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Non-invasive prenatal test sequencing

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NIAID Data Ecosystem2026-03-14 收录
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We developed a novel algorithm for non-invasive prenatal testing (NIPT) to detect fetal chromosome aneuploidy using the DNA fragment distance concept and an AI algorithm. The novel NIPT is the first algorithm to apply the DNA fragment distance concept in an AI algorithm. This algorithm showed better performance than the conventional Z-test algorithms that apply the mean and standard deviation of a reference set. We believe that our study makes a significant contribution to the literature because to date, no study has reported the use of deep learning in the screening of chromosomal aneuploidy. AI algorithms that apply the fragment distance and target repeat stacking (TRS) image generation similar to the one developed in this study are expected to be useful in the future for applications in other fields, including early cancer diagnosis and minimal residual cancer detection.

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2022-09-21
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