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LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in support of multiparametric biomarker measurements: A changing healthcare paradigm? S.Pang, J.Huggett, W.Burkitt, C.Pritchard, G.O’Connor, C.Foy & HELEN PARKES, LGC, UK “Future of Reference Materials Science & Innovation”, IRMM, 24 November 2010
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LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

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Page 1: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

LGC SCIENCE & TECHNOLOGY

Conceptual challenges of RMs in support of

multiparametric biomarker measurements: A changing healthcare paradigm?

S.Pang, J.Huggett, W.Burkitt, C.Pritchard, G.O’Connor, C.Foy

& HELEN PARKES, LGC, UK

“Future of Reference Materials Science & Innovation”,

IRMM, 24 November 2010

Page 2: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

21st Century Healthcare

• Increase in ageing population developing complex diseases such as cancer, Alzheimer’s and heart disease - burden on healthcare systems

• These complex, multifactor disorders are challenging diagnosis, treatment and monitoring

• Advances in ‘omics’ technologies are leading to identification of many novel putative disease related biomarkers /biomarker panels

• Promises significant advances in healthcare management for the future

• However, these emerging clinical diagnostics and therapeutics have a number of related measurement challenges

Page 3: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

New Measurement Challenges:

• Increasingly, panels of biomarkers or multiparametric “fingerprints” derived from multiple data types are needed to give accurate diagnosis of complex disorders.

• Novel measurement issues to be addressed including:-

– Multiple analytical platforms - issues of comparability

– Large dynamic range of putative biomarkers in blood

– Detection of overall shifts and trends in the datasets (cf accurate quantification of individual analytes)

– Combination of genomic, transcriptomic, epigenomic, proteomic, metabolomic measurements may be required

Setting new demands for measurement traceability and design of appropriate reference standards

Normal Disease

Page 4: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Development of RNA (gene expression) and

protein biomarker profiling standards - A

quality metric “tool kit” for biomarker discovery and validation

Page 5: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Biomarker Issues

• Rate of approval of validated biomarkers is low as companies often fail to develop robust validation strategies– Assessing measurement

performance characteristics is a critical step

• Broad dynamic range of proteins in plasma – No single platform enables

detection of all proteins within plasma

• Issues span multiple technology platforms

• Overlap of results not guaranteed between platforms– Difficulties in validating

findings

Page 6: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Biomarker Technical Validation

(FDA)

To meet technical requirements the analytical process must be shown to be “fit for purpose”:-

• Performance evaluation of reproducibility, accuracy, sensitivity etc.

• Robustness across multiple labs/platforms/technologies

This requires:-

• Standards and control materials

• Process definition

– Analytical guidelines to use multivariate tools appropriately

• Quality metrics

– To allow objective assessment of data

Page 7: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Candidate protein biomarker

panel - reference material

production

• Preparation of a mixed panel of proteins with characterisation data

– 6 non-human proteins sourced from commercial suppliers (mouse CCL6, mouse lungkine, chicken caronte, mouse soggy, firefly luciferase and chicken egg lysozyme)

– Protein abundance: 50 – 10e7 pg/mL.

– Gravimetrically prepared a 10x stock of protein panel in buffer.

– Homogeneity, short and long term stability studies were performed.

Page 8: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Panel evaluation

• Two immunoassay platforms (Luminex and MSD) and a mass spectrometry

platform (QSTAR) were used for the study.

• Demonstrate applicability of panel for evaluating measurement

performance:

- Reproducibility, sensitivity, accuracy, dynamic range, signal to noise,

matrix effects.

- Platform performance indicator (by spiking protein panel into normal and

ovarian cancer diseased individual donor plasma samples).

