take care of the heteroscedasticity of erros in your study

The assumption of homoscedasticity is made for statistical reasons rather than biological reasons; in most real datasets, some form of heteroscedasticity is likely to exist.


http://www.springerlink.com/content/7111wxg10j657q04/