity 𝜇, and the channel hydraulicdiameter𝐷

ℎ:

𝑈𝑚=𝑄

𝐴,

Re𝐷=𝜌𝑈𝑚𝐷ℎ

𝜇,

𝐷ℎ=4𝐴

Γ, Γ = 2 (𝑏 + 𝐻) .

(2)

At the low flow rates that were investigated in this study, theflow remains laminar.That being the case, the shear stress wasapproximated as

𝜏 = 𝜇𝑑𝑈𝑚

𝑑𝑦. (3)

3. Numerical Simulation and Results

Thebiofilm streamer formation is considered in both straightchannels and curved channels and also considered both staticand rotating channels to explore the dependence of biofilmformation and streamer structure on shear force distributionin various channels.

3.1. Biofilm in the Static Straight Channel. We set up straightchannels with two different cross sections: square and rectan-gular, as shown in Figure 2. The main flow parameters usedin this study are summarized in Table 1. For comparison weuse the same flow condition at constant value of 𝑈

𝑚(mm/s).

The contour velocity distributions of straight channelswith rectangular and square cross sections are shown inFigure 3. The lateral and vertical velocity components arealmost zero for both square and rectangular cross sectionchannels.

In order to determine the relationship between shearstress and biofilm thickness, we calculate the shear strain ratewhich is proportional to shear stress, as shown in (3). Theshear strain rate for the rectangular cross section is larger thanthat for the square cross section. In both cases, the highershear rate region is located near the center of the walls, whilelower shear rate region is located by the corners, as shown inFigure 4.

The shear stress distribution along the base wall for boththe rectangular and square channels is indicated by the blackline in Figure 5. The corresponding experimental data ofbiofilm thickness is indicated by the blue line in Figure 5 [11].The result shows a negative correlation between local shearstress and biofilm thickness for both cross sections. Thickerbiofilm is located near the corner where the shear stress islow, while thinner biofilm is located near the center of thewall which has the higher shear stress.

The average shear stress for the two different crosses isindicated by pink and green lines in Figure 6(a): the averageshear stress is higher for the rectangular channel, whichresults in a thicker biofilm in the square channel, as shownin Figure 6(b) [11].

3.2. Biofilm in the Rotating Straight Channel. Rotatingstraight channels of different diameters with the bacterialsolution flowing through are considered, as shown in Fig-ure 7. Although roller pumps setup in Rodrıguez Espeso’sexperiment [13] were based on a traditional peristaltic pump,the working mechanism of roller pumps here is slightlydifferent from the peristaltic pump. Roller pumps push thefluid forward by straining the channel containing the fluidwith the rollers; the rotation of the rollers achieves angularflow velocity. So the roller pumps can achieve both theforward flow velocity and angular flow velocity.

In our simulation, we use rotating channels to get angularflow velocity replacing the tube rotation driven by theconnected roller. We set a steady forward fluid flow velocityreplacing the one by straining the channel containing thefluid with the rollers and finally get the similar workingcondition in experiment. As our focus is on the shearstress which decides the structure of biofilm streamers, weappropriately simplify the simulation without changing thestreamer formation mechanism in the experiment. In oursimulation, channels are rotating when the bacteria solution

Page 4: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

4 Computational and Mathematical Methods in Medicine

X Y

Z

0.0950.090.0850.080.0750.070.0650.060.0550.050.0450.040.0350.030.0250.020.0150.010.005

Velocitymagnitude

(a)X Y

Z

0.0950.090.0850.080.0750.070.0650.060.0550.050.0450.040.0350.030.0250.020.0150.010.005

X-velocity

(b)

X Y

Z

0.012

0.011

0.01

0.009

0.008

0.007

0.006

0.005

0.004

0.003

0.002

0.001

Velocitymagnitude

(c)X Y

Z

0.012

0.011

0.01

0.009

0.008

0.007

0.006

0.005

0.004

0.003

0.002

0.001

X-velocity

(d)

Figure 3: Contours of velocity (m/s) in cross section of channels. (a) Contours of velocity magnitude (m/s) in a cross section of rectangularchannel; (b) contours of X-velocity (m/s) in a cross section of rectangular channel; (c) contours of velocity magnitude (m/s) in a cross sectionof square channel; (d) contours of X-velocity (m/s) in a cross section of square tube channel.

