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Week 1: Principles & Practices- Class Assignment
- First, describe a biological engineering application or tool you want to develop and why. This could be inspired by an idea for your HTGAA class project and/or something for which you are already doing in your research, or something you are just curious about.

Lactate Biosensor Tattoo for competition swimmers!
- I propose developing a semi-permanent, waterproof biosensor tattoo that detects lactate levels in athletes during pool training. The system would rely on engineered biological circuits that respond to lactate and trigger a visible fluorescent or colorimetric signal, functioning as a traffic-light-style, semi-quantitative indicator of physiological stress.
- The idea is connected to course topics such as genetic circuit design and fluorescent protein signaling. Lactate would act as the biological input, while the output would be a color change generated by chromoproteins or fluorescent reporters, similar to the chromophore and genetic circuit.
- This tool doesn’t pretend to replace clinical blood tests or provide precise measurements. Instead, it will support athletic training by providing real-time visual feedback, reducing invasive blood sampling, and minimizing medical waste, such as needles and collection tubes.
- This idea is inspired by my personal experience as a competitive swimmer, where lactate monitoring required repeated finger pricks during intense training sessions. I am particularly interested in exploring how biological sensing circuits and fluorescence-based outputs could be adapted to function under demanding conditions such as exercise, pool conditions, and temperature variation.
Biology pipeline of the application (circuit-inspired sensing)
Swimmer (physiological lactate production):
→ Input: Lactate diffusion into the tattoo microenvironment
→ Sensing module: Lactate-responsive biological circuit
→ Signal transduction: Activation of chromoprotein / fluorescent reporter
→ Output: Visual color scale (green/yellow/red)
Visual Diagram

Created in https://BioRender.com