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HemaSphere

○ Wiley

All preprints, 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. Older preprints may already have been published elsewhere.

1
Leukemic Stem Cell Subtypes Drive Distinct Niche Remodeling in Acute Myeloid Leukemia

Prummel, K. D.; Mathioudaki, A.; Berest, I.; Sood, S.; He, L.; Richter, T.; Baskan, Y.; Rauchaus, J.; Holitsch, C.; Kamal, A.; Jauregui, J. P.; Hart, D.; Moussa, R.; Reinhardt, R.; Garg, S.; Waskow, C.; Mueller-Tidow, C.; Saka, S. K.; Kokkaliaris, K.; Essers, M. A. G.; Pabst, C.; Zaugg, J. B.

2026-08-25 molecular biology 10.64898/2026.08.24.746513 medRxiv
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Leukemic stem cells (LSCs) sustain acute myeloid leukemia (AML) and are implicated in therapy resistance and relapse. Yet, it remains unknown how LSCs remodel the bone marrow niche. AML is known to alter stromal and vascular microenvironments, but these effects are difficult to separate from bulk leukemic burden and immune inflammation. Here, we use isogenic human AML xenografts with distinct LSC characteristics but comparable engraftment to define LSC-associated niche remodeling in vivo. Single-cell profiling revealed that LSC-high AML shifts the mesenchymal niche toward fibro-inflammatory states, expanding Fmod+ fibroblasts and Cd34+ perivascular fibroblast-like cells while suppressing osteolineage differentiation. The leukemic compartment remained heterogeneous, with a specific MEP-like LSC population expressing niche-remodeling ligands including TGFB1, IL1B, and ANGPT1. LSC-high AML activated a TGF{beta}-responsive, CREB3L1-controlled fibroblast trajectory, and perturbing TGF{beta} signaling or CREB3L1 activation reduced stromal support for AML cells. These findings identify a specific LSC subtype as a source of niche-remodeling cues that shape specialized leukemia-supportive niches.

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The Clinical Significance and Biological Function of DPEP1 in B-cell Acute Lymphoblastic Leukemia

Zhang, J.-M.; Xu, Y.; Gale, R. P.; Wu, L.-X.; Zhang, J.; Feng, Y.-H.; Qin, Y.-Z.; Jiang, H.; Jiang, Q.; Jiang, B.; Liu, Y.-R.; Chen, Y.-H.; Wang, Y.; Zhang, X.-H.; Xu, L.-P.; HUANG, X.; Liu, K.-Y.; Ruan, G.-R.

2019-08-21 molecular biology 10.1101/742551 medRxiv
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Dehydropeptidase-1 (DPEP1) is a zinc-dependent metalloproteinase abnormally expressed in many cancers. However, its potential role in adults with B-cell acute lymphoblastic leukaemia (ALL) is unknown.\n\nWe found that in adults with common-B-cell ALL high DPEP1 transcript levels at diagnosis was independently-associated with an increased CIR and worse RFS compared with subjects with low transcript levels. We show an increased proliferation and pro-survival role of DPEP1 in B-cell ALL cells via regulation of phosphCREB and p53 which may be the biological basis of the clinical correlation we report. Our data implicate DPEP1 expression in the biology of common B-cell ALL in adults. We report clinical correlates and provide a potential biological basis for these correlations. If confirmed, analyzing DPEP1 transcript levels at diagnosis could help predict therapy-outcomes. Moreover, regulation of DPEP1 expression could be a therapy target in B-cell ALL.

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Single-Cell Sequencing in Pediatric Acute Leukemia: A Systematic Review of Biologic Insights and Translational Potential

Martelli, J.; Martelli, J.

