 Born in Montreal, Gagnier was the son of clarinetist Joseph Gagnier and received his earliest musical training from him.His later teachers included violinists Saul Brant, Albert Chamberland, and Alfred De Sève.He had 26 siblings, many of whom also became professional musicians of note, including Armand Gagnier, Ernest Gagnier, Guillaume Gagnier, J.-J.