The Perl code isn't quoting the value substituted for $go_term. You could try adding quotes to match your SQL example, like this...

my $sql = "SELECT Symbol FROM gene_info RIGHT JOIN gene2go ON(gene_inf
+o.`GeneID`= gene2go.`GeneID`) WHERE GO_Term='$go_term'";
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