Running a linear regression (using Excel, for example) is essentially the same as least square fitting. To check the significance of the variables in the model look at the t-statistic calculated as part of the regression. If the absolute value of the t-statistic for a variable is greater than 2 then it is significant. Also check the |t| of the intercept, if not significant then force it to be zero.