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Deep Phenotypic Characterization of Primitive Stem and Progenitor Compartments Reveals the Cellular Architecture of Aplastic Anemia.

2012· article· en· W2536093755 on OpenAlexaff
Sasan Zandi, Faiyaz Notta, Stephanie M. Dobson, Hongbing Li, Yigal Dror, John E. Dick

Bibliographic record

VenueBlood · 2012
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicSingle-cell and spatial transcriptomics
Canadian institutionsHospital for Sick ChildrenPrincess Margaret Cancer CentreUniversity of Toronto
Fundersnot available
KeywordsAplastic anemiaProgenitor cellStem cellBiologyMyeloidHaematopoiesisCD38CD34ImmunologyMyelodysplastic syndromesProgenitorCancer researchBone marrowCell biology

Abstract

fetched live from OpenAlex

Abstract Abstract 2370 Aplastic anemia (AA) encompasses a spectrum of marrow failure disorders that include paroxysmal nocturnal hematuria (PNH), myelodysplastic syndrom (MDS) and acute myeloid leukemia (AML). Despite advances in therapy, approximately a tenth of patients will evolve to severe MDS or AML. A major unresolved question is the nature of the initiating cell that eventually expands during the aplastic phase and gives rise to secondary disease. A critical first step to approach this problem is to characterize the primitive stem and progenitor compartment in AA, taking advantage of the recent advances in phenotypic profiling of primitive human hematopoiesis (Doulatov et al Cell Stem Cell 2012). To this end, we established a 12-parameter flow-sorting scheme for deep phenotypic characterization of the CD34 compartment in AA patients that we used to quantify the gains and losses of all major cellular entities during the aplastic phase. These studies represent the first comprehensive analysis of AA. In 7 out of 10 patients, the proportion of mature myeloid, B cells and NK cells was reduced by greater than 5 fold, whereas the percentage of T cells remained indistinguishable against controls. Within the CD34+CD38-primitive progenitor compartment, the relative number of CD38-CD90+CD45RA- hematopoietic stem cells (HSC) and multipotent progenitors (MPP) reduced. The CD34+CD38+ progenitor populations including common myeloid progenitors (CMP) and megakaryocyte erythroid progenitors (MEP) were either dramatically reduced (>5 fold) or virtually undetectable. Although we hypothesized that absence of phenotypic HSC would result in the absence of its immediate downstream progeny, this was not the case in most of patients. Within the CD34+CD38+ progenitor compartment, MEPs were the most affected population compare to CMPs or GMPs in more than 80% of cases. Interestingly we noticed in 8 of 12 patients, the proportion of granulocyte macrophage progenitors (GMP), defined by FLT3 and CD45RA expression, was unperturbed. To validate whether GMPs from AA patients were functional, we measured the in vitro colony forming capacity of GMP sorted populations. Clonal analyses of these cells in methylcellulose culture showed that these cells have similar potentials and cloning efficiency as normal donor cells. Cloning frequency, size of the clones and number of clones generated in methylcellulose and morphology was also comparable between GMPs from patients and normal donors. We then asked whether these GMPs are the result of a clonal expansion using mitochondrial DNA (MtDNA) analysis. This assay assesses the mutation rate of the D loop region of MtDNA from clones derived from single GMP cells from a patient or healthy donor to gain insight into the diversity within the clones. Our preliminary data suggest that the aplastic anemia GMPs share a closer ancestry compare to GMPs from healthy donor. The in depth quantification of the CD34+ compartment in AA patients that our study provides has directly established that phenotypically defined HSC are profoundly reduced, and this loss has a subsequent impact on downstream components of the hematopoietic hierarchy. The impact of HSC depletion is not a universal loss of progenitors, some progenitors can become overrepresented. Despite the small scale of this study, the overrepresentation of GMP versus other myeloid progenitors in patients with limited clonal heterogeneity suggests that GMP may be a potential candidate for the initiating cell that eventually evolves to MDS or AML. Disclosures: No relevant conflicts of interest to declare.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

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)0.000
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 score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.010
GPT teacher head0.199
Teacher spread0.189 · 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
Published2012
Admission routes1
Has abstractyes

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