Page 9: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Performance of the QC markers

- ovarian cancer biomarkers

Caronte

1

10

100

1000

0 1 2 3 4 5 6 7 8 9 10 11 12

Plasma donor

Mean s

ignal outp

ut (A

U)

Expt 1

Expt 2

Expt 3

Lysozyme

1

10

100

1000

0 1 2 3 4 5 6 7 8 9 10 11 12

Plasma donor

Mean

sig

nal

ou

tpu

t (A

U)

Expt 1

Expt 2

Expt 3

Lungkine

1

10

100

1000

0 1 2 3 4 5 6 7 8 9 10 11 12

Plasma donor

Mean

sig

nal

ou

tpu

t (A

U)

Expt 1

Expt 2

Expt 3

Soggy

1

10

100

1000

10000

100000

0 1 2 3 4 5 6 7 8 9 10 11 12

Plasma donor

Mean

sig

nal

ou

tpu

t (A

U)

Expt 1

Expt 2

Expt 3

CCL6

1

10

100

1000

0 1 2 3 4 5 6 7 8 9 10 11 12

Plasma donor

Mean

sig

nal

ou

tpu

t (A

U)

Expt 1

Expt 2

Expt 3

Luciferase

1

10

100

1000

10000

100000

0 1 2 3 4 5 6 7 8 9 10 11 12

Plasma donor

Expt 1

Expt 2

Expt 3

Donors 1-6: normal plasma;

Donors 7-12: ovarian cancer diseased plasma

• 3 component proteins of the QC material produced the same signal output when spiked in distinct individual donor plasma samples

- these may serve as generic indicators of the platform function

• Others all exhibit similar trends in sensitivity to matrix effects among the 12 donor samples

- these may act to indicate that sample matrix may interfere with the assay for diagnostic biomarker

•Evaluated with IL8 biomarker

Page 10: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Genomic Approach -• Collaboration with NIST using ERCC (External RNA Controls Consortium)

materials– set of 96 RNA control transcripts (non human/artificial) developed to assess

technical performance of gene expression assays

• Calibrator samples for gene expression multi-analyte measurements covering a range of concentrations

– Pool of RNA transcripts (8-20) of variable known abundance

– Multiple pools constructed with relative amounts of transcripts varied

• Used to monitor multi-parameter measurements – evaluate dynamic range, comparability and technical precision of assays

– Microarrays, qRT-PCR, digital PCR, Next Gen Sequencing….

• Transcripts “certified” by a range of approaches:-– International qRT-PCR inter-lab studies (CCQM - P103)

– Digital RT-PCR

• Transcripts spiked-in to a background of total RNA

Page 11: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

International comparisons - (CCQM P103)

‘biomarker’

K-61

RNA instead of

DNA

single RNA

transcript,

matched calibrant

single RNA

transcript with

matched

calibrant in

matrix

multiple RNA

transcripts,

matched

calibrant

multiple “biomarker”

panel

RNA spike in a

complex

background of

human RNA

multiple RNAs

in a panel

RNA spikes in a

complex

background of

human RNA

- Multiplex measurement

C

CQ

M

B

AW

G

Page 12: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Development of traceable reference

methods for structural measurements of

clinical protein biomarkers

Page 13: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Biomolecular structure / function:

• WHO report highlighted the increased recognition of structure function links for biologicals

• A protein’s structure, folding state and interactions with other proteins/ligands define its [immuno] activity

• Relationship between the measured “signal” and the “clinical” value, depends on many influences and effects. Variability in protein structure has a significant influence on signal measured.

Proteins - 100-1000 times larger than small molecules

Heterogeneous - single AB may have 35 glycovariants

Page 14: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Complex biomolecular traceability:

• Key issue for biomolecular traceability, is not simply SI traceable measurement of “amount of substance”, as achieved by IDMS for small molecules - challenge is to progress beyond state of the art and develop SI traceable reference measurements and RMs linked to biomolecule “function/activity”

• Requires advances in measurement science, providing a route to traceable complex protein measurements that will impact significantly on healthcare measurement comparability

Page 15: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Complete digestion to constituent peptides

Add isotopically labelled peptides to protein

*

*

*

*

Complete hydrolysis to

constituent amino acids

*

*

*

*

Add isotopically labelled amino acids to peptide

WP3

WP4

Labelled Peptides (Secondary Standard)

Quantitative separation of target

protein from clinical

matrix

WP5Target Protein

H/D exchange and

IMS studies to

characterise

structure

WP6

Immunoassay

StudiesWP7

Co

mp

ari

so

n

IDMS Quantitation of

Amino Acids

Select clinically

relevant model proteins

WP2

Patient Diagnosis & Care

Labelled Amino Acids (Primary Standard)

IDMS Quantitation of

Amino Acids

Labelled Peptides (Secondary Standard)

