Use of Semiselective TOCSY and the Pearson
Correlation for the Metabonomic Analysis of
Biofluid Mixtures: Application to Urine
Peter Sandusky
†
and Daniel Raftery*
Department of Chemistry and the Bindley Biosciences Center/Discovery Park, Purdue University,
West Lafayette, Indiana 47907
The authors recently proposed an approach to the meta-
bonomic analysis of biofluid mixtures based on the
use of the selective TOCSY experiment (Sandusky, P.;
Raftery, D. Anal. Chem. 2005, 77, 2455). This method
has some significant advantages over standard metabo-
nomic analysis. However, when analyzing overlapped
components, the selective TOCSY method can suffer from
the relatively high likelihood of simultaneous excitation
of several spin systems at once. This multiple excitation
can cause problems both with the purity of the individual
TOCSY peaks observed and with their assignment into
specific spin systems. To address this problem, the
possibility of using a more selective excitation is initially
explored. Unfortunately, in most cases, greater spin
system selectivity can only be gained at the expense of
sensitivity. This is obviously an unacceptable tradeoff
when dealing with biofluid samples. However, the ap-
plication of the Pearson product moment correlation to
the TOCSY peak integral intensities provides a test for
individual TOCSY peak purity and allows for the assign-
ment of the peaks into spin systems. The specific applica-
tion of this two-stage “semiselective” TOCSY method to
rat and human urine is presented. Significantly, it is also
demonstrated that the use of semiselective TOCSY spectra
as data inputs for PCA calculations provides a more
sensitive and reliable method of distinguishing small
differences in biofluid composition than the standard
metabonomic approach using complete 1D proton NMR
spectra of urine samples.
The metabolomics approach, combining high-resolution NMR
with multivariate statistical analysis, has been shown to be very
powerful for distinguishing biofluid sample subpopulations based
on subtle differences in the their spectra.
1,2
This approach can be
widely applied to many types of samples, including urine, body
fluids, and tissues. NMR-based approaches are attractive because
they can look at essentially all of the components of a mixture
simultaneously and thus avoid the sometimes difficult process of
sample fractionation. These methods can also be rapid and
quantitative.
The authors have recently published a method employing the
selective TOCSY experiment for the quantification of chemical
species in honey and have proposed that this method may be used
as the basis for an alternative approach to the metabonomic
analysis of biofluids.
3
Briefly, a selective excitation pulse and
TOCSY mixing period were used to focus the statistical analysis
on a few preselected components. In the case of honey, amino
acids were anticipated to vary significantly among the different
honeys and, thus, were the focus of those experiments. This
approach dramatically improved the discrimination of subpopu-
lations in a set of samples, because the signals used came almost
exclusively from components that varied significantly between
samples. The new method’s key virtue is that it facilitates the
accurate quantification of a predetermined set of chemical species,
regardless of whether these species are major or minor compo-
nents of the mixture. A set of chemical compounds to be studied
in a metabonomic analysis may then be chosen based on their
metabolic or pharmacological significance. For instance, a specific
subset of chemical compounds present in a biofluid may be chosen
for study because they are known to be metabolically related.
One key limitation of the new method, and of other 1D NMR-
based metabolomics approaches, results from the fact that in many
biofluids of interest, such as urine and blood serum, only a fraction
of the NMR spectral features of the different chemical species
are resolved. The selective TOCSY experiment becomes “semise-
lective” when applied to these mixtures, in that a single selective
TOCSY spectrum will very often contain peaks from several
different chemical species. In this paper, using human and rat
urine as examples of typical biofluid samples, we examine and
compare two different solutions to this problem. Longer shaped
pulse durations in the selective TOCSY pulse sequence will narrow
the selective excitation band, thus focusing the experiment more
selectively on individual chemical species. Unfortunately, as
reported here, increasing the shaped pulse duration results in a
significant decrease in the intensity of the TOCSY peaks, and the
resulting increase in selectivity is seldom worth the cost in terms
of sensitivity. A better alternative is to use a relatively short
excitation pulse duration to produce a spectrum composed of more
* Corresponding author: (e-mail) raftery@purdue.edu.
†
Present address: Coordinated Instrumentation Facility, 605 Lindy Boggs,
Tulane University, New Orleans, LA 70118.
(1) Lindon, J. C.; Holmes, E.; Nicholson, J. K. Prog. Nucl. Magn. Reson. Spectrosc.
2001, 39,1-40.
(2) Lindon, J. C.; Holmes, E.; Nicholson, J. K. Prog. Nucl. Magn. Reson. Spectrosc.
2004, 45, 109-143. (3) Sandusky, P.; Raftery, D. Anal. Chem. 2005, 77, 2455-2463.
Anal. Chem. 2005, 77, 7717-7723
10.1021/ac0510890 CCC: $30.25 © 2005 American Chemical Society Analytical Chemistry, Vol. 77, No. 23, December 1, 2005 7717
Published on Web 10/25/2005