The forward missed training on Monday, which the club have responded to by issuing a public warning.
Adriano only recently joined the Rio giants after leaving Corinthians earlier this year.
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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.
Who of Europe’s top strikers will move to England this summer?