Optimization of a high-throughput whole blood expression profiling methodology and its application to assess the pharmacodynamics of interferon (IFN) beta-1a or polyethylene glycol-conjugated IFN beta-1a in healthy clinical trial subjects
Allaire et al. BMC Research Notes 2013, 6:8
http://www.biomedcentral.com/1756-0500/6/8
RESEARCH ARTICLE
Open Access
Optimization of a high-throughput whole blood
expression profiling methodology and its
application to assess the pharmacodynamics
of interferon (IFN) beta-1a or polyethylene
glycol-conjugated IFN beta-1a in healthy clinical
trial subjects
Normand E Allaire1,2*, Steven E Bushnell1, Jadwiga Bienkowska1, Graham Brock1 and John Carulli1
Abstract
Background: Clinical trials offer a unique opportunity to study human disease and response to therapy in a highly
controlled setting. The application of high-throughput expression profiling to peripheral blood from clinical trial
subjects could facilitate the identification of transcripts that function as prognostic or diagnostic markers of disease
or treatment. The paramount issue for these methods is the ability to produce robust, reproducible, and timely
mRNA expression profiles from peripheral blood. Single-stranded complementary DNA (sscDNA) targets derived
from whole blood exhibit improved detection of transcripts and reduced variance as compared to their
complementary RNA counterparts and therefore provide a better option for interrogation of peripheral blood on
oligonucleotide arrays. High-throughput microarray technologies such as the high-throughput plate array platform
offer several advantages compared with slide- or cartridge-based arrays; however, manufacturer’s protocols do not
support the use of sscDNA targets.
Results: We have developed a highly reproducible, high-through put, whole blood expression profiling
methodology based on sscDNA and used it to analyze human brain reference RNA and universal human reference
RNA samples to identify experimental conditions that most highly correlated with a gold standard quantitative
polymerase chain reaction reference dataset. We then utilized the optimized method to analyze whole blood
samples from healthy clinical trial subjects treated with different versions of interferon (IFN) beta-1a. Analysis of
whole blood samples before and after treatment with intramuscular [IM] IFN beta-1a or polyethylene
glycol-conjugated IFN (PEG-IFN) beta-1a under optimized experimental conditions demonstrated that PEG-IFN
beta-1a induced a more sustained and prolonged pharmacodynamic response than unmodified IM IFN beta-1a.
These results provide validation of the utility of this new methodology and suggest the potential therapeutic
benefit of a sustained pharmacodynamic response to PEG-IFN beta-1a.
Conclusions: This novel microarray methodology is ideally suited for utilization in large clinical studies to identify
expressed transcripts for the elucidation of disease mechanisms of action and as prognostic, diagnostic,
or toxicity markers.
* Correspondence:
1
Biogen Idec Inc., Genetics and Genomics Group, 14 Cambridge Center,
Cambridge, MA 02142, USA
2
Biogen Idec Inc., Translational Medicine Department, 14 Cambridge Center,
Cambridge, MA 02142, USA
© 2013 Allaire et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited.
Allaire et al. BMC Research Notes 2013, 6:8
http://www.biomedcentral.com/1756-0500/6/8
Background
The study of the blood transcriptome in the context of
clinical pharmacogenomics has generated much interest
in recent years [1,2]. The cellular and molecular components of peripheral blood exhibit dynamic responsiveness to physiological, environmental, or pathological
stimuli and are in contact with nearly every tissue in the
body, allowing for assessment of systemic responses to
disease or treatment. As such, peripheral blood is a
source of clinically accessible diagnostic, prognostic and
pharmacodynamic (PD) markers [3,4]. This idea is supported by a growing body of research that describes the
identification of expressed transcripts from human and
animal peripheral blood that can function as indicators
of disease, as prognostic markers of clinical outcome, of
risk of toxicity, and as evidence of a therapy’s pharmacodynamic effects [5-8].
The successful use of gene expression microarrays in
basic research studies has spawned great interest in the
application of this technology to large clinical pharmacogenomics and population-based studies [9-11]. However,
microarray cost, the complexity of sample processing and
tracking, and practical limitations in sample throughput
have restricted its utilization in clinical investigations
[12,13]. Microarray manufacturers have responded to
these needs with the recent development of higherthroughput solutions such as the high-throughput (HT)
plate array or “array of arrays” [14]. This platform was
made possible through reduction and optimization of
probe content and advances in photonics, collectively enabling the miniaturization and assembly of 96 arrays into
the spatial arrangement of a conventional microtiter plate.
Our laboratory’s internal validation studies have confirmed
that data from the HT plate array platform is highly concordant to that of industry standard cartridge arrays [15].
RNA is often amplified using T7 RNA polymerase-driven
in vitro transcription (IVT) [16] to produce complementary
RNA (cRNA) targets for hybridization to microarrays.
However, the high concentration of hemoglobin transcripts
in peripheral blood can induce a globin interference effect,
effectively reducing a microarray’s detection sensitivity and
increasing its signal variability [17]. Although effective
methods have been developed to reduce globin interference
[18-20], current methods of mitigation also induce variance
in microarray results [21].
The challenges associated with utilizing cRNA targets
from peripheral blood as probes for microarray investigations have led to the development of alternative methods
of amplification and the use of single-stranded complementary DNA (sscDNA) targets from peripheral blood for
microarray hybridization [22,23], effectively improving the
sensitivity of microarray hybridizations for detecting peripheral blood transcripts. Results from our laboratory’s internal benchmarking experiments analyzing peripheral
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blood samples have verified that sscDNA targets improve
microarray sensitivity and decrease signal variance as compared with cRNA targets analyzed using globin blocking,
degradation, and depletion methods (data not shown).
In the current study, we have systematically optimized
sscDNA/HT plate array target mass, hybridization parameters and washing parameters using 2 highly characterized test RNAs with the goal of developing a HT
methodology for whole blood transcriptional profiling.
Comparative analysis of optimization data against peerreviewed expression array [15] and quantitative polymerase chain reaction (qPCR) [24] datasets were u (...truncated)