Yes, you can play the game on PC, but not in its native mode. You will have to install an Android emulator called Nox Player or Bluestacks and then install the game into that environment, which is practically Android running on Lollipop or Kit Kat.
Once you install one of these, add your Gmail account, start the Play Store and then install the game and you should have the possibility to play it.