1. Keratoconus-susceptibility gene identification by corneal thickness genome-wide association study and artificial intelligence IBM Watson
- Author
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Yoshikatsu Hosoda, Masahiro Miyake, Akira Meguro, Yasuharu Tabara, Sachiko Iwai, Naoko Ueda-Arakawa, Eri Nakano, Yuki Mori, Munemitsu Yoshikawa, Hideo Nakanishi, Chiea-Chuen Khor, Seang-Mei Saw, Ryo Yamada, Fumihiko Matsuda, Ching-Yu Cheng, Nobuhisa Mizuki, Akitaka Tsujikawa, Kenji Yamashiro, and The Nagahama Study Group
- Subjects
0301 basic medicine ,Male ,medicine.medical_specialty ,Keratoconus ,Corneal Pachymetry ,genetic structures ,Corneal diseases ,medicine.medical_treatment ,Medicine (miscellaneous) ,Genome-wide association study ,Susceptibility gene ,Locus (genetics) ,Biology ,Polymorphism, Single Nucleotide ,Genome-wide association studies ,General Biochemistry, Genetics and Molecular Biology ,Article ,Cornea ,Corneal Transplantation ,03 medical and health sciences ,Mice ,0302 clinical medicine ,Artificial Intelligence ,Computational platforms and environments ,Ophthalmology ,medicine ,Animals ,Humans ,Genetic Predisposition to Disease ,Smad3 Protein ,lcsh:QH301-705.5 ,Corneal transplantation ,Corneal Diseases ,Epithelium, Corneal ,medicine.disease ,eye diseases ,Adaptor Proteins, Vesicular Transport ,030104 developmental biology ,Gene Expression Regulation ,lcsh:Biology (General) ,Susceptibility locus ,Female ,sense organs ,General Agricultural and Biological Sciences ,Ibm watson ,030217 neurology & neurosurgery ,Genome-Wide Association Study - Abstract
Keratoconus is a common ocular disorder that causes progressive corneal thinning and is the leading indication for corneal transplantation. Central corneal thickness (CCT) is a highly heritable characteristic that is associated with keratoconus. In this two-stage genome-wide association study (GWAS) of CCT, we identified a locus for CCT, namely STON2 rs2371597 (P = 2.32 × 10−13), and confirmed a significant association between STON2 rs2371597 and keratoconus development (P = 0.041). Additionally, strong STON2 expression was observed in mouse corneal epithelial basal cells. We also identified SMAD3 rs12913547 as a susceptibility locus for keratoconus development using predictive analysis with IBM’s Watson question answering computer system (P = 0.001). Further GWAS analyses combined with Watson could effectively reveal detailed pathways underlying keratoconus development., Yoshikatsu Hosoda et al. study the genetic basis for central corneal thickness (CCT) that is associated with keratoconus. They identify two susceptibility loci, STON2 rs2371597 and SMAD3 rs12913547, using two-step genome-wide association study (GWAS) and predictive analysis with IBM’s Watson question answering computer system, respectively.
- Published
- 2020
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