Reports claim the 19-year-old is set to join the Viola in a £12million deal.
Nastasic has long been linked with a move to Eastlands.
City defender Stefan Savic is expected to join Fiorentina as part of the deal.
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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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