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Nanoinformatics Challenges for Occupational Exposure Limits, Medical Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte, PhD Centers for Disease Control and Prevention National Institute for Occupational Safety and Health The findings and conclusions in this presentation have not been formally disseminated by the National Institute for Occupational Safety and Health and should not be construed to represent any agency determination or policy. December 8, 2011
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Page 1: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Nanoinformatics Challenges for Occupational Exposure Limits, Medical Surveillance, Exposure Registries, and

Epidemiologic Research

Paul A. Schulte, PhD

Centers for Disease Control and Prevention

National Institute for Occupational Safety and Health

The findings and conclusions in this presentation have not been formally disseminated by the National Institute for Occupational Safety and Health and should not be construed to represent any agency determination or policy.

December 8, 2011

Page 2: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Growth of Nanotechnology

Effective growth of nanotechnology

Depends on society’s perception of the safety of

nanomaterials to people and the environment

Will be delayed if perceptions of hazard and risk

are not addressed

Workers are the first in society

To have exposure to nanomaterials

Often at levels higher than consumers

Are likely to be the first people to show health

effects2

Page 3: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Hazard Exposure Risk Management

Toxicity data Exposure

data

•by job/task

•by sector

•by particle type

•by metrics

•by equipment

characteristics

Quantitative risk

assessments

Hazard

banding

Control

banding

Particle

characteristics

Qualitative risk

assessments

Specific

OELs*

Categorical

OELs*

Hazard

surveillance

data

Characteristics

of animal

models

Risk

communication

Control

guidance

Green chemistry

Safety

research data

•Explosivity

•Flammability

Job/exposure

matrices

Epidemiologic

research data

Medical

surveillance

guidance

Medical

surveillance

data

Exposure

registry data

Uncertainty

data

Control

research data

Compliance

research

information

Some Domains of Information Neededto Protect Nanomaterial Workers

*OEL (Occupational Exposure Limit) 3

Page 4: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Four Tools for Assessing and Protecting Nanomaterial Workers Health

Occupational Exposure Limits

Medical Surveillance

Epidemiologic Research

Exposure Registries

4

Page 5: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Definitions Specific to Nanomaterial Workers

Occupational exposure limits (OELs)

Concentration of a nanomaterial below which workers are likely

to have minimal risk

Medical surveillance

Individual or group monitoring for adverse health effects from

nanomaterials

Exposure registries

A system for collecting and maintaining a structured record,

comparable information on persons with known or suspected

occupational exposure to nanomaterials

Epidemiologic research

The study of groups of nanomaterial workers to determine

association between exposure to nanomaterials and adverse

health effects5

Page 6: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

How can these tools help in nanomaterial worker protection?

Occupational Exposure Limits (OELs)

Medical Surveillance

Exposure Registries

Epidemiological Research

6

Page 7: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Major Components in the Protection of Nanomaterial Workers

7

Risk Characterization

Risk Management

Worker Protection

Hazard

Identification

Exposure

Assessment

Page 8: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

8

Risk Characterization

Risk Management

Hazard

Identification

Exposure

Assessment

Worker Protection

Page 9: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

9

Exposure Registries

Risk Characterization

Animal Studies

Human Studies

Worker Protection

Hazard

Identification

Exposure

Assessment

Page 10: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

10

Risk Characterization

Animal Studies

Human

Studies

Worker Protection

Hazard

Identification

Exposure

Assessment

Risk Management

Medical Surveillance

OEL

Page 11: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Informatics Challenges

Sufficiency and structure of data and information bases

Linking diverse domains (developing the evidence base)

Developing decision-making tools and guidance based

on integrated information

Extent of dissemination of guidance

Information utilization, effectiveness, and impact

11

Page 12: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Informatic Aspects of Biomedical Functions

Biomedical Functions

Informatic

Functions

Occupational

Exposure Limits

(OELs)

Medical

Surveillance

Exposure

Registries

Epidemiological

Research

Search for

Information1 6 11 16

Establish

Evidence Basis2 7 12 17

Develop and

Issue Guidance3 8 13 18

Implement

Guidance4 9 14 19

Assess Impact 5 10 15 20

12

Page 13: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Example of Carbon

Nanotubes (CNT)

44 studies identified

Majority of studies

Rats and mice

Short-term exposure and

short-term follow-up

Different routes of

exposure

Occupational

Exposure Limits

(OELs)

Search for

Information1

Establish Evidence

Basis2

13

Page 14: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Establish Evidence Basis

17 (of 44) studies reported pulmonary fibrosis

29 reported pulmonary inflammation

2 reported neuroinflammation

14 reported granulomas

2 reported mesotheliomas

14

Page 15: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Extrapolate from animals

to workersOccupational

Exposure Limits

(OELs)

Develop and Issue

Guidance3

15

Page 16: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Develop KnowledgeQuantitative Risk Assessment (QRA) Methods to Develop

Recommended Exposure Limits for Carbon Nanotubes (CNT)

Assume equal risk at equivalent dose

Rodent

Determine tissue-specific dose

Calculate benchmark

dose*

Extrapolate

Working lifetime exposure

concentration

Equivalent tissue

dose

Estimate exposures leading to lung dose

Recommended

exposure limit

Technical feasibility of measurement and control

Adjust for species differences

(e.g. lung surface area)*Dose associated with specified level of risk.

