G. Durrieu et al., IDENTIFICATION OF MITOCHONDRIAL DEFICIENCY USING PRINCIPAL COMPONENT ANALYSIS, Molecular and cellular biochemistry, 174(1-2), 1997, pp. 149-156
The mitochondrial pathologies are a heterogeneous group of metabolic d
isorders that are characterized by anomalies of oxidative phosphorylat
ion, especially in the respiratory chain. The diagnosis of these patho
logies involves many investigations among which biochemical study is a
t present the main tool. However. the analysis of the results obtained
during such study remains complex and often does not make it possible
to conclude clearly if a patient is affected or not by a biochemical
and/or bioenergetic deficiency. This arises from two main problems: 1.
The determination of control values from the whole set of variable va
lues (affected and unaffected people). 2. The small size of the popula
tion studied and the large number of variables collected which present
a rather large variability. To cope with these problems, the principa
l component analysis method is applied to the results obtained during
our biochemical studies. This analysis makes it possible for each resp
iratory chain complex, to distinguish clearly two subsets of the whole
population (affected and unaffected people) as well as to detect the
variables which are the most discriminative.