The trio, who all play for African nations, shared the Premier League Golden Boot award with 22 goals for the season.
“It means a lot," Aubameyang said. “I am really happy and proud of it. I am sharing this trophy with Mane and Salah. I like these two guys.
“We are representing Africa so it is a good sign for the continent. I am really proud and I have to thank my team-mates for helping me to get it."