Biomarker discovery and research is a rapidly growing healthcare field that has been used to inform drug discovery, enhance drug development and develop treatment plans.
Immunoassays are commonly used to accurately quantify biomarkers, however, they have known drawbacks such as limitations in dynamic range, analytical sensitivity and target specificity. Despite this, immunoassay methods are continuously evolving to standardize and improve quality.
This eBook delves into the significance of protein biomarkers and the advancements in immunoassay techniques, from traditional ELISA to cutting-edge multiplex immunoassays.
Download this eBook to discover:
- How to overcome the challenges of measuring proteins in multiplex to get data you can trust
- Practical tips on study design, data analysis, and interpretation
- How multiplexing innovations enable accelerated biomarker discovery and clinical utility of protein signatures
Immunoassays in Clinical Research
Biomarkers are fundamental to accelerate clinical research and drug development. They
broadly fall into two categories: those linked to disease (such as susceptibility, diagnostic,
prognostic or disease activity biomarkers) and those associated with drug action (such
as predictive, pharmacodynamic, safety or efficacy biomarkers). Among these, proteins
are especially valuable due to their central role in all biological functions and direct involvement in disease mechanisms.
The importance of proteins as biomarkers highlights the need for methods that can
accurately and precisely quantify them. Immunoassays are commonly used for their accessibility and versatility, ranging from traditional methods like enzyme-linked immunosorbent assay (ELISA) to more advanced technologies. They have known drawbacks,
however, including shortcomings on dynamic range, analytical sensitivity, and target
specificity. Despite these challenges, immunoassay methods are constantly evolving,
with ongoing efforts to standardize and improve quality, so that a complete realization
of the great potential of protein biomarkers in clinical research can be achieved.
Advantages of a multi-analyte approach
There are limitations associated with traditional immunoassays that hinder progression
from single biomarkers to biomarker signatures consisting of multiple analytes. Several
innovations in multiplex immunoassay formats are fortunately changing this landscape.
Measuring multiple analytes from a single sample simplifies the identification, validation
and implementation of protein signatures. A biomarker signature not only offers a more
holistic approach to understanding diseases, but also potentially increases discrimination
power of statistical models. Additionally, multiplex immunoassays offer practical benefits,
such as a reduction in assay costs, time to results, and sample volume requirements.
Diseases are often the result of a complex network of biological changes, not just a single
pathological process. Consequently, protein signatures provide a more nuanced and
comprehensive understanding of the disease state and treatment response.
Chapter 1
Multiplexing: Challenges
and Opportunities
4
Innovations in immunoassay multiplexing
1980 – 1990’s
Flourescent-based
Light-absorbing reactions to quantify protein
concentrations. Small degree of multiplexing
can be achieved by using distinct colors of
flourescence for different proteins.
1990’s
Chemiluminescent-based
Light-producing reactions to quantify protein
concentrations. Some degree of multiplexing can
be achieved by using distinct chemiluminescent
tags or physical separation of reaction.
2000’s
Bead-based
Color-coded microspheres to allow for
quantification of hundreds of distinct proteins
in a single sample.
Electrochemiluminescence-based
Electric current to stimulate a light-producing
reaction that is proportional to the protein
concentration. Multiplexing of up to ten proteins
can be achieved by using patterned arrays where
each spot on the array is coated with a different
capture antibody.
2010’s
Microfluidics cartridge-based
Microfluidic devices to separate and detect
multiple proteins in a single sample. Degree of
multiplexing is lower than bead-based assays.
Proximity Extension Assay (PEA)
Pairs of antibodies labeled with DNA oligonucleotides,
which upon target binding and hybridization form a
new DNA molecule by proximity extension. The
resulting DNA barcode is then quantified using qPCR
or NGS, allowing for highly multiplexed and sensitive
protein measurements.
