The 18-year-old made his Nottingham debut in the 2-0 defeat by Burnley last Tuesday.
The Daily Mail reports that Arsenal failed with a £2million bid plus £3million in add-ons for Lascelles a year ago, but remain keen on signing the striker.
Spurs and Arsenal may face competition from Chelsea, who signed striker Patrick Bamford from Nottingham on deadline day.