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How Physical Systems Can Help in How Physical Systems Can Help in Studying Function of Biological Studying Function of Biological Systems? Systems? Zuzanna S. Siwy University of California, Irvine, CA [email protected]

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Page 1: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

How Physical Systems Can Help in How Physical Systems Can Help in Studying Function of Biological Studying Function of Biological

Systems?Systems?

Zuzanna S. Siwy

University of California, Irvine, CA

[email protected]

Page 2: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Biological Scales

http://www.ece.purdue.edu/~janes/whats_nano.htm

Page 3: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Scales of Life

Cells – units from which an organisms is built

Nucleus

Mitochondrion

Ribosome

Golgi apparatus

Nanometer scale, 10-9 m

Micrometer scale, 10-6 m

http://en.wikipedia.org/wiki/Image:Biological_cell.png

Page 4: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Scales of Life

Page 5: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Complexity of Biological Objects

“The closer one looks at [the] performances of matter in living organisms the more impressive the show becomes. The meanest living cell becomes a magic puzzle box full of elaborate and changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...."

[Max Delbruck]

Although biological objects are complex, and a living organism cannot be described by a collective behavior of individual components, yet the components of a living cell obey the same laws of physics as all other systems”. Studying individual components is crucial in understanding functions of a living organism.

Page 6: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Importance of Wiring - Connections

Page 7: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Importance of Wiring - Connections

We are filled 70% with water

Most important ions: Na+, K+, Cl-, Ca2+

Quantitative description of flow of ions: ion current

+++++

---

-+

-

-

Electrode reactions

Page 8: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Signal in Neurons

http://en.wikipedia.org/wiki/Image:Neuron.jpg

Page 9: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Sodium and potassium ions play a crucial role in nerve signal transduction

Voltage measuring devices

Stimulus source

• Sodium ions pass inside of the cell

• Potassium ions flow out of the cell

• Action potential moves with speed between 0.1 to 100 m/s.

Page 10: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Lessons from NatureTransport Proteins are Nature’s Nanotubes

Impermeable lipid bilayer membrane

Membrane-Bound Transport Proteins Allow for highly selective transport of ions, sugars, amino acids, etc. across the lipid bilayer membrane

Page 11: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Ion Channels as NanoDevices and Smart Holes

“A smart hole”

E. Gouaux, R. MacKinnon, Science 310, 1461 (2005).

• Voltage-gated channels

• Ligand-gated channels

• Mechano-sensitive channels

Ion channels are selective for one type of ion

Page 12: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Symbiosis of Physical and Biological Symbiosis of Physical and Biological Approaches to Study Transport Approaches to Study Transport PhemomenaPhemomena in in

Biological SystemsBiological Systems

Page 13: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

How People Saw/Treated Ion Channels at the beginning How People Saw/Treated Ion Channels at the beginning of XX Centuryof XX Century

Almost Everything We Know about Ion Channels Came from Electrical Measurements

Cell ≡

www.emcesd.com/seminars/Ellsem21.jpg 1909 Nobel Prize in Chemistry

Page 14: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

What Did We Know about Channels and Membranes in What Did We Know about Channels and Membranes in 4040’’/50/50’’ties? ties?

Not much..

E

RCm

B. Hille, Ionic Channels of Excitable Membranes, 2nd ed.; Sinauer: Sunderland, MA, ,1992.

Page 15: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Excitability of the Membrane Excitability of the Membrane

Normalized conductance

( ) ( )[ ]( )0VVtgtI −=

Page 16: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Information Was Obtained from Studies with Blockers Information Was Obtained from Studies with Blockers of Ion Channelsof Ion Channels

Chemical agents selectively block sodium (potassium) current indicating existence of separate paths for sodium and potassium transport through the pore.