2026-10-07 cancer biology 10.64898/2026.10.06.757108 medRxiv
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Background: Relapse remains the principal cause of treatment failure in pediatric acute leukemia. Clinically validated minimal residual disease (MRD) assays - multiparameter flow cytometry, immunoglobulin/T-cell-receptor rearrangement sequencing, and targeted next-generation sequencing panels -- are highly sensitive but read out predefined features and do not reconstruct clonal architecture or link a cell's genotype to its functional state. We systematically reviewed what single-cell sequencing has revealed about clonal evolution, chemoresistance, the immune microenvironment, and post-therapeutic immune dynamics in this disease. Methods: This review followed PRISMA 2020. PubMed/MEDLINE, the Cochrane Library, and Google Scholar were searched to September 2026 for primary studies applying single-cell DNA, RNA, chromatin-accessibility, surface-protein, or immune-repertoire sequencing to pediatric acute leukemia samples or pediatric-derived models. Risk of bias in non-randomized studies was assessed with ROBINS-I. Because designs, platforms, and outcomes were heterogeneous, findings were synthesized narratively by biologic theme without meta-analysis, following the SWiM guideline. Results: Of 63 records identified, 10 studies were included (published 2016-2026; 6-159 patients or samples per study; up to ~700,000 cells profiled). Single-cell DNA sequencing traced minor NOTCH1-mutant diagnostic subclones into PTEN- or TP53-mutant relapse clones that bulk sequencing missed. Rare dormant, label-retaining cells and developmental-state-dependent drug sensitivity defined chemoresistant compartments. Remodeling of the bone marrow immune microenvironment identified patients with adverse outcome among those classified as MRD-low, and pre-infusion CAR T-cell type 2 functionality and post-transplant cytotoxic memory CD8+ T-cell subsets were associated with durable remission. Of the seven studies assessed with ROBINS-I, four were at moderate and three at serious overall risk of bias, driven chiefly by small, selected cohorts. Conclusions: Single-cell sequencing yields mechanistic insight that complements, rather than replaces, clinically validated MRD assays, and nominates candidate biomarkers for risk stratification, treatment selection, cell-therapy manufacturing, and post-transplant monitoring. The evidence remains preliminary; adequately powered, prospective, and harmonized studies are required before clinical adoption.

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A heterogeneous pool of tumor precursor cells with self-replenishing and tumor-originating properties in Chronic Lymphocytic Leukemia

Budeus, B.; Dampmann, M.; Kibler, A.; Fassbender, B.; Brauser, M.; Bronischewski, K.; Homp, E.; Taudien, S.; Johansson, P.; Bloehdorn, J.; Stilgenbauer, S.; von Tresckow, J.; Duerig, J.; Reinhardt, H. C.; Kueppers, R.; Dietrich, S.; Seifert, M.

2024-07-18 cancer biology 10.1101/2022.05.04.490383 medRxiv
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Intratumor heterogeneity (ITH) refers to the coexistence of distinct cancer cell subpopulations within a single tumor, each with unique molecular and functional properties. Understanding the dynamics and evolution of ITH is crucial for predicting tumor progression and the development of therapy resistance. Here, we conducted a comprehensive investigation of ITH in Chronic Lymphocytic Leukemia (CLL) and identified a subpopulation that carried the CLL B-cell receptor rearrangement but contrasted from the CLL main population by low CD5 and high CD20 expression and highly mutated Ig-genes. This CLL-related memory B-cell population shared somatic driver mutations with the main CLL population but also exhibited exclusive somatic mutations. Phylogenetic analysis suggested a pathogenically early generation of these CLL-related B cells before monoclonal B lymphocytosis or CLL manifestation. Our data indicated that CLL-related B cells have self-replenishing potential, as they diminish upon treatment but recover indistinguishably on relapse. This contrasts with the main CLL population, which mostly represents a selective and novel expansion of the CLL-related B cells. This differentiation capacity into conventional CLL cells, and the expression of leukemic stem cell signatures further supported their tumorigenic capacity. We propose that these CLL-related B cells represent a pool of highly diversified, early-stage CLL precursor cells, which persist in the shape of "malignant memory B cells". Longitudinal analyses of these CLL precursor cells suggested that they form a reservoir of malignant, leukemia-originating cells which contribute during disease progression to CLL outgrowth and clonal evolution.

