No, Closing will not be transferred to Trading Account because it already stands credited to Trading Account as adjusted purchases mean Opening Stock + Purchases – Closing Stock.
The amount in the ‘Adjusted Purchases Account’ is shown on the debit side of the Trading Account and the amount of closing stock on the assets side of the Balance Sheet.