6.53e + 026.21e + 025.88e + 025.56e + 025.23e + 024.91e + 024.59e + 024.26e + 023.94e + 023.61e + 023.29e + 022.97e + 022.64e + 022.32e + 021.99e + 021.67e + 021.34e + 021.02e + 026.95e + 013.71e + 014.68e + 00

(a)

5.57e + 015.30e + 015.02e + 014.74e + 014.46e + 014.19e + 013.91e + 013.63e + 013.35e + 013.08e + 012.80e + 012.52e + 012.24e + 011.97e + 011.69e + 011.41e + 011.13e + 018.57e + 005.80e + 003.02e + 002.49e − 01

(b)

Figure 4: Contours of the strain rate (1/s) in cross section of channels. (a) Contours of the strain rate (1/s) in a cross section of rectangulartube channel; (b) contours of the strain rate (1/s) in a cross section of square tube channel.

Page 5: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

Computational and Mathematical Methods in Medicine 5

0.14

0.12

0.10

0.08

0.06

0.04

0.02

0.00

Loca

l wal

l she

ar st

ress

(Pa)

0.0 0.2 0.4 0.6 0.8 1.0

y/b

16

12

8

4

0

Biofi

lm th

ickn

ess (𝜇

m)

Wall shear stressBiofilm thickness

(a)

0.10

0.08

0.06

0.04

0.02

0.00

Loca

l wal

l she

ar st

ress

(Pa)

0.0 0.2 0.4 0.6 0.8 1.0

y/b

40

30

20

10

0

Biofi

lm th

ickn

ess (𝜇

m)

0.12

Wall shear stressBiofilm thickness

(b)

Figure 5: The distribution of the shear stress along the base wall for both the rectangular and square channels. (a) The distribution of theshear stress along the base wall for the rectangular channel. The blue line indicates the experimental data of biofilm thickness in rectangularchannel; (b) the distribution of the shear stress along the base wall for the square channel. The blue line indicates the experimental data ofbiofilm thickness in square channel.

0.14

0.12

0.10

0.08

0.06

0.04

0.02

0.00

Loca

l wal

l she

ar st

ress

(Pa)

0.0 0.2 0.4 0.6 0.8 1.0

y/b

SquareSquare (Ave)

RectangularRectangular (Ave)

(a)

50

40

30

20

10

0

Biofi

lm th

ickn

ess (𝜇

m)

0–0.2 0.2–0.4 0.4–0.6 0.6–0.8 0.8–1Location

SquareRectangular

(b)

Figure 6: The distribution of the wall shear stress along the base wall for both the rectangular and square channels and the laboratorymeasured the thickness of the biofilm. (a) The distribution of the wall shear stress along the base wall for the rectangular channel. The pinkline indicates average value of wall shear stress in rectangular channel; the cyan line indicates average value of wall shear stress in squarechannel. (b) The experimental data of biofilm thickness in rectangular and square channel.

steady flow through, instead of the pulsatile flow in theexperiment, which was produced by the roller pump. Theparameters used in this case are summarized in Table 2 fromRodrıguez Espeso’s experiment [13].

The experimental observations also show that the biofilmnucleated in the joint connecting channels with differentdiameters, wherein the significant secondary flow fromthe numerical simulations is located as shown in Figure 8(a).

The biofilm formed helicoidal threads near the inner wall ofthe rotating channel; the Z-velocity (mm/s) is lowest becauseof secondary flow as shown in Figure 8(b).

Rodrıguez Espeso observed the formation of long heli-coidal bacterial threads (streamers) wrapped around theinner wall of circular channels, when the channels rotatewhile the bacterial solution flows through [13]. For thesame volumetric flow rate and the rotation angular velocity

Page 6: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

6 Computational and Mathematical Methods in Medicine

Table 2: Flow conditions for the cylindrical channel.

L (mm) l (mm) D (mm) d (mm) 𝑈𝑚(mm/s) Q (mL/min) Re

𝐷𝜔 (rad/s)

40 5 2 0.8 0.795 0.15 1.591 2.5𝜋40 5 1 0.8 3.183 0.15 3.183 2.5𝜋

Flow

y

x

z

Dd

l L

𝜔

Figure 7: Schematics of the cylindrical channel. The flow direction is from left to right.