Human

Experimental data of exposure andadverse effect

Measure or model

Dose-response modeling

16Based on Kuempel et al. [2006]

Page 17: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Extrapolate from animals

to workers

No chronic studies

> 10% risk of early stage

lung effects

Generalizability to all

types of CNT

Guidance on web

Recommended exposure

7 µg/m3

Occupational

Exposure Limits

(OELs)

Develop and Issue

Guidance3

17

Page 18: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Develop and Issue GuidanceAdequate Information

Available Toxicity & Physical-

Chemical Data

Suggestive

Comparative Potency

Reason by Analogy

Quantitative Risk Assessment

Adequate Minimal

Derive Health-Based

OEL

Hazard Banding

Structure-Activity

Relationship

[Adapted from Schulte et al. 2010 and Kuempel et al. 2011]

Benchmark Particles

Control Banding

18

Page 19: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

cdc.gov/niosh/docket/review/docket161A/pdfs/carbonNanotubeCIB_PublicReviewOfDraft.pdf

Develop and Issue Guidance

19

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20

Page 21: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Challenge: How to use a limited amount of hazard data to develop risk management guidance?

Actual ENPs

Studied for

Hazard

Generalizability

Universe of Potential ENPs*

21*ENP: Engineered nanoparticle

Page 22: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Proposed Hazard Trigger for NPHoward & de Jong [2004]

ec.europa.eu/health/ph_risk/documents/ev_20040301_en.pdf 22

Page 23: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Available Toxicity & Physical-

Chemical Data

Suggestive

Comparative Potency

Reason by Analogy

Quantitative Risk Assessment

Adequate Minimal

Derive Health-Based

OEL

Hazard Banding

Structure-Activity

Relationship

Adapted from Schulte et al. [2010] and Kuempel et al. [2011]

Benchmark Particles

Control Banding

23

Develop and Issue GuidanceSuggestive or Minimal

Information

Page 24: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Adjusting Current REL: In Concept

Where:

OELNP is the new occupational exposure limit for the nanoparticle and OELFP is the existing OEL for the fine particle.

SSANP and SSAFP are the specific surface areas (m2/g) of the nanoparticle and the fine particle material, respectively.

DFNP and DFFP are the respective deposition fractions of the nanoparticle or fine particle in the respiratory tract or region of the respiratory tract associated with the adverse response.

ActivNP/ActivFP is a measure of the surface reactivity (e.g., free radical activity) of the nanoparticle relative to the fine particles.

UF is a currently undefined factor that relates to the degree of certainty with regard to the health protectiveness of the existing OEL.

OELFP

(SSANP/SSAFP) x (DFNP/DFFP)(ActivNP/ActivFP) x (UF)OELNP =

Kuempel et al. [2007] 24

Page 25: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Health Hazard Bands

Based on the NIH/CDC Biosafety Level model

Developed by the pharmaceutical industry in

1980s

Increased potency of investigational new drugs

resulted in increased potential for adverse effects

from occupational exposure

Industry did not have experience establishing

very low OELs

Industry did not have analytical methods to

measure these low exposures

25

Page 26: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Health Hazard Bands (cont’d)

Assign chemicals into “categories” or “bands”

based on their inherent properties

Facilitates the implementation of “control bands”

Can this serve as a model for engineered

nanoparticles?

26

Page 27: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Exposure ManagementControl Banding—Concept

Low Dustiness Medium Dustiness High Dustiness

Hazard Group A

Small 1 1 1

Medium 1 1 2

Large 1 2 2

Hazard Group B

Small 1 1 1

Medium 1 2 2

Large 1 3 3

Hazard Group C

Small 1 1 2

Medium 2 3 3

Large 2 4 4

Hazard Group D

Small 2 2 3

Medium 3 4 4

Large 3 4 4

Hazard Group E

For all hazard group E substances, choose control approach 4

Parameters

Amount Used

Dustiness

Hazard Group (R-Phrase)

ilo.orgSource: T.J. Lentz, NIOSH

Control Approach

1. General Ventilation

2. Engineering Control

3. Containment

4. Specialist Advice

27

Page 28: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Physical Form

Task

DurationQuantity

milligrams

kilograms

15 minutes

8 hours

slurry/suspension highly disperseagglomerated

Factors Influencing Control Selection

Engineered Local

Exhaust Ventilation

Closed Systems

Occupational Health Hazardmild /

reversible

severe /

irreversible

28

Page 29: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Lack of certainty about

what health endpoint to

assess

Medical

Surveillance

Search for

Information6

Establish Evidence

Basis7

29

Page 30: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Challenge: Identify Tests For Medical Surveillance of Nanotechnology Workers

