HemaSphere
○ Wiley
Preprints posted in the last 7 days, ranked by how well they match HemaSphere's content profile, based on 16 papers previously published here. The average preprint has a 0.01% match score for this journal, so anything above that is already an above-average fit.
Struyf, N.; Hartmanis, L.; Rico Pizarro, L.; Österroos, A.; Bohlin, A.; Bengtzen, S.; Lehmann, S.; Kallioniemi, O.; Erkers, T.
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While therapy resistance in acute myeloid leukemia (AML) is often attributed to leukemic stem cells (LSCs), their functional properties are not fully captured by their well-established genetic landscape and cell lineage transcriptional programs. Here, we explore AML cell states and their associations to drug response and systemic immune context. We performed integrated single-cell transcriptomics and immunophenotyping on diagnostic AML samples (n=6) to define transcriptional cell state gene signatures. These were projected onto bulk RNA-seq data from 448 AML patients to assess associations with drug sensitivity, plasma proteomics, clinical features, and established prognostic scores. Longitudinal single-cell data from external cohorts and cell-cell communication analyses were used to examine treatment dynamics and microenvironmental signaling. We defined nine AML cell states, including progenitor-like, stromal-like, antigen-presenting, and monocytic programs. Stemness features were distributed across multiple states, with lymphoid-primed and stress-adapted progenitors showing the strongest alignment with established stemness scores. Distinct drug sensitivities emerged, including cell cycle checkpoint inhibitor sensitivity in stress-adapted progenitors and kinase inhibitor sensitivity in cycling progenitors, alongside shared resistance to BH3 mimetics in monocytic states. Stress-adapted progenitors were associated with adverse clinical features and expanded following venetoclax-based therapy. Monocytic states acted as immunosuppressive hubs via TIGIT signaling, while stromal-associated states received niche-derived survival signals. Overall, we define a framework that associates AML cell states with stemness, drug response, and microenvironmental interactions. These findings highlight distributed stemness, state-specific vulnerabilities, and niche-driven resistance mechanisms, informing more precise therapeutic strategies in AML.
Hampton, H. R.; Pan, A.; Carnell, M.; Wang, B.; Shinko, D.; Kasherman, M.; Slapetova, I.; Joshi, S.; Nguyen, M. N. T.; Yan, F.; Davidson, S.; Choi, N. F. Y.; Wong, J. W. H.; Tedla, N.; Hiwase, D. K.; Tobiasson, M.; Polizzotto, M. N.; McGuire, H. M.; Abbas, H. A.; Javed, A.; Olivier, J.; Thoms, J. A. I.; Jolly, C. J.; Pimanda, J. E.
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Myelodysplastic syndromes (MDS) are driven by somatic mutations in hematopoietic stem and progenitor cells (HSPCs), leading to clonal expansion and ineffective hematopoiesis. Hypomethylating agents (HMAs; azacitidine or decitabine) are the standard of care for higher-risk MDS. However, their effects on the bone marrow (BM) microenvironment, and the extent to which these changes correlate with clinical response, remain poorly understood. We performed longitudinal analyses of BM aspirates, trephine biopsies, and peripheral blood samples from MDS patients treated with azacitidine in a clinical trial (NCT03493646), integrating CyTOF, 5' single-cell RNA and TCR sequencing, plasma proteomics, and multiplex immunofluorescence microscopy to characterize changes associated with azacitidine response. Clinical responders showed expansion of GzmBCD56CD8 T cells together with increased type I and type II interferon signaling within the T-cell compartment. Responders also exhibited marked alterations in circulating platelet- and myeloid-derived factors with the potential to remodel the BM niche. Spatial analyses revealed expansion of neighborhoods enriched for CXCL12-abundant reticular cells and CD8 T cells in responders, whereas HSPC-enriched neighborhoods were largely unchanged. In contrast, several HSPC-enriched neighborhoods expanded in non-responders. These microenvironmental changes were accompanied by evidence of enhanced myelopoiesis in clinical responders. Our findings support a model in which azacitidine response extends beyond direct effects on malignant hematopoietic cells to involve coordinated remodeling of the BM microenvironment which may be reinforced by platelet- and myeloid-derived signals that establish a feed-forward circuit promoting productive hematopoiesis.
Lubin, A.; Hockings, C.; Hoade, Y.; Copper, L.; Dace, P.; Hayes, E.; Tambaku, T.; Hill, M.; Bhamra, A.; Seinkmane, E.; Zhu, C.; Brown, H.; Nuttall Musson, E.; Thorpe, K.-J.; Chen, Z.; Chen, X.; Surinova, S.; Grebien, F.; Payne, E.
