End-stage renal disease (ESRD) is a debilitating medical condition of chronic kidney failure, which requires intensive and costly treatment through dialysis or transplantation. Early screening and intervention may reduce neuropathy progression and may bring to remission increasing. Our suggested technology may be able to differentiate between “healthy” and “renal failure” breath, which may contribute to the early detection of the disease.