B. Hille, Ionic Channels of Excitable Membranes, 2nd ed.; Sinauer: Sunderland, MA, ,1992.

Page 17: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Picture of MembranePicture of Membrane

barrier

Pathways for sodium and potassium, most probably separate

LACK OF DIRECT EVIDENCE

Page 18: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

HodgkinHodgkin--Huxley Model for Signal TransductionHuxley Model for Signal Transduction

The Nobel Prize in Physiology and Medicine

1963

( ) ( ) ( )LLNaNaKKmi

VVGVVhmGVVnGdtdVC

dtVd

Ra

−+−+−+= 342

2

22 θ

Picture of nerve axon as an excitable medium, capable of transmitting nonlinear waves of excitation over long distances without loss of signal strength or character of that wave.

This is all based on Hodgkin-Huxley biophysical measurements that contained no direct evidence for individual ion channels or structure of membrane!

Page 19: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

PatchPatch--Clamp MeasurementsClamp Measurements

Patch Clamp SetupRecordings from One Molecule

E. Neher & B. Sakmann

1991

Page 20: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

More Complete Picture of Membrane and ChannelsMore Complete Picture of Membrane and Channels

M. Nishida, R. MacKinnon Cell111, 957 (2002)

T. Baukrowitz et al. EMBO J.18, 847 (1999)

Y. Jiang et al. Nature 417, 515 (2002).

Still no direct picture of channels, channels were recognized byconductance and chemical response.

Page 21: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Now We Can See the ChannelsNow We Can See the Channels

R. MacKinnon, P. Agre 2003

D.A. Doyle, J. M. Cabral, R.A. Pfuetzner, A. Kuo, J.M. Gulbis, S.L. Cohen, B.T. Chait, R. MacKinnon, Science 280, 69 (1998).

Page 22: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Relation Between Structure and Function

STRUCTURE

Which parts of the complex structures are responsible for various features like voltage gating, selectivity?

Electrical Measurements

Function

Page 23: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

S. Berneche, B. Roux, Nature 414, 73 (2001)

Focusing on Focusing on ““ImportantImportant”” Part of the SystemPart of the System

S.Y. Noskov, S. Berneche, B. Roux, Nature 431, 830 (2004)

Page 24: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Selectivity of LSelectivity of L--Type Calcium ChannelsType Calcium Channels

Four COOH groups

There are two binding sites for calcium ionsS.W. Jones, J. Bioenergetics and Biomembranes, 30, 299 (1998); E.W. McCleskey, J. Gen. Physiol. 113, 765 (1999); W. Nonner, D. Gillespie, D. Henderson, B. Eisenberg, J. Phys. Chem. 105, 6427 (2001);

Calcium channel is selective for calcium ions although concentration of Ca2+ << than concentration of Na+ and K+

Page 25: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Which Part of the Channel is Responsible for Ca Which Part of the Channel is Responsible for Ca Selectivity ? Selectivity ? –– Importance of ElectrostaticsImportance of Electrostatics

OmpF porin functions to regulate osmotic pressure between the cell and its surroundings. It has one e, it is basically not selective.

H. Miedema, A. Meter-Arkema, J. Wierenga, J. Tang, B. Eisenberg, W. Nonner, H. Hektor, D. Gillespie, W. Meijberg, Biophys. J. 87, 3137 (2004).

Protein data bank: http://www.rcsb.org/pdb/cgi/explore.cgi?job=chains&pdbId=2OMF&page=

Page 26: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Introduction of 2 additional COOH groups turns nonIntroduction of 2 additional COOH groups turns non--selective selective OmpFOmpF channel into Calcium Selective Channelchannel into Calcium Selective Channel

The mutant is calcium selective!

H. Miedema, A. Meter-Arkema, J. Wierenga, J. Tang, B. Eisenberg, W. Nonner, H. Hektor, D. Gillespie, W. Meijberg, Biophys. J. 87, 3137 (2004).

Page 27: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Voltage-Gating of Biochannels

Ion current switches between discrete levels in a voltage-dependent mannerThe ion currents are rectified

120 mV

80 mV

40 mV

Y. Jiang, A. Lee, J. Chen, M. Cadene, B.T. Chait, R. MacKinnon, Nature 417

(2002) 515.

