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eNose® - Medical Applications Medical Applications of Nanocomposite Sensor Arrays

Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

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Page 1: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Medical Applications

of

Nanocomposite Sensor

Arrays

Page 2: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Cyranose® 320

• Handheld Chemical Vapor Detector

• Designed for Industrial / Commercial Use

• Evaluated as an exempt Research Tool to

determine efficacy of sensor arrays for a

variety of medical applications

Page 3: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Vapor passes over the

polymer matrix and

produces a change

in dc resistance for

each sensor

32 chemical sensors in

standard array

Using pattern matching

algorithms, the data

is converted into a

unique response pattern

(PCA, CDA, ANN, SVM)

Page 4: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Low cost and low power

nanotechnology sensors

will enable affordable

and reliable devices

for home health and

point of care products

product analogy:

spirometer on a PC card

Premise –

Routine Diagnosis

and

Health Monitoring

through Breath Analysis

Page 5: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Hippocrates - treatise on breath aroma and disease

Lavoisier and Laplace (1784) - showed that respiration consumes

oxygen and eliminates carbon dioxide

Nebelthau (mid 1800s) - showed that diabetics emit breath acetone

Anstie (1874) - isolated ethanol from breath

Pauling (1971) - used GC to detect 250 compounds in breath

Phillips (1999) - used GC/MS to detect 3000 compounds in breath

2000 - present - new advances in breath analysis each year through laser

spectroscopy, mass spectrometry and eNose analysis

Page 6: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

University of Pennsylvania uses handheld eNose for pneumonia, CSF and sinusitis

research in the ER and outpatient clinic Lai, S. et al. Identification of upper respiratory bacterial pathogens with the electronic nose. Laryngoscope. 112(6) 975-9 (2002);

Aronzon, A. et al. Differentiation between cerebrospinal fluid and serum with electronic nose. Otolaryngol Head Neck Surg 133(1) 9-

16 (2005); Thaler, ER, Hanson, CW. Use of an electronic nose to diagnose bacterial sinusitis. American Journal of Rhinology, 20(2)

170-172 (2006)

Cleveland Clinic uses handheld eNose for lung cancer research Machado, R. et al Detection of Lung Cancer by Sensor Array Analyses of Exhaled Breath. Am. J. Respir. Crit. Care Med. 171(11)

1286-1291 (2005)

University of Amsterdam uses handheld eNose for COPD, asthma and cancer Dragonieri, S. et al. An electronic nose in the discrimination of patients with asthma and controls. J Allergy Clin Immunol. 120(4):

856-62 (2007); Dragonieri, S. et al. An electronic nose in the discrimination of patients with non-small cell lung cancer and COPD.

Lung Cancer 64(2) 166-70 (2009); Lazar, Z. et al. Electronic nose breathprints are independent of acute changes in airway caliber in

asthma. Sensors 10(10) 9127-38 (2010); Fens, N. et al. Exhaled air molecular profiling in relation to inflammatory subtype and

activity in COPD. Eur Respir. J. 38 1301-1309 (2011).

Research teams around the world use the handheld eNose: Australia, New

Zealand, Germany, Hungary, Italy … Dent, A. et al. Electronic nose distinguishes lung cancer from healthy smoking controls. Supplement to Journal of Thoracic

Oncology: (2010); Hattesohl AD, et al. Discrimination between COPD patients with and without alpha 1-antitrypsin deficiency using

an electronic nose. Respiratory Disease Diagnosis 16(8) 1258-64 (2011); Chapman, EA et al. A breath test for malignant

mesothelioma using an electronic nose. Eur Respir J. December 2011. Timms, C. et al. Detection of gastro-oesophageal reflux

disease (GORD) in patients with obstructive lung disease using exhaled breath profiling. J Breath Res. January 2012.

Page 7: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

D is e a s e

C o m p o u n d a s a

d is e a s e m a rk e r

A n a ly s is

In s tru m e n t

A c u te c a rd ia c a llo g ra ft re je c t io n P e n ta n e G C /F ID

M y o c a rd ia l in fa rc t io n (M I) H y d ro c a rb o n s G C /F ID

A s th m a N itr ic O x id e C L a n a ly z e r

C O P D / A R D S N O , C O C L a n a ly z e r

B re a s t C a n c e r P e n ta n e G C /F ID

D ia b e te s A c e to n e G C /F ID

H e m o ly s is C a rb o n m o n o x id e E C C O a n a ly z e r

G C /T C D

H . p y lo r i in fe c t io n 1 3

C O 2 o r 1 4

C O 2 Is o to p e R a tio M S

Is o to p e R a tio IR

A lc o h o lic l iv e r d is e a s e P e n ta n e G C /F ID

L iv e r c ir rh o s is D im e th y l s u lf id e G C /F P D

V o la t i le fa tty a c id G C /F ID

W e ig h t R e d u c tio n A c e to n e G C /F ID

VOCs from bacterial infection acids, alcohols, aldehydes, amines, ketones,

hydrocarbons, sulfur compounds

Page 8: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

semivolatiles in

breath condensate

volatiles excreted

in breath

Page 9: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

RT: 0.00 - 56.99

0 5 10 15 20 25 30 35 40 45 50 55

Time (min)

0.0

0.5

1.0

1.5

2.0

2.5

3.0

3.5

4.0

4.5

Re

lative

Ab

un

da

nce

30.958.60 23.287.433.06

3.47

29.36

33.4528.8711.75 24.95 54.42

18.08 27.67

56.7735.3813.33 38.9420.4316.15 40.20 54.064.65

14.61 53.8936.16 46.8511.52 51.8021.43 36.41 44.8142.965.042.58

NL:

