Snyder J et al., Proceedings of the National Academy of Sciences (PNAS) - Longitudinal VAF measurements from 67 JAK2V617F-positive participants in the Danish GESUS study were analyzed with a Moran-process stem cell model and ABC-SMC to infer per-individual self-renewal advantages and assess prognostic value for MPN progression. Key terms: JAK2V617F, clonal hematopoiesis, Moran model, myeloproliferative neoplasms, mathematical modeling.
Study Highlights:
The study follows 67 individuals from the GESUS cohort with >1% JAK2V617F VAF and multiple follow-up measurements over >10 years. A Moran-process model at the HSC level fitted by ABC-SMC reproduced longitudinal VAF trajectories for 66 of 67 subjects and yielded per-individual estimates of the mutant self-renewal advantage s. Results show heterogeneity: ~70% of subjects had a statistically positive s, ~18% had a negative s, and ~12% were neutral, indicating many carriers show no expansion or even contraction. The fitted model can predict future VAF evolution for most subjects but s alone is not a perfect predictor of MPN diagnosis.
Conclusion:
A stem-cell Moran-process model explains longitudinal JAK2V617F VAF dynamics in most GESUS participants; inferred selective advantage varies widely, correlates with—but does not fully predict—MPN diagnosis, supporting individualized monitoring and further study of non-VAF risk factors.
Music:
Enjoy the music based on this article at the end of the episode.
Article title:
Mathematical modeling of JAK2V617F clonal expansion in a general population cohort
First author:
Snyder J
Journal:
Proceedings of the National Academy of Sciences (PNAS)
DOI:
10.1073/pnas.2507773123
Reference:
Snyder J, Andersen M, Gudmand-Høyer J, et al. Mathematical modeling of JAK2V617F clonal expansion in a general population cohort. Proc Natl Acad Sci U.S.A. 2026;123:e2507773123. doi:10.1073/pnas.2507773123
License:
This episode is based on an open-access article published under the Creative Commons Attribution 4.0 International License (CC BY 4.0) – https://creativecommons.org/licenses/by/4.0/
Support:
Base by Base – Stripe donations: https://donate.stripe.com/7sY4gz71B2sN3RWac5gEg00
Official website https://basebybase.com
On PaperCast Base by Base you'll discover the latest in genomics, functional genomics, structural genomics, and proteomics.
Episode link: https://basebybase.com/episodes/base398-jak2v617f-moran
QC:
This episode was checked against the original article PDF and publication metadata for the episode release published on 2026-06-21.
QC Scope:
- article metadata and core scientific claims from the narration
- excludes analogies, intro/outro, and music
- transcript coverage: Substantively audited sections include background on JAK2V617F and MPN, Moran process model with carrying capacity and generation time, ABC-SMC inference of per-subject s, results breakdown (positive/neutral/negative s and 66/67 fit), link between s and MPN progression, inflammation/CRP and statin discussion, and limit
- transcript topics: JAK2V617F mutation and myeloproliferative neoplasms biology; Moran process model and stem cell carrying capacity; Inference of per-individual selective advantage (s) via ABC-SMC; VAF trajectories across individuals and fit to the model; Association between s and progression to MPN; imperfect prediction; Inflammation (CRP) and statins as modifiers of clonal dynamics
QC Summary:
- factual score: 10/10
- metadata score: 10/10
- supported core claims: 8
- claims flagged for review: 0
- metadata checks passed: 4
- metadata issues found: 0
Metadata Audited:
- article_doi
- article_title
- article_journal
- license
Factual Items Audited:
- 67 individuals with >1% JAK2V617F VAF in the GESUS cohort followed longitudinally over ~10 years
- A Moran process with fixed carrying capacity N ≈ 100,000 and generation time Tg ≈ 200 days
- Selective advantage s inferred per subject using ABC-SMC; distribution: ~47/67 positive, ~12/67 negative, ~8/67 neutral
- 66 of 67 subjects' data fall within the central 95% of model trajectories
- 37 of 67 subjects progressed to overt MPN; higher average s associated with progression but not perfectly predictive
- Inflammation (CRP) differences between CH and MPN groups; statins may reduce systemic inflammation and modulate clonal advantage
QC result: Pass.
Fler avsnitt av Base by Base
Visa alla avsnitt av Base by BaseBase by Base med Gustavo Barra finns tillgänglig på flera plattformar. Informationen på denna sida kommer från offentliga podd-flöden.