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Transcription factor CEBPA is mutated in 10-15% of acute myeloid leukaemia (AML), a haematopoietic malignancy with high mortality. CEBPA mutations show a distinct pattern, and most patients are biallelic, carrying both an in frame C-terminal mutation and a frameshift N-terminal mutation on opposing alleles. Rare N-terminal germline cases have 100% penetrance to AML, all with an acquired a C-terminal mutation. This suggests a selective pressure from one CEBPA mutation to develop another. Our zebrafish models faithfully recapitulate the human disease. All biallelic mutant combinations die by 4-6 weeks of age, with pre-leukaemic haematopoietic stem cell (HSC) expansion. C-terminal and N-terminal mutants show phenotypic differences in myeloid primed HSC and differences in the myeloid differentiation block. RNA-Seq identified differentially expressed genes in opposing vectors. We identified phosphatase receptor PTPRJ as a candidate driver of clonal selection, with knock-out of ptprja in our fish accelerating pre leukaemic expansion of HSC in C-terminal mutants, decelerating it in N-terminal mutants. Cebpa mutant murine cells exhibit changes in differentiation and a clonal advantage with loss of Ptprj, which perturbs key signalling pathways. Our data suggest that PTPRJ contributes to the mechanism of leukaemogenesis in CEBPA mutant AML by driving the selective pressure from each mutation to develop the other.
Schönung, M.; Türe, M.; Lajer, P.; Renders, S.; Rausch, T.; Steinicke, T. L.; Dolnik, A.; Sträng, E.; Oak, M. S.; Heilmann, J.; Roth, K.; Katzenstein, L.; Rohde, C.; Sollier, E.; Horak, P.; Sauer, T.; Strefford, J. C.; Duran-Ferrer, M.; Oakes, C. C.; Martin-Subero, J. I.; Germing, U.; Dworzak, M.; Catala, A.; Flotho, C.; Niemeyer, C. M.; Döhner, H.; Hovestadt, V.; Fröhling, S.; Schlenk, R. F.; Heidel, F. H.; Korbel, J.; Gerhäuser, C.; Hartmann, M.; Müller-Tidow, C.; Lutsik, P.; Hundemer, M.; Erlacher, M.; Bullinger, L.; Plass, C.; Lipka, D. B.
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Molecular testing in hematology requires different assays for disease subgroup identification, risk stratification and selection of appropriate treatment regimens. Yet, molecular tests are not necessarily standardized between diagnostic laboratories, resulting in varying turnaround times and potentially divergent results. To resolve this issue and enable single-assay molecular testing, we have developed a hierarchical classification framework that combines epigenetic and genetic data from whole genome nanopore sequencing (WGNS) with machine learning to determine disease entities, epigenetic subgroups (epitypes) and genetic aberrations in hematopoietic neoplasms. We curated DNA methylation data from 5,420 samples and trained a classifier allowing entity-level diagnostics featuring 21 conditions, including healthy controls, acute and chronic myeloid and lymphoid neoplasms. This classifier was subsequently combined with entity-specific epitype classifiers predicting 44 therapeutically or prognostically relevant states, followed by integration of genetic data. Benchmarking of the combined (epi-)genetic testing strategy using WGNS confirmed high accuracy in the detection of diagnostic groups and risk stratification, and identified diagnosis-defining molecular alterations that were not reported by standard-of-care work-up.
Rontauroli, S.; Carretta, C.; Bertesi, M.; Parenti, S.; Benati, D.; Maccaferri, M.; Ferrari, T.; Malerba, M.; Neroni, A.; Papa, E.; Norfo, R.; Mirabile, M.; Tavernari, L.; Tombari, C.; Guglielmelli, P.; Recchia, A.; Potenza, L.; Maffei, R.; Tagliafico, E.; Luppi, M.; Vannucchi, A. M.; Manfredini, R.
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Myelofibrosis (MF) originates from the stepwise acquisition of somatic mutations in Hematopoietic Stem and Progenitor Cells (HSPCs). Alongside driver events triggering JAK-STAT pathway hyperactivation, several additional mutations, usually affecting the epigenetic machinery, contribute defining therapeutic response. Specifically, JAK-inhibition (JAKi) relieves MF symptoms but rarely eradicates the neoplastic clone. To elucidate clonal dynamics associated with JAKi, we conducted a longitudinal single-cell proteogenomic study on 6 responders and 6 non-responders MF patients. Mutational analysis revealed that the mutation acquisition order determines JAKi sensitivity. Indeed, driver-only clones are highly sensitive to JAKi, while co-mutated clones persist after treatment. JAKi response is mainly limited to the differentiated myeloid compartment, while mutant HSPCs are often maintained in JAKi-responders. Co-mutated clones may evade JAKi and outcompete other neoplastic cell populations, thus contributing to disease persistence.
Moir-Meyer, G.; Sertori, R.; Bennett, C.; Pal, M.; Pettikiriarachchi, A.; Hughes, J.; Drakesmith, H.; Davies, J. O. J.; Downes, D. J.; Gosden, M. E.; Badat, M.; Clucas, D.; Babbs, C.; Kurita, R.; Li-Wai-Suen, C. S. N.; Garnham, A. L.; Benetti, N.; Iminitoff, M.; Cameron, T.; Blewitt, M.; Pasricha, S.-R.
