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Author:

Yan, Yuqi (Yan, Yuqi.) | Wang, Yihan (Wang, Yihan.) | Yu, Yimin (Yu, Yimin.)

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CPCI-S EI Scopus

Abstract:

Part causes down syndrome or all the third copy of chromosome 21, has been discovered for over a hundred years. Although many studies have been carried in this field to find out how to cure the patients or animals, no researchers can fully treat this disease. Thus, this research manages to analyze the expression level of the proteins encoded by the genes in mice with down syndrome by using the binary logistic regression method. The consequence shows that two significant proteins are affected most - ITSN1_N and BRAF_N. Behind this, the predicted data are carried by 10-folds cross-validation, then find out the result has high accuracy. Moreover, the data are randomly divided into 20%, 40%, 60%, and 80% to test the relationship between data quantity and accuracy, and it shows that the more data amount, the more precise it can be. © 2022 SPIE

Keyword:

Proteins Logistic regression Machine learning Chromosomes Mammals

Author Community:

  • [ 1 ] [Yan, Yuqi]Beijing University of Technology, Beijing, China
  • [ 2 ] [Wang, Yihan]The Ohio State University, Columbus; OH, United States
  • [ 3 ] [Yu, Yimin]Southeast University, Jiangsu Province, Nanjing, China

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Source :

ISSN: 0277-786X

Year: 2022

Volume: 12167

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

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