Use a hash with the gene names as keys. You can then put all the data in one structure,

my %gene = (
    gene_name_1 => { start=>'start_1', stop=>'stop_1', chr=>'chr_1'},
    # ...
);
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You could add the score data there, too, unless it's more dynamic than that and is generated elsewhere.