19-year-old holds off rival Agnes Chebet Tirop at the finish.
Geoffrey Mutai ran the fastest unofficial marathon there last year.
The Kenyan hopes to run under 2:07 this year.
He's only competed in one race this season.
Defending champion will attempt to repeat next month. Kenya’s Martin Lel, who won last year’s BUPA Great North Run, will return