D Y L Leung, C T Lee, S Y J Chu, F Ng, P Wen, J Fan, D S K Cheung, L Seto Nielsen, S Guruge, J Wong
Chinese family care partners of older adults in Canada have grit: A qualitative study
Journal of advanced nursing
cell therapy using proliferating human hepatocytes prolihhs effective treatment approach advanced liver diseases however rapid accurate identification highquality prolihhs different donors challenging due individual heterogeneity developed machine learning framework integrate singlecell raman spectroscopy multiple donors identify different stages prolihhs repository 14000 raman spectra consisting primary human hepatocytes phhs different passages prolihhs six donors generated using sliding window algorithm potential biomarkers distinguishing different cell stages identified differential analysis leveraging machine learning models accurate classification cell stages achieved withindonor crossdonor prediction tasks furthermore study assessed relationship donor cell numbers impact prediction accuracy facilitating improved quality control design similar workflow also extended encompass cell types