This seems to me like any prediction ought to take into account the auto-correlation between the different time points, and so linear regression would not work well if there is such auto-correlation. You probably ought to consider time-series modeling, if you have SAS/ETS then there are a number of procedures that can perform such modeling, including PROC ARIMA.
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