Debugging lung diseases: applying mathematical techniques for precision medicine on the pulmonary microbiome through modelling, data integration and machine learning

• Main Author: Jayanth Kumar Narayana
• Other Authors: Sanjay Haresh Chotirmall
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Mathematical Sciences; Medicine, Health and Life Sciences; Microbiome; Data integration; Lung diseases; Machine learning; Metagenomics
• Online Access: https://hdl.handle.net/10356/173817
• Institution: Nanyang Technological University

Background: The pulmonary microbiome plays a crucial role in chronic respi- ratory diseases. However, the translation of mathematical approaches for clinical value remains limited. This thesis aims to bridge the gap between mathematical techniques and clinical sciences to explore the potential of th...