How do I deal with threats of suicide or self-harm?

Whenever my loved one brings up that they'll hurt themselves, its so easy for me to go in a panic and do everything i can to make them stop. They hate it when I try to contact other people and inform them of what might happen. This isn't good for me and i don't know what to do when it happens. please help