Help please! There is a strange noise I can't get rid of in this recording

Hello there,

I’m very much an amateur, and I’m trying to understand why there is this strange background noise in a recording my friend sent me, and how I can at least reduce it. I’ve already done noise reduction, but no matter what, there are these weird metallic peaks when my friend talks. Is it due to the recording itself?