Ferreira M. M. C., “The Trilinear Decomposition of Animal Dental Calculus Samples”. New Hampton, NH, The United Stated, 31/07-05/08/1994: Gordon Research Conference on Statistics in Chemistry and Chemical Engineering. Poster.
THE TRILINEAR DECOMPOSITION
OF ANIMAL DENTAL CALCULUS SAMPLES
Márcia M. C. Ferreira
Instituto de Química, Universidade Estadual de Campinas,
Campinas, S.P. 13081 Brazil
In the recent chemometrics
literature, several papers have appeared
dealing with so-called
second and third order data analysis methods.
Higher dimensional data
are generated by hyphenated instruments that
have become commonplace
in analytical laboratories.
Emission-excitation
fluorescence, for example, is one of such hyphenated
techniques that generates
two dimensional array.
However, while the theoretical
research on such methods progresses nicely,
there have been very
few applications.
Samples of the fluorescent
dog and cat calculus studied as an indicator
of dental deposits provide
an ideal application for the chemometric
analysis of fluorescent
spectra of similar molecules. The Trilinear
Decomposition (TLD)
method (1), has been applied to two dimensional
data arrays consisting
of emission spectra (from 460 to 750 nm)
taken at excitation
wavelengths in two nanometer increments from 390 to
450 nm from cats and
dogs samples (each row is an emission spectrum and
each column is an excitation
scan).
From the analysis of
seven samples (four from cats and three from dogs),
it was possible to separate
three different species with excitation
wavelengths (Soret spectral
peaks) at approximately 408, 418 and 436 nm.
These components have
porphyrinic character as indicated by their Soret
bands.
The analysis of the
four cat samples showed the presence of the three
porphyrins. With a three
factor model, two of the components could be
well deconvoluted (Soret
bands at 408 and 418 nm). Although a reasonable
estimate for the third
porphyrin (436 nm) was obtained, the emission
spectrum had a very
small negative region and the excitation spectrum
was not unimodal as
we would expect. This could the result of the
relatively small signal
from this porphyrin when compared to the noise
and to the signals from
the two other porphyrins.
For the three dog samples,
the Trilinear Decomposition gave a good estimate
for the emission and
excitation profiles of two porphyrins. They had
Soret bands at 410 and
436 nm. When the three factor model was used, the
estimated emission and
excitation profiles of the third factor showed
significant negative
region.
(1) Sanchez and Kowalski, J Chemom. 4, 29 (1990).
This project has been
developed in collaboration with Prof. Martin
Gouterman's group.
PARTICIPATED IN THE PROJECT:
Márcia M. C.
Ferreira (CPAC-UW
Mary Lou Brandes UW
on leave from UNICAMP-BRAZIL) Ines M. C.
Ferreira UW
Prof. Bruce Kowalski
CPAC-UW
Prof. Martin Gouterman UW