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Page 1: Thank you for viewing this presentation. We would like to ... · - VOC profiles/ biomarkers EBC able to discern asthma form healthy (AUC 0.94) and respond to treatment - Some correlation

Thank you for viewing this presentation.

We would like to remind you that this

material is the property of the author.

It is provided to you by the ERS for your

personal use only, as submitted by the

author.

2016 by the author

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Conflict of interest disclosure

Dr Mariëlle Pijnenburg do not have any real or perceived, direct or

indirect conflicts of interest that relate to this presentation.

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Aims

After this presentation you are able:

To recognize what patients/ caregivers expect from personalized

medicine

To name the potentials and limitations of systems biology for

personalized medicine

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Outline

Personalized medicine from a patient’s perspective: Mrs Kim Price

Personalized medicine from the paediatrician’s perspective

Definitions

Why our patients need personalized medicine?

Systems biology: metabolomics, genetics, exposome

Conclusions

MCQ

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Personalized medicine from a patient’s

perspective

What do patients/ parents

expect from personalized medicine?

want from their health care provider in asthma care?

feel the future will look like?

How want patients/ parents to be involved in personalized medicine?

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What is ‘personalized’ medicine?

Personalized/ precision medicine: customization of health care tailored to the

individual; uses some kind of technology or discovery enabling a level of

personalization not previously feasible or practical; NIH: ‘emerging approach for disease

treatment and prevention that takes into account individual variability in genes,

environment, and lifestyle for each person.

‘Personal’ medicine: patient centered care, providing care that is respectful of and

responsive to individual patient preferences, needs, and values, and ensuring that

patient values guide all clinical decisions.

Stratified medicine: classify individuals into subpopulations that differ in their susceptibility

to a particular disease or their response to a particular treatment

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‘Personal’ medicine: patient centered care

Patient and family centered care

Dignity and respect

Information sharing

Participation

Collaboration

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Patient and family centered care: our experience

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Outline

Personalized medicine from a patient’s perspective: Mrs Kim Price

Personalized medicine from the paediatrician’s perspective

Definitions

Why our patients need personalized medicine?

Systems biology: metabolomics, genetics, exposome

Conclusions

MCQ

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Asthma ≠ asthma

Non-atopic vs atopic

Eosinophilic, neutrophilic, pauci-

cellular

Severe, moderate, mild

Difficult to treat, therapy

resistant

Exacerbation prone

Viral wheeze/ multiple trigger

wheeze

Early transient, persistent, late-

onset wheeze

Obesity: yes or no…

Concordant/ discordant disease

Responders/ non-responders

Side-effects

Preschool children – school

children - adolescents

(near) fatal asthma

Triggers

Co-morbidities

…..

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Asthma ≠ asthma

Non-atopic vs atopic

Eosinophilic, neutrophilic, pauci-

cellular

Severe, moderate, mild

Difficult to treat, therapy

resistant

Exacerbation prone

Viral wheeze/ multiple trigger

wheeze

Early transient, persistent, late-

onset wheeze

Obesity: yes or no…

Concordant/ discordant disease

Responders/ non-responders

Side-effects

Preschool children – school

children - adolescents

(near) fatal asthma

Triggers

Co-morbidities

…..

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Asthma ≠ asthma

Non-atopic vs atopic

Eosinophilic, neutrophilic, pauci-

cellular

Severe, moderate, mild

Difficult to treat, therapy

resistant

Exacerbation prone

Viral wheeze/ multiple trigger

wheeze

Early transient, persistent, late-

onset wheeze

Obesity: yes or no…

Concordant/ discordant disease

Responders/ non-responders

Side-effects

Preschool children – school

children - adolescents

(near) fatal asthma

Triggers

Co-morbidities

…..

Different phenotypes

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Asthma ≠ asthma

FEV1 % Change with FP

FE

V1 %

Ch

an

ge

wit

h M

t

Mt alone

n=6 (5%)

Neither

n=69 (55%)

FP alone

n=29 (23%)

Both

n=22 (17%)

>

7.5

% M

t R

esp

on

se

>7.5% FP Response

Szefler S. JACI 2005.