Target System Tests Endpoint Measured

Respiratory

Cardiovascular

Neurological

Other

30

Page 31: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Lack of certainty about

what health endpoint to

assess

Low positive predictive

value for some tests

Medical

Surveillance

Search for

Information6

Establish Evidence

Basis7

31

Page 32: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

32

Page 33: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Lack of certainty about

what health endpoint to

assess

Low positive predictive

value for some tests

State of the art – limited

evidence (JOEM

Supplement Vol. 53, June

2011)

Medical

Surveillance

Search for

Information6

Establish Evidence

Basis7

33

Page 34: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

34

Page 35: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Lack of comprehensive

exposure data

Lack of standardized

exposure measurement

approaches

Unresolved ethical, legal,

and social issues

Exposure

Registries

Search for

Information11

Establish Evidence

Basis12

Develop and Issue

Guidance13

35

Page 36: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Source: JOEM Vol 53, Number 6 Supplement, June 2011

36

Page 37: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

The search for

information depends on

the existence of

information

Research needs to be

conducted and published

Conduct of research

depends on identifying

critical issues in studies

of nanomaterial workers

Epidemiological

Research

Search for

Information16

Establish Evidence

Basis17

Develop and Issue

Guidance18

37

Page 38: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Critical Issues

Heterogeneity of nanoparticles

Identification of study population

Temporal factors

Exposure characterization

Disease endpoints

Design and analysis

38

Page 39: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Fibrous

heterogeneous

Non-spherical

heterogeneous

Agglomerate fibrous

homogeneous

Agglomerate fibrous

heterogeneous

Spherical

homogeneous

Fibrous

homogeneous

Non-spherical

homogeneous

Agglomerate

homogeneous

Heterogeneous

concentric

Heterogeneous

distributed

Agglomerate

heterogeneous

Active particle

Multifunctional

particle

Source: Schulte, et al. [2009], adapted from Maynard

Diversity of Nanomaterials

39

Page 40: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Critical Issues

Heterogeneity of nanoparticles

Identification of study population

Temporal factors

Exposure characterization

Disease endpoints

Design and analysis

40

Page 41: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Transport

Commercial

Academic

Incorporation in Products

Maintenance of ProductsManipulation of ProductsApplication of Products - Medical Delivery

Disposal / End of Life

Recycling

Research Laboratories

Warehousing/Maintenance

Waste Handling

Start Up/Scale Up Operations

Transport

Warehousing/Maintenance

Warehousing/Maintenance

Transport

Waste Handling

Manufacturing/Production

Nanomaterial Workplaces

41

Page 42: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

FullerenesMetal NanomaterialsNanowiresNanostructured MetalsNanoporous MaterialsNanoscale Encapsulation

Carbon Nanotubes

Metal Oxides

Dendrimers

Laboratory Research

Start up/Pilot

Manufacturing

Production

Disposal

Workplaces

Nanomaterial Type

Sector: Materials

Sector: Food

Sector: Energy

Sector: Electronics

Sector: Medicine

etc.

42

Page 43: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Critical Issues

Heterogeneity of nanoparticles

Identification of study population

Temporal factors

Exposure characterization

Disease endpoints

Design and analysis

43

Page 44: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

??

??

Estimated number of workers actuallyexposed to engineered nanoparticles

1959 1990’s 2000 2010 2015 2025

1000

10,000

100,000

1,000,000

10,000,000

Nu

mb

er

of

Wo

rkers

Exp

osed

Dilemmas in Identifying Workers Exposed to Engineered Nanoparticles

Feynman’s vision

Beginning of commercialization

Source: Schulte [2009]

Global employment estimated

USA employment estimated [Roco & Bainbridge, 2005]

44

Page 45: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Critical Issues

Heterogeneity of nanoparticles

Identification of study population

Temporal factors

Exposure characterization

Disease endpoints

Design and analysis

45

Page 46: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Critical Issues

Heterogeneity of nanoparticles

Identification of study population

Temporal factors

Exposure characterization

Disease endpoints

Design and analysis

46

Page 47: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Disease endpoints

Acute

Chronic

Distinguish from effects of air pollution and other

industrial exposures

47

Page 48: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Critical Issues

Heterogeneity of nanoparticles

Identification of study population

Temporal factors

Exposure characterization

Disease endpoints

Design and analysis

48

Page 49: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

Design Issues

Sample size

Retrospective v. Cross-sectional

biomarkers

49

Page 50: Nanoinformatics Challenges for Occupational Exposure ...nanoinformatics.org/nidocuments/download/Paul... · Surveillance, Exposure Registries, and Epidemiologic Research Paul A. Schulte,

50

Thank you!

[email protected]


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