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EZH2 inactivation drives MAPK-dependent vulnerability to MEK inhibition in RAS-mutant CMML

Gruden, E.; Perfler, B.; Kailasnathan, A.; Chaida, P.; Lind, K.; Mayer, M.-C.; Fosselteder, J.; Kienzl, M.; Dutta, S.; Wurm, S.; Neiss, J.; Vizar-Cisarova, K.; Hoefler, G.; Kashofer, K.; Geissler, K.; Bachmaier, G.; Pregartner, G.; Heine, A.; Woelfler, A.; Sill, H.; Reinisch, A.; Zebisch, A.

2026-06-04 molecular biology 10.64898/2026.06.02.729524 medRxiv
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Chronic myelomonocytic leukemia (CMML) is a heterogeneous hematologic malignancy with limited therapeutic options. Although RAS and RAS-modifying mutations (RASmut) are common and associated with poor prognosis, targeting RAS signaling has shown limited clinical success. Here, we define co-occurrence of RASmut and EZH2 inactivation (EZH2inact) as a distinct molecular subgroup of CMML characterized by aggressive disease biology. Mechanistically, RASmutEZH2inact drives selective MAPK/ERK hyperactivation in mature myeloid cells and hematopoietic stem and progenitor compartments. Transcriptomic analysis of a large independent myeloid neoplasm cohort (Beat-AML) further supports this finding, demonstrating selective activation of gene signatures of MAPK/ERK activation in RASmutEZH2inact cases. Functionally, this signaling activation promotes proliferation and myelomonocytic differentiation in human and murine models. Therapeutically, this MAPK/ERK upregulation confers increased sensitivity to MEK inhibition (MEKi). In a murine RasmutEzh2inact-driven CMML model, MEKi suppresses MAPK/ERK activity and reduces leukemic burden by impairing proliferation and myelomonocytic differentiation without inducing cell death. In primary human CMML samples ex vivo, MEKi shows stronger anti-proliferative effects in RASmutEZH2inact specimens compared with RASmut samples. Drug-sensitivity data from the Beat-AML cohort further supported this. Ultimately, these findings were confirmed in a patient-derived xenograft model, where MEKi reduced the leukemic burden by selectively inhibiting the proliferation of transplanted human RASmutEZH2inact leukemic cells. In summary, our data define RASmutEZH2inact CMML as a clinically relevant subgroup with selective MAPK/ERK hyperactivation and increased sensitivity to MEKi. They provide a mechanistic explanation for the limited efficacy of MEK inhibitors in unselected CMML and support molecularly guided use of MEK-targeted therapy in this patient population.

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Regulation of Human Erythroferrone Expression

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.

2026-07-09 molecular biology 10.64898/2026.07.02.735786 medRxiv
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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.

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Posttranscriptional activity of the eukaryotic translation initiation factoreIF4E contributes to HoxA9-driven leukemogenesis

Zhou, F.; Kraljacic, B. C.; Bach, C.; Feng, L.; Mishima, Y.; Borden, K. L. B.; Tenen, D. G.

2025-02-12 molecular biology 10.1101/2025.02.10.637540 medRxiv
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HoxA9, a homeodomain-containing transcription factor, is mis-expressed in over half of acute myeloid leukemia (AML) cases, and is associated with poor prognosis. Previous studies indicated that HoxA9 binds to the eukaryotic translation initiation factor eIF4E in primary specimens and that HoxA9 stimulated the RNA export and translation efficiency of selected RNAs via eIF4E. However, the relevance of this to its leukemogenic transformation capacity was unknown. Here, we used a double point mutation (HoxA9AA) to disrupt the physical and functional interaction between eIF4E and HoxA9 while retaining the HoxA9 transcriptional signature. Surprisingly, the mutation dramatically increased AML latency from a median of 90 to 280 days and resulted in incomplete penetrance. Re-transplantation of bone marrow cells from leukemic animals demonstrated even more pronounced differences in disease kinetics and penetrance with all animals succumbing to disease by day 60 in the wildtype group, while some HoxA9AA mice never developed leukemia. Collectively, these findings uncover a novel, transcription-independent mechanism of HoxA9-driven leukemogenesis through eIF4E and positions eIF4E as a potential therapeutic target AML patients expressing high levels of HoxA9. Key PointsO_LIA double point mutation in HoxA9 disrupted the physical and functional interaction between eIF4E and HoxA9 while retaining the HoxA9 transcriptional signature. C_LIO_LIEukaryotic translation initiation factor eIF4E contributes to HoxA9-driven leukemogenesis and is important for the maintenance of acute myeloid leukemia. C_LI

