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Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis of Immunogenicity: Best Practices and Regulatory Hurdles Lisbon 27-28 Sep 2016

Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

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Page 1: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Pitfalls in cut point setting Timo Piironen

Scientific Director

SYRINX Bioanalytics Oy

EBF Focus Workshop

Current Analysis of Immunogenicity:

Best Practices and Regulatory Hurdles

Lisbon 27-28 Sep 2016

Page 2: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Tiered approach for immunogenicity testing

Assay 1:

Screening

Assay 2:

Confirmatory

(immunodepletion)

Assay 3:

NAB

POS

>5%

POS POS

Negative for anti-drug antibodies Anti-drug

binding antibodies

NEG NEG NEG

Anti-drug

neutralizing Abs

Titer

Titer

Page 3: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Background

Up to date, Shankar et al. (Recommendations for the

validation of immunoassays used for detection of

host antibodies against biotechnology products,

2008) has been the only guideline or white paper to

provide specific instructions for the validation of

assays for immunogenicity testing STANDARD

APPROACH

The recent EMA and FDA draft guidelines follow the

same principles

While the recommendations may be suitable for

some assay formats, they are problematic for others

Page 4: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Background

The statistical approaches described are based on

the assumption that the assay has significant

background signal and considerable variation

Very sensitive assays (< ng/mL) with a biological

background signal close to the instrument

background/noice and low variability often do not

pass the statistical tests and recommendations of the

article

cut point

instrument noice

sig

na

l

10

100

1000

10000

100000

1000000

PC conc.

measurement range

~ 4-5 decades

Page 5: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Background

Although the requirements in the white paper are

described as recommendations and examples, a

CRO is most often (if not always) expected to follow

the letter of the article

Page 6: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Positive control (PC) material

Assays are developed based on a positive control Ab

(except cut point)

Assay optimized for a high affinity positive control

antibody is not optimal for detecting the full spectrum

of ADA response – including both high and low

affinity antibodies

Sensitivity and drug tolerance against a high affinity

positive control antibody is not representative of the

full spectrum of ADA response

100 ng/mL?

500 ng/mL? 2000 ng/mL?

Page 7: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Possible pitfalls

Analytical and biological outlier removal

Cut point evaluation (fixed, floating or dynamic)

Sensitivity & selection of the LPC level

Selectivity/matrix interference

Run control acceptance

Drug tolerance

Titration

Specific issues related to confirmation/specificity

assays (inhibition of LPC/HPC and run control

acceptance)

Page 8: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Analytical and biological outliers

If there are several outliers, they do not separate as

outliers in a limited population of 50-60 samples

How to identify biological (e.g. pre-existing Abs) from

analytical?

Presence of biological outliers can inhibit removal of

analytical outliers by statistical tests

Robust alternatives for cut point calculation may be needed

Page 9: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Cut point evaluation (balanced design;

2 operators, 6 assay runs, 18 plates)

Means and Variances same = Fixed cut point

Means different, Variances same = Floating cut point

Means and Variances different = Dynamic cut point

In low background signal / low variability assays

ANOVA and Levene’s test often indicate unequal means

and variances

Still practically, a dynamic cut point is not a true option

Page 10: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Sensitivity & selection of the LPC level

LPC should be positive 99% of the time…

In low signal / low variability assays long-term

variability is difficult to simulate during limited

validation tests

LPC is often set very low (too low)

Will pass statistical tests – but will eventually fail > 1 %

of the time in-study

High affinity positive control antibodies will be positive

at very low concentrations (<ng/mL) Sensitivity and

LPC not representative of the whole ADA spectrum

Page 11: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Selectivity/matrix interference

Spike recovery in matrix should be same as in assay

buffer…

Matrix background is often higher than buffer

background

Equal ( 20%) signal is sometimes unreasonable

Extremely low LPC may be consistently > cut point in

blank matrix pool – but not in individuals

Problem is not spike recovery, problem is too low LPC

Page 12: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Run control acceptance

PCs generally have low and high limits…

High limit not necessary

Higher incidence of false positives is OK (as they will

be not confirmed as positive later on in the

confirmation/specificity assay)

Page 13: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Drug tolerance

Assay should have good drug tolerance…

LPC is set to be barely positive

Unless free drug has no impact on signal (which it

cannot, since it is required to inhibit signals) LPC drug

tolerance is practically zero (as it should be)

Is this meaningful for LPC?

Page 14: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Titration

Samples are diluted in blank matrix until below cut

point…

Assays with a background signal close to instrument

background and low variability, then LPC and cut point

are close to the instrument background

Signal of dilutions in blank matrix approaches

background, but may never decrease below it, or are

arbitrarily above/below

Page 15: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Specific issues related to

confirmation/specificity assays Amount of free drug added should inhibit the highest

signal (HPC) below screening assay cut point…

In wide range assays, the HPC is very high, it is then

practically very difficult to inhibit

Amount of free drug should be 10-fold higher than

determined above…

Even the above is difficult to achieve, 10-fold more is

often not possible due to drug stock concentrations

cut point

instrument noice

sig

na

l

10

100

1000

10000

100000

1000000

PC conc.

Page 16: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Specific issues related to

confirmation/specificity assays

LPC should be positive…

LPC concentration is selected only based on

screening assay signal. LPC is often low – close to

instrument background signal

It may be inhibited by free drug less than the

confirmation cut point (although it has approached the

instrument background level)

scr. cut point

instrument noice

sig

na

l

10

100

1000

PC conc.

Page 17: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Specific issues related to

confirmation/specificity assays

Run control acceptance: PCs generally have low and

high limits…

Are %-inhibition limits necessary for LPC / HPC?

Page 18: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Epitope masking?

Other pitfalls

Eu Eu

BIO

Eu

BIO

Eu Eu

BIO

Eu

BIO

ADA ADA

Page 19: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Acknowledgments

Staff at SYRINX Bioanalytics:

- Ville Väisänen, Senior Scientist

- Elli Oksanen, Scientist

- Jonna Nieminen, Scientist

- Kirsi Mäntyvaara, Associate Scientist

Page 20: Pitfalls in cut point setting - European Bioanalysis Forum · Pitfalls in cut point setting Timo Piironen Scientific Director SYRINX Bioanalytics Oy EBF Focus Workshop Current Analysis

Thank you!

[email protected]

www.syrinxbioanalytics.com