Uncovering perturbations in human hematopoiesis associated with healthy aging and myeloid malignancies at single cell resolution
Marina Ainciburu 1 , Teresa Ezponda 1 , Nerea Berastegui 1 , Ana Alfonso-Pierola 2 , Amaia Vilas-Zornoza 1 , Patxi San Martin-Uriz 1 , Diego Alignani 3 , Jose Lamo de Espinosa 2 , Mikel San Julian 2 , Tamara Jiménez Solas 4 , Felix Lopez 4 , Sandra Muntion 4 , Fermin Sanchez-Guijo 4 , Antonieta Molero 5 , Julia Montoro 5 , Guillermo Serrano 6 , Aintzane Diaz-Mazkiaran 6 , Miren Lasaga 7 , David Gomez-Cabrero 7 , Maria Diez-Campelo 4 , David Valcarcel 5 , Mikel Hernaez 6 , Juan Pablo Romero 1 , Felipe Prosper 2
Early hematopoiesis is a continuous process in which hematopoietic stem and progenitor cells (HSPCs) gradually differentiate toward specific lineages.
Aging and myeloid malignant transformation are characterized by changes in the composition and regulation of HSPCs. In this study, we used single cell RNA sequencing (scRNAseq) to characterize an enriched population of human hematopoietic stem and progenitor cells (HSPCs) obtained from young and elderly healthy individuals.
Based on their transcriptional profile, we identified changes in the proportions of progenitor compartments during aging, and differences in their functionality, as evidenced by gene set enrichment analysis. Trajectory inference revealed that altered gene expression dynamics accompanied cell differentiation, which could explain age-associated changes in hematopoiesis.
Next, we focused on key regulators of transcription by constructing gene regulatory networks and detected regulons that were specifically active in elderly individuals. Using previous findings in healthy cells as a reference, we analyzed scRNA-seq data obtained from patients with myelodysplastic syndrome (MDS) and detected specific alterations of the expression dynamics of genes involved in erythroid differentiation in all patients with MDS such as TRIB2.
In addition, the comparison between transcriptional programs and gene regulatory networks (GRN) regulating normal HSPCs and MDS HSPCs allowed identification of regulons that were specifically active in MDS cases such as SMAD1, HOXA6, POU2F2 and RUNX1 suggesting a role of these TF in the pathogenesis of the disease.
In summary, we demonstrate that the combination of single cell technologies with computational analysis tools enable the study of a variety of cellular mechanisms involved in complex biological systems such as early hematopoiesis and can be used to dissect perturbed differentiation trajectories associated with perturbations such as aging and malignant transformation.
Furthermore, the identification of abnormal regulatory mechanisms associated with myeloid malignancies could be exploited for personalized therapeutic approaches in individual patients.