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Single-cell transcriptomics reveal individual and synergistic effects of Trisomy 21 and GATA1s on hematopoiesis

Takasaki, K.; Wafula, E. K.; Kumar, S. S.; Smith, D.; Sit, Y. T.; Gagne, A. L.; French, D. L.; Thom, C. S.; Chou, S. T.

2024-10-31 molecular biology 10.1101/2024.05.24.595827 medRxiv
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Trisomy 21 (T21), or Down syndrome (DS), is associated with baseline macrocytic erythrocytosis, thrombocytopenia, and neutrophilia, as well as transient abnormal myelopoiesis (TAM) and myeloid leukemia of DS (ML-DS). TAM and ML-DS blasts both arise from an aberrant megakaryocyte-erythroid progenitor and exclusively express GATA1s, the truncated isoform of GATA1, while germline GATA1s mutations in a non-T21 context lead to congenital cytopenia(s) without a leukemic predisposition. This suggests that T21 and GATA1s both perturb hematopoiesis in multipotent progenitors, but studying their individual effects is challenging due to limited access to relevant human progenitor populations. To dissect individual developmental impacts, we used single-cell RNA-sequencing to interrogate hematopoietic progenitor cells (HPCs) from isogenic human induced pluripotent stem cells differing only by chromosome 21 and/or GATA1 status. The transcriptomes of these HPCs revealed significant heterogeneity and lineage skew dictated by T21 and/or GATA1s. T21 and GATA1s each disrupted temporal regulation of lineage-specific transcriptional programs and specifically perturbed cell cycle genes. Trajectory inference revealed that GATA1s nearly eliminated erythropoiesis, slowed MK maturation, and promoted myelopoiesis in the euploid context, while in T21 cells, GATA1s competed with the enhanced erythropoiesis and impaired megakaryopoiesis driven by T21 to promote production of immature erythrocytes, MKs, and myeloid cells. The use of isogenic cells revealed distinct transcriptional programs that can be attributed specifically to T21 and GATA1s, and how they independently and synergistically result in HPC proliferation at the expense of maturation, consistent with a pro-leukemic phenotype.

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B-cell precursor acute lymphoblastic leukaemia with IGH::CEBP rearrangement: what have we learnt over the years?

Alqahtani, A.; Fung, K. T.; Marchetti, L.; Heidenreich, O.; Harrison, C. J.; Moorman, A. V.; Russell, L. J.

2025-10-01 cancer biology 10.1101/2025.09.29.679048 medRxiv
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B-cell precursor acute lymphoblastic leukaemia (BCP-ALL) is a haematologic malignancy marked by the rapid proliferation of immature B cells in the bone marrow. While BCP-ALL most commonly affects children aged 1-5 years, it remains the most prevalent subtype of ALL in adolescence and adulthood. Chromosomal translocations involving the immunoglobulin (IG) locus and partner genes are proven useful for risk stratification and guiding clinical trials for therapeutic decision. This includes translocations with CCAAT/enhancer-binding proteins (CEBP), which are particularly rare. This rarity has limited efforts to characterise their genetic and clinical profiles, making risk stratification for IGH::CEBP-rearranged BCP-ALL challenging. In this letter, we review the clinical and demographic characteristics of all reported IGH::CEBP cases prior to 2024 and introduce new cases, with preliminary analysis to encourage further investigation into this poorly understood subtype. This study delivers new insights into the molecular and cytogenetic landscape of IGH::CEBP rearrangements in BCP-ALL, and lays a foundation for further investigation into CEBP family roles in haematopoietic development and leukemogenesis, especially in the context of Down syndrome. Finally, it introduces the ongoing international collaborative effort to assemble the largest known IGH::CEBP cohort for comprehensive risk stratification and prognostic evaluation.

