You can use tr, but you have to discard its return value.

my $str = "ab c,d.e";
$str =~ tr/ ,.//;
# here $str is "abcde"
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So you need to use the modified string after the tr. And don't try to stuff it all in one line ;-)

(Update: fixed match operator)