Engineering and Computational Tools for Salivary Biomedicine

Saliva is emerging as a powerful biofluid for noninvasive diagnostics, offering a window into human health through its diverse biomolecular composition. This dissertation advances the field of salivary biomedicine by addressing critical challenges in saliva collection, processing, and analysis. First, a comparative analysis of five saliva collection devices highlighted key usability factors, informing the development of SalivaStraw--a novel device designed to improve collection efficiency and minimize leakage. Next, colosseum, a low-cost, open-source fraction collector, was designed and developed to facilitate scalable saliva processing and improve biomarker isolation. Finally, a computational framework leveraging spline regression was applied to longitudinal salivary transcriptomic data, enabling the identification of temporally regulated genes and underscoring saliva’s potential for dynamic health monitoring. Collectively, this work contributes new tools and methodologies that strengthen the foundation of saliva-based diagnostics, broadening its applications in precision medicine and beyond.

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Publication Details

Journal
Caltech Library
Published
2025-05-01
DOI
https://doi.org/10.7907/8wdh-5v36
Primary Topic
Salivary Gland Disorders and Functions
Type
article
Field-Weighted Citation Impact
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article

Engineering and Computational Tools for Salivary Biomedicine

Caltech Library
Salivary Gland Disorders and Functions
article

Engineering and Computational Tools for Salivary Biomedicine

article en

Abstract

Saliva is emerging as a powerful biofluid for noninvasive diagnostics, offering a window into human health through its diverse biomolecular composition. This dissertation advances the field of salivary biomedicine by addressing critical challenges in saliva collection, processing, and analysis. First, a comparative analysis of five saliva collection devices highlighted key usability factors, informing the development of SalivaStraw--a novel device designed to improve collection efficiency and minimize leakage. Next, colosseum, a low-cost, open-source fraction collector, was designed and developed to facilitate scalable saliva processing and improve biomarker isolation. Finally, a computational framework leveraging spline regression was applied to longitudinal salivary transcriptomic data, enabling the identification of temporally regulated genes and underscoring saliva’s potential for dynamic health monitoring. Collectively, this work contributes new tools and methodologies that strengthen the foundation of saliva-based diagnostics, broadening its applications in precision medicine and beyond.

Caltech Library
California Institute of Technology (US)
Openalex Percentile: Top 45%
Salivary Gland Disorders and Functions
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Engineering and Computational Tools for Salivary Biomedicine · Caltech Library (2025) | TGRS Research Map | TGRS