10
ABCB1-Mediated Drug Efflux Drives Resistance to VpreB1-Targeted Antibody-Drug Conjugates in B-cell Lymphoblastic Leukemia

Williams, R. L.; Wang, X.; Ostergaard, J.; Kang, J.; Gohman, M.; Lambert, L.; Singleton, T.; Tasian, S. K.; Hilgers, M.; Lee, K. C.; Muretta, J. M.; Winter, S. S.; Gordon, P. M.

2026-08-26 cancer biology 10.64898/2026.08.24.746792 medRxiv
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Although B-cell acute lymphoblastic leukemia (B-ALL) is highly responsive to antigen-directed immunotherapies, treatment resistance remains a major barrier to achieving durable responses in patients. We recently developed a novel VpreB1 (CD179a)-directed antibody-drug conjugate with calicheamicin (VpreB1-ADC) that exploits the restricted expression of VpreB1 within the surrogate light chain in early B cells, including B-ALL. In the present work, we investigated mechanisms of resistance to the VpreB1-ADC. Mechanisms of resistance were evaluated using a TCF3::HLF B-ALL model, assessing target engagement parameters including VpreB1 surface expression and antibody internalization. The role of the multidrug resistance transporter ABCB1 (P-glycoprotein) was evaluated via pharmacologic inhibition, using tariquidar and zosuquidar, and enforced overexpression across multiple B-ALL cell lines. Sensitivity to alternative non-ABCB1 substrate payloads exatecan and PNU-159682 was also assessed. Resistant TCF3::HLF cells retained VpreB1 expression and efficient antibody internalization. Instead, resistance was driven by elevated ABCB1 expression and activity. ABCB1 inhibition with tariquidar or zosuquidar restored VpreB1-ADC sensitivity. Conversely, enforced ABCB1 overexpression conferred ADC resistance, which was reversed by ABCB1 inhibition. Cells with high ABCB1 activity remained fully sensitive to alternative payloads, including exatecan and PNU-159682, which are not ABCB1 substrates. ABCB1-mediated drug efflux drives intrinsic resistance to calicheamicin-conjugated ADCs in B-ALL. Combining ADCs with ABCB1 inhibitors or selecting payloads non-susceptible to ABCB1 efflux offer viable strategies to overcome resistance and optimize future ADC therapies.

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Unbiased, systematic surfaceome profiling of Acute Leukemia to identify novel immunotherapy targets

George, B. M.; Rodriguez-Pohnlein, A.; DeCastro, D. J.; Porat, J.; Zhao, B.; Abeja, D. M.; Lumpkin, R. J.; Metivier, R. J.; Schmoker, A.; Walter, W.; Haferlach, T.; Pikman, Y. M.; Donovan, K.; Stegmaier, K.; Fischer, E. S.; Wachter, F.; Flynn, R. A.

2026-09-18 molecular biology 10.64898/2026.09.16.752145 medRxiv
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Cell surface proteomics provides a direct topological assessment of the outer membrane of cells and enables the capture of low abundance proteins that may be missed by whole cell proteomics. Here we present an unbiased atlas of the whole cell and surface proteomes of 25 commonly used leukemic cell lines, encompassing both lymphoid and myeloid lineages, and a variety of driver mutations. Paired-wise analysis highlights recurrent surface proteins that are not detected by whole cell proteomics. Coupling this dataset to RNA-sequencing, we also discovered genes where protein and RNA abundances are discordant. In KMT2A-rearranged AML, CD70 expression was increased across cell lines and validated in primary patient samples, supporting CD70 as a candidate therapeutic target in this disease. Several proteins are enriched in the surface proteomes but lack surface annotation, adding to the growing list of potential non-canonical cell surface proteins. These findings reveal a substantial pool of proteins absent from conventional surface annotations, including RNA-binding proteins, an emerging class of candidate immunotherapeutic targets.

