The Magpies skipper was a late withdrawal due to illness and wasn't present at St James’s Park as Kieran Trippier’s first half free-kick secured a 1-0 win.
Newcastle will be looking to make it four league wins on the bounce when they travel to face West Ham United on Saturday (12:30pm kick-off).
After missing Sunday’s match, Lascelles has returned to full training and is set to be part of the Newcastle squad making the trip to the capital this weekend.
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But with Dan Burn and Fabian Schar helping the side keep a clean sheet with impressive displays at centre-back against Villa, head coach Eddie Howe has a tough decision to make whether to leave out the Newcastle captain.
After making the bench on Sunday, Under-23s midfielder Lucas De Bolle has trained with the first team this week along with fellow academy players Charlie Wiggett and Michael Ndiweni.