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RIKEN Information R&D and Strategy Headquarters Medical Data Deep Learning Team

Team Leader: Jun Seita (M.D., Ph.D.)

Research Summary

Jun  Seita(M.D., Ph.D.)

We study the application of deep learning to medical and health data. Our main research themes are prediction of future health conditions using time series data, estimation of physical conditions from various sensor data and image data, and generation of medical data and privacy protection using deep generative models.

Main Research Fields

  • Complex Systems

Related Research Fields

  • Informatics
  • Biological Sciences
  • Biology
  • Medicine, Dentistry & Pharmacy

Keywords

  • Deep learning
  • Systems biology
  • Systems medicine

Selected Publications

Papers with an asterisk(*) are based on research conducted outside of RIKEN.

  • 1. Nonaka N, Seita J.:
    "In-depth Benchmarking of Deep Neural Network Architectures for ECG Diagnosis."
    Machine Learning for Health Care 2021.
  • 2. Koga T, Ema R, Hirose K, Seita J.:
    "Human and GAN collaboration to create haute couture dress."
    Machine Learning for Creativity and Design Workshop at NeurIPS 2019.
  • 3. Nonaka N, Seita J.:
    "Demographic Information Initialized Stacked Gated Recurrent Unit for an Early Prediction of Sepsis."
    PhysioNet Computing in Cardiology Challenge 2019
  • 4. Koga T, Nonaka N, Sakuma J, Seita J.:
    "General-to-Detailed GAN for Infrequent Class Medical Images."
    Machine Learning for Health (ML4H) Workshop at NeurIPS 2018.
  • 5. Ambrosi TH, Marecic O, McArdle A, Sinha R, Gulati GS, Tong X, Wang Y, Steininger HM, Hoover MY, Koepke LS, Murphy MP, Sokol J, Seo EY, Tevlin R, Lopez M, Brewer RE, Mascharak S, Lu L, Ajanaku O, Conley SD, Seita J, Morri M, Neff NF, Sahoo D, Yang F, Weissman IL, Longaker MT, Chan CKF.:
    "Aged skeletal stem cells generate an inflammatory degenerative niche."
    Nature. 2021 Sep;597(7875):256-262.
  • 6. Rosental B, Kowarsky M, Seita J, Corey DM, Ishizuka KJ, Palmeri KJ, Chen SY, Sinha R, Okamoto J, Mantalas G, Manni L, Raveh T, Clarke DN, Tsai JM, Newman AM, Neff NF, Nolan GP, Quake SR, Weissman IL, Voskoboynik A.:
    "Complex mammalian-like haematopoietic system found in a colonial chordate."
    Nature. 2018 Dec;564(7736):425-429.
  • 7. *Seita J*, Beerman I*, Inlay M, Weissman IL, Rossi DJ.:
    "Quiescent hematopoietic stem cells accumulate DNA damage during aging that is repaired upon entry into cell cycle."
    Cell Stem Cell 2014 Jul 3;15(1)
  • 8. *Seita J, Sahoo D, Rossi DJ, Battacharya D, Serwold T, Inlay MA, Ehrlich LIR, Fathman JW, Dill DL, Weissman IL.:
    "Gene Expression Commons: an open platform for absolute gene expression profiling."
    PLoS ONE 2012;7(7)
  • 9. *Seita J* , Ji H*, Ehrlich LI* (equal contribution), Murakami P, Doi A, Lindau P, Lee H, Aryee MJ, Irizarry RA, Kim K, Rossi DJ, Inlay MA, Serwold T, Karsunky H, Ho L, Daley GQ, Weissman IL, Feinberg AP.:
    "Comprehensive methylome map of lineage commitment from haematopoietic progenitors."
    Nature. 2010 Sep 16;467(7313)
  • 10. *Kim K, Doi A, Wen B, Ng K, Zhao R, Cahan P, Kim J, Aryee MJ, Ji H, Ehrlich LI, Yabuuchi A, Takeuchi A, Cunniff KC, Hongguang H, McKinney-Freeman S, Naveiras O, Yoon TJ, Irizarry RA, Jung N, Seita J, Hanna J, Murakami P, Jaenisch R, Weissleder R, Orkin SH, Weissman IL, Feinberg AP, Daley GQ.:
    "Epigenetic memory in induced pluripotent stem cells."
    Nature. 2010 Sep 16:467 (7313)

Related Links

Lab Members

Principal investigator

Jun Seita
Team Leader

Core members

Naoki Nonaka
Research Scientist
Cedric Ho Thanh
Postdoctoral Researcher
Ryuichiro Hataya
Postdoctoral Researcher
Atsushi Senda
Visiting Scientist
Akira Maeda
Visiting Scientist
Mariko Shimokawa
Visiting Scientist
Ai Miyasaka
Student Trainee
Kaho Tanaka
Student Trainee
Takashi Yamanashi
Student Trainee
Takeshi Kinami
Student Trainee
Ryo Fujihira
Research Part-time Worker I
Kosuke Kato
Research Part-time Worker I
Kiyoyasu Fukuchi
Research Part-time Worker II
Kanta Suga
Research Part-time Worker II
Monami Nishio
Research Part-time Worker II
Toshiki Koshiba
Research Part-time Worker II
Shunpei Takinami
Research Part-time Worker II

Contact Information

Nihonbashi 1-chome Mitsui Building, 15th floor
1-4-1 Nihonbashi Chuo-ku, Tokyo 103-0027, Japan
Email: jun.seita [at] riken.jp

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