- The patients who only has less than 6 months history of hemodialysis since selected in the research patient group The patients who passed away within 3 months since selected in the research patient group The patients who took less than 3 hemodialysis in a week The patients who took kidney transplant during the research time period The patients who do not have blood biochemical results in the records