BK channel (P.N.R. Usherwood)

Page 28: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Synthetic NOTSynthetic NOT--PROTEIN PORESPROTEIN PORES

Y. Kobuke, K. Ueda, M. Sokabe, J. Am. Chem. Soc. 114, 7618 (1992).

A.J. Wright, S.E. Matthews, W.B. Fischer, P.D. Beer, Chem. Eur. J. 7, 3474 (2001)

Page 29: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Gating with NonGating with Non--Protein Protein NanoporesNanopores

Y. Kobuke, K. Ueda, M. Sokabe, J. Am. Chem. Soc. 114, 7618 (1992).

C. Goto, M. Yamamura, A. Satake, Y. Kobuke, J. Am. Chem. Soc. 123, 12152 (2001)

Page 30: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Physicists Can Think About Even a More Crazy ApproachPhysicists Can Think About Even a More Crazy Approach

Grafting a feature that we believe plays a crucial role in a given function into an entirely synthetic system.

A synthetic “hole”

Focusing on basic physical and chemical effects underlying transport properties of biological channel.

Page 31: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

e.g. Xe, Au, U (~2.2 GeV i.e. ~ 15% c)

Chemical etching

Linear accelerator UNILAC, GSI

Darmstadt, Germany

E. Loriot

1 ion → 1 latent track → 1 pore !

Page 32: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

http://www. Iontracktechnology.de

A Short Glimpse at the A Short Glimpse at the ““Product" of Product" of Track Etching TechniqueTrack Etching Technique

Page 33: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Why Do We Want to Work with Why Do We Want to Work with Asymmetric Pores?Asymmetric Pores?

Cylindrical pore Tapered cone

d d

D

214

dLR

κπ=

dDLR

κπ4

2 =

L

>>

Page 34: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Focusing of Resistance in a Focusing of Resistance in a Conical Conical NanoporeNanopore

d

D

dDLR

κπ4

=

D = 1 µm

d = 3 nm

L = 12 µm

50% of total resistance is focused over 36 nm

80% of total resistance is focused over 140 nm

Page 35: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Nature Likes Asymmetry Very MuchNature Likes Asymmetry Very Much

Y. Zhou, J.H. Morais-Cabral, R. MacKinnon, Nature 414 (2001) 43

D. Lu, P. Grayson, K. Schulten, Biophys. J. 85 (2003) 2977

E. Perozo et al. Nature 418 (2002) 942

Page 36: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Conical Pores are Obtained by Putting Etch Solution on One Side of Membrane and Stop Solution of the Other

Polyethylene Terephthalate (PET) (RN 12 Hoechst)

I

U

etchant stopping solution

Single ion irradiation

242 244 246 248 250 2520

50

100

150

200

curr

ent (

pA)

time (min)C

urre

nt (p

A)

time (min)

Z. Siwy et al. Nucl. Instr. Meth. B 208, 143-148 (2003); Applied Physics A 76, 781-785; Surface Science 532-535, 1061-1066 (2003).

Page 37: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Gold Replica of a Single Conical PoreGold Replica of a Single Conical Pore

Dept. of Chemistry, Univ. of Florida, Gainesville

Page 38: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Gold Replica of a Single Conical PoreGold Replica of a Single Conical Pore

Dept. of Chemistry, Univ. of Florida, Gainesville

Page 39: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Hydrolysis of Ester Bonds with NaOH in PET Causes Formation of COOH Groups

OH-

The surface density of COOH groups was estimated to be ~ 1.5 per nm2

Page 40: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Experimental SetExperimental Set--upup

Ag/AgClelectrode

I

U

KCl KCl

Ag/AgClelectrode

Page 41: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Current-Voltage Characteristics of Single Conical Pores

-4

-2

1

-3

3U (V)

