Skip to content

JonathanTo99/JonathanTo99

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

136 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Hi, I'm Jonathan To 👋

Computational Biologist & Proteomics Data Analyst

"Bridging the gap between High-Throughput Mass Spectrometry and Computational Automation."

I am a hybrid wet/dry lab researcher currently engineering the Python infrastructure for the BYU Mass Spectrometry Core. My focus is on Industrializing Biology: transforming manual, error-prone assays into robust, reproducible data engines.


Engineering Impact (Current Role)

  • 10x Throughput: Architected Python pipelines (Pandas/NumPy) for the Orbitrap Astral, scaling daily capacity from 15 to 100+ proteomes.
  • 85% QC Reduction: Built programmatic visualization modules to automate instrument performance monitoring, removing manual validation bottlenecks.
  • Precision at Scale: Validated complex 3-species libraries (HeLa, E. coli, Yeast) identifying 11,000+ protein groups with <7% CV.

Technical Stack

Domain Tools
Pipeline Engineering Python (Pandas, NumPy, Matplotlib), Git & GitHub
Proteomics FragPipe, DIA-NN, Proteome Discoverer, Orbitrap Astral
Data Science Jupyter, Scanpy, Pyteomics, SciKit-Learn
Wet Lab Mass Spectrometry, Mammalian Cell Culture, High-Throughput Screening (HTS), Flow Cytometry

Production Architecture

  • BYU-MS-Core-Automative-Proteomics-Tools (Live Production Code)
    • Overview: The active OS powering the BYU Mass Spectrometry Core.
    • Tech: Flask, NumPy, Pandas, Matplotlib.
    • Key Metrics:
      • 10x Throughput: Enabled scaling from 15 to 100+ proteomes/day.
      • 85% Efficiency Gain: Reduced manual QC time by automating extraction workflows.
      • Data Integrity: Ensured <20% CV validation across multi-lab studies.

Career Roadmap

I am pursuing a hybrid wet/dry lab trajectory designed to bridge the gap between bench science and data engineering.

  • Phase 1 (Current): Build high-throughput automation expertise in Biotech Industry (Recursion/TechBio).
  • Phase 2 (Concurrent): Complete MS in Translational Bioinformatics to formalize computational skills without leaving the workforce.
  • Phase 3 (Future): Pursue PhD in Oncolytic Virotherapy with a focus on industrial-grade translational research.

Goal: To combine industrial operational excellence with rigorous academic research training—ensuring therapies survive the transition from bench to bedside.


I'm looking to collaborate on

  • Research projects in virology, immunology, or cancer biology
  • Open-source bioinformatics tools for genomic data analysis
  • Cancer research initiatives that bridge computational and experimental approaches
  • Educational resources for students pursuing non-traditional paths to PhD programs

I'm looking for help with

  • Networking with scientists working in oncolytic virotherapy or cancer immunology
  • Advice on PhD applications from people who took non-traditional paths (industry experience before PhD)
  • Mentorship from translational scientists who bridge clinical and research worlds

Ask me about

  • Career planning for non-traditional paths to PhD programs
  • Balancing work and graduate school (I'll be doing MS part-time while working full-time!)
  • Biotech industry experience as a foundation for translational research
  • Oncolytic virotherapy and cancer immunology (my passion!)
  • Flow cytometry and immunology lab techniques
  • Building a sustainable timeline for long-term academic/career goals

Fun facts

  • I'm building a clinical-computational-research triple threat skill set that is in high demand across disciplines
  • I'm passionate about mentoring students from non-traditional backgrounds who want to pursue research careers
  • I enjoy cooking (with or without recipes), gaming, reading and hiking in my free time!

Connect


"The best time to plant a tree was 20 years ago. The second-best time is now." - Chinese Proverb

I'm planting my tree now at age 26, and I'm excited to see it grow into a career advancing oncolytic virotherapy research!

About

For GitHub Launchpad Profile README & Personal Projects

Topics

Resources

License

Security policy

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages