Thanks for the answer JBeckman. Indeed drives are male and the cable are females. I already checked the pins on the drive and on the MB and they all look fine. I'll have a look at the bios even if I do not really see why the settings would change by themselves, as the drive was working properly a few days ago.
I hate to suffer the consequences of other people's acts...