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A CMOS Label A CMOS Label - - free DNA free DNA Microarray Microarray Erik Anderson Stanford University I2MTC 2008

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Page 1: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

A CMOS LabelA CMOS Label--free DNA free DNA

MicroarrayMicroarray

Erik AndersonStanford University

I2MTC 2008

Page 2: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 2

MotivationMotivation

www.dnavision.be

• Affymetrix + Agilent alone had $2.4 billion (USD)in revenue in 2007 for bio-analytic measurements

• Drug discovery

• Diagnostics

• Research

• Forensic testing

• Growing interest in personalized medicine

• Therapeutics tailored to your genetic profile

• Conventional microarrays are expensive, big bulky systems (optics, lasers, reagents)

• Can we leverage integrated circuit fabrication techniques for a low-cost approach?

Page 3: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 3

OutlineOutline

• Motivation

• Background

• Charge sensing of DNA polymerization

• CMOS sensor

• Conclusions

Page 4: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 4

DNADNA

• Contains genetic instructions to construct and regulate cellular components

• Consists of 4 nucleotides

• Adenine (A), Thymine (T), Cytosine (C), Guanine (G)

• Usually found double-stranded, but single-stranded version exists too

• A only binds with T, C only binds with G

Page 5: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 5

MicroarrayMicroarray Basics IBasics I

AAGCTT

AAGCTT

TTCGAA

TGCA

TTCGAA

TGCA

CCGCTT

CCGCTT

GGCGAA

GGCA

AAGCCG

Spot 1 Spot 3Spot 2

Target ssDNA

Probe ssDNA

Fluorescent Label

AAGCCG

www-als.lbl.gov

Page 6: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 6

MicroarrayMicroarray Basics IIBasics II

Images courtesy of Affymetrix

Affymetrix Gene Chip

Microarray Scanner –Cost: ~$200k

Gene Chip Image

• Light from a grid location indicates the presence of the corresponding target in a sample

• Limitations: Expensive and not portable

Page 7: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 7

TAG4 Example from SGTC TAG4 Example from SGTC • TAG4 = yeast genome used with optical scanners

• Run time– DNA Extraction 2 hr

– PCR & labeling 2 hr

– Hybridization preparation 0.5 hr

– Hybridization 6-16 hr

– Wash & Stain 3 hr

– Scan of chip 0.25 hr

• Cost per chip (“Academic Prices”)– Chip $150-300

– Reagents $50-150

• 100,000 features or “spots” which are 8 µm x 8 µm

• Probes are 20 nucleotides in length

• Targets range from 100-200 nucleotides– 10-100 ng/mL amplified (PCR) to concentrations of 1 µg/mL

• Works well when you are interested in massively parallel detection– Suitable for point-of-care applications?

Page 8: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 8

Post Processing ChallengesPost Processing Challenges

Thewes et al. ISSCC 2002.

Han et al. ISSCC 2007.

Page 9: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 9

System RequirementsSystem Requirements

• Suitable for point-of-care applications– Leverage IC fab technology for low-cost approach

– Label-free

– Easy post-processing

– Integrate microarray with the “readout”

– Reduced number of features from conventional optical techniques – goal is 25

• Detects targets at 10 µg/mL

Page 10: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 10

DNA PolymerizationDNA Polymerization

Second strand CANNOTbe synthesized

Second strand CANbe synthesized

Polymerase

Polymerase works at double-strand / single-strand junctions

CCGCTT

CCGCTT

AAGCTT

AAGCTT

TTCGAA

TGCA

TTCGAA

TGCA

A

Targets

Probes

Page 11: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 11

Principle of DetectionPrinciple of Detection

Transient

current

dNTP (e.g. A, T, C, G)Polymerase

+

A

C

C

A

G

A

T

G

G

T

C

T

A

C H+

Electrode

e-

• System detects a NON-equilibrium charge distribution

Page 12: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 12

Polymerization Chemical ReactionPolymerization Chemical Reaction

3’

SAM

5. Induced charge

+

1. Enzyme + dNTP·Mg

+ catalytic Mg2+

4. Liberated H+, PPi·Mg

and catalytic

Mg2+

+H

Double-stranded

DNA

5’

O

OO

Base

Base

Base

3’

Probe DNA

Base

H-3. New fixed

charge

2. Nucleotide

incorporation

P OO

O

HO:

BaseO

Primer

DNA

P P

Mg

OO O

O O

O O

H

P P

Mg

P

Base

OO

OOO O

O O

O

O:

O O

Not drawn to scale

Page 13: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 13

Induced ChargeInduced Charge

Charge is 0.1 electrode-widths above electrode

Immobilize DNA close to electrode to maximize induced charge

Electrode location

What fraction of a charge is induced on a nearby electrode?

