Tipatet, Kevin SaruniHanna, KatieDavison-Gates, LiamKerst, MarioDownes, Andrew2025-10-032025-01Tipatet, K S, Hanna, K, Davison-Gates, L, Kerst, M & Downes, A 2025, 'Subtype-Specific Detection in Stage Ia Breast Cancer : Integrating Raman Spectroscopy, Machine Learning, and Liquid Biopsy for Personalised Diagnostics', Journal of Biophotonics, vol. 18, no. 1, e202400427. https://doi.org/10.1002/jbio.2024004271864-063XORCID: /0000-0001-8348-2399/work/181279405https://hdl.handle.net/2164/26150Acknowledgments We extend our sincere gratitude to Northern Ireland Biobank and Breast Cancer Now Tissue Bank for providing the invaluable samples that were essential for our study. Their contributions have significantly facilitated our research, enabling us to achieve meaningful insights and advancements in the field. Without their support, this work would not have been possible.91149831engSDG 3 - Good Health and Well-beingbreast cancer subtypingearly detectionliquid biopsymachine learningpersonalised cancer careRaman spectroscopyRC0254 Neoplasms. Tumors. Oncology (including Cancer)General ChemistryGeneral Materials ScienceGeneral Biochemistry,Genetics and Molecular BiologyGeneral EngineeringGeneral Physics and AstronomySupplementary DataDASSupplementary InformationRC0254Journal article10.1002/jbio.202400427https://www.scopus.com/pages/publications/85210178831