Pure Protein Standard

Matrix Protein Standard

IDMS

Quantitation

CLINBIOTRACE - Traceability of complex biomolecules and biomarkers in diagnostics – effecting measurement comparability in clinical medicine

Page 16: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

hGH

CRP

“Model” clinical biomarkers:

• Human Growth Hormone (hGH / rhGH / somatropin)

– Growth defect marker/ biopharmaceutical

– multimer formation, isoforms

– plasma-based heterogeneity

• C-Reactive Protein (CRP)

– Inflammmation Cardiac marker

– oliogomer formation, additives

Aim: develop methods for traceable quantification of the proteins tertiary structure and relate to protein activity(eg immunoassay)

Page 17: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Structural measurement

• A number of physical and immuno-affinity based separation methods are being investigated:

• HD exchange MS (HDX) enables interrogation of protein structure under physiological conditions.

– By monitoring the exchange rates of different peptides an assessment of solvent proximity and protein folding structure can be determined

– Can be performed in the presence of specified ligands enabling the determination of binding constants and the degree of activity.

• Ion mobility separates ions on the basis of collisional cross section. This enables proteins of the same mass but different folding states to be separated.

• In combination with high resolution chromatography, capable of separating protein isoforms, we aim to traceably quantity the active form

Page 18: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

HDX: recombinant human growth hormone (somatropin)

• Issues with protein solubility

• Measured in water – pH of starting solutions unknown

0%

20%

40%

60%

80%

100%

10 100 1000 10000 100000

Time /s

%D

eu

teri

um

In

co

rpo

ratio

n

EP

WHO

time

Differences

0%

20%

40%

60%

80%

100%

10 100 1000 10000 100000

Time /s%

De

ute

riu

m I

nc

orp

ora

tio

n

EP

WHO

Work undertaken by Will Burkitt & Caroline Pritchard,LGC

Page 19: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

WHO

EP

drift time

%%

drift time (bins)

m/z

m/z

EP

WHO

IMS differences observed between WHO/EP standards, analysis on SYNAPT TWIMS

Somatotropin/hGH - structure Ion mobility mass spectrometry (IMS)

Work undertaken by Caroline Pritchard,LGC

Page 20: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Clinbiotrace - progress• hGH

– hGH quantitation in serum

– Isoform study undertaken

– Correlating SI traceable LCMS quantified hGH, & HDX structural analysis with routine IVD methods via a commutability study

• CRP

– Structure defining immunoassay result - monomer /pentamer differences

– LC/MS approaches to quantify oligomeric states

– [IMS aggregation measurement)

– Link to commutability study results

Real metrics on how structure can influence in vitrodiagnostic method - inform commutable CRM development & MU determinations

Page 21: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Summary

• We have developed a number of approaches for development of protein and nucleic acid biomarker reference materials -predominantly “calibrants”, in support of biomarker discovery and valid measurement

• Issues of rapidly changing technologies - RMs should be platform independent (microarray experience…)

• Key issue - how to establish traceability? - particularly for multiparametric measurements?

• Clinbiotrace project investigations of MS (IDMS, LCMS, HDEX, IMS) approaches to protein [structure] quantification have started toaddress traceability for complex protein biomarkers and link to immunoassay performance - but long way to go!

• Resource intensive and slow process - collaboration important

Page 22: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Acknowledgements

• Colleagues at LGC

– Will Burkitt

– Carole Foy

– Jim Huggett

– Gavin O’Connor

– Susan Pang

– Caroline Pritchard

– Milena Quaglia

• EMRP collaborators

– Heinz Schimmel, Ingrid Zegers IRMM

– Andre Henrion PTB

Page 23: LGC SCIENCE & TECHNOLOGY Conceptual challenges of RMs in … · 2016-06-03 · proteomic, metabolomic measurements may be required ... predominantly “calibrants”, in support of

Where we are heading…..

• Development of reference methods/materials for trace detection and absolute nucleic acid quantification (digital PCR) - defined copy number

• Development of reference methods for multi-parametric nucleic acid measurements

• Development of reference standards for miRNA analysis

• Developments of reference methods and materials for DNA methylation measurements

• Standardisation framework for NGS (sample and library preparation)

• Validation of alternative DNA amplification approaches for POC diagnostics (microbiology/ infectious disease focus)

• Provision of traceable standards for the standardisation of multi-parametric platforms….