Z = 0.0059m

1.79e − 031.70e − 031.63e − 031.56e − 031.49e − 031.42e − 031.35e − 031.28e − 031.22e − 031.15e − 031.08e − 031.01e − 039.41e − 048.72e − 048.04e − 047.35e − 046.66e − 045.98e − 045.29e − 044.61e − 043.92e − 043.23e − 042.55e − 041.86e − 041.17e − 044.89e − 05−1.97e − 05−8.84e − 05−1.57e − 04−2.26e − 04−2.94e − 04−3.63e − 04−4.31e − 04−5.00e − 04

X

Y

Z

(a)

1.79e − 031.70e − 031.63e − 031.56e − 031.49e − 031.42e − 031.35e − 031.28e − 031.22e − 031.15e − 031.08e − 031.01e − 039.41e − 048.72e − 048.04e − 047.35e − 046.66e − 045.98e − 045.29e − 044.61e − 043.92e − 043.23e − 042.55e − 041.86e − 041.17e − 044.89e − 05−1.97e − 05−8.84e − 05−1.57e − 04−2.26e − 04−2.94e − 04−3.63e − 04−4.31e − 04−5.00e − 04

X

Y

Z

(b)

Figure 8: Contours of Z-velocity (mm/s) in different cross-section of the cylindrical channels. (a) Z-velocity field (mm/s) in Y-Z plane at𝑋 = 0. (b) Z-velocity field (mm/s) in X-Y plane at 𝑍 = 5.9mm.

the helicoidal streamer size step depends on the diameter ofchannels, as shown in Figure 9(a) [13]. Figure 9(b) showsthe distribution of the strain rate around the inner wall ofthe channels where the helicoidal biofilm streamers occur.The experimental observation is schematically shown inFigure 9(c); for the arbitrarily chosen cross section 𝑧 = ℎ, theangle 𝜑 is from the negative Y direction to the line betweenthe minimum shear strain point and the cross section center.The red spiral line in Figure 9(c) indicates the line connectingthe minimal shear strain points on each cross section. Theline connecting the minimal shear strain points on eachcross section (the arbitrary chosen 10mm along Z direction)projected on aY-Z flat surface is shown in Figure 9(d); the redand blue lines represent the channel diameters of 2mm and1mm, respectively. The helix size step of the red line is longerthan that of the blue line, which agrees with the experimentalobservation, as shown in Figure 9(a). The enlargement figureshows that one helicoidal biofilm streamer size step forms inthe 2mm diameter channel, but under the same volumetricflow rate and the rotation angular velocity we find nearlytwice the size in the 1mm diameter channel, as shown in theblue line with circular points and the red line with red squarepoints in Figure 9(e). We further consider biofilm streamerin the same channels but under different rotation angular

Table 3: Flow conditions for 90∘ curved shape channel model.

L (𝜇m) b (𝜇m) H (𝜇m) 𝑈𝑚(mm/s) 𝐷

ℎ(𝜇m)

Value 600 200 100 0.75 133.3

velocity; the helicoidal size step decreases with increasingthe angular rotation velocity, as shown in the red line withcircular points and the red line with red triangle points ofFigure 9(e).

3.3. Biofilm in Curved Channels. In this section, we considera flow in a channel of constant rectangular cross section,which exhibits a 90∘ turn that is characterized by a sharpcorner along the flow direction. Furthermore, we also explainthe relationship between shear stress and biofilm streamerformation around corners with different angles (210∘, 240∘,and 270∘).

We established a curved shape channel model, as shownin Figure 10. The main flow parameters used in this study aresummarized in Table 3.

Since the Reynolds number is rather small (in the range0.02–0.1), the flow in the microchannels is everywhere lam-inar. We used commercial finite-element software (Fluent)

Page 7: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

Computational and Mathematical Methods in Medicine 7

d = 2mm

d = 1mm

(a)

X

Z Y

3.00e + 012.85e + 012.71e + 012.56e + 012.42e + 012.27e + 012.13e + 011.98e + 011.84e + 011.69e + 011.55e + 011.40e + 011.26e + 011.11e + 019.69e + 008.24e + 006.79e + 005.34e + 003.88e + 002.43e + 009.83e − 01

(b)x

z

y𝜑

z = h

(c)

z (m

m)

10

9

8

7

6

5

4

3

2

1

00 20 40 60 80 100 120 140 160 180

𝜑 (∘)

d = 2mmd = 1mm

(d)

0 20 40 60 80 100 120 140 160 180

𝜑 (∘)

