Trace it back to the medication they are prescribed
The difference between the rates of suicide go back too far to be caused by modern psychiatric drugs, which were not in that common use many decades ago, when the rates of male suicides were similar and similarly different then and now from the rates for females.
Other factors must be at work there.
I wish there was good data back a century at least.