[HTML][HTML] 3.5 KJPNv2: an allele frequency panel of 3552 Japanese individuals including the X chromosome
S Tadaka, F Katsuoka, M Ueki, K Kojima… - Human Genome …, 2019 - nature.com
The first step towards realizing personalized healthcare is to catalog the genetic variations
in a population. Since the dissemination of individual-level genomic information is strictly …
in a population. Since the dissemination of individual-level genomic information is strictly …
[HTML][HTML] Automated acquisition of explainable knowledge from unannotated histopathology images
Y Yamamoto, T Tsuzuki, J Akatsuka, M Ueki… - Nature …, 2019 - nature.com
Deep learning algorithms have been successfully used in medical image classification. In
the next stage, the technology of acquiring explainable knowledge from medical images is …
the next stage, the technology of acquiring explainable knowledge from medical images is …
[HTML][HTML] Improved statistics for genome-wide interaction analysis
M Ueki, HJ Cordell - PLoS genetics, 2012 - journals.plos.org
Recently, Wu and colleagues [1] proposed two novel statistics for genome-wide interaction
analysis using case/control or case-only data. In computer simulations, their proposed case/…
analysis using case/control or case-only data. In computer simulations, their proposed case/…
A Pollen Coat–Inducible Autoinhibited Ca2+-ATPase Expressed in Stigmatic Papilla Cells Is Required for Compatible Pollination in the Brassicaceae
…, T Entani, H Shimosato-Asano, M Ueki… - The Plant …, 2014 - academic.oup.com
In the Brassicaceae, intraspecific non-self pollen (compatible pollen) can germinate and grow
into stigmatic papilla cells, while self-pollen or interspecific pollen is rejected at this stage. …
into stigmatic papilla cells, while self-pollen or interspecific pollen is rejected at this stage. …
[HTML][HTML] A mutation of COX6A1 causes a recessive axonal or mixed form of Charcot-Marie-Tooth disease
…, M Hayashi, A Abe, C Numakura, M Ueki… - The American Journal of …, 2014 - cell.com
Charcot-Marie-Tooth disease (CMT) is the most common inherited neuropathy characterized
by clinical and genetic heterogeneity. Although more than 30 loci harboring CMT-causing …
by clinical and genetic heterogeneity. Although more than 30 loci harboring CMT-causing …
[HTML][HTML] Improved metabolomic data-based prediction of depressive symptoms using nonlinear machine learning with feature selection
To solve major limitations in algorithms for the metabolite-based prediction of psychiatric
phenotypes, a novel prediction model for depressive symptoms based on nonlinear feature …
phenotypes, a novel prediction model for depressive symptoms based on nonlinear feature …
[HTML][HTML] Clustering by phenotype and genome-wide association study in autism
…, S Mizuno, S Ogishima, G Tamiya, M Ueki… - Translational …, 2020 - nature.com
Autism spectrum disorder (ASD) has phenotypically and genetically heterogeneous characteristics.
A simulation study demonstrated that attempts to categorize patients with a complex …
A simulation study demonstrated that attempts to categorize patients with a complex …
A note on automatic variable selection using smooth-threshold estimating equations
M Ueki - Biometrika, 2009 - academic.oup.com
This paper develops smooth-threshold estimating equations that can automatically eliminate
irrelevant parameters by setting them as zero. The resulting estimator enjoys the oracle …
irrelevant parameters by setting them as zero. The resulting estimator enjoys the oracle …
Artificial intelligence powered statistical genetics in biobanks
A Narita, M Ueki, G Tamiya - Journal of Human Genetics, 2021 - nature.com
Large-scale, sometimes nationwide, prospective genomic cohorts biobanking rich biological
specimens such as blood, urine and tissues, have been established and released their vast …
specimens such as blood, urine and tissues, have been established and released their vast …
[HTML][HTML] Machine learning for effectively avoiding overfitting is a crucial strategy for the genetic prediction of polygenic psychiatric phenotypes
The accuracy of previous genetic studies in predicting polygenic psychiatric phenotypes has
been limited mainly due to the limited power in distinguishing truly susceptible variants from …
been limited mainly due to the limited power in distinguishing truly susceptible variants from …