Massachusetts Institute of Technology
Signal Processing Techniques Applied to Biomedical Diagnostics
Abstract
dc:description.abstractAn effective way to combat cancer and infectious disease in resource-poor settings is to implement rapid and accurate diagnostic tests that can be administered at the point of care (POC). Developing such miniaturized, portable, and low-cost systems requires innovative approaches in both assay and device design. In this thesis, we construct a novel phase-sensitive "lock-in" amplifier (LIA) based on the Fast Walsh-Hadamard Transform (FWHT), and evaluate its ability to boost the signal-to-noise ratio of optical fluorescence signals. The LIA is designed to be resilient in challenging environments containing high/unpredictable ambient noise. We then develop two rapid diagnostic systems that pair this technology with isothermal CRISPR-Cas12a-based DNA/RNA amplification to detect clinically relevant targets with high specificity. Finally, we evaluate the clinical performance of our systems in detecting target genes for (1) SARS-CoV-2, the virus responsible for the COVID-19 pandemic, and (2) Human Papilloma Virus (HPV), the causal agent of cervical cancer.
Degree
thesis:*- Name thesis:degree_name
- Doctoral
- Department dc:contributor.department
- Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
- Grantor dc:publisher
- Massachusetts Institute of Technology
- Year dc:date.issued
- 2022
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Degani, Ismail
- Advisor dc:contributor.advisor
-
- Lee, Hakho
Rights
dc:rights- Statement dc:rights
-
- In Copyright - Educational Use Permitted
- Copyright MIT
- Licence dc:rights.uri
Identifiers
dc:identifier.*- Handle dc:identifier.uri
- https://hdl.handle.net/1721.1/143262
- OAI identifier oai:identifier
- oai:dspace.mit.edu:1721.1/143262