Research Article

Multivariable Discriminant Analysis for the Differential Diagnosis of Microcytic Anemia

Table 2

Standardized canonical coefficients obtained from the linear discriminant analysis.

Classification type IClassification type II
First functionSecond functionFirst function
Standardized coefficientRelative importanceStandardized coefficientRelative importanceStandardized coefficientRelative importance

RBC0.902−0.532*5.4810.1541.7780.537*
Hb−1.362−0.332−5.723−0.410*−2.2250.284
MCV1.6070.6090.481−0.636*1.814−0.361*
MCH−0.2570.2922.408−0.788*0.152−0.529*
RDW0.4610.2670.0640.2680.4410.237

Proportion of trace (%)91.268.59100

RBC: Red Blood Cells; Hb: hemoglobin; MCV: mean cell volume; MCH: mean cell hemoglobin; RDW: RBC distribution width.
First function: first linear discrimination function. Second function: second discrimination function. Classification type I: disease groups categorized into four diseases: mixed, β-thalassemia, α-thalassemia, and IDA. Classification type II: targeted diseases as genetic anemia (mixed, β- and α-thalassemia) and acquired anemia.
Standardized coefficient: standardized coefficient obtained from the linear discriminant analysis of each blood marker for the considered functions.
Relative importance: correlations of each variable with each discriminant functions.
A correlation higher than 0.40 is considered significant.
Proportion of trace (%): proportion of variability of the outcome explained by the considered independent variables.