-50

-40

-30

-20

-10

0

10

20

30

40

50

-50 -40 -30 -20 -10 0 10 20 30 40 50

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Asthma ≠ asthma

FEV1 % Change with FP

FE

V1 %

Ch

an

ge

wit

h M

t

Mt alone

n=6 (5%)

Neither

n=69 (55%)

FP alone

n=29 (23%)

Both

n=22 (17%)

>

7.5

% M

t R

esp

on

se

>7.5% FP Response

Szefler S. JACI 2005.

-50

-40

-30

-20

-10

0

10

20

30

40

50

-50 -40 -30 -20 -10 0 10 20 30 40 50

Treatment response differs

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Asthma ≠ asthma

20-40% of all children with asthma have poor control

Asthma is a complex and heterogenous disease

We treat on:

Symptoms

Exacerbations

Lung function

What is below the iceberg?

How to personalize management?

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Outline

Personalized medicine from a patient’s perspective: Mrs Kim Price

Personalized medicine from the paediatrician’s perspective

Definitions

Why our patients need personalized medicine?

Systems biology: genetics, metabolomics, exposomics

Conclusions

MCQ

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Bunyavanich et al. JACI 2015.

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Bunyavanich et al. JACI 2015.

Systems biology

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Systems biology- Genetics

Prediction of asthma: genes involved in asthma development

Monitoring: Risk assessment

Treatment: Pharmacogenetics

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Genetics - prediction of asthma

Klaassen et al. PlosOne 2015.

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Genetics – risk assessment

Bønnelykke et al. Nature Genetics 2014.

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Genetics – risk assessment

Bønnelykke et al. Nature Genetics 2014.

Risk assessment: follow patients with AA

more frequently; treat them with ICS

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Genetics – pharmacogenetics

Adding LABA 1 of 3 treatment

options in step 3

‘conflicting data on safety’

FDA meta-analysis

McMahon et al. Pediatrics 2011.

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Genetics – pharmacogenetics

Gly-to-Arg substitution in the β2-adrenoreceptor gene (ADRB2)

associated with downregulation of β2-receptors

Odds ratio exacerbations 1.52 (95% CI 1.17-1.99) per A allel in

children on LABA and ICS

Not in children on ICS only or ICS+LTRA or ICS + LABA + LTRA

Turner et al. JACI 2016.

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62 children homozygous for

Arg/arg:

ICS + LABA

ICS + LTRA

Follow up 1 year

Lipworth et al. Clin Sci 2013

School absence

Rescue beta-2

QOL

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Pharmacogenetics update 2015…

Davis et al. Curr Allergy Asthma Rep 2015.

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Bunyavanich et al. JACI 2015.

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Biomarkers

Serum

Urine

Sputum

BAL

Exhaled breath

Exhaled breath condensate (EBC)

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Biomarkers

Serum

Urine

Sputum

BAL

Exhaled breath

Exhaled breath condensate (EBC)

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Serum biomarkers - eosinophils

Increased risk of later asthma

Predict risk of exacerbation (Trung 2014)

Predict response to Omalizumab (Busse et al. JACI 2013), mepolizumab

(Ortega et al. Ann Am Thor Soc 2014) and reslizumab (Corren et al. Chest 2016)

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Muraro et al. JACI 2016.

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Muraro et al. JACI 2016.

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Biomarkers - Exhaled breath and exhaled breath

condensate (EBC)

Single markers: e.g. pH, FeNO

Combination of (known) markers

Profiles of (unknown) markers

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Biomarkers - Volatile organic compounds

Exhaled air contains

thousands of VOC

Reflect respiratory and

systemic disease

May be detected by different

technology

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Prediction steroid response (FEV1 >12% or PC20AMP>2dd): VOC

better than FeNO and sputum eosinophils

Van der Schee et al, CEA 2013

Prediction of treatment response with e-Nose

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Prediction of exacerbations

prospective study, 40 children, follow up 1 year

2-months intervals: FeNO, VOCs, lung function and symptoms

16/40 exacerbation

6 VOCs optimal predictive value for exacerbations (correct classification 96%, sens 100%, spec

93%)

FeNO and lung function not predictive

Robroeks et al. ERJ 2013.

