Around 3:30 a.m., a deputy with the Durham County Sheriff's Office saw a white SUV which was just reported stolen and started to follow it.
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Officials said a chase then ensued down Alston Avenue onto Odyssey Drive.
Officials said three suspects jumped out of the moving car and took off into the woods.
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The car, which was still in drive, drove over a curb and into a wooded area near Woodland Creek Apartments.
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One of the suspects has been arrested. Descriptions of the other two suspects have yet to be released.
The surrounding areas have been blocked off.
Durham police officers are helping with the search.