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Erythroferrone (ERFE) is an erythroblast-secreted hormone that suppresses hepatic hepcidin expression to increase iron availability for erythropoiesis, ensuring recovery from anaemia. ERFE excess drives iron overload in disorders of ineffective erythropoiesis. Despite its pivotal role in systemic iron homeostasis and diseases of erythropoiesis, ERFEs molecular regulation has remained undefined. Here, we applied a genomic approach to characterise the molecular mechanisms governing ERFE expression. Using the HUDEP-2 human erythroid progenitor model, integrative ATAC-seq, CUT&RUN and micro capture-C analysis we identified a stage-specific accessible chromatin region within the ERFE 3 UTR that interacts with the promotor. We also identified enhancer-associated chromatin marks including H3K4me1 and H3K27ac in this region, and demonstrate that this cis-regulatory element is bound by key erythroid transcription factors KLF1, GATA1, TAL1 and STAT5. Functional dissection using CRISPR-Cas9-mediated deletion of the central 3 UTR enhancer element led to marked reduction in ERFE mRNA expression, and we show a corresponding reduction in nascent mRNA, confirming a key role for this region in transcriptional regulation. We define the transcriptional regulatory mechanism by which maturing human erythroblasts activate ERFE, the endocrine signal that coordinates erythropoietic demand with systemic iron mobilisation.
Rogne, T.; Wang, R.; Wang, P.; Chen, K.; Ma, S.; Warren, J. L.; Metayer, C.; Wiemels, J. L.; DeWan, A.; Ma, X.
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Background: High ambient temperature in early pregnancy has been linked to an increased risk of childhood acute lymphoblastic leukemia (ALL). To better understand biological mechanisms, the current study evaluated potential interaction between temperature and genetic characteristics. Methods: We used data from California birth records (1982-2008) and California Cancer Registry (1988-2011) to identify ALL cases (n=3,353) diagnosed <=14 years of age and non-cancer controls (n=3,530) matched 1:1 on sex, race, ethnicity, and birth year and month. Weekly ambient temperatures throughout pregnancy were assessed on a 1-km grid around the birth address, while genetic data were available from a genome-wide association study using neonatal blood spots. We evaluated the association between ambient temperature and ALL risk by quartiles of established genetic risk score for ALL. Next, we formally tested gene-temperature interactions in the association with ALL, correcting for multiple testing, for genes previously identified with epigenetic changes due to both temperature and ALL. All analyses were adjusted for potential confounders. Results: The elevated risk of ALL per 5 degrees C increase of weekly mean ambient temperature, confined to early pregnancy, was more pronounced among children with the lowest genetic susceptibility to ALL, especially among Latino children (first quartile: odds ratio [OR] = 1.50, 95% confidence interval [CI]: 1.14-1.97); fourth quartile: OR=1.03, 95% CI: 0.83-1.28). There were significant interactions (p<0.002) between ambient temperature and polymorphisms in BNC1 among non-Latino White children, and suggestive interactions (p<0.05) with TBPL2 and NRXN1 in the full population. Conclusions: Our findings suggest that there may be interactions between ambient temperature in early pregnancy and offspring genotype in the risk of childhood ALL. Impact: If replicated, these findings could help elucidate the biological mechanisms linking high ambient temperature in early pregnancy and the risk of childhood ALL.
Azar-Koussa, C.; Sakran, M.; Rahamim, E.; Prabhu, A. V.; Salem, S.; Ben-David-Naim, M.; Heinberg, A.; Siegfried, Z.; Zimran, E.; Levanon, E. Y.; Granot, Z. Y.; Karni, R.
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Recurrent mutations in spliceosomal genes are a hallmark of myeloid malignancies, with SF3B1, SRSF2, U2AF1 and ZRSR2 among the most frequently affected. These alterations are typically heterozygous, mutually exclusive missense mutations targeting highly conserved residues, reflecting a selective pressure to maintain a dysregulated yet essential splicing machinery. This constraint suggests that leukemic cells remain dependent on residual splicing activity, exposing a potential therapeutic vulnerability that extends beyond genetically defined subsets. For example, a previously developed therapeutic, Pladienolide B, is a potent cancer cell growth inhibitor targeting the SF3B1 subunit of the spliceosome. Here we present an RNA decoy- based strategy to disrupt 3' splice site recognition by competitively engaging components of the spliceosomal machinery. We engineered a chemically stabilized RNA decoy that mimics the 3' splice site (3'SS decoy), thereby sequestering proteins involved in 3' splice site recognition from endogenous pre-mRNA targets. Although the decoy is expected to engage multiple components of the 3' splice site recognition complex, U2AF1 was used as the primary molecular readout to assess target engagement and downstream effects. To enable intracellular delivery, decoys were encapsulated in lipid nanoparticles (LNPs), facilitating efficient uptake in leukemic systems. We show that LNP-encapsulated decoys are efficiently delivered into leukemic cells, including established cell lines and patient-derived blasts, and directly engage components of the splicing machinery. Decoy treatment induces widespread alterations in RNA splicing programs and impairs leukemic cell fitness in vitro. Importantly, systemic administration of the 3'SS decoy significantly reduces leukemia burden in an in vivo xenograft model. Notably, these effects are observed independently of spliceosomal mutational status, supporting a broader dependency of leukemic cells on intact splicing factor function. Together, our findings establish decoy-mediated disruption of splicing factor activity as a mechanistically targeted therapeutic strategy and identify LNPs as an effective platform for the delivery of RNA-based modulators of essential RNA-protein interactions in myeloid malignancies.