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Predicting asthma: combinations

200 children, 2-4 yrs

Astma diagnosis at 6 yrs

AUC combination VOCs,

genetics and API 0.95

PPV 90%

NPV 89%

Klaassen/ van de Kant.

AJRCCM 2014.

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Exhaled breath condensate

Extracted from Am J Respir Crit Care Med 2001;164(5):731-7 TURBO DECCS 09

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Acidity of EBC: reduced pH in asthmatic children

EBC of asthmatics more acid,

especially in steroid naive

children

Significant overlap

Acid-base balance disturbed in

asthmatic airways?

Carraro et al, Allergy 2005

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Leukotrienes and 8-isoprostane in EBC

EBC leukotrienes E4, B4 elevated

in asthma and similar in ICS

treated and ICS naive asthmatics

Mondino JACI 2004

8-isoprostane = marker of

oxidative stress

Elevated in asthma with and

without steroids

Shahid, Respir Res 2005

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Biomarkers - EBC

Systematic review of 46 papers on EBC in asthma, atopy

in children (Thomas et al. Pediatr Pulmonol 2013)

lower EBC pH values in asthmatics, even lower if poorly

controlled

higher levels of aldehydes, reduced glutathione during

exacerbations

eicosanoids and TH2 cytokines more variable results, often

elevated

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Biomarkers – EB and EBC

Systematic review on EB (9) and EBC (84) in respiratory

diseases ( Van Mastrigt et al. Clin Exp Allergy. 2014)

- Metabolomics may have important advantages over

detecting single markers

- VOC profiles/ biomarkers EBC able to discern asthma form

healthy (AUC 0.94) and respond to treatment

- Some correlation with asthma control, less with asthma

severity

- Lack of standardization of collection and analysis methods

- Lack of longitudinal studies and external validation

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Bunyavanich et al. JACI 2015.

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Exposome

Vrijheid. Thorax 2014.

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Exposome

Vrijheid. Thorax 2014.

50% of worldwide mortality

attributable to a few environmental

factors: air pollution, smoking, diet

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Exposome

Measurements of exposure are not very accurate

Measure only 1 exposure

Real time individual monitoring needed

Human Exposome Project: environment (diet, lifestyle,

behavior) genetics and medication

HELIX project: pre- and postnatal exposures

EXPOsOMICS project: monitoring of individual exposure

with sensors, smartphones, georeferencing and satellites

HEALS project: individual exposure measured with apps

coupled to DNA sequencing, epigenetic DNA

modifications, and gene expression

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Do not forget

Most children with asthma are well controlled with step 1-2 treatment,

guided by symptoms and/or lung function.

Improving inhaler technique and adherence to treatment may improve

asthma control in poorly controlled children

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Precision medicine –challenges

Handling of large, complex data sets computational challenge

Integration of data sets and integrated analysis

Translation in format for clinical decision making

Cost-benefit implications

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Barriers for personalized medicine

Electronic medical records

Greater number of genes identified for each asthma drug response

pathway

Ability of genomic information to predict drug treatment response in

individual patients

Better phenotyping and endotyping

More targeted treatments

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Conclusions

Patients want ‘personal medicine’: patient and family centered care

‘Personalized medicine’ for children with asthma is a developing field

Treatment and monitoring on genomics/ metabolomics/exposomics

may benefit selected children with asthma

Pharmacogenetics may help in choosing the right medication for the

right child, preventing adverse effects

Metabolomics in EB and EBC remain promising but still a research

tool

Exposomics new dimension which has to be developed