2.01.91.81.71.61.51.41.31.21.11.00.90.80.70.60.50.40.30.20.10.0

d = 2mm, 𝜔 = 2.5𝜋 rad/sd = 1mm, 𝜔 = 2.5𝜋 rad/sd = 2mm, 𝜔 = 25𝜋 rad/s

z (m

m)

(e)

Figure 9: (a) Helicoidal biofilm streamers with different helicoidal size steps in cylindrical channels in diameters of 1mm and 2mm. (b)The spiral shape of the contour of minimum stain rate near the inner wall of the cylindrical channel (upward view). (c) Schematic of theline joining points of the minimal shear stress on different circular cross sections of the channel. (d) The spiral-like biofilm streamer in thecylindrical channel projected on a Y-Z flat surface. (e) An enlarged region of the helicoidal biofilm streamers, the blue line with circularpoints and the red line with red square points indicate biofilm streamers, formed in channels with diameters of 1mm and 2mm under thesame volumetric flow rate and angular rotation velocity; the red line with circular points and the red line with red triangular points indicatehelicoidal biofilm streamers formed in the same diameter channels but under different angular rotation velocities.

Flow

o

y

z

x

𝜑

𝜑

(a)

x

y

H

b

(b)

Figure 10: (a) Schematics of the 3D microfluidic channel; (b) the microfluidic channel with the rectangular cross section.

Page 8: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

8 Computational and Mathematical Methods in Medicine

(a)

Y

XZ

2.50e − 032.37e − 032.25e − 032.12e − 032.00e − 031.87e − 031.75e − 031.62e − 031.50e − 031.37e − 031.25e − 031.12e − 031.00e − 038.75e − 047.50e − 046.25e − 045.00e − 043.75e − 042.50e − 041.25e − 040.00e + 00

(b)

Y

XZ

6.50e − 036.15e − 035.80e − 035.45e − 035.10e − 034.75e − 034.40e − 034.05e − 033.70e − 033.35e − 033.00e − 032.65e − 032.30e − 031.95e − 031.60e − 031.25e − 039.00e − 045.50e − 042.00e − 04−1.50e − 04−5.00e − 04

(c) (d)

Y X

Z

(e)

Figure 11: (a) Bacterial streamers developed in the channels after 12 h at constant flow rate (corresponding to an average speed of 0.75𝜇L/min)for two different experiments.The flow direction is from left to right. Bacteria are fluorescently labeled, and images of the middle plane of thechannel are taken with a confocal microscope. Scale bars, 100𝜇m. (b) Numerical results of the modulus of the velocity field in a plane at 1/4 ofthe channel height from the upper surface. Coordinate system (𝑥, 𝑦, 𝑧) and color scale are shown. (c) Flow components perpendicular to theprimary flow (represented here with streamlines) in the same plane as (b). Red and blue colors indicate here velocity components orthogonalto the plane of the channel, directing, respectively, upwards (positive y) and downwards (negative y). (d) Perspective view of the channelshowing pairs of counterrotating vertices in cross-sectional planes right before and after the turns. (e) A cross section of the channel, rightafter a turn.

to perform three-dimensional numerical simulations of theflow in curved channels with the same geometry and physicalparameters as used in the experiments.

The experimental phenomena are displayed in Fig-ure 11(a).Themain features of the results are shown in Figures11(b)–11(e). In Figure 11(b), contour plots of the modulus ofthe velocity field |u| are shown in the middle plane of thechannel (𝑧 = 1/2).The primary flowmatches the flow patternpredicted in a two-dimensional planar geometry: a contourplot of the velocity field and the associated streamlines, ina plane at a quarter of the channel height from the uppersurface, are displayed, respectively, in Figures 11(c)-11(d).Figure 11(d) shows contour plots of the secondary flow,obtained from 3D numerical simulations in the proximityof the corners both rounded and sharp. This secondaryflow consists of two symmetrical counterrotating vortices oflength scale comparable to half the channel height, as shownin Figure 11(e).

In addition, we also set up different corner angle (210∘,240∘, and 270∘) 3D microfluidic channels model accordingthe experiment. The parameters of the model are consistentwith the elbow-bend pipe model parameters in addition tothe corner angle being different.

