The invention discloses a method for detecting multiple biomarkers based on a nano-
enzyme chemiluminescence technology, and the method comprises the following steps: preparing
iron oxide nano-particles as a nano-
enzyme core, and
coating the surfaces of the nano-particles with substrate molecules to form a nano-
enzyme-substrate compound; mixing and incubating the nano enzyme-substrate compound and a sample to be detected, adding a
hydrogen peroxide solution, transferring to a microplate, and collecting a
chemiluminescence signal by using a
microplate reader; extracting characteristic parameters including
peak value luminous intensity, peak reaching time, half-peak width, rising rate, attenuation rate, integral intensity and / or
wavelength ratio in the collected luminous curve, wherein the characteristic parameters comprise the
peak value luminous intensity, the peak reaching time, the half-peak width, the rising rate, the attenuation rate and the integral intensity; and constructing and training a multi-layer neural
network model so as to predict the concentration of the multiple biomarkers based on the characteristic parameters of the sample data. By means of the scheme, multiple biomarkers can be detected at the same time, and the detection accuracy is improved.