Page 14: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 14

CMOS System RequirementsCMOS System Requirements

• Linear, monotonic signal response• “Low power” ( back-of-envelope estimate, ≤ 42

mW)– Die surface temperature should not rise more than

1 °C above ambient over 5 minutes

• “Low noise”– Amplifier noise ≤ other system noise contributions

• Electrode area large enough for spotting DNA onto electrodes ( ≥ 100 – 200 square µm)

• Easy post-processing• ±1 V swing at output (use thick gate-oxide

devices)

Page 15: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 15

CMOS ArchitectureCMOS Architecture

Page 16: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 16

OTAOTA

VbVb

Vb

In-In+ Vo,lo

Vb

Vb Vb

Vo

Vhi

Vlo

Vcm

In+ In-

VbIn+ In-

Vo,hi

Common-mode feedback

Bias

Bias

Input

Page 17: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 17

OTA SpecsOTA Specs

250 kHzUnity Gain

1.7 mWPower per pixel

110 dBPSRR-

70 dBPSRR+

110 dBCMRR

75°Phase Margin

82 dBGain(Vo = -1V)

63 dBGain(Vo = 1V)

110 dBGain

0.18 µm CMOS (3.3V devices)Technology

Simulated for typical corner at 75 °C

Page 18: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 18

Reset LogicReset Logic

Used to extend dynamic range

Saturation Detector

-

+

Page 19: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 19

Easy PostEasy Post--ProcessingProcessing

Polymer that we apply

Passivation from fab

Silicon

Electrode in top metal

Standard CMOS fab

Page 20: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 20

Temporal NoiseTemporal Noise

• Noise spectral density is not the right analysis

• Signal is observed in time → want time domain noise

• Temporal noise = variance of noise at a particular instant in time

= Temporal noise

Page 21: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 21

Electronic Noise ContributionsElectronic Noise Contributions

kHzGBW 250=Hz

nVVn 22

2=

Hz

fAIn 1

2=

pFC 301 =

pFC 301 =KT 300=

pAIavg 1= pFC 301 =6.0 µVShot

11.7 µVCap. Reset

10.5 µVThermal Current

19.5 µVThermal Voltage

244 µVFlicker

CommentsValue @1 secEquation

Hzf 1min =kHzf 250max

=210

104.2 VK f

−×=

2

2

noo VA ω

)ln(2min

max

ω

ωfK

1C

kT

2

1

int

2

C

tIn

2

1

int2

C

tqIavg

Page 22: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 22

Die Photo + Test BoardDie Photo + Test Board

Bondwires encapsulated in epoxy

Die

Pixel300 µm

Page 23: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 23

Minimum Detectable CurrentMinimum Detectable Current

Noise from enzymatic buffer dominates electronic noise

• Enzymatic buffer noise is constant w.r.t. integration time ~830 µV RMS

• Limit of detection with buffer is 25 fC

• Corresponds to biological limit of detection of 8 ng/mL(worst case)

• Crosstalk dominated by system noise → not measurable

Page 24: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 24

Measured Signal from CMOS ChipMeasured Signal from CMOS Chip

• Target concentration 10 µg/mL

Probe: GTG CCA AGT ACA TAT GAC CCT ACT

Exposed segment

CAC GGT TCA TGT ATA CTG GGA TGA CCA TAC CTG TAC GAC TCG AGT GAC GAG ACG GCG TA

Page 25: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 25

ConclusionsConclusions

• Designed first CMOS DNA polymerization sensor– Targeted to low-cost, point-of-care applications

– Demonstrated sensor could detect useful concentrations

Page 26: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 26

SupplementalSupplemental

• Following slides are supplemental

Page 27: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 27

Future ApplicationsFuture Applications• Clinical, point-of-care diagnostics• Personalized medicine

– Enabled by low cost fab techniques• Pathogen detection• Short segment DNA sequencing

– Sequentially add nucleotides and observe the signal• Simple Nucleotide Polymorphism (SNP) Detection

– SNP = an alteration in a few nucleotides, e.g. AAAA vs. ATAA

– SNPs form 99.77% of all genetic variation

Page 28: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 28

Pathogen DetectionPathogen Detection

AAGCTT

AAGCTT

TTCGAA

TGCA

TTCGAA

TGCA

CCGCTT

CCGCTT

Spot 1 Spot 2

Polymerase

Add A, T, G, C

A

Page 29: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 29

SNP DetectionSNP Detection

AAGCTT

AAGCTT

TTCGAA

TGCA

TTCGAA

TGCA

Spot 1 Spot 2

Polymerase

AGGCTT

AGGCTT

• Trick is to make the mutation part of the target

• Add nucleotides and read out a signal at spots where SNP is present

Add A, T, G, C

A

Page 30: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 30

Short Segment SequencingShort Segment Sequencing

• Sequentially add bases

• Wash away unused bases between additions

AAGCTT

AAGCTT

TTCGAA

TGCA

TTCGAA

TGCA

CCGCTT

CCGCTT

GGCGAA

GGCA

Spot 1 Spot 2

GGCGAA

GGCA

A A

ATC

C CC C

Page 31: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 31

Thermal IssuesThermal Issues• Does the power dissipation adversely affect operation?

• Must keep surface heating low enough so that…

• chemical reaction can still occur

• buffer does not evaporate

• DNA denaturing not a problem, i.e. double strand → 2 single strands

• Denaturing occurs at high temperatures, ~ 55 °C or higher

• Enzyme “activity” is affected by temperature

• “activity” = rate of enzyme performing its function

• 43 mW → 0.5 °C change measured over 5 minutes, buffer still present

CMOS heat source

Power dissipation not a problem → no change necessary

Page 32: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 32

Some Electronic Some Electronic MicroarraysMicroarrays

Dill, Biosensor & Bioelectronics, 2004.

