1. 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 abou
This is A biosensor concept inspired from a research paper I read. This was a very fascinating concept of real time, noninvasive detection of SARS-CoV-2 at room temperature via a wearable that integrated a lyophilized CRISPR sensor.
Here is a breath emission simulator mimics real breathing and aerosolized viral emissions demonstrating the working of this mask:


The face-mask-integrated sensor demonstrated the ability to detect SARS-CoV-2 RNA from exhaled aerosols within 1.5 hours, with a detection limit of 500 copies (17 aM), matching lab-standard RT-PCR sensitivity. The system operates without power, handles autonomous reactions at ambient temperatures, and provides visual outputs via an LFA strip, showing high specificity without cross-reactivity to other coronaviruses. Designed for simplicity and portability, the mask combines viral detection with respiratory protection, offering potential for real-time diagnosis and variant discrimination.
A breath-based mutation sensor could analyze VOCs, nucleic acids, or proteins in exhaled breath for the detection of genetic mutations responsible for diseases like cancer, metabolic disorders, or genetic conditions.
This could be done in several ways-
graph TD
A["User Exhales into Collection Device"] --> B["Filtration & Preprocessing"]
B --> C["Detection Module"]
C --> D["VOC Analysis"]
C --> E["DNA/RNA Detection"]
C --> F["Protein Screening"]
D --> G["Gas Sensors"]
E --> H["CRISPR Biosensors"]
E --> I["Nanopore Sequencing"]
F --> J["Antibody-based Assays"]
G --> K["Data Processing"]
H --> K
I --> K
J --> K
K --> L["Result Output"]
%% Subprocesses for clarity
style C fill:#f9f,stroke:#333
style K fill:#bbf,stroke:#333
style L fill:#bfb,stroke:#333
2.Next, describe one or more governance/policy goals related to ensuring that this application or tool contributes to an "ethical" future, like ensuring non-malfeasance (preventing harm). Break big goals down into two or more specific sub-goals.
Etablish regulatory approval for sensor accuracy
Implement false positives (incorrectly detecting a mutation) and false negatives (failing to detect an actual mutation) to avoid misdiagnosis
Benchmark 1: Making sure that the said device is safe to use
Usage of Artificial intelligence and softwares for better accuracy and best detection
Benchmark 2: Integrating the device into healthcare services
Benchmark 3: Ensuring Responsible Use & Patient Well-Being
3.Next, describe at least three different potential governance "actions" by considering the four aspects below (Purpose, Design, Assumptions, Risks of Failure & “Success”)
| Policies Aspects | 1. Mandate | 2. Security Policies | 3. Clinical implementation | 4. Awareness |
|---|---|---|---|---|
| Purpose | Ensure the tool meets safety, reliability, and efficacy standards for clinical use | Protect patient data from misuse | Ensure sensitivity and accuracy in clinical setting | Educate the public about the tool’s capabilities and limitations |
| Design | Develop clear guidelines for clinical use and regular performance assessments | Implement end-to-end encryption for all patient data collected via the device | Proper calibration and prototyping | User friendly and transparent design |
| Assumptions(uncertainty) | No Recognition by government regulatory bodies | Patients trust the device with their sensitive data | Acceptance from healthcare services | The public will have access to clear, accessible information about the tool |
| | Risks of failure | Errors in testing protocols can result in incorrect results or failure to comply with regulatory standards | can lead to privacy and legal consequences
| misdiagnosis can lead to huge issues | Misleading advertising could lead to unrealistic expectations | | Risks of Success | Over reliance on the tool | - | Over reliance on the tool and neglecting other tests | Demand-supply shortage |
4.Next, score (from 1-3 with, 1 as the best, or n/a) each of your governance actions against your rubric of policy goals. The following is one framework but feel free to make your own:
| Policies Framework | 1. Mandate | 2. Security Policies | 3. Clinical implementation | 4. Awareness |
|---|---|---|---|---|
| Feasibility | 2 | 1 | 2 | 1 |
| Safety | 1 | 1 | 1 | 2 |
| Sustainability / Environmental impact | 2 | n/a | 3 | 3 |
| Longevity | 1 | 2 | 1 | 3 |
5.Last, drawing upon this scoring, describe which governance option, or combination of options, you would prioritize, and why. Outline any trade-offs you considered as well as assumptions and uncertainties
Clinical integration is essential for improving patient outcomes. The tool must be seamlessly incorporated into existing clinical workflows to ensure safety and effectiveness in real-world settings
Trade-off:
Successful clinical implementation demands significant resources, staff training, and infrastructure modifications—challenges that are particularly acute in resource-limited settings
Assumptions and uncertainties:
Security policies ensure patient safety by protecting privacy and data integrity, especially with sensitive genetic and personal information. This action scored well in Feasibility (1) and Safety (1), making it a priority
Trade-off:
While effective and feasible, security policies can complicate data handling and require ongoing updates to address new cybersecurity threats
Assumptions and uncertainties:
*Nguyen, P.Q., Soenksen, L.R., Donghia, N.M. et al. Wearable materials with embedded synthetic biology sensors for biomolecule detection. Nat Biotechnol 39, 1366–1374 (2021). https://doi.org/10.1038/s41587-021-00950-3
OpenAI ChatGPT (2025). Corrected grammar, explained concepts. OpenAI. Retrieved from https://openai.com/chatgpt*
**