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Dynamics of Ribosomal RNA Transcription and Abundance in Normal and Leukemic Hematopoiesis

Sams, E. I.; Feist, V. K.; Gray, E. M.; George, S. S.; Antony, C.; Henrich, J. A.; Wald, J.; Dunagin, M. C.; Wang, Z.; Erlitzki, N.; Raj, A.; Signer, R. A. J.; Paralkar, V. R.

2025-08-01 molecular biology 10.1101/2025.08.01.668217 medRxiv
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Transcription of ribosomal RNAs (rRNAs) from rDNA repeats is the first step of ribosome biogenesis, accounting for a major portion of all cellular transcription. Often regarded as a housekeeping process, its cell-type-specific regulation in complex organ systems is largely neglected. We used rRNA FISH-Flow to profile nascent and mature rRNA levels in detail across mouse hematopoiesis, and observed that rRNA abundance is a cell-type-specific property, largely uncoupled from cell cycling or protein synthesis rates. Absolute quantification of rRNA molecules unexpectedly revealed that 28S rRNA is in excess in all cell types, most prominently in the normal myeloid lineage. In acute myeloid leukemia (AML), leukemic progenitors showed notably higher nascent and mature rRNA levels than matched normal counterparts. Across contexts of hematopoiesis, broad trends in rRNA transcription paralleled changes in accessibility but not methylation of rDNA repeats. Collectively, our work provides a detailed map of the complex dynamics of rRNAs within and between normal and leukemic hematopoiesis.

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Single-cell RNA sequencing analyses of primary cutaneous B-cell disorders reveal distinct molecular patterns consistent with clinical behavior

Griss, J.; Drach, M. C.; Nguyen, V.; Levine, J. P.; Thaler, F.; Medjimorec, M. A.; Shaw, L. E.; Mann, U.; Weninger, W.; Wagner, C.; Wagner, S.; Simonitsch-Klupp, I.; Farlik, M.; Jonak, C.; Brunner, P. M.

2022-12-19 cancer biology 10.1101/2022.12.16.520801 medRxiv
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Primary cutaneous B-cell lymphomas comprise a heterogeneous group of extranodal non-Hodgkin lymphomas. While primary cutaneous diffuse large B-cell lymphoma leg type (pcDLBCL-LT) is highly aggressive, the two other subtypes, primary cutaneous follicle centre lymphoma (pcFCL) and primary cutaneous marginal zone lymphoma (pcMZL), usually follow an indolent course. To better understand the molecular landscape of these entities, we performed single-cell RNA sequencing of pcFCL, pcMZL, and pcDLBCL-LT skin lesions and compared them to B-cell rich lymphoid proliferation (rB-LP) lesions, gastric MALT lymphoma, nodal FCL, and nodal DLBCL. Our data show that these lymphomas can be clearly distinguished from each other on a transcriptomic level based on scRNA-seq. pcMZL, pcFCL, and rB-LP all exhibited a persistent germinal centre reaction as evidenced by the presence of required support cells and continuous somatic hypermutation within the expanded clone. By contrast, malignant clones of pcDLBCL-LT and gastric MALT lymphoma lesions lacked these features. Further, pcMZL top expanded clones were developing within lesions from naive and not post-germinal centre B cells as currently presumed. Therefore, pcMZL may represent a non-malignant reaction against a yet to be determined antigen. Conversely, in pcFCL, B cells showed a larger amount of clonal expansion. The lack of further differentiation of these B cells may explain its indolent clinical course. In contrast to pcDLCBL-LT, our data thus indicate that pcMZL and pcFCL, similar to rB-LP are characterised by a functional germinal centre reaction likely driven by (a yet unknown) antigen recognition, which supports the classification of pcMZL as a lymphoproliferative disease. Key pointsO_LIIndolent B cell neoplasms are uniquely characterised by ongoing, antigen-driven germinal centre reactions. C_LIO_LIPrimary cutaneous B cell lymphomas are distinct entities compared to their systemic counterparts. C_LI

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Artificial Intelligence Applied to Epigenomic Data in Leukemia: A Systematic Review of Diagnostic, Prognostic and Monitoring Models

Martelli, J.; Martelli, J.