Rusconi et al. obtained the average width by mea-suring the area covered by the streamers and found thatthe greater the flow velocity, the smaller the width of thestreamer in the microfluidic channel with certain cornerangles [12]. From our simulations, we get local shear stressfor different flow velocities. The local shear stress increaseswith the fluid velocity; then the high shear stress decreasesthe streamer width in the microfluidic channel with cer-tain corner angles, as shown in Figure 12(a). Besides, theexperiments also revealed that the greater the corner angle,the larger the width of the streamer in the microfluidicchannel. We find that the increase of corner angle at thesame flow velocity reduces the local shear stress, resulting in

Page 9: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

Computational and Mathematical Methods in Medicine 9

300

270

240

210

180

150

120

90

60

30

0

Loca

l she

ar st

ress

(Pa)

0.00 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.10

z (mm)

0.5m/s1m/s1.5m/s

(a)

40

35

30

25

20

15

10

5

0

Abso

lute

val

ue o

f flui

d sh

ear s

tress

(Pa)

0 20 40 60 80 100 120 140 160 180 200

y (𝜇m)

210∘

240∘

270∘

210∘ (Ave)240∘ (Ave)270∘ (Ave)

(b)

Figure 12: (a)The local shear stress of the channel with a 210∘ corner turn for different flow rates, that is, 0.5m/s, 1m/s, 1.5m/s. (b) Absolutevalue of fluid shear stress in the microfluidic channel with different corner angles (210∘, 240∘, and 270∘).

a larger width of the streamer in the channel, as shown inFigure 12(b).

4. Discussion and Conclusion

In our work, we make the mechanical analysis on the flowand shear stress fields in various channels to find the depen-dence of biofilm nucleation position on the fluid velocitydistribution; what is more, we also find that the biofilmstreamer thickness formed in static channel on flow velocitiesand different corner angle. Our results show that the shearstress can significantly influence biofilm thickness and shapeby changing the hydrodynamics of the local environmentsurrounding the biofilm streamer in these channels. Thesesimulation results explain the experimental observations verywell. The conclusions are as follows.

(1) Biofilm Streamer in the Static Straight Channel.Thebiofilmstreamer is formed in the bottom wall in straight channelsfor both rectangular and square cross sections; what is morethe thick biofilm streamer distributes near the inner corner ofthe channel where the shear stress is lower; the thin biofilmpreferring to distribute instead near the center bottom wallwhere shear stress is higher. The actual shear stress will behigher than in the simulation because the biofilm streamerreduces the cross-sectional area, with a subsequent rise inflow velocity and shear stress.

(2) Biofilm Streamer in the Rotating Straight Channel. Thebiofilm streamer nucleates near the joint connecting twocylindrical channels with different diameters because ofthe secondary flow forming at the joint. Interestingly, theapproximate helicoidal distribution of the shear stress near

the inner wall can induce the helicoidal bacterial streamerformation in the rotating cylindrical channel. Although thereare several possible locations which correspond to mini-mum shear stress for different cross sections of the rotatingcylindrical channels, only the minimum distance betweentwo minimum shear stress positions from the adjacentcross sections can guarantee minimum energy consumption.Integrally connecting all the above minimum distances alongcylindrical channel forms the spiral-like biofilm streamer.

From the careful observation of the helicoidal bacterialstreamer in experiment, which is shown in Figure 1(e) [13],the size step and the thickness of streamer are not uniform,which is because the minimum shear stress distributioninduced by the pulsatile flow is heterogeneous; the pulsatileflow has different flow rates in each cycle along the channel,while in our simulation we get the uniform the size stepand the thickness of streamer by using steady flow. Howeverthe streamer formation mechanism is the same in experi-ment and our simulation; the streamer structure is mainlydecided by the minimum shear stress distribution on thechannel.

(3) Biofilm Streamer in the Static Curved Channels. The bio-film streamer nucleates in the position where the secondaryflow forms; the biofilm streamer width along 𝑋 direction isdecided by shear stress along𝑋 direction; this width increaseswith increasing the curvature of the channels.

In a word, the shear stress distribution in channels isthe key factor to the biofilm streamer structure. The funda-mental study on shear stress shows a way to prevent biofilmformation and further removal of adhered bacteria on thecertain surface in narrow channels. Further, we can obtainthe desirable biofilm streamer by controlling the channelgeometry and the loading conditions.

Page 10: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

10 Computational and Mathematical Methods in Medicine

Competing Interests

The authors declare that there are no competing interestsregarding the publication of this paper.

Acknowledgments

Thework was supported by Harvard University, the NationalNatural Science Foundation of China (11272002), BeijingEducation Young Elite Teacher Project (YETP0363), andOpening Fund of State Key Laboratory ofNonlinearMechan-ics.

