Recent advancements in stem cell research have provided significant insights into the development and differentiation processes of various stem cell types. A comprehensive multi-omic atlas of human embryonic skeletal development was established, revealing the intricate cell states and epigenetic processes involved in the differentiation of progenitor cells during bone and joint formation. This study utilized paired transcriptional and epigenetic profiling of approximately 336,000 nucleus droplets, alongside spatial transcriptomics, to map the developmental stages between 5 and 11 weeks post-conception (ref: To doi.org/10.1038/s41586-024-08189-z/). In parallel, an integrated transcriptomic cell atlas of human neural organoids was created, encompassing 36 single-cell transcriptomic datasets from 26 protocols, which collectively included over 1.7 million cells. This atlas aims to address the variability in organoid fidelity and coverage of human brain regions, thereby enhancing the understanding of brain development and disease (ref: He doi.org/10.1038/s41586-024-08172-8/). Furthermore, research on lipidated ApoE-receptor interactions has highlighted the protective mechanisms against neurodegeneration, particularly in the context of Alzheimer's disease, emphasizing the role of different ApoE isoforms in lipid uptake and lysosomal pathology (ref: Guo doi.org/10.1016/j.cell.2024.10.027/). These findings collectively underscore the complexity of stem cell differentiation and the potential for targeted therapeutic strategies in neurodegenerative diseases.