Journal of Dairy Research (1979), 46, 283-290 283
Application of multiple regression analysis to sedimentation
equilibrium data of a
sl
- and x-casein interactions for
calculation of molecular weight distributions
BY SHURYO NAKAI AND FRED VAN DE VOORT*
Department of Food Science,
University of British Columbia, Vancouver,
British Columbia, Canada, V6T 1W5
SUMMARY. Multiple regression analysis was applied to sedimentation equilibrium
data for determination of the molecular weight distribution (MWD) of model
systems consisting of up to 3 components. Negative weight fractions which were
frequently encountered during multiple regression analysis were forced to zero by
sequentially eliminating from the regression matrix the corresponding molecular
weights in order of the magnitude of negative ^-values. The simplex optimization
of Morgan & Deming (1974), modified by incorporating a prohibit-range-trespassing
routine, was used to search for the best fit values for weight average molecular
weights and relative concentrations of the components. This method almost quanti-
tatively reproduced the molecular weights and concentrations of the original model
systems. This quantitative information supplemented the multiple regression matrix
to improve the resolution of MWD.
A direct comparison using model systems revealed that the multiple regression
method in conjunction with the simplex optimization routine was more quantitative
than the linear programming method of Scholte (1969). When applied to mixtures
of standard proteins (ribonuclease A; ovalbumin; y-globulin and ovalbumin; y-
globulin; apoferritin), the simplex optimization routine yielded values for average
molecular weights and relative concentrations of the component proteins which
were in good agreement with the known values in the original mixtures.
The MWD of a
sl
-/c-casein mixtures at an ionic strength of 0-1 suggested that
/f-casein was readily dissociated to the monomer (or the dimer) and interacted
with the monomer (or the dimer) of a
81
-casein forming a complex of approximately
400000.
Since Rinde (1928) submitted an integral formula that related the molecular
weight distribution (MWD) of a macromolecular system to the concentration
distribution in a centrifuge cell, many attempts have been made to utilize this
relationship to calculate the MWD from sedimentation equilibrium data. Scholte
(1969) expanded the Rinde equation into a series of linear equations which were
solved for MWD using linear programming. This method was capable of resolving
multimodal systems when equilibrium was attained at several rotor speeds. Wiff &
Gehatia (1976) developed a method using Tikhonov's regularization technique in
* Present address: Department of Food Science, University of Guelph, Ontario, Canada, NIG2W1.
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