Can an AI-designed enzyme break down plastic bottles?

Seattle, Washington
ChemistryMaterials Science
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About This Project

Polyethylene terephthalate (PET), used in bottles, packaging, and polyester clothing, is difficult to recycle. This project asks whether RT1, a computer-designed enzyme, can break down PET at room temperature. Simulations suggest RT1 holds the shape needed for activity. We hypothesize that it will produce measurable PET breakdown products. Funds will support making and purifying RT1 and testing it on PET. The results will guide the next design cycle.

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What is the context of this research?

Polyethylene terephthalate (PET) is used in bottles, food containers, and polyester textiles. Its durability makes discarded PET difficult to break down. The discovery of a bacterium that uses enzymes to degrade PET showed that biological recycling is possible. Researchers have since developed faster, more robust enzymes, but their performance still depends on temperature, pH, and the form of the plastic. RT1 is a computer-designed PETase—a PET-degrading enzyme. Simulations suggest its active site, where breakdown begins, may hold a useful shape at room temperature, but simulations cannot prove activity. We hypothesize that purified RT1 will release measurable PET breakdown products at room temperature. Laboratory testing is needed to determine whether this prediction is correct.

What is the significance of this project?

Computational enzyme design is moving fast, but predictions only matter if they survive contact with the lab. This project is important because it tests whether an AI-designed PETase candidate can become a real, measurable enzyme rather than just a promising model. If RT1 shows activity, it would be an early step toward lower-energy plastic recycling approaches. If it does not, the result is still valuable because it tells us what failed: expression, folding, stability, or catalytic activity. Either outcome creates useful data for the next design cycle.

What are the goals of the project?

The goal is to run the smallest complete experiment that can answer whether RT1 is worth developing further. First, we will synthesize and clone the RT1 gene. Second, we will express the protein in E. coli and purify it using a His-tag. Third, we will expose PET samples to RT1 under controlled conditions. Finally, we will use HPLC analysis to look for PET breakdown products such as TPA or MHET. The outcome will tell us whether RT1 can be produced and whether it shows measurable PET-degrading activity.

Budget

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This budget funds the minimum experiment needed to test whether RT1, a 966 bp codon-optimized PETase construct, can be produced and assayed for PET-degrading activity. The largest item covers gene synthesis, cloning, bacterial expression, His-tag purification, and QC of the RT1 enzyme. HPLC funds 12 analytical measurements to compare RT1-treated PET samples against no-enzyme controls across multiple timepoints. Reagents cover PET substrate, TPA/MHET standards, buffers, and assay consumables. Shipping covers sample handling between vendors or core facilities. The final line reserves funds for Experiment’s 8% platform fee plus payment processing fees so the research budget remains usable after payout deductions.

Endorsed by

I am really excited about this project and believe it has the potential to answer critical questions in this field of study. The proposed research addresses an important and timely problem and could contribute meaningful knowledge and practical impact to the field. Based on the researcher’s background, technical expertise, and experience in this area, I believe they are well positioned to successfully carry out this work and achieve the proposed objectives. I strongly support this project and its potential contribution to the field.

Project Timeline

This project will progress from preparing the deoxyribonucleic acid (DNA) construct to producing the enzyme and testing its activity against polyethylene terephthalate (PET). I will share short lab notes at each stage so backers can see what worked, what failed, and what the data mean. The final deliverable will be a plain-language summary explaining whether RT1 was successfully produced and whether high-performance liquid chromatography (HPLC) detected products consistent with PET breakdown.

Sep 22, 2026

Receive RT1 plasmid and begin expression test

Sep 28, 2026

Project Launched

Oct 06, 2026

Finalize RT1 construct and submit gene order

Oct 27, 2026

Purify the RT1 protein, measure its yield, and complete quality-control (QC) testing.

Nov 17, 2026

Run Polyethylene terephthalate (PET) degradation assay and HPLC analysis

Meet the Team

godfred sabbih
godfred sabbih
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godfred sabbih

I am Godfred Sabbih, PhD, an independent computational scientist. My doctoral research at the University of Tennessee at Chattanooga combined machine learning, molecular docking, molecular dynamics simulations, and free-energy calculations to design biomolecules for protein targets.

I have published peer-reviewed research in Biotechnology Journal on computationally designed aptamers that were tested experimentally and coauthored an Analytical Chemistry study on computer-selected aptamers for protein detection. My publications are listed on Google Scholar, with additional work available on GitHub.

RT1 extends this experience to designing a plastic-degrading enzyme. Gene synthesis and laboratory testing will be completed through qualified service providers and laboratory facilities. I will openly report the methods, results, limitations, and lessons for the next design cycle.

Lab Notes

Nothing posted yet.

Additional Information

This is early-stage validation, not a finished recycling technology. RT1 was designed computationally, and its activity has not yet been proven in the lab. Backers are funding the experimental test that turns the idea into evidence.


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