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Molecular Events Defining Human Clonal Hematopoiesis at Single Cell Resolution

2016· article· en· W2757476094 on OpenAlexaff
John E. Dick

Bibliographic record

VenueBlood · 2016
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicSingle-cell and spatial transcriptomics
Canadian institutionsUniversity Health Network
Fundersnot available
KeywordsProgenitor cellBiologyHaematopoiesisStem cellMyeloidImmunologyCell biologyMegakaryocyteLymphopoiesisMultipotent Stem Cell

Abstract

fetched live from OpenAlex

For decades, hematopoiesis has been described as a cellular hierarchy maintained by self-renewing hematopoietic stem cells (HSCs) that proceed through a series of multipotent, oligopotent and then unipotent progenitors to make blood. This can be regarded as the standard "textbook" model that is widely used as the basis to interpret molecular regulatory processes, disease processes, and develop therapeutic approaches. The presence of oligopotent intermediates is crucial to the model since they define the path from multipotent cells to unipotent cells. Common myeloid progenitors (CMPs) represent the critical oligopotent progenitor from which all My (defined as granulocyte/monocyte), erythroid (Er), and megakaryocyte (Mk) cells arise. Although the standard model is still used extensively as an operational paradigm, further cell purification and functional clonal assays have led to key revisions of the model. Through the development of more efficient assays to monitor My and lymphoid fates in single cell stromal assays and an improved sorting scheme, we previously identified human multilymphoid progenitors (MLP) as the earliest lymphoid differentiation precursor with concomitant lymphoid (T, B, NK) and myelomonocytic potential, rather than common lymphoid progenitors (CLP) (Doulatov et al, Nature Immunology 2010). Murine studies came to the same conclusion. These results raise the question of whether the opposite arm of this lineage split (My, Er, and Mk fate) is also more complex than previously thought. Indeed strong evidence has emerged from murine studies for revision to the view of murine My-Mk-Er lineage development. Until recently considerable uncertainty remained concerning the myelo-erythroid branch of human hematopoiesis. Through a novel cell-sorting scheme and a more sensitive assay to assess multilineage My, Er, and Mk fate potential contemporaneously from single cells we have provided a new framework to understand normal and disease states of human hematopoiesis (Notta et al Science 2016). These studies suggest that oligopotent progenitors are a negligible component of the human hematopoietic hierarchy of adult bone marrow. Rather, multipotent cells differentiate into unipotent cells of the My-Er-Mk lineages directly support the concept of a 'two-tier' human blood hierarchy composed of two-tiers: a top-tier containing multipotent cells such as HSCs and MPPs, and a bottom-tier composed of progenitors committed directly to My, Er, or Mk lineages. Second, the blood hierarchy is not identical across development. In human fetal liver (FL), oligopotent progenitors with My-Er-Mk and Er-Mk activity were a prominent component of the hierarchy. By contrast, the adult bone marrow (BM) was dominated by unilineage progenitors with primarily My or Er potential. Finally, our study has documented multiple origins of where Mk cells arise. We found that Mk branching differs in FL and BM. In FL, Mk progenitors were enriched, but not restricted, to the stem cell compartment; while in BM, Mk fate was closely tied to multipotent cells. This result fits the two-tier model of adult hematopoiesis since branching of Mk occurs in the top tier, at the level of HSC/MPPs. To gain a deeper understanding of the molecular basis for the two tier hierarchy, we have undertaken low cell input RNA sequencing, Enhanced Reduced Representation Bisulfite Sequencing (ERRBS), and ATAC-seq to provide a comprehensive transcriptional and epigenetic roadmap of human HSPC across development. References:Doulatov, S., Notta, F., Eppert, K. et al.Revised map of the human progenitor hierarchy shows the origin of macrophages and dendritic cells in early lymphoid development. Nature Immunology. 2010. 11, 585-593. 2. Notta, F., Zandi, S., Takayama N., et al. Distinct routes of lineage development reshape the human blood hierarchy across ontogeny. Science. 2016. 351, 176- 184. Disclosures No relevant conflicts of interest to declare.

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How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.011
GPT teacher head0.212
Teacher spread0.201 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2016
Admission routes1
Has abstractyes

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