BAGHDAD—Less than a decade ago, Baghdad’s airport road was a place where only armored cars dared venture.

But on Friday, a route once dubbed “Death Street” by U.S. troops and Iraqis for its incessant explosions and sniper attacks was used for an international foot race that many Iraqis hope will offer a new perspective on their troubled country.

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