Image-based assay using mark-assisted machine learning

    公开(公告)号:US11463608B2

    公开(公告)日:2022-10-04

    申请号:US17179319

    申请日:2021-02-18

    Abstract: The present disclosure relates to devices, apparatus and methods of improving the accuracy of an image-based assay. One aspect of the present invention is to sandwich a sample between two plates and add reference marks in the sample areas of the plates, with at least one of the geometric and/optical properties of the reference marks being predetermined and known, and taking images of the sample with the reference marks, and applying a machine learning model in the analysis of the image-based assay.

    METHODS AND DEVICES FOR CORRELATING A BIOMARKER IN A NON-BLOOD BODILY FLUID WITH THE BIOMARKER IN BLOOD

    公开(公告)号:US20220260549A1

    公开(公告)日:2022-08-18

    申请号:US17736064

    申请日:2022-05-03

    Abstract: Disclosed is a method for correlating a biomarker in a non-blood bodily fluid with the same biomarker in the blood of an individual, including: measuring, in a first period in time, the biomarker in non-blood bodily fluid and measuring the same biomarker in the blood of the same individual to establish an R ratio of [NBBF1]/[BB1], where [NBBF1] is the biomarker concentration in non-blood bodily fluid in the first period in time, and [BB1] is the biomarker concentration in the blood in the first period in time; storing the ratio in a memory; measuring, in a second period in time, the biomarker in non-blood bodily fluid to determine [NBBF2], where [NBBF2] is the biomarker concentration in the non-blood bodily fluid in the second period in time; and correlating the measured [NBBF2] with the R ratio to generate a correlated [BB2] biomarker concentration in the blood of the individual in the second period in time. Also disclosed is a device, apparatus, and method for correlating the glucose concentration in a non-blood bodily fluid such as saliva with the glucose in the blood of an individual.

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