Review of mass transport Cantilever paper Brief preview of singlemolecule fluorescence Review of last week Imagine flow cell is suddenly filled Molecules diffuse to sensor surface and stick creating depletion region ID: 233658
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Slide1
Class 5 Micro-cantilever sensor
Review of mass transport
Cantilever paper
Brief preview of single-molecule fluorescenceSlide2
Review of last week
Imagine flow cell is suddenly filled
Molecules diffuse to sensor surface and
stick, creating depletion region
D
iffusion always faster than flow over small distances
because time to diffuse x is
~
x
2
(1/2 the distance
takes 1/4 the time), while time to flow x is
~
x,
so depletion region (length
d
)
initially
grows
As
d
increases, the diffusive flux
j
diff
~
D(c
0
- 0)/
d
decreases
until it is matched by convective flux into the
depletion region
~
Qc
0.
At this point
d
is at steady stateSlide3
Time to reach equilibrium is increased
(compared
solution binding kinetics with complete mixing)
because
concentration
of ligand in region over
sensor surface is lower than if there were
no depletion zone
t
eq
@
Da
t
rxn
when Da>>1, where Da =
k
on
b
m
L
/D(
Pe
S
)
1/3Slide4
Time to
reach
“quasi” steady state
@
time to diffuse
d,
which is
usually
(but doesn’t have to be) << time
for receptors to fill up with ligand
Example: if
d ~ m
m, D
>
10
-12
m
2
/s (molecule r < 200nm)
t
~ d
2
/D
<
(10
-6
m)
2
/10
-12
m
2
/s = 1s
whereas
t
eq
~
k
off
-1
@
1/10
-3
s
-1
= 1000s
As receptors fill up with ligand, rate of removal
from depletion zone drops, and
d
decreases
until flow cell reaches real equilibriumSlide5
Details of geometry and flow rate determine
shape of depletion zone and relationship
between
d
and
Pe
H
,
Pe
S
, in quasi steady state
When depletion zone extends “upstream”,
d
>H and
d
/H = 1/
Pe
H
,
Pe
H
< 1,
Pe
H
= HWD/Q
When depletion zone = “sliver” over sensing surface,
d
/L
= (1/
Pe
S
)
1/3
, L = length of sensing surface
Pe
S
= 6(L/H)
2
Pe
HSlide6
Cantilever sensor with “sample inside”
Burg et al (
Manalis
lab) Weighing
biomolecules
…in fluid. Nature 446:1066 (2007)Basic mechanism ofcantilever as mass sensor:fr = (1/2p)(k/me)1/2 Correcting for position of Dm along length of cantilever: fr (m+Dm) = (1/2p) [k/(me + aDm)]1/2 Dfr/fr ~ -aDm/2me a = 1 if at end ¼ if evenly distributedSlide7
How do they measure
resonance frequency?Slide8
How accurately can you measure
d
f
r
(and hence
dm)?Depends on “sharpness” of resonance, measured by Quality factor Q = fr/width at half-max Q is also measure of damping of resonance = 2p x energy stored/energy dissipated per cycleCaveat – this Q is not the same as Qflow [vol/s]!Slide9
What limits precision in measurement of f
r
?
Let
dfr = st. dev. of repeated measurements of fr dfr/fr ~ (kBT/EC)1/2 (1/Q)1/2 Ec= potential energy of driven cantilever Ekinci et al, J Appl Phys 95:2682 (2004)So Brownian motion (which limits Q) provides fundamental limit to mass detection100-fold increase in Q -> ~ 10-fold increase in sensitivity to measure small Dm (if measurement limited only by Brownian noise)Slide10
Q in vacuum
~
15,000
Q in water
~
150How important is it for cantilever to be in vacuum rather than air (given that sample is inside)? How does Q vary with viscosity?Slide11
What should depletion zone look for this device in
transient steady-state before equilibrium?
How long to reach equilibrium if
k
off
= 10-3/s, KD = 1nM?Q said to be 1.6nl/s W = 3mm, L = 400mm, H = 8mmWhat pressure should this require? P = 12hLQ/H3W = Assume D for ligand ~3*10-11m2/s (what size does this =>?)Does depletion zone extend full H? dH/H = 1/PeH = WCD/Q How far up does it extend? PeS = 6(L/H)2PeH = dS= L/(PeS)1/3 = How fast to reach equil? teq =
Da
t
rxn
when
Da
>>1 Da = konbL/D(PeS)1/3 = assume b = 1012/cm2, kon = koff/KD trxn = koff-1/(1+ [L]/KD) = approx what is [L]?
3.6*104N/m2 = .4atm
7*10^8
.4mm
.2
500s
nM
=1.5*10-4, so No
7nmSlide12
Does water
inside
the cantilever lead to damping?
How do you estimate
Q from fig 2b?
What dB <-> ½ max A? Why doesn’t Fig 2b show a shift in freq. on filling with water? Doesn’t water change the mass?Slide13
Relationship between
d
f
x
and
dmx for unknown xfr(me+Dm) = (1/2p) [k/(me + aDm)]1/2 =(1/2p) [k/me](1+aDm/me)-1/2 @ fr(me)(1-aDm/2me) => dfr/fr @ -aDm/2me Knowing d
f
r
/
f
r
when you fill channel with water
(with known Dm) you can calculate me, then det. dmx from dfx more simply, dmx/Dmw = dfr,x/Dfr,wSlide14
Reality check:
What
d
f
r
/fr do you expect if you fill with water?What is mass of silicon in cantilever (2.5mm thick walls) compared to mass of water channel?2.5398
2.5
V
s
~
2x(2.5/3)v
w
+2x(9/8)(2.5/3)vw = 3.5vw rs=2.3rw => ms @ 5.8mwdf
r/fr should @ -
amw/2ms
@ 1/46whereas observe ~1/10Slide15
Charging up device w/
c
apture antibody –
What is coating method?