4.19E5

TIC MS

test216

acetone

isoprene

CO2 phenol

GC/MS can identify many but not all breath constituents

Page 10: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

CO2

P

CO2 sensor

air

supply

1L sample can

NRBV

Elaborate means for collection of breath constituents for analysis

Page 11: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Measure the entire breath profile

Simplicity of sample measurement

An eNose received FDA approval in 2002 for

Urinary Tract Infection (UTI)

Bacterial Vaginosis (BV)

Page 12: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Bacteria Identification

• ENT bacteria, infant Otitis Media, adult Urinary Tract Infection

Univ. Pennsylvania Hospital (HUP)

• Ventilator Associated Pneumonia

• Sinusitis

• Cerebrospinal fluid in the ER

Cleveland Clinic Foundation (CCF)

• Lung Cancer

• ARDS, COPD, asthma

• CF, PPH

Univ. of Amsterdam (AMC)

• Asthma

• Small cell cancer and COPD

Page 13: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Canonical Discriminant Analysis

Function 1

Fu

ncti

on

2

-4

-3

-2

-1

0

1

2

3

4

5

6

0 10 20

a

a

a

a a

a

a

b b b

b

b

b

b

c

c

c

c

c

c c

c

c

d

d

d d

d

d

d

d

e

e

e

e e e e

e

e

f

f f

f

f

f

f

f

f

Staph.

aureus

H. influenzae B. catarrhalis

Strept. pneumoniae

Strept. pyogenes

-10 0 10

20 PC 1

6

0

-4

2 Week Prediction Success

tests IDstrep A+B 28/28 100%

Staph 13/13 100%

H. flu 15/15 100%

B. catarrh. 15/15 100%

Page 14: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Lai SY et al, Identification of Upper Respiratory

Bacterial Pathogens with the Electronic Nose.

Laryngoscope 112, 975-9 (2002).

Page 15: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Bacteria classification using Cyranose 320 electronic nose. Biomed Eng Online. 2002; 1 (1): 4

Ritaban Dutta, 1 Evor L. Hines,1 Julian W. Gardner,1 and Pascal Boilot1

Page 16: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

VOCs from bacterial

metabolism

alcohols organic acids

ketones hydrocarbons

aldehydes sulfides, thiols

amines

Compounds from immune system

response to infection Inflammation: NOx CO VOCs

Enterotoxin stimulus: VOCs ?

Bacteria Metabolites

S. aureus 2-methylbutanol

3-methylbutanol

Strept.

pneumoniae

2-butanol

lactic acid

H. influenzae acetic acid

indole

Page 17: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Sample

taken from

exhaled

gases. Cyranose

320

Page 18: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

A c tu a l S c o re

0 2 0 4 0 6 0 8 0 1 0 0

Pre

dic

ted

Sc

ore

0

1 0

2 0

3 0

4 0

5 0

6 0

7 0

normal

infected

R O C b a s e d o n C D A

F P

0 .0 0 .1 0 .2 0 .3 0 .4 0 .5 0 .6 0 .7 0 .8 0 .9 1 .0

TP

0 .0

0 .1

0 .2

0 .3

0 .4

0 .5

0 .6

0 .7

0 .8

0 .9

1 .0

ROC 86%

William Hanson, MD

Erica Thaler, MD

eNose measurements on exhaled breath

compare favorably to the combined

pulmonary infection score (CPIS) used to confirm

ventilator associated pneumonia in the ICU

Amer. Thoracic Society 2002

Page 19: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Methods

Nasal swabs

- sampling of infection hotspot with calgiswab

Nasal breathing cup

c = 1 0 0 , w = 0 .5 c = 1 0 , w = 5

M o d e l # c o r re c t % c o rre c t # c o r re c t % c o rre c t

S V M 1 2 3 /1 2 3 1 0 0 1 1 8 /1 2 3 9 5 .9

S V M + P C A (2 ) 1 2 3 /1 2 3 1 0 0 1 1 3 /1 2 3 9 1 .9

S V M + P C A (3 ) 1 2 3 /1 2 3 1 0 0 1 2 1 /1 2 3 9 8 .4

Page 20: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Serpil Erzurum, MD

Raed Dweik, MD

Roberto Machado, MD

Page 21: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

• Detection of lung cancer in

non-smokers is feasible

• Discrimination from several

disease controls: COPD,

ARDS, PPH, asthma,a-1, CBE

• Goal: early detection of

small tumors

Machado RF et al (CCF) Detection of Lung Cancer by Sensor

Array Analyses of Exhaled Breath. Amer. Jour. Respiratory &

Critical Care Medicine v171 1286-1291 (2005).

PC1 -20 -10 0 10 20 30

PC

2

-20

-15

-10

-5

0

5

10

Control

Lung Cancer

DiNatale, et al (Univ Rome) Lung cancer identification

by the analysis of breath by means of an array of non-

selective gas sensors. Biosensors & Bioelectronics v18

1209-1218 (2003)

Page 22: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Page 23: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

Many diseases produce a measurable pattern of

volatile chemicals in breath, urine and blood

Non-invasive breath measurement will provide rapid

diagnosis and treatment monitoring capability for

physicians in emergency and point-of-care

applications

Low cost and low power intelligent

sensor array devices will enable

home health diagnosis and monitoring

capability for many individuals

Page 24: Medical Applications of Nanocomposite Sensor Arrayssensigent.com/products/Medical Applications.pdfD ia betes A cetone G C /FID H em olysis C arbon m onoxide E C C O analyzer G C /TC

eNose® - Medical Applications

For application or product information,

please contact:

Sensigent

[email protected]

626-768-2626

www.sensigent.com