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13713135862?profile=RESIZE_710xrFC-OnSite

Portable Lab-on-Chip for Smart, Sustainable Endotoxin Detection

 

Problem Statement

The biomedical industry relies heavily on horseshoe crab blood to produce Limulus Amebocyte Lysate (LAL), the gold standard for detecting bacterial endotoxins in vaccines, drugs, & medical devices. This practice threatens wild horseshoe crab populations, causing high mortality, impaired spawning, & ecological disruption.

Recombinant Factor C (rFC) assay kits are used to detect bacterial endotoxins (lipopolysaccharides, LPS) in pharmaceuticals, vaccines, & medical devices. They use a genetically engineered version of Factor C, the key protein from horseshoe crab blood, which activates in the presence of endotoxins. This activation triggers a fluorescent or colorimetric signal, allowing rapid, sensitive, & quantitative measurement of endotoxin levels without relying on live horseshoe crabs.

 Although recombinant Factor C (rFC) assays offer a sustainable alternative, they are limited to centralized labs, require trained personnel, & rely on batch-based testing. Current solutions lack portability, automation, & digital integration, preventing real-time, on-site endotoxin detection. As pharmaceutical manufacturing moves toward continuous, real-time quality assurance, there is a critical need for a portable, automated, & eco-friendly testing platform.

My Solution

We propose a handheld, AI-integrated Lab-on-Chip device that transforms endotoxin detection into a rapid, point-of-use process:

  • Microfluidic Chip: Preloaded with recombinant Factor C, requiring only a single-drop sample.

  • Endotoxin Detection: LPS activates rFC, which cleaves a reporter substrate to generate a fluorescence or colorimetric signal.

  • AI Analysis: Embedded AI analyzes the signal, corrects for noise, & provides accurate readings in real time.

  • Digital Integration: Results are displayed on a smartphone or cloud dashboard for seamless tracking & regulatory compliance.

Value Proposition 

  • Current recombinant Factor C (rFC) assay kits improve upon traditional LAL tests but have significant limitations: they are benchtop systems requiring centralized labs, manual workflows, trained personnel, external signal detection, slower turnaround (30–60 minutes), high reagent use, & batch-based testing. While more sustainable than LAL, they are not optimized for real-time, on-site monitoring.
  • The AI-integrated Lab-on-Chip rFC platform addresses these gaps by offering a portable, pocket-sized device with a fully automated “sample-to-answer” workflow. Integrated optical sensors & AI-driven analysis ensure rapid, accurate results in under 15 minutes. Cloud integration supports compliance tracking & centralized monitoring, while microfluidics reduce reagent use, making the platform sustainable, scalable, & cost-effective. This next-generation solution enables real-time, on-site endotoxin testing, overcoming the limitations of current rFC kits.

 

Who Benefits

  • Pharmaceutical manufacturers gain real-time quality control
  • labs & field operators can perform rapid testing
  • the wider community benefits from safer vaccines & drugs produced sustainably.

Why This Matters to Me

This project addresses the intersection of public health, sustainability, & technology. Horseshoe crabs are not only ecologically vital but also a unique source of biomedical reagents. Witnessing the ecological impact of their exploitation motivates me to find sustainable alternatives. Developing a portable, AI-integrated Lab-on-Chip platform allows me to combine my knowledge of molecular biology, microfluidics, & bioengineering to create a solution that protects these ancient marine species while delivers a scalable, cost-effective, & environmentally responsible solution for modern endotoxin detection. This project embodies my vision of using biotechnology responsibly to innovate, conserve, & make a hugedifference.

 

Votes: 15
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Comments

  • Impressive concept
    combining sustainability with AI-driven, on-site endotoxin detection is very innovative. You could strengthen it further by briefly addressing device cost, portability in industrial settings, or how calibration/accuracy will be maintained across multiple batches
  • This is a visionary idea that perfectly bridges sustainability, biotechnology, and real-time diagnostics. By miniaturizing rFC assays into a portable, AI-integrated Lab-on-Chip, you’re not just solving a technical challenge—you’re redefining the future of pharmaceutical quality control. The combination of speed, accuracy, and eco-friendliness positions this solution as a true game-changer for the industry. Beyond protecting horseshoe crab populations, it sets a precedent for how innovation can align with conservation and global health. Truly inspiring!!
  • This is an excellent idea which not only tackles a critical sustainability issue of overexploitation of horseshoe crabs, but also fills the major gaps in current rFC testing by making it portable, faster and automated. Its eco-friendly and cost-effective approach and could transform pharmaceutical quality control while safeguarding marine ecosystems.
  • Killing horseshoe crabs for endotoxin testing is messed up. The lab-on-chip approach with AI analysis sounds legit and could actually work. My concern is the regulatory approval process for medical devices is brutal, especially for something this specialized. Plus you'd need serious biotech expertise and funding to make the microfluidics work reliably. But if you can navigate those hurdles, there's definitely a market for sustainable pharma testing.
  • This is an excellent solution. One area to watch is how the device performs with varying sample conditions—ensuring consistent accuracy will be key for real-world adoption.
  • Impressive! I love how your solution combines sustainability and cutting-edge tech to make endotoxin detection faster, safer, and eco-friendly.
  • This is a brilliantly conceived solution that merges sustainability, biotechnology, and real-time diagnostics into a single, elegant platform. The shift from centralized rFC assays to a portable, AI-integrated Lab-on-Chip is not just innovative—it’s necessary for the future of pharmaceutical quality control and ecological responsibility.
  • This is a very impactful idea! I like how it addresses both sustainability and real-time monitoring, which is critical in pharma. One challenge I see is miniaturizing the optical detection and ensuring calibration across different environments like temperature, humidity, and sample variability could affect readings. Maybe integrating a self-calibration feature or external control standard could make it more robust. Overall, I see strong potential for this to replace traditional lab-heavy workflows while protecting horseshoe crab populations
  • Love the idea. rFC on a chip is exactly where this tech should head. But real-world samples, chip fouling, and regulatory validation are brutal bosses. How you tackle calibration and false positives will make or break this. If you’ve got that plan, you’ve got a huge game-changer.
  • This is an extremely innovative step towards curbing reliance on horseshoe crabs in endotoxin testing. I’m also interested knowing how this could be integrated for more animal and plant models alike to test for factors that cannot be simulated in laboratories in real time! It’s a great step forward with both ecological and pharmaceutical advantages.
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