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MANOVA

Another method would be to use a summary that incorporates both as a  
measure of obesity, In medical investigations it is common to use the  
BMI which is the ratio of (weight in Kg) to (height in meters squared).

Yet a third method would be to investigate for nonlinearity on the  
response function using splines in the model. I have not yet seen  
evidence of collinearity offered,  so creating the full model as Simon  
suggests might be a first step. Much will depend on the quantity of  
data. If you only have 100 observations there will be severe  
limitations on the options.