YAN Qian-Ming　Ph.D. candidate in the Department of Automation, Tsinghua University. He received his bachelor degree from the Department of Automation, Tsinghua University in 2018. His research interest covers modeling and control of biological systems, and coupling control of cells and computer

ZHANG Peng-Cheng　Ph.D. candidate in the Department of Automation, Tsinghua University. He received his bachelor degree from Beijing Institute of Technology in 2018. His research interest covers optogenetics and cell control

QIAO Rong　Master student in the Department of Automation, Tsinghua University. She received her bachelor degree from Jilin University in 2018. Her research interest covers computation with competition in molecular regulatory network

GU Jin　Associate professor in the Department of Automation, Tsinghua University. He received his Ph.D. degree from the Department of Automation, Tsinghua University in 2009. His research interest covers bioinformatics and machine learning

WANG Xiao-Wo　Professor in the Department of Automation, Tsinghua University. He received his bachelor and Ph.D. degrees from Tsinghua University in 2003 and 2008, respectively. His research interest covers modeling and control of biological systems, pattern recognition, and machine learning. Corresponding author of this paper