2026-10-09 cancer biology 10.64898/2026.10.07.757367 medRxiv
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Background: Epigenetic deregulation is a defining feature of leukemia, and DNA methylation and chromatin accessibility profiles encode the cell of origin, lineage and clinical behaviour of the disease. Artificial intelligence (AI) and machine learning (ML) can extract predictive patterns from these high-dimensional data, but the published models have not been systematically appraised. We systematically reviewed AI models built on epigenomic data in leukemia for diagnosis, prognosis, relapse and treatment-response prediction, and measurable residual disease (MRD) detection. Methods: This review followed PRISMA 2020 and the SWiM guideline. PubMed was searched on 7 October 2026 with three structured queries, supplemented by a broader PubMed query, citation searching and web searching. Eligible studies were peer-reviewed primary studies that applied an ML or deep-learning algorithm to DNA methylation, chromatin-accessibility or histone-modification data from human leukemia samples and reported a quantitative diagnostic, prognostic, response or MRD outcome. Risk of bias and applicability were assessed with PROBAST, informed by PROBAST+AI. Owing to heterogeneity, results were synthesized narratively and in structured tables, without meta-analysis. Results: Of 68 unique database records and 32 reports from other sources, 30 studies (2010-2026; 22 since 2020) were included: 16 in acute myeloid leukemia, 4 in acute lymphoblastic leukemia, 2 spanning acute leukemia lineages, 3 in juvenile myelomonocytic leukemia and 5 in chronic lymphocytic leukemia; 10 were pediatric. DNA methylation was the input in 28 studies and chromatin accessibility in 2; no eligible study modelled histone marks. Tree ensembles (n = 9) and support vector machines (n = 5) were the most frequent algorithms. Diagnostic classifiers reported accuracy, concordance or F1 scores of 0.87-1.00, and two classifiers were applied to nanopore sequencing data, one returning acute leukemia subtype calls within about 2 hours. Prognostic epigenomic scores were associated with survival (reported hazard ratios 2.36-10.82), but discrimination fell on transport to independent cohorts (C-index 0.677 internally vs 0.529 in one external cohort). Fifteen studies validated models on an external epigenomic cohort, one prospectively. Overall risk of bias was high in 21 studies, unclear in 8 and low in 1, driven by the analysis domain (small samples, absent calibration, possible data leakage). Calibration was reported in 3 studies and code was available for 11. Conclusions: Epigenomic AI models classify leukemia subtypes with high reported accuracy and can deliver same-day diagnoses, and methylation-based scores add prognostic information. However, the evidence is dominated by retrospective, high-risk-of-bias development studies with limited external validation and almost no prospective or impact evaluation. Prospective, multi-center validation with calibrated, transparently reported models is required before clinical adoption.

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Phospho 394Y LCK flow-cytometry readout predicts dasatinib sensitivity in paediatric T-cell acute lymphoblastic leukaemia

POLL, A. A.; Shi, Y.; Rauwolf, K. K.; Bornhauser, B.; Kulozik, A.; Bourquin, J.-P.; Irving, J. A.; van Delft, F.

2025-11-06 cancer biology 10.1101/2025.11.04.684929 medRxiv
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Children with T-cell acute lymphoblastic leukaemia (T-ALL) who relapse or fail induction have poor outcomes. A subset of cases shows glucocorticoid resistance reversible by dasatinib through inhibition of LCK-dependent signalling. To identify a practical biomarker of dasatinib response, we compared in-vitro drug sensitivity with basal phosphorylation of pre-TCR pathway proteins in 28 paediatric T-ALL patient-derived xenografts (PDX). Phospho-flow cytometry quantified LCK (pY394), ZAP70 (pY319) and CD3{zeta} (pY142), normalised to internal controls. Dasatinib IC50 values correlated significantly with pLCK and pZAP70, with pLCK providing the best single-marker performance across clinically relevant thresholds. Logistic, ROC and precision-recall analyses confirmed that pLCK alone achieved excellent classification (AUC [≥] 0.9), while multivariate models added minimal predictive value. Model selection using LASSO and Bayesian Information Criterion further supported pLCK as the dominant predictor. These findings establish pLCK as a robust, scalable biomarker of dasatinib sensitivity suitable for diagnostic integration. A multicentre international validation programme is underway to harmonise pLCK assay protocols, expand testing across biobanks, and assess clinical feasibility in newly diagnosed and relapsed patients within the ALLTogether and HEM-iSMART trials respectively.

