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The midlanders were 3 goals down at half time.
Athlone Town fell to a 5-0 home defeat to Treaty United in the League Of Ireland First Division last friday night.
Dario Castelo's side have now lost their first two games of the new season and see themselves rooted to the bottom of the table at this early stage.
The result represented Treaty with their first win of the campaign, after the Limerick side opened up their season with a defeat to Cobh Ramblers.
The midlanders are back out this Friday as they look to secure their first win of the season, they make the short trip to play Longford town at Bishopsgate.