Li, X.; Jiang, X.; Dong, Q.; Wu, J.; Li, Y.; Zhang, Y.; Zhong, L.
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Background: Multiple myeloma (MM) progression is accompanied by remodeling of the bone marrow immune microenvironment. Local interactions among malignant plasma cells, stromal cells, myeloid cells, and immune cells not only support tumor cell survival, expansion, and immune escape, but are also closely associated with disease progression, therapeutic response, and clinical prognosis. Moreover, T cell exhaustion is a common T cells dysfunction in MM and limited efficacy of T cell-targeting therapies. However, the in situ organization and clinical significance of exhausted T cells in MM patients bone marrow remain insufficiently understood. Methods: In this study, we analyzed bone marrow Xenium 5K spatial transcriptomics data from control (Ctrl), monoclonal gammopathy of undetermined significance (MGUS), smoldering myeloma (SM), and MM samples. After canonical multi-sample integration and celltype annotation, we used Gaussian mixture model (GMM)-based spatial partitioning, and multilayer perceptron (MLP) machine learning for systematic characterization the T cell microenvironment in MM bone marrow. Results: Our results showed that exhaustion-like T cells increased during MM progression and formed spatially discrete T cell-enriched regions in the bone marrow, which we defined as exhaustion-like bone marrow T cell islands (eBM-TIs). These niches were mainly characterized by enhanced T cell-plasma cell communication associated with upregulated Galectin signaling. Pseudobulk analysis further showed enhanced IFN-related signaling in eBM-TIs, accompanied by upregulation of CXCR3 ligands such as CXCL9 and CXCL10, suggesting that the IFN-CXCL9/10 axis may contribute to T cell chemotaxis, maintenance of chronic inflammation, and formation of exhaustion-like states. By transferring spatial niche labels to scRNA-seq cohorts with available clinical staging information using MLP, we further found that the proportion of eBM-TI-like T cells was associated with higher disease risk and unfavorable prognostic outcomes. Conclusions: In summary, this study identifies eBM-TIs as a spatial niche in the MM bone marrow. These niches represent an important immune unit linking chronic inflammation, T cell exhaustion, and clinical risk, and may serve as a potential biomarker of MM disease progression.
Amos, S. M.; Chen, C.-C.; Xiang, Y.; Motoyama, K.; Gonzalez-Robles, T.; Narendra, V.; Johnson, G.; Lee, H. T.; Ho, Y.-J.; Celikoyar, I.; Ye, Z.; Guo, S.; Glickman, C.; O'Hearn, N.; Sarkar, O.; Arroyo-Ortega, A.; Devine, T.; Pagano, M. J.; Ruggles, K.; Sanchez-Rivera, F. J.; Koehler, A. N.; Lowe, S. W.; Soto-Feliciano, Y. M.
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Chromatin regulation critically influences gene expression and cancer progression, yet the functions of chromatin adaptors remain incompletely defined. Using focused CRISPR screening, we identified TRIM28, a multi-domain chromatin adaptor, as a dependency in acute leukemia, where its depletion impaired leukemia cell proliferation in vitro and in vivo, while activating neutrophil differentiation programs. Integrative transcriptomic and chromatin profiling revealed that TRIM28 acts as a co-repressor of neutrophil-associated loci independently of H3K9 methylation, and that TRIM28 loss drives terminal differentiation of leukemia cells into functionally mature neutrophil-like cells with reduced leukemic potential. We developed a selective small-molecule TRIM28 inhibitor that binds the TRIM28 PHD-bromodomain, phenocopies TRIM28 loss across biochemical and cellular assays, exhibits low micromolar anti-leukemia activity, induces neutrophil differentiation, and synergizes with Menin inhibition. Together, these findings, spanning target discovery, mechanism of action, and chemical probe development, establish TRIM28 as a regulator of myeloid cell fate and a promising pro-differentiation therapeutic target in acute leukemia.
Atkins, O.; Hung, M. S.; Song, O.-R.; Chen, B.; Maybury, B.; Edmondson, C.; Tesson, B.; Huet, S.; Salles, G.; Howell, M.; Reinhardt, H. C.; Fitzgibbon, J.; Okosun, J.; Zhang, L.; Calado, D. P.