I (nA)

pH 7

pH 5

pH 3

- +COO-

COOH

Z. Siwy, Gu Y., Spohr H., Baur, D., Wolf-Reber A., Spohr, R., Apel, P., Korchev Y.E. Europhys. Lett. 60, 349 (2002); Z. Siwy, Apel P. Baur D., Dobrev, D.D., Korchev Y.E., Neumann R., Spohr R., Trautmann, R., Surface Science 532-535, 1061 (2003)

Page 42: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Are the Are the NanoporesNanopores Ion Selective?Ion Selective?

t+ ~ 0.90PET and Kapton pores are cation selective

I

U

Z. Siwy, A Fulinski, Phys. Rev. Lett. 89, 198103 (2002); Am. J. Phys. 72, 567 (2004).

Page 43: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Which features are crucial for Which features are crucial for rectification?rectification?

Asymmetric shape of the pore

The pore has to be charged

The diameter of the pore has to be very small !

Page 44: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Why do Asymmetric Why do Asymmetric NanoporesNanopores Rectify?Rectify?

The profile of electrostatic potential V(z) inside an asymmetric pore

Siwy Z., Fulinski A. Phys. Rev. Lett. 89, 198103 (2002); Siwy Z., Fulinski A. The American Journal of Physics 74 (2004) 567; Siwy Z., Heins E., Harrell C., Kohli P., Martin C.R. J. Am. Chem. Soc. 12610850 (2004).

Page 45: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Existence of Electrostatic Trap

φ

x

Shape of electrostatic potential inside a conical pore with negative surface charge

φ φ

External voltage

Cation trapNO cation trap

Z. Siwy, E. Heins, C.C. Harrell, P. Kohli, C.R. Martin, J. Am. Chem. Soc. 126 10850 (2004).

K+ K+

Page 46: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Model of ion current rectification in Model of ion current rectification in KClKClassumes therefore a simple superposition of assumes therefore a simple superposition of

internal potential with externally applied internal potential with externally applied voltagevoltage

Page 47: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Importance of COOH in Ca Sensitivity

I

U

0.1 M KClCaCl2

0.1 M KClCaCl2

Kd=10-8 M

Concentration of Ca2 << Concentration of K+

Page 48: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

CurrentCurrent--Voltage Curves at Presence of Voltage Curves at Presence of Calcium IonsCalcium Ions

-2 -1 0 1 2-4

-3

-2

-1

0

1

2

Voltage (V)

Cur

rent

(nA

)

0.1 M KCl

0.1 M KCl + 0.1 mM CaCl2

0.1 M KCl + 0.4 mM CaCl2

0.1 M KCl + 0.7 mM CaCl2

Small opening: 5 nm

Negative incremental resistance

Z. Siwy, M.R. Powell, E. Kalman, R.D. Astumian, R.S. Eisenberg, Nano Lett. ASAP, Feb. 2, 2006.

Page 49: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

CurrentCurrent--Voltage Curves at Presence of Voltage Curves at Presence of Calcium IonsCalcium Ions

-2 -1 0 1 2-6

-4

-2

0

2

Cur

rent

(nA

)

0.1 M KCl

0.1 M KCl + 0.01 mM CaCl2

0.1 M KCl + 0.2 mM CaCl2

0.1 M KCl + 0.5 mM CaCl20.1 M KCl + 1.0 mM CaCl2

Voltage (V)

Small opening: 9 nm

Page 50: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Importance of Surface ChargeImportance of Surface Charge

-2 -1 1 2

-4

-3

-2

-1

1Current (nA)

Voltage (V)

-1.0 -0.5 0.5 1.0

-0.4

-0.2

0.2

0.4Current (nA)

Voltage (V)

0.1 M KCl + 1 mM CaCl2

pH 6

pH 8

Negative incremental resistance!

