US 12,229,951 B2
Method for digital assay of targets and device using the same
Kyoung Gyun Lee, Daejeon (KR); Sung Gap Im, Daejeon (KR); Seok Jae Lee, Daejeon (KR); Youn Seong Song, Daejeon (KR); Yoo Min Park, Cheongju-si (KR); and Nam Ho Bae, Daejeon (KR)
Assigned to KOREA ADVANCED INSTITUTE OF SCIENCE AND TECHNOLOGY, Daejeon (KR)
Filed by KOREA ADVANCED INSTITUTE OF SCIENCE AND TECHNOLOGY, Daejeon (KR)
Filed on Dec. 20, 2021, as Appl. No. 17/556,971.
Claims priority of application No. 10-2021-0159677 (KR), filed on Nov. 18, 2021.
Prior Publication US 2023/0153992 A1, May 18, 2023
Int. Cl. G06T 7/00 (2017.01); G01N 21/64 (2006.01); G01N 33/53 (2006.01); G06T 7/77 (2017.01); G06V 10/75 (2022.01)
CPC G06T 7/0012 (2013.01) [G01N 21/6428 (2013.01); G01N 33/5302 (2013.01); G06T 7/77 (2017.01); G06V 10/753 (2022.01); G06T 2207/10056 (2013.01); G06T 2207/10064 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30242 (2013.01)] 16 Claims
OG exemplary drawing
 
1. A method for a digital assay of targets, the method comprising:
acquiring an image for a plurality of microdroplets;
predicting regions based on the image for the plurality of microdroplets using an artificial neural network-based prediction model configured to receive the image for the plurality of microdroplets as an input and to segment regions of positive microdroplets, negative microdroplets, and atypical microdroplets, respectively, the positive microdroplets defined as microdroplets including the targets and fluorescent materials, the negative microdroplets defined as microdroplets including only the fluorescent materials or void droplets, the atypical microdroplets defined as microdroplets which include the targets and the fluorescent materials and have a shape different from the positive microdroplets;
determining a number of the positive microdroplets and the negative microdroplets based on a count of microdroplets of the positive microdroplet region and a count of microdroplets of the negative microdroplet region, while excluding the atypical microdroplet region; and
calculating a concentration of the targets based on the number of the positive microdroplets and the negative microdroplets.