References

[1] C. E. Zobell, “The effect of solid surfaces upon bacterial activity,”Journal of Bacteriology, vol. 46, no. 1, article 39, 1943.

[2] K. Sauer, A. K. Camper, G. D. Ehrlich, J. W. Costerton, and D.G. Davies, “Pseudomonas aeruginosa displays multiple pheno-types during development as a biofilm,” Journal of Bacteriology,vol. 184, no. 4, pp. 1140–1154, 2002.

[3] D. Taherzadeh, Mechanics and Substrate Transport of MovingBiofilm Structures, Technische Universitat Munchen, 2011.

[4] R. Singh, D. Paul, and R. K. Jain, “Biofilms: implications inbioremediation,” Trends in Microbiology, vol. 14, no. 9, pp. 389–397, 2006.

[5] L. J. Rothschild and R. L. Mancinelli, “Life in extreme environ-ments,” Nature, vol. 409, no. 6823, pp. 1092–1101, 2001.

[6] L. D. Renner and D. B. Weibel, “Physicochemical regulation ofbiofilm formation,” MRS Bulletin, vol. 36, no. 5, pp. 347–355,2011.

[7] C. Picioreanu, M. C. M. van Loosdrecht, and J. J. Heijnen, “Atheoretical study on the effect of surface roughness on masstransport and transformation in biofilms,” Biotechnology andBioengineering, vol. 68, no. 4, pp. 355–369, 2000.

[8] W. Weaver, V. Milisavljevic, J. Miller, and D. Di Carlo, “Fluidflow induces biofilm formation in Staphylococcus epidermidispolysaccharide intracellular adhesin-positive clinical isolates,”Applied and Environmental Microbiology, vol. 78, no. 16, pp.5890–5896, 2012.

[9] A. Valiei, A. Kumar, P. P. Mukherjee, Y. Liu, and T. Thundat, “Aweb of streamers: biofilm formation in a porous microfluidicdevice,” Lab on a Chip, vol. 12, no. 24, pp. 5133–5137, 2012.

[10] M. K. Kim, K. Drescher, O. S. Pak, B. L. Bassler, andH. A. Stone,“Filaments in curved streamlines: rapid formation of Staphylo-coccus aureus biofilm streamers,”New Journal of Physics, vol. 16,no. 6, Article ID 065024, 2014.

[11] M. Mehdi Salek, S. M. Jones, and R. J. Martinuzzi, “The influ-ence of flow cell geometry related shear stresses on the distribu-tion, structure and susceptibility of Pseudomonas aeruginosa 01biofilms,” Biofouling, vol. 25, no. 8, pp. 711–725, 2009.

[12] R. Rusconi, S. Lecuyer, L. Guglielmini, and H. A. Stone, “Lam-inar flow around corners triggers the formation of biofilmstreamers,” Journal of the Royal Society Interface, vol. 7, no. 50,pp. 1293–1299, 2010.

[13] D. Rodrıguez Espeso, 2013, Modeling and simulation of bacte-rial biofilms.

[14] A. Park, H.-H. Jeong, J. Lee, K. P. Kim, and C.-S. Lee, “Effectof shear stress on the formation of bacterial biofilm in amicrofluidic channel,” BioChip Journal, vol. 5, no. 3, pp. 236–241, 2011.

Page 11: Research Article The Mechanical Analysis of the Biofilm ...downloads.hindawi.com/journals/cmmm/2016/7819403.pdf · streamer nucleation and that the shear stress distribution decides

Submit your manuscripts athttp://www.hindawi.com

Stem CellsInternational

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

MEDIATORSINFLAMMATION

of

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Behavioural Neurology

EndocrinologyInternational Journal of

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Disease Markers

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

BioMed Research International

OncologyJournal of

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Oxidative Medicine and Cellular Longevity

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

PPAR Research

The Scientific World JournalHindawi Publishing Corporation http://www.hindawi.com Volume 2014

Immunology ResearchHindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Journal of

ObesityJournal of

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Computational and Mathematical Methods in Medicine

OphthalmologyJournal of

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Diabetes ResearchJournal of

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Research and TreatmentAIDS

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Gastroenterology Research and Practice

Hindawi Publishing Corporationhttp://www.hindawi.com Volume 2014

Parkinson’s Disease

Evidence-Based Complementary and Alternative Medicine

Volume 2014Hindawi Publishing Corporationhttp://www.hindawi.com