Conner, the former University of Pittsburgh star who overcame Hodgkin's lymphoma and a serious right knee injury to reach the NFL, broke off runs of 17 and 19 yards, leading to Bart Houston's 6-yard touchdown pass to Justin Hunter.
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Bryant, who is still in the process of being fully reinstated by the league, remains suspended, but is permitted to participate in all preseason activities - including practices and games.
Tevin Coleman got the start at running back for the Falcons with Devonta Freeman previously ruled out with a concussion.
The defensive end had surgery for a torn labrum and fractured right shoulder socket in March and was held out of the preseason opener.
Steelers nose tackle Javon Hargrave left in the first quarter with a concussion, and linebacker Steven Johnson sustained a hamstring injury.
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