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Follicular lymphoma (FL) is an incurable, prototypical relapse-remitting cancer, implying the existence of therapy-persistent cells that survive frontline treatment and seed disease recurrence1-3. However, these persister cells remain difficult to study directly in patients because immediate post-treatment sampling is ethically and practically challenging. Using a genetically defined mouse model that allows sampling of persistent cells immediately after frontline R-CHOP therapy, we prospectively isolate and functionally define relapse-founding cancer persister cells (CPC). The CPC is an IgM memory-like B-cell with high germinal center re-entry capacity. This state represents a discrete component of a heterogeneous residual pool indicating that residual disease is polytypic and that relapse potential may depend on which cells persist rather than on residual tumour burden alone. By integrating mouse CPC with human FL datasets, we show that an analogous transcriptional programme is detectable at diagnosis and is enriched in patients with inferior clinical outcome across independent cohorts4,5. These findings support the concept that relapse risk is linked to a conserved, genotype-agnostic CPC programme present before therapy. To explore therapeutic vulnerabilities, we developed a scalable in-vitro platform that models the CPC-like state and used it to identify sensitivity to histone deacetylase inhibition. Romidepsin and panobinostat killed CPC-like cells in-vitro, and decreased therapy-persistent cells after R-CHOP treatment in-vivo and in patient-derived organoids. Together, these data define a tractable CPC state in FL, with a validated clinical readout and an immediately testable therapeutic entry point, opening CPC-directed strategies for durable FL control.
Scalisi, G.; Sakkal, A.; Lacombe, L.; Sarnari, F.; Rouillon, M.; Rosiello, M.; Tachtsidi, A.; Galbiati, P.; Corre, G.; Oustelandt, J.; Pavani, G.; Laurent, M.; Firth, M.; As, M.; Maresca, M.; Peyron, I.; Lenting, P. J.; Galy, A.; Miccio, A.; Amendola, M.
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Ex vivo genome editing of human hematopoietic stem and progenitor cells (HSPCs) requires targeted integration strategies that support large therapeutic DNA payloads while preserving stem cell fitness. Although CRISPR/Cas9-mediated homology-directed repair using AAV donors is effective, it is constrained by limited cargo capacity and adverse effects on long-term HSPCs function. Integrase-defective lentiviral vectors (IDLVs) offer an alternative donor platform, yet their precise and controlled genomic integration remains inefficient. Here, we describe TILV (Targeted Integration of Lentiviral Vector), a CRISPR-assisted knock-in strategy that exploits Cas9-mediated linearization of episomal IDLV DNA to expose a single homology arm and engage homology-mediated end-joining repair pathways. TILV enables precise, directional and seamless integration of transgenes in multiple loci, enabling constitutive or physiological expression. Using single-cell clonal analyses and targeted long-read sequencing, we define the molecular features of TILV-mediated integration and demonstrate preferential use of CRISPR-linearized episomal substrates. TILV supports accurate insertion of large therapeutic transgenes, without compromising HSPC viability or multilineage potential. We further show that transient modulation of DNA repair pathway, in combination with extended homology arms, enhances integration efficiency and junctional precision. Importantly, optimized TILV enables targeted integration in phenotypically defined long-term HSPCs, highlighting its potential for scalable and durable gene therapy.
Zhang, L.; Hung, M. S.; Atkins, O.; Artemov, P.; Sochon, A.; Boulat, V.; Kashkar, H.; Reinhardt, H. C.; Fitzgibbon, J.; Okosun, J.; Calado, D. P.
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Germinal centers (GCs) support physiological B-cell mutagenesis and are considered lymphoma-permissive; nevertheless, lymphoma development is uncommon. Human in situ follicular neoplasia (ISFN) captures this paradox: premalignant B-cells can persist within GCs for prolonged periods without progressing to overt lymphoma. We found that human ISFN, but not normal GCs, are infiltrated by CD8 T-cells, suggesting that premalignant GC B-cells are locally immune-surveilled. Using mouse models that separate early premalignant fitness from lymphoma-associated evolution, we show that fitness-enhanced premalignant GC B-cells expand transiently but are selectively eliminated by infiltrating cytotoxic CD8 T-cells, while normal GC B-cells are spared. By contrast, evolved premalignant GC B-cells retain their fitness but disable productive CD8 T-cell cytotoxic differentiation, allowing persistence and lymphoma-like transcriptional and genomic evolution. These findings establish GCs as active immune-surveillance sites and show that progression from premalignancy to lymphoma requires both enhanced GC fitness and escape from local immune control. Key findingsGCs undergo active immune-surveillance to detect premalignant B-cells. Premalignant GC B-cells trigger cytotoxic CD8 T-cell responses. Lymphoma-associated evolution enables immune-escape within GCs. Fitness and immune-escape drive evolution from premalignancy to lymphoma. BlurbGerminal centers are considered lymphoma-permissive; however, progression from premalignancy is uncommon. Using models of human in situ follicular neoplasia, Zhang et al. demonstrate that infiltrating CD8 T-cells actively eliminate premalignant GC B-cells. Co-occurrence of lymphoma-like alterations blocks this cytotoxic T-cell response, driving immune escape and lymphoma evolution.