Chapter 1 – Multiplexing: Challenges and Opportunities
Technological advances that enable multiplexing
In recent years, we have witnessed a series of technological advancements that progressively unlocked the potential of multiplex protein analysis. Refer to the timeline below for
key events. Among critical developments are the creation of planar (electro)chemiluminescence and bead-based immunocapture platforms. These technologies have been
extensively applied and have successfully demonstrated the value of multiplexing to
more efficiently identify protein signatures with biological and clinical relevance.
However, with time it became evident that there are still technical challenges to be addressed to make multiplexing a tool that researchers can confidently rely on.
5 Chapter 1 – Multiplexing: Challenges and Opportunities
Common Challenges in Current Methods
Limited dynamic range
Immunoassay panels need to measure
target analytes with compatible
abundance. If not, dilution of the samples
for high-concentration analytes lead to
undetectability of low-level analytes. Poor
sensitivity of multiplex assays with higher
plex grade also limits the dynamic range.
Lack of quality controls
Quality control materials are traditionally
not well developed for multiplex
immunoassays. Ensuring the accuracy,
reliability, and reproducibility of multiplex
immunoassays requires stringent quality
control measures at various stages of
the assay process.
Complex data analysis
Multiplex immunoassays produce
complex datasets that require advanced
software capabilities for accurate interpretation of data and for close monitoring
of data quality.
Laborious validation
More steps in the analytical validation are
required to ensure that quantification of
each analyte in the presence of all other
analytes is accurate.
Cross-reactivity
Non-specific binding of antibodies to
the wrong antigen is more likely to
happen with increasing antibody pairs
present in the assay. Cross-reactivity
impairs assay specificity and can give
false-positive results.
Signal interference
Fluorescence-based readouts may have
overlapping emission spectra that
interfere with results. Light-based
readouts may have light bleeding to
adjacent spots and wells.
Low sensitivity
It is very difficult to maintain high
sensitivity with increasing plex grade in
an assay. Higher cross-reactivity and
signal interference cause background
noise, deteriorating ability to distinguish
low abundance proteins from background.
High variability
When scaling up, issues like poor
specificity, low sensitivity and signal
interference increase. These may cause
results to vary from run to run and
deteriorate reproducibility of results.
Multiplex
Immunoassays
Challenges associated with multiplexing immunoassays
Although each multiplex immunoassay platform has its unique strengths and limitations,
there are some common challenges that cause users to be unable or reluctant to implement panels with higher plex grade. Refer to the image above for details.
While the illustrated challenges in multiplex protein biomarker detection seem
daunting, they can be overcome. In fact, the next generation of multiplex immunoassays
address these very issues. The new solutions aim to bring high confidence to multiplex
analysis by increasing specificity and sensitivity, expanding the dynamic range, and
simplifying the processes of quality control, data normalization and analysis. In the following section, we will explore the last innovation mentioned in our timeline of multiplex
advances: the proximity extension assay (PEA) technology.
6
Pre-Readout steps in PEA
Binding of antibody pairs, which are
labeled with complementary DNA
oligonucleotides, to the target
antigen in the solution.
A
Oligonucleotides that come into
proximity are hybridized and
extended with a DNA polymerase.
B
The newly created DNA barcode is
then amplified through PCR, making
it ready for readout through NGS or
qPCR methods.
C
Chapter 1 – Multiplexing: Challenges and Opportunities
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Proximity extension assay (PEA) technology
PEA is an innovative method based on a dual-recognition immunoassay, where two
matched antibodies labelled with unique DNA oligonucleotides simultaneously bind to
the target analyte in solution. When the two antibodies are brought into proximity their
complementary DNA oligonucleotide hybridize, serving as template for a DNA
polymerase-dependent extension step. This creates a double-stranded DNA barcode
which is unique for the specific antigen and quantitatively proportional to the initial
concentration of target protein. PEA technology combines antibody- and DNA-based
methodologies to provide a unique immunoassay that delivers unwavering performance
regardless of the number of targets that are being multiplexed.