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Theobald Lecture 2009 Research & Technology Measurements for Regulation: The Roles of Analytical Quality and Measurement Uncertainty Introduction Measurement in regulation Limit setting in regulation Measurement uncertainty - what and how Uncertainty: impact on regulation Responsibilities

Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

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Page 1: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Research & Technology

Measurements for Regulation: The

Roles of Analytical Quality and

Measurement Uncertainty

Introduction

• Measurement in regulation

• Limit setting in regulation

• Measurement uncertainty - what and how

• Uncertainty: impact on regulation

• Responsibilities

Page 2: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Why regulate?

• To reduce risks to health and environment

• To control trade and prevent fraud

Both require only

“Reasonable assurance”

“Reasonable assurance”

Unregulated

Health risk

With regulation

Limit

Page 3: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Why measure?

• Ensuring compliance with regulation is the most

frequently reported reason for undertaking analysis

– (May be in conjunction with others)

• Analytical results support compliance with regulatory

limits

Why worry?

� Mean results from 27 laboratories

� Acceptable range 0.23 - 0.41 mg.kg-1

� 4 laboratories within acceptable range

0

1

2

3

4

0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2 2.2 2.4 2.6 2.8 3 3.2 3.4 3.6 3.8 4 4.2

Lead in cabbage27 expert laboratories

Page 4: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Reported %GM

Frequency

0 2 4 6 8 10

01

23

45

2002: GMO PT data

Current limit

GMO PT data: 6% GM

Reported %GM

Frequency

0 10 20 30 40 50 60

01

23

45

6

2002: GMO PT data

Current limit

Page 5: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

“Metrology”

Improving quality - VAM*

Principles

• Agreed requirements

• Method Standardisation and validation

• Traceability through measurement systems and

reference materials

• Quality systems

• Proficiency testing

• Training and competence

*http://www.nmschembio.org.uk/

Standardisation

• Standard method developed

• Performance tested in-house

• Checked by interlaboratory comparison

• Accepted for specific scope and field of application

– Scope: analyte, matrix/substrate, level

– Field: purpose of analysis

Page 6: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Standardisation: Pros & Cons

Pro:

• Specific to application

• May allow

definitive/empirical

method

• Relatively simple to

implement once

developed

Con:

• Takes time - >1 year for

regulatory methods

• Lowest common

denominator approach

• Limits technological

innovation

• Hard to agree across

borders

• May need continuous

verification

Method Validation

“A decision on fitness for purpose supported A decision on fitness for purpose supported

by experimental evidenceby experimental evidence”

• Implementation

– Applied to methods with defined scope

– Determines a range of performance

characteristics

– Judges fitness by comparison

Page 7: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Equivalence through traceability

• Traceability:

Property of a measurement result whereby the result can

be related to a reference through a documented

unbroken chain of calibrations, each contributing to the

measurement uncertainty.

• Key “References”

– Calibration standards

– Traceable reference materials for independent checks

Common references

Laboratories

Page 8: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Hierarchical Measurement System

International primary

standard

National or local

standard

Practical implementation -

International agreement

• BIPM CCQM

– Consultative Committee for Quantity of materials

• Establishes methods and agreement among National

Measurement Institutes

• Agreement allows acceptability across borders

• Reference laboratories can provide reference

measurements and materials

Page 9: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Key Comparison development

CIPM International IDMS 1994

49.4 ug/g Pb Unkown Sample

0

1

2

3

4

5

6

7

1 2 3

LGC 5 6 7 8

Laboratory

% Error from known

concentration

Round 1:

1994

CPIM International IDMS 1997

10.4 ug/g Pb Unknown Sample

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1 2 3

LGC 5 6 7 8 9

10

Laboratory

% Error from known

concentration

Round 2:

1998

Practical implementation -

Reference materials

• CRM definition

• Well established value

• Stable, homogeneous material

• Used for calibration or testing performance

Page 10: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Quality systems

• ISO 9000: Consistency and contract

• GLP/GMP: Documentation and (via cGMP)

technical requirements

• ISO 17025 (“Accreditation”): Technical competence

• Monitored by Accreditation Bodies or GxP approval

bodies

• Mandatory for most important measurements

Training and Competence

• All quality systems require appropriate training

• Technology transfer happens best through

– PEOPLE MOVING

– PEOPLE COMMUNICATING

• Continued dialogue works better than one-way

specification

• Proficiency testing promotes technical dialogue

Page 11: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Intercomparison by Proficiency

testing (EQA)

• Pros:

– Not necessarily method-specific

– Tests complete measurement/reporting process

• Cons:

– Requires sufficiently stable material

– Infrequent - monthly

Measurement uncertainty

estimation

• One of the most important tools for practising

metrologists

• “Predicts” the dispersion of results

• Provides a guide to interpretation

• … and is now required by all accreditation bodies

• … even in analytical chemistry and biological

measurement

Page 12: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

What is Measurement Uncertainty?

“A parameter, associated with the result of a

measurement, that characterises the dispersion

of the values that could reasonably be attributed

to the measurand”

(ISO Guide)

The number after the The number after the ±±

Measurement uncertainty ...

• DOES NOT

...just include observed precision

• DOES

... include ALL POSSIBLE effects

... including uncertainties in reference values, environment, method

controls....

... try to say something about where the true value might lie

Page 13: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Problems

• “Correct” evaluation

• Impact on compliance assessments

• Communication

• Management

– of uncertainty

– of decisions with uncertainty

Uncertainty evaluation methods

• Repeatability assessment

– Always insufficient...

• ISO Guide approach

– Accreditation

• Validation-based approaches

• Interlaboratory study

– Traditional in regulatory analysis

Page 14: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

ISO Guide approach

• Specify the measurand

– including complete equation

• Quantify significant uncertainties in all parameters

– A: from statistics of repeated experiment

– B: by any other means (theory, certificates, judgement...)

• Express as standard deviation

• Combine according to stated principles

• Multiply by “coverage factor”

Combining uncertainties (ISO)

• Standard deviations

• Established error propagation

theory

22u2

1u +

u2

u1

Page 15: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Example: Forensic alcohol

reference standard titration

0 0.02 0.04 0.06 0.08 0.1 0.12

Oxidant conc.

Mol. Wt.

Extent Oxid'n

Sample mass

Titration vol.

Blank corr.

Density

Precision

TOTAL

Uncertainty contribution (mg/100ml)

Validation and

Interlaboratory studies

• Validation:

– Experimental studies of method performance

– Aims: CheckCheck model assumptions:

Reasonable AssuranceAssurance of adequacy

• Uncertainty estimation:

– Experimental and theoretical studies of

method performance

– Aim: QuantificationQuantification of accuracy

Page 16: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

MU based on validation

• The best available estimate of precision

– An effect varied representatively during a precision experiment requires no further study

• The best available estimate of bias and its uncertainty

• Other significant effects evaluated

– By experiment, or from standing data

Reproducibility

Collaborative Study basis

Matrix

Effects

Matrix

Effects

MU

Between-lab

(sL)

Other

Effects

Within-Lab

(Sw)

Requires correct

study and sound

QC/QA

Implementation:

EURACHEM/CITA

C

ISO TS21748:2004

Implementation:Implementation:

EURACHEM/CITAEURACHEM/CITA

CC

ISO TS21748:2004ISO TS21748:2004

Page 17: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

“Best” Method depends on the

problem

““Well characterisedWell characterised””

quantified effects,

differentiable, continuous,

traceable

Poorly characterised;Poorly characterised;

Unpredictable effects;

Input parameters unclear

Measurement model

appliesPOORLYPOORLY

Whole method study applies

WELLWELL

WELLWELLPOORLYPOORLY

Comparing u with sR

0

0.2

0.4

0.6

0.8

1E-091E-071E-051E-031E-01

Concentration (w/w)

RSD

Standard uncertainty RSD(Horwitz) Coll. Trial RSD

Page 18: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

What does Uncertainty mean?

A RANGE containing the TRUE VALUE?

“The amount is between 17.9 and 27.5”

22.7

4.8 4.822.7 ± 4.8 g

best estimate

At a stat

ed level

of confide

nceAt a stat

ed level

of confide

nce.. Assuming we have the model right

.. Assuming we have the model right.. and

that there’s

no

uncertainty

in the

uncertainty

.. and that t

here’s no

uncertainty

in the

uncertainty

.. and that we’ve estimated it properly

.. and that we’ve estimated it properly

.. and that no-

one

made a mistake

in

the analysis

.. and that no-

one

made a mistake

in

the analysis.. and that the chemistry is OK

.. and that the chemistry is OK

What does Uncertainty mean?

• That the result is uncertain so we can ignore it

• That the analyst doesn’t know the answer

• That more crooks will get away with it

• That we need to change the way we interpret results

• That we need to change the law

• ….

Measurement

uncertainty is a guideto safe interpretation

Page 19: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Impact on regulation and

compliance

• Changes in interpretation

• Ambiguity

• Credibility and communication

Interpretation

When is the limit exceeded?

(a) (b) (c) (d) (e) (f) (g)

Page 20: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Positive compliance/

non-compliance

(a) (b) (c) (d) (e) (f) (g)

Positive

compliance

Positive

non-compliance

Interpretation: example

• Declared Meat Content: 67%

Declared

Found

� Public Analyst result: 64%

� LGC Referee result: 65±3%

� Trading Standards officer correspondence:

This vague answer has

prevented a successful

prosecution… has anyone else

experienced these ambiguous

results from LGC?

This vague answer has

prevented a successful

prosecution… has anyone else

experienced these ambiguous

results from LGC?

Prosec

ute

Found

Page 21: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Managing uncertainty in

regulation

• Know the uncertainty

• Establish rules for interpretation

– Whether to use uncertainty

– How to evaluate

– Positive compliance versus positive non-compliance

“Reasonable assurance”

and uncertainty

Unregulated

Health risk

With regulation

Limit

Page 22: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Managing uncertainty:

Rules for interpretation

• Ignore uncertainty• Incorporateuncertainty in limit

Regulators and tech expertsmust establish acceptableuncertainty and demonstrate it

• Requireuncertaintyreporting

Labs estimate uncertainty;regulators/experts decide howand set interpretation rules

•Require expertinterpretation

Labs must become experts;usually includes knowledge ofMU

Responsibilities

Decide what needs

to be regulated

Write

consistent

laws

Harmonise

requirements

across borders

Set

interpretation

rules

Establish

management

methods

Decide

acceptable

risks

Communicate

uncertainty

Interpret

correctly

Evaluate

uncertainty

correctly

Measure

correctly

Set

enforcement

methods

Harmonise

enforcement

across borders

Page 23: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Best practice - do them all!

• Validated & tested methods

– Right measurement, properly tested

• Reference materials

• Proficiency testing

• Measurement uncertainty

• Accreditation

– Checks Technical competence

– Quality system covers QC, QA, Training, etc..

• Regulators: use the results wisely

Performance improvement: Lab’s eye

view

6

5

43

2

1

0

-1

-2-3

-4

-5-60 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

Z-

score

Round

HPLC analysis: Soft drinks

Page 24: Measurements for Regulation: The Roles of Analytical ... S Ellison_tcm18-197951.pdfPractical implementation - International agreement ... • Provides a guide to interpretation •

Theobald Lecture 2009

Summary

• Comparability is essential to trade, legislation and good

science

• Comparability is checked by intercomparison and

assured by validation and traceability

• Measurement uncertainty guides interpretation

• …. but introduction creates ‘new’ questions for analysts

and enforcers

– Evaluation methods

– Reporting and interpretation