Yeah its probably a deficiency. I've also encountered a bizarre java fern disease that spreads... If you start to see the browning spread to healthy leaves, you need to cut off and remove the brown leaves quick.
Otherwise, If its just the deficiency issue, what are you dosing in terms of ferts?
Well start with flourish and excel. Good luck.