Place chicken in gallon-size resealable plastic bags. In a large bowl, combine water, salt and sugar. Stir until salt and sugar are dissolved. Pour over chicken in bags. Remove air from bags to ensure that the chicken is submerged in the brine. Seal bags. Let brine in refrigerator at least 2 hours or overnight.