Response from Keith Henry, M.D. ...Peripheral neuropathy can be caused by HIV infection sometimes in early infection but more often in late infection. Hip and finger tips (PERIPHERAL NEUROPATHY) Dear Doctor:I have been positive for only 3 years and I have never been on any HIV meds yet, but I may go on soon.