Pg 10-12 TL note:
The verb "to win" in Japanese is 勝つ (katsu), so you'll sometimes see (at least in manga) people eating food with "katsu" in the name before competitions.
The "katsu" in the food name typically comes from カツレツ (katsuretsu), transliteration of "cutlet".