Khan, M. A.; Ayub, U.; Jajja, S. A.; Anjum, M. U.; Warraich, K.; Jain, P.; Oberoi, J. K.; Al Abbas, M.; Sadiq, M. H.; Sarfraz, M. U.; Huang, Z.; Riaz, I. B.; Palmer, J. M.
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Background. Diagnosis and risk stratification in rare hematologic malignancies such as myeloproliferative neoplasms (MPNs) - polycythemia vera (PV), essential thrombocythemia (ET), and myelofibrosis (MF) - require expert review of longitudinal, heterogeneous clinical records. This process is cognitively demanding, inconsistently applied, and difficult to scale beyond tertiary centers. No automated phenotyping workflow currently exists for hematologic malignancies. Methods. A HIPAA-compliant large language model (LLM) framework for phenotyping MPN was developed to integrate (i) rule-based retrieval of bone marrow biopsy reports, clinical notes, and structured laboratory results from the electronic health record (EHR); (ii) zero-shot extraction of diagnostic and prognostic variables from unstructured text using GPT-4 Turbo; (iii) a clinician-informed source-prioritization algorithm to reconcile conflicting multi-source data; (iv) WHO/ICC-criteria-based diagnostic classification; and (v) NCCN-based risk stratification using the conventional risk model for PV, IPSET-thrombosis for ET, and DIPSS, DIPSS-plus, and MIPSS70/MIPSS70+ v2 for MF. Patients were identified via MPN-related ICD-9/10 codes; cases met 2017 WHO criteria or had a hematologist-documented diagnosis, and controls did not. The cohort was split into a prompt-development set (n = 60) and a held-out test set (n = 450; 75 cases and 75 controls per disease). Ground truth was established by independent dual-clinician chart review with consensus adjudication. LLM performance was evaluated against the ground truth: variable-level extraction using accuracy, F1 score, and Cohen's kappa; patient-level diagnostic classification using sensitivity, specificity, and Cohen's kappa; and prognostic risk stratification (among confirmed cases) using accuracy, weighted F1 score, and quadratic-weighted Cohen's kappa. Wilson 95% confidence intervals (CIs) were used for proportions and bootstrap 95% CIs with 500 resamples for F1 scores. Results. The held-out test set included 450 patients (PV: 150; ET: 150; MF: 150) with pathology reports and structured laboratory results, and 172 patients (PV: 52; ET: 55; MF: 65) with clinical notes. From pathology reports, overall variable extraction accuracy and F1 score were 99% (95% CI, 98-100) and 1.00 (0.99-1.00) for PV, 100% (99-100) and 0.99 (0.96-1.00) for ET, and 100% (99-100) and 0.99 (0.97-1.00) for MF. From clinical notes, overall accuracy and F1 score were 96% (91-100) and 0.94 (0.85-1.00) for PV, 100% (100-100) and 1.00 (1.00-1.00) for ET, and 100% (99-100) and 0.98 (0.95-1.00) for MF. Diagnostic sensitivity was 100% (95% CI, 95.1-100.0) for PV, ET, and MF; specificity was 98.7% (92.8-99.8) for PV and 100% (95.1-100.0) for both ET and MF, with Cohen's kappa of 0.99 for PV and 1.00 for ET and MF. Risk stratification accuracy was 100% with weighted F1 score of 1.00 and quadratic-weighted Cohen's kappa of 1.00 across all three diseases. A pre-specified source-ablation analysis showed that pathology reports alone were sufficient for diagnosis (sensitivity 98.7% for PV, 100% for ET, 96.0% for MF; specificity 100% across all three subtypes) but inadequate for prognostication (accuracy 69.3% for PV, 93.3% for ET, 77.3% for MF). Adding clinical notes to pathology reports recovered full prognostic accuracy of 100% across all three diseases. Conclusions. This first-in-class automated framework achieved expert-level performance for MPN diagnosis and risk stratification from real-world EHR data, establishing a foundation for scalable, standardized phenotyping in rare hematologic malignancies. Prospective, multi-site validation is warranted before clinical deployment.
Haukeland, A. L. C.; Johannessen, J. A.; Brathen, N. R.; Bergeron, P.; Formica, M.; Enserink, J. M.; Knaevelsrud, H.
