Police say the chase began around 3am when an employee of an Academy store recognized the vehicle as potentially being involved in a burglary at the store yesterday.
Officers pursued the vehicle as it sped down the East Freeway near Mercury before the chase ended in northeast Houston.
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The suspects bailed from the white truck when they rammed the vehicle into a fence.
One man was detained immediately at the scene while a search ensued for the other three suspects.
Police found the three others inside some nearby homes, where one person was found in the attic of a home. Another suspect was found in the closet of another home. A third man was found under the bed.
Investigators are trying to determine whether the suspects knew the owners of those homes.