分子生体防御学講座

弘前大学大学院 医学研究科 バイオメディカルリサーチセンター

Multi-marker discovery for mild cognitive impairment in metabolomics using machine learning with a global surrogate model via partial least squares


Journal article


Y. Tatara, H. Yamamoto, K. Terai, R. Matsuta, S. Kasai, Y. Tamada, T. Mikami, K. Murashita, K. Itoh
Metabolomics, vol. 21, 2025, p. 164


https://pmc.ncbi.nlm.nih.gov/articles/PMC1261...
Cite

Cite

APA   Click to copy
Tatara, Y., Yamamoto, H., Terai, K., Matsuta, R., Kasai, S., Tamada, Y., … Itoh, K. (2025). Multi-marker discovery for mild cognitive impairment in metabolomics using machine learning with a global surrogate model via partial least squares. Metabolomics, 21, 164. https://doi.org/10.1007/s11306-025-02372-7


Chicago/Turabian   Click to copy
Tatara, Y., H. Yamamoto, K. Terai, R. Matsuta, S. Kasai, Y. Tamada, T. Mikami, K. Murashita, and K. Itoh. “Multi-Marker Discovery for Mild Cognitive Impairment in Metabolomics Using Machine Learning with a Global Surrogate Model via Partial Least Squares.” Metabolomics 21 (2025): 164.


MLA   Click to copy
Tatara, Y., et al. “Multi-Marker Discovery for Mild Cognitive Impairment in Metabolomics Using Machine Learning with a Global Surrogate Model via Partial Least Squares.” Metabolomics, vol. 21, 2025, p. 164, doi:10.1007/s11306-025-02372-7.


BibTeX   Click to copy

@article{tatara2025a,
  title = {Multi-marker discovery for mild cognitive impairment in metabolomics using machine learning with a global surrogate model via partial least squares},
  year = {2025},
  journal = {Metabolomics},
  pages = {164},
  volume = {21},
  doi = {10.1007/s11306-025-02372-7},
  author = {Tatara, Y. and Yamamoto, H. and Terai, K. and Matsuta, R. and Kasai, S. and Tamada, Y. and Mikami, T. and Murashita, K. and Itoh, K.}
}