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Establishing a human bone marrow single cell reference atlas to study ageing and diseases
Nicole Yee Shin Lee1, Mengwei Li1, Kok Siong Ang1
1Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (ASTAR), Singapore, Singapore.
Frontiers in Immunology
|April 3, 2023
Summary
This study created a healthy human bone marrow atlas from single-cell data, revealing age-related immune cell changes and enabling disease identification.
Area of Science:
- Immunology
- Hematology
- Computational Biology
Background:
- Human bone marrow aging is linked to immune decline, increasing elderly vulnerability to diseases.
- A comprehensive reference atlas is needed to understand age-related immunological shifts and identify abnormal cell states.
Purpose of the Study:
- To construct a healthy human bone marrow atlas using single-cell transcriptomic data.
- To characterize age-associated changes in bone marrow cell populations and gene expression.
- To develop a machine learning model for predicting biological age and identifying abnormal cell states in diseases.
Main Methods:
- Collected and analyzed single-cell transcriptomic data from 145 healthy human bone marrow samples (ages 2-84).
- Constructed a bone marrow atlas with 673,750 cells and 54 annotated cell types.
- Developed cell type-specific aging gene signatures and a machine learning model for biological age prediction.
Main Results:
- Identified significant age-associated changes in lymphoid lineage cells, including naive CD8+ T cell shrinkage and effector/memory CD4+ T cell increase.
- Observed an age-correlated decline in common lymphoid progenitors, consistent with myeloid skew in the elderly.
- Successfully identified abnormal plasma cells and erythroblasts in multiple myeloma, and abnormal cells in acute myeloid leukemia.
Conclusions:
- The developed healthy bone marrow atlas serves as a valuable reference for studying bone marrow aging and related diseases.
- The atlas facilitates the identification and investigation of abnormal cell states by mapping disease samples.
- This resource can be mined for novel discoveries in hematopoiesis and age-related immune function.
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