The 2004 Olympic champion had missed Monday's meeting at Linz after suffering from a stomach upset and a fever which saw him hospitalized in Austria.
Gatlin has decided to return to the United States for testing, thereby effectively ending his season.
The 30-year-old, who served a doping ban between 2006 and 2010, also won silver in the 4x100m at the London Games.
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