Author Affiliations

Jiayi Huang,^1,ψ Thiara Sana Ahmed,^1,2,ψ Maciej Baranski,¹ Elizabeth Lee,^1,+ Shruthi Pandi Chelvam,¹ Ying Ying Wu,³ Rajeev Ram,^1,4 Scott Rice,^1,5 Derrick Yong,^1,6 and Stacy Springs^1,7,*

¹Critical Analytics for Manufacturing Personalised-medicine, Singapore-MIT Alliance for Research and Technology Centre, 1 Create Way, 138602, Singapore

²School of Chemical and Biomedical Engineering, Nanyang Technological University, 62 Nanyang Dr, Singapore 637459

³Bioprocessing Technology Institute, Agency for Science, Technology and Research, 20 Biopolis Way, 138668, Singapore

⁴Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA

⁵Singapore Centre for Environmental Life Sciences Engineering, 60 Nanyang Dr, 637551, Singapore

⁶Singapore Institute of Manufacturing Technology, Agency for Science, Technology and Research, 2 Fusionopolis Way, 138634, Singapore

⁷Center for Biomedical Innovation, Massachusetts Institute of Technology, Cambridge, MA 02139, USA

^ψThese authors contributed equally

⁺ elizabeth.lee@smart.mit.edu

^*Corresponding author: ssprings@mit.edu