In small microwavable bowl, microwave chocolate chips on High 30 to 60 seconds, stirring once, until smooth; cool. In large bowl, mix powdered sugar, butter and peanut butter with electric mixer on low speed until frosting is smooth. Add melted chocolate until just combined. Pipe or spread frosting on cupcakes. Sprinkle with peanut butter pieces.