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MLL-rearranged (MLLr) leukemia is an aggressive form of acute leukemia driven by chromosomal translocations fusing MLL with one of more than 100 partner genes, most commonly AF4. We previously showed that expression of the human MLL-AF4 fusion protein in the larval hematopoietic system of Drosophila melanogaster promotes hyperproliferation. Here, we report that the same oncogene elicits a strikingly opposite response in the larval fat body, inducing cell shrinkage, autophagy, and caspase-dependent cell death in a manner dependent on the intact fusion protein. Autophagy induction preceded caspase activation, yet the two programs operated in parallel rather than in series. Mechanistically, MLL-AF4-expressing fat body cells displayed elevated AMPK phosphorylation and reduced mTORC1 activity, and depletion of AMPK abolished caspase activation. Despite producing opposite phenotypes, both tissue-specific responses depended on conserved complex partners, suggesting that MLL-AF4 co-opts a shared mechanism to produce starkly different outcomes depending on cellular context. Uncovering how MLL-AF4 induces apoptosis-like phenotypes in the fat body could potentially be used to rewire leukemic signaling and remove malignant cells.
Sebastian, T.; Weber, D.; Etra, A. M.; Vasova, I.; Ayuk, F.; Choe, H. K.; DeFilipp, Z.; Quagliarella, F.; Bedirian, K.; Diniz, M. A.; Aguayo-Hiraldo, P.; Bader, P.; Baez, J.; Chanswangphuwana, C.; Eng, G.; Francke, T.; Hexner, E. O.; Katsivelos, N.; Kitko, C. L.; Kraus, S.; Louloudis, I. E.; Morales, G.; Nakamura, R.; Olson, T. S.; Qayed, M.; Reddy, P.; Reshef, R.; Schechter, T.; Wang, T.; Wolf, M.; Young, R.; Zeiser, R.; Hogan, W. J.; Levine, J. E.; Ferrara, J. L. M.
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Approximately 30% of patients with acute graft-versus-host disease (GVHD) develop steroid-refractory disease and have very poor outcomes. Ruxolitinib has become the standard of care for steroid-refractory acute GVHD, but it is unclear which patients derive benefit. The MAGIC Composite Score (MCS), an algorithm that combines clinical symptoms and biomarkers, has been validated to predict outcomes at the start of primary GVHD treatment. Here, we evaluated its performance at the initiation of second-line treatment in 278 patients. MCS stratified patients into three risk groups (MCS1-3), with the majority (88%) classified as intermediate or high risk. Increasing MCS score was associated with progressively higher 1-year non-relapse mortality (NRM) rates (16%, 41%, and 73%; p<0.001), lower 1-year survival (77%, 56%, and 24%; p<0.001), and lower complete response (CR) rates at day 28 (47%, 38%, and 20%, respectively; p<0.01). The area under the receiver operating characteristic curve (AUROC) for 1-year NRM was significantly higher with MCS compared to clinical symptoms alone (0.70 vs. 0.63; p=0.023). Among patients treated with ruxolitinib, higher MCS similarly predicted higher NRM and lower survival and CR rates. Patients classified as MCS2/3 had poor outcomes despite ruxolitinib, underscoring the need for novel therapies in this patient population. In conclusion the MCS is an accurate predictor of outcomes for patients who require second-line treatment and may be of use as an eligibility criterion for future clinical trials in this high-risk population.
Hidalgo Gil, D.; Garcia Garcia, A.; Wolf, F.; Gonzalez Anton, S.; Bosch, S.; Grigoryan, A.; Barbero, A.; Bourgine, P. E.
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The complexity of stem cell differentiation programs remains incompletely understood across stem cell types, including for human bone marrow mesenchymal stromal/stem (BM-MSCs) cells, a heterogeneous cell population orchestrating bone formation and establishing a functional hematopoietic niche in the bone marrow. BM-MSCs form and repair bone through the evolutionarily conserved process of endochondral ossification (EO), initiated by deposition of a transient cartilage template subsequently remodeled into bone and bone marrow tissues. Despite their considerable potential for skeletal regeneration, the early molecular and cellular events underlying BM-MSCs commitment to endochondral ossification remain elusive. To overcome donor-dependent variability in chondrogenic potential that limits mechanistic studies, we here exploit OssiGel as a potent chondro-inductive extracellular matrix offering robust recapitulation of endochondral ossification by BM-MSCs. Through multi-omics profiling of OssiGel-primed BM-MSCs, we identify rapid chromatin remodeling at chondrogenic enhancer regions as a prerequisite for lineage commitment. The emergence of a chondro-progenitor population is detected as early as 3 days in vivo, and correlates with successful EO recapitulation. Mechanistically, we identify LINC02511 as a novel enhancer-associated element involved in the onset of EO. We confirm presence of LINC02511 in human skeletal atlases, and its CRISPR-mediated silencing was shown to significantly impair EO. By integrating tissue engineering with single cell multi-omics profiling, our study provides a framework for deciphering BM-MSCs fate decisions, highlighting the role of enhancers and non-coding elements as key determinants of early lineage specification. These findings advance our understanding of BM-MSCs biology and will prompt their translational exploitation in regenerative medicine.
Noethling, D.-M.; Anoshkin, K.; Gavin, P. G.; Rothe, T.; Bucci, L.; Iwata, F.; Garantziotis, P.; Ferrari, N.; Clarke, S. L. N.; Hagen, M.; Wirsching, A.; Bachl, J.; Tur, C.; Boeltz, S.; Kretschmann, S.; Aigner, M.; Voelkl, S.; Munoz, L.; Mueller, F.; Mackensen, A.; Eckstein, M.; Raimondo, M. G.; Bozec, A.; Schett, G.; Grieshaber-Bouyer, R.
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Systemic lupus erythematosus (SLE) is driven by pathogenic B cells. Yet, why some patients receiving B cell depletion achieve durable remission, whilst others fail remains unclear. Herewe use CD19-directed chimeric antigen receptor (CAR) T cell therapy as a mechanistic probein 18 patients with refractory SLE, with longitudinal follow-up extending up to 40 months.We show that durable, drug-free remission is defined not by the depth of B cell depletion alone,but by the elimination of the extrafollicular (EF) B cell differentiation trajectory - specifically,activated naive B cell precursors and CD11c+ T-bet+ double-negative type 2 B cells. In long-term responders, B cell reconstitution recapitulated healthy ontogeny, while the EF pathway remained truncated, coinciding with collapse of the interferon-rich milieu and contraction of PD1hi T peripheral helper cells. In contrast, in relapse, persistently elevated CXCL13, interferons and expanded PD1hi T cells preceded the B cell return, and nascent B cells immediately followed the EF differentiation trajectory in the confirmed absence of germinal centers in the lymph node, shortly followed by clinical symptoms. These findings indicate that CAR-T cell therapy achieves remission by breaking a feed-forward loop between the systemic inflammatory environment and extrafollicular B cell differentiation.
Banuelos, A.; Baez, M.; Yılmaz, L.; Koren-Sedova, E.; Zhang, A.; Zukowska, M.; Womack-Gambrel, N.; Moffitt, M.; Burden, A. T.; Mascetti, V. L.; Honjol, R.; Xiang, J.; Sinha, R.; Weissman, I. L.
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Adult long-term hematopoietic stem cells (LT-HSCs) are classically defined by self-renewal, multilineage regenerative capacity, and relative quiescence, but how and when lifelong LT-HSCs are established during development remains unclear. Here, we demonstrate that Hoxb5 fetal liver HSCs exhibit bona fide LT-HSC activity, including long-term multilineage reconstitution and serial transplantation capacity, whereas Hoxb5- fetal liver HSCs display limited regenerative potential. Embryonic lineage tracing further demonstrates that E14.5 Hoxb5-expressing hematopoietic cells contribute broadly to adult hematopoiesis, including the adult HSC compartment, and give rise to functional adult LT-HSCs. Across developmental stages, single-cell transcriptional profiling revealed that fetal Hoxb5 HSCs remain highly proliferative while maintaining canonical LT-HSC transcriptional programs and superior repopulating activity relative to predominantly quiescent adult Hoxb5 HSCs. Fetal Hoxb5 HSCs also exhibited elevated ITGA4-mediated adhesion programs, and disruption of the ITGA4-VCAM1 axis impaired engraftment following transplantation. Together, these findings establish a developmental continuum linking fetal and adult LT-HSCs and identify enhanced ITGA4-mediated adhesion as a defining feature of fetal LT-HSCs.
Vignolini, T.; Carril, O.; Tobiasson, V.; Georgeson, J.; Couble, J. E.; Dore, G.; Matzov, D.; Hutchinson, S.; Bryant, J. M.; Shalev-Benami, M.; Schwartz, S.; Baumgarten, S.
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Ribosome composition can vary through differences in associated proteins, post-transcriptional and post-translational modifications. Such heterogeneity enables ribosomes to respond to environmental1 or pathological2,3 conditions, and modulate localized translation4. A long-standing observation has also been the differential expression of variant ribosomal RNA (rRNA) alleles across developmental5-7 or cellular states8-14. Yet how exchanging the catalytic ribosome core could regulate translational outcomes remains unknown. Here, we report the functional characterization of a genomically-encoded, divergent rRNA that serves as a dominant-negative repressor of translation during host-to-vector transmission in the human malaria parasite. This allele only encodes for large subunit rRNAs, lacks ITS2 splicing, yet retains conserved rRNA modification and folding patterns alongside vast expansion segments. The resulting large subunit engages mRNA at translation start sites but appears to elongate inefficiently, likely due to divergences in the peptidyl transferase center obstructing the exit tunnel. Through its precisely timed transcription immediately after transmission, this rRNA represses mRNAs that were highly translated in the human, facilitating the transition of the translational program for mosquito-stage development. Our data identify a repressive ribosome population whose antagonistic function is encoded by an independently evolved, variant rRNA allele, defining the conceptual foundation for an additional layer of inherent translational regulation.