Systems Biology and Machine Learning Lab

시스템생물학 머신러닝 실험실

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시스템생물학 머신러닝 실험실

The research areas of Systems Biology and Machine Learning Lab are primarily based on the systems biology and machine learning approaches and their applications to study
◾Transcriptional regulation of bacterial pathogens including Salmonella and E. coli
◾Characterization of high-value bacterial strains
◾Anti-microbial resistance
◾Machine learning approaches for biological information
We have been applying the systems biology approaches to study bacteria, but there are also collaborators who expect us to apply those approaches to other types of organisms including yeast, fungi, and human cells.

Major research field

시스템생물학, 머신러닝, 대사공학

Desired field of research

시스템생물학, 머신러닝, 대사공학

Research Keywords and Topics

• Transcriptional regulation of industrial and pathogenic bacteria
• Characterization of high-value bacterial strains
• Anti-microbial resistance
• Machine learning approaches for bio/chemical information

Research Publications

• Proceedings of the National Academy of Sciences of the United States of America / Functional cooperation of the glycine synthase-reductase and Wood-Ljungdahl pathways for autotrophic growth of Clostridium drakei / Song, Yoseb; Lee, Jin Soo; Shin, Jongoh; Lee, Gyu Min; Jin, Sangrak; Kang, Seulgi; Lee, Jung-Kul; Kim, Dong Rip; Lee, Eun Yeol; Kim, Sun Chang; Cho, Suhyung; Kim, Donghyuk; Cho, Byung￾Kwan / 2020-03
• METABOLIC ENGINEERING / Genome-scale evaluation of core one-carbon metabolism in gammaproteobacterial methanotrophs grown on methane and methanol / Nguyen, Anh Duc; Park, Joon Young; Hwang, In Yeub; Hamilton, Richard; Kalyuzhnaya, Marina G.; Kim, Donghyuk; Lee, Eun Yeol / 2020-01
• NUCLEIC ACIDS RESEARCH / Systematic discovery of uncharacterized transcription factors in Escherichia coli K-12 MG1655 / Gao, Ye; Yurkovich, James T.; Seo, Sang Woo; Kabimoldayev, Ilyas; Draeger, Andreas; Cho, Byung-Kwan; Kim, Donghyuk; Palsson, Bernhard O. / 2018-11


  • EC. 화공
  • EC04. 생물화학공정기술
  • EC0402. 대사공학기술


  • 건강한 생명사회 지향
  • 021900. 생체정보분석/활용 기술


  • 녹색기술관련 과제 아님
  • 녹색기술관련 과제 아님
  • 999. 녹색기술 관련과제 아님


  • BT 분야
  • 기초/기반기술
  • 020111. 유전체기반 기술