Spatial Mapping of Human Hematopoiesis at Single Cell Resolution Reveals Aging-Associated Topographic Remodeling.
Aleksandr SarachakovArina VarlamovaViktor SvelolkinMargarita PolyakovaItzel ValenciaCaitlin UnkenholzTania PannelliniIlia GalkinPavel OvcharovDmitry TabakovEkaterina PostovalovaNara ShinIsha SethiAlexander V BagaevTomer ItkinGenevieve M CraneMichael J KlukJulia T GeyerGiorgio Ga InghiramiSanjay S PatelPublished in: Blood (2023)
The spatial anatomy of hematopoiesis in bone marrow has been extensively studied in mice and other preclinical models, but technical challenges have precluded a commensurate exploration in humans. Institutional pathology archives contain thousands of paraffinized bone marrow core biopsy tissue specimens, providing a rich resource for studying the intact human bone marrow topography in a variety of physiologic states. Thus, we developed an end-to-end pipeline involving multiparameter whole tissue staining, in situ imaging at single-cell resolution, and artificial intelligence (AI)-based digital Whole Slide Image (WSI) analysis, and then applied it to a cohort of disease-free samples to survey alterations in the hematopoietic topography associated with aging. Our data indicate heterogeneity in marrow adipose tissue (MAT) content within each age group, and an inverse correlation between MAT content and proportions of early myeloid and erythroid precursors, irrespective of age. We identify consistent endosteal and perivascular positioning of hematopoietic stem and progenitor cells (HSPCs) with medullary localization of more differentiated elements and, importantly, uncover new evidence of aging-associated changes in cellular and vascular morphologies, microarchitectural alterations suggestive of foci with increased lymphocytes, and diminution of a potentially active megakaryocytic niche. Overall, our findings suggest that there is topographic remodeling of human hematopoiesis associated with aging. More generally, we demonstrate the potential to deeply unravel the spatial biology of normal and pathologic human bone marrow states using intact archival tissue specimens.
Keyphrases
- bone marrow
- artificial intelligence
- endothelial cells
- single cell
- mesenchymal stem cells
- adipose tissue
- induced pluripotent stem cells
- deep learning
- high resolution
- pluripotent stem cells
- big data
- rna seq
- squamous cell carcinoma
- risk assessment
- acute myeloid leukemia
- stem cells
- cross sectional
- high throughput
- neoadjuvant chemotherapy
- mass spectrometry
- immune response
- skeletal muscle
- insulin resistance
- lymph node
- high fat diet
- cell therapy
- peripheral blood
- fine needle aspiration
- rectal cancer