Atletico Madrid were trailing Valencia 1-0 but came from behind to win 3-1 at home in La Liga on Sunday night.
Valencia took a shock lead in the 11th minute with an unstoppable long-range strike from Serbian midfielder Uros Racic but the league leaders responded in the 23rd when Felix stuck out a foot to prod home from a corner.
The Portuguese forward then latched on to a through ball to launch a quick counter attack early in the second half and released Suarez, who took a couple of touches before striking in off the far post from a tight angle.
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Substitute Angel Correa then finished off a fine move from Marcos Llorente in the 72nd minute to clinch a seventh league win in a row for Diego Simeone's side, who lead nearest challengers Real Madrid by seven points with a game in hand.
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