PLL= poly-
lys +++.. sticks toSiO2 with --- surfacePEG is water-like polymer to“passivate” surface,biotin = small ring, binds NANA = tetramer so canbind biotinylated capture Abafter sticking to bio-PEGEsEstimate mass/Hz dfrdmx = dmw dfr,x/dfr,w = 3x5x400*10-15l*103g/l* (1Hz/20,000Hz) = 3*10
-13
g/Hz = 300fg/Hz
How many molecules of PLL-PEG (if MW=20kDa)?
~2Hz->6*10
-13
g*6*10
23
/20000g -> 2*107 => areal density ~.2/(10nm)2Slide16
Similarly can estimate #
molecules of NA (MW 60kDa)
and capture
Ab
(MW 150kDa)
that stick to surfaceEsOr, more simply:If NA 3x heavier than PLL and 3x df => same # moleculesIf IgG 2.5x heavier than NA but only 5/7th df, (5/7) *(1/2.5) ~ .3x # of molecules (~107 IgG/Hz or 5x107 total)Slide17
In steady state,
AbL
/
Ab
T
= (c0/KD)/(1+c0/KD)What KD would youestimate from this?If AbL/AbT @ 1 at 0.7mM ligand, then relative df => @ 1/10 of 5*107 total receptors bind ligand at 2nMIs Dfr consistent with Dm predicted from this # molecules?c0 that give half max binding ~70nM Slide18
What do you estimate
for
t
eq
from this?
Is this c/w yourprediction from masstransport analysis?Does human IgG bind at 70nM? Why?Slide19
Does sample need to bind to inside wall of cantilever
to be sensed?
What is this figure
supposed to illustrate? What should be the time scale of the x axis if flow is 10pl/s and cantilever vol is ~10pl? Slide20
Is 10fg the expected
mass of a 100nm gold
particle?
(4/3)
p
r3r, r=19g/mlWould 30mHz shift be reliable dfr in proteinbinding (fig 3)?Why might they do better here?This suggests they can detect 10fg, but they claim1 fg (resolution) in supplementary table(a and drift time)Slide21
Area
10
4
m
m
21mm21cm2Exercise – convert total mass to #molecules. MW = 105g/6*1023-> 1/6ag (=10-18g)/moleculeMore realistic measure of cantilever sensitivity for protein is .1Hz ~30fgSlide22
They also claim they can detect
pM
ligand
w
ith
nM KD Ab based on 1/1000 Ab’s bindingligand -> ~105 ligand molecules, ~20fgBut fig 3 suggests not much better than nM LODSlide23
Could they get
~
10
6
-fold sensitivity increase
(detect single molecules) if they dida sandwich assay by flowing in 100nm goldnanoparticles (np) coated with 20 antibody?A tethered gold np could act as a “mass amplifier”Would the drag force on a tethered gold np belarge enough to break an antigen-antibody bond?Empirically, such bonds are stable for severalminutes at ~5pN force. Estimate Fdrag = 6phrvfor bead ~100nm from surface at 1/3 atm pressuredriving flowSlide24
Why might
b
acteria
have a broader
d
istribution offrequency shiftsthan the goldbeads?How big are bacteria compared to channel dimensions? What might you worry about?Slide25
Remarkable reproducibility after regenerating surface
w
ith acetic acid/H
2
O
2! So (presumably mod. expensive)chips could be reused.Without subtracting change dueto 1mg/ml BSA in sampleCan devices be re-used for multiple assays?Slide26
Summary
Very nice idea of putting flow cell inside cantilever!
Do they need fancy vacuum? How does Q vary with
h
?
Sensitivity for mass detection ~5x106 protein molecules ~2nM at standard KD in “label-free” mode; similar to ELISA!Nice idea of counting particles (that change mass > 10 fg) as they flow throughCould it be used in sandwich format with “mass amplifier np” to detect single protein molecules?Slide27
Next week:
immuno
-assay with single-molecule
sensitivity based on fluorescence labels and
T
otal Internal Reflection Fluorescence Microscopy (TIRFM)Read Jain et al Nature 473:484 (2011)Basic idea – capture analyte on transparent surface introduce fluorescent label (e.g. on second ab) record fluorescent image using TIRFMsamplenegative controlSlide28
TIRF microscopy reduces background, allowing
detection of single fluorescent molecules
Jargon - sorry
protein names: YFP, PKA, ADAP,
mTor
, etc. epitopes (= small chemical features, can be peptides, that antibodies bind to): FLAG, HA fluorescent proteins (e.g. from jellyfish, corals): often named for emission color yellow (YFP), red (mCherry) IP = immunoprecipitation, here usually means capture of analyte on surface by antibody FRET – Fluorescence Resonance Energy Transfer: when different fluors are within nm of each other, excited state can transfer -> altered em. color photobleaching – light-induced chem. change killing fluor.Slide29
Authors describe technique mainly for research
purposes: e.g. to detect what other proteins
a test protein binds to, or how many molecules
in a complex
Our focus: how does this method compare to others
as a sensorIssues to think about as you read: background, dynamic range, field of view size, potential for automation, cost