An Electroactive enzyme (HRP) generates a current flow into the electrode.

Capacitance measurement. Stagni, JSSC 2006.

Redox cycling generates current. Schienle, JSSC 2004

• Electronic approaches integrate the microarray chip with the “reader”

Page 33: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 33

Immobilizing DNAImmobilizing DNA

2 Ways

1. Build up ssDNA nucleotide-by-nucleotide using photolithography and chemistry

• Requires ~4n masks, n = sequence length (25-mer → 100 masks)

2. “Spot” DNA onto location by depositing a droplet of liquid

Page 34: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 34

Surface ChemistrySurface Chemistry

1. Wash surface with acetone and iso-propanol for 1 minute each2. 3 minute exposure to UV-ozone 3. Surface immersed in 5% (w/w) (chloromethyl)phenylethyltrimethoxysilane

in ethanol solution with gentle shaking for 12 hours4. Rinsed with ethanol 3 times and dried in air5. 100 µM solution of probe oligonucleotides in phosphate buffer saline at pH

7.4 (0.01M sodium phosphate, 1.0 M NaCl) was manually spotted onto the microchips and kept in a humidifier overnight, immobilizing the probes above the electrodes

6. Unattached probes washed away in DI water7. Chips blocked with 50 mM ethanolamine solution for 2 hours at room

temperature

Page 35: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 35

DiffusionDiffusion--based Crosstalkbased Crosstalk

• Why does crosstalk increase with time at larger separations when it decreases with smaller separations?

• Look at the induced voltage. Smaller separations are affected by a reflecting boundary.

Page 36: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 36

On Pulse ShapesOn Pulse Shapes• Possible causes of variation in height and width

– DNA crowding

– Spots not identical

– dNTPs diffuse to each spot – varying distance

– Distribution of polymerase

Page 37: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 37

Quantization NoiseQuantization Noise

12

2∆Noise Power =

For a 5V range

•12 bits → 352 µV

•16 bits → 22 µV

•24 bits → 86 nV

For a 3.3V range

•12 bits → 232 µV

•16 bits → 15 µV

•24 bits → 57 nV

Page 38: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 38

Electronic Noise (Theoretical vs. Measured)Electronic Noise (Theoretical vs. Measured)

Page 39: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 39

Correlated Double SamplingCorrelated Double Sampling

• Popular technique in image sensor read out circuits

• Sample integrator output at beginning and end of integration period and subtract

• Cancels thermal reset noise of integration capacitor and partially cancels 1/f noise

Can CDS reduce noise?

Page 40: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 40

Correlated Double Sampling?Correlated Double Sampling?

• Correlated double sampling does not have much of an affect above 100 ms.

• Assumes no noise added by CDS

Dotted = with CDS

Solid = without CDS

Page 41: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 41

Number of ProbesNumber of Probes

• 1011 – 1012 probes / cm2

• 90 – 900 Million probes in 300 µm square area

• Probes occupy between 0.4 – 4% of surface area

Page 42: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 42

Detection Limit & NoiseDetection Limit & Noise• Qn/q “noise” charges at electrode

• Each “real” charge induces f “noise” charges → Qn/(fq) “real” charges

• Assume 1 signal charge per probe (could get multiple)

• For P probes on the electrode → θ = Qn/(fqP) is the required fraction of “bound” probes

• From Langmuir-Isotherm theory, θ = [target]bulk/([target]bulk + Kd ) where Kd = ratio of forward and reverse rate constants

• [target]bulk = Kd Qn /(fqP)

• P = 90 – 900 million, q = 1.6e-19, Qn = 25 fC, Kd = 10pM-10nM (depends on many factors, e.g. probe length, target length)

• [target]bulk= 8 ng/mL (Kd = 10nM, P = 90 million, f = 0.5) worst case

• [target]bulk= 40 fg/mL (Kd = 10pM, P = 900 million, f = 1) best case

Page 43: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 43

Comparison with other WorkComparison with other Work

• Look at other CMOS DNA chips

• [1] Detected 31 µg/mL at SNR=3∗

• [2] not reported

• [3] Detected ?? at SNR=1.5∗

• This work 10 µg/mL at SNR=180∗

[1] Stagni et al., IEEE Sensors, 2007.

[2] Schienle et al., JSSC 2006

[3] Stagni et al., JSSC 2006

∗ = label-free

Page 44: A CMOS Label -free DNA Microarraysmirc.stanford.edu/papers/IEEE-Instr-Meas-08-erik-slides.pdf · A CMOS Label -free DNA Microarray Erik Anderson ... Affymetrix Gene Chip Microarray

Erik Anderson 44

Diffusion CoefficientsDiffusion Coefficients

• H+ 9000 µm2/s

• K+,Cl- 2000 µm2/s

• Mg2+ 1400 µm2/s

• Source: Kovacs Micromachined Transducers, CRC Table