Page 51: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

What About Other Divalent What About Other Divalent CationsCations? ?

pH 8

-2 -1 1 2

-6

-4

-2

20.1 M KCl

0.1 M KCl + 1 mM MgCl2

0.1 M KCl + 1 mM CaCl2Voltage (V)

0.1 M KCl + 0.1 mM ZnSO4

-1 1

-0.6

-0.3

0.3

0.6Current (nA)

Voltage (V)

Page 52: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Interactions of Ions Passing Through a Interactions of Ions Passing Through a NanoporeNanoporewith Pore Walls as a Basis for Biosensorswith Pore Walls as a Basis for Biosensors

Detection signal: current-voltage characteristic

I

VMolecular

recognition agent

Z. Siwy, L. Trofin, P. Kohli, L.A. Baker, C. Trautmann, C.R. Martin J. Am. Chem. Soc 126, 5001 (2005).

Page 53: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Sensing Biowarfare Ricin

-3

-2

-1

0

1

2

3

-500 -300 -100 100 300 500

mV

nA

Au tube with anti-ricin

Au tube with anti-ricin + 100nM BSA

Au tube with anti-ricin + ricin(~100 nM)

Pore diameter ~ 13 nmBuffer: 1 M KCl, pH 4.3

Page 54: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Detecting Single Molecules with Nanopores

http://www.mcb.harvard.edu/branton/

J. Li, D. Stein, C. McMullan, D. Branton, M.J. Aziz, J.A. Golovchenko, Nature 412 (2001) 166.

Page 55: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Voltage-Dependent Fluctuations in Time

0

1020

pA

60 mV

50 s

0

1020

pA

125 mV

50 s

0

1020

50 s

pA

175 mV

Page 56: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

The closer we look the more we see !

time

time

current

t

t/n

L.S. Liebovitch, Fractals and Chaos Simplified for the Life Sciences, Oxford University Press, New York, 1998

Studies of the origin of 1/fα noise in membrane channels currents

The spectral density through a single ion channel; S.M. Bezrukov, in Proc. First Int. Conf. on

Unsolved Problems of Noise, Szeged 1996, edited by C. R. Doering, L. B. Kiss, and M. F.

Schlesinger.

fS

(f)

POWER SPECTRA

Fluctuations of ion current are selfFluctuations of ion current are self--similar in timesimilar in time

Page 57: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Siwy Z., Fulinski A. Phys. Rev. Lett. 89, 158101 (2002): AIP Conference Proceedings Vol 665(1) pp. 273-282, May 28, (2003).

The 1/f noise “reflects the complex hierarchy of equilibrium protein dynamics that modulate channel conductance” (S.M. Bezrukov & M. Winterhalter, Phys. Rev. Lett. 85, 202 (2000)

0

20 pA BK channel, 60 mV

20 ms

1/f noise !! No 1/f noise !!

pA2/Hz

Power spectraPower spectra

Page 58: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

CONCLUSIONSCONCLUSIONS

1. Combining Physical, Biological and Chemical Approaches enables one to answer intriguing scientific questions.

2. Experiments and modeling working together bring new insights into studied phenomena.

3. Synthetic systems give new opportunities to focus on basic physical and biological phenomena underlying a given biological function.

Page 59: How Physical Systems Can Help in Studying Function of ... · changing molecules, and far outstrips all chemical laboratories of man in the skill of organic synthesis...." [Max Delbruck]

Matt PowellEric Kalman

• Dr. Christina Trautmann, GSI, Germany

• Prof. Charles R. Martin, Univ. of Florida, Gainesville

• Prof. Martin’s group, Univ. of Florida, Gainesville

• Birgitta Schiedt, GSI, Germany

• Prof. Clare Yu, University of California, Irvine

• Prof. Bob Eisenberg, Rush Medical Center, Chicago

• Prof. Andrzej Fulinski, Jagellonian University, Poland

C e n te r fo r R e s e a rc h a t th e B io /N a n o In te rfa c eC e n te r fo r R e s e a rc h a t th e B io /N a n o In te rfa c e