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Longitudinal single-cell and spatial transcriptomics reveals intratumor heterogeneity, therapeutic response, and comparative value of canine marginal zone lymphoma

Walker, G. E.; Macchietto, M.; Reid, K.; Burt, L. E.; Winter, A.; Pracht, S.; Buettner, M.; Penza, V.; Yung, C.; Dicovitsky, R.; Kuzmik, A.; Vallera, D. A.; Demos-Davies, K.; Seelig, D. M.; Borgatti, A.; Henson, M.; Feiock, C.; Modiano, J. F.; Naik, S.; Sarver, A. L.; Treeful, A. E.

2026-09-14 cancer biology 10.64898/2026.09.10.750253 medRxiv
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Diffuse B-cell lymphomas are the most prevalent canine hematologic malignancies, and their clinical presentation resembles that of human B-cell non-Hodgkin lymphomas (NHLs). However, a lack of a clear subtyping framework perpetuates imprecise treatment approaches that fail to address mechanisms of therapy resistance. Here, we employed deep phenotyping via serial sampling and longitudinal transcriptomics to evaluate intratumoral composition and therapy response in a 6-year-old neutered male goldendoodle with stage 5A marginal zone lymphoma (MZL). Following sequential treatment consisting of a single IV dose of oncolytic vesicular stomatitis virotherapy (VSV) and standard CHOP chemotherapy 30 days later, we performed scRNAseq on seven serial lymph node biopsies and spatial sequencing on a resection taken 10 days post-VSV treatment. B cells (>90%) comprised three transcriptionally distinct and temporally stable subpopulations, with specific copy number profiles and robust spatial organization despite disrupted lymph node architecture. Analysis across subpopulations revealed downregulation of the quiescence program including KLF2, suggesting similarity to KLF2-deficient human MZL. While VSV successfully reached target B cells, downstream transcriptional responses were predominantly localized to the T-cell compartment. T cells ([≤]6%) showed increased proliferation and upregulation of cytotoxicity markers post-VSV administration, enriching for leukocyte-mediated cytotoxicity pathways consistent with an anti-viral immune response. Ultimately, these results provide an in vivo proof-of-concept for the treatment paradigm in canine lymphoma, while emphasizing the need for improved subtyping frameworks and multidimensional treatment strategies targeting intratumoral heterogeneity.

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Asymmetric induction of IL-23R by CpG and IL-15 in proliferative CLL fractions highlights intraclonal heterogeneity in chronic lymphocytic leukemia

Cardillo, M.; Bertola, N.; Ferrero, F.; Massara, R.; Capra, M. C.; Reverberi, D.; Colombo, M.; Neri, A.; Morabito, F.; Ferrarini, M.; Fais, F.; Cutrona, G.

2025-09-01 cancer biology 10.1101/2025.08.27.672649 medRxiv
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Chronic lymphocytic leukemia (CLL) is sustained by complex interactions with the microenvironment, which provides signals for leukemic cell survival and proliferation. Among these, cytokines of the IL-12 family have emerged as relevant regulators of immune responses and tumor biology, yet their contribution to CLL remains incompletely defined. Previous studies showed that CLL cells can acquire responsiveness to IL-23 after T cell-dependent stimulation with CD40L, raising the question of whether T cell-independent signals can similarly induce functional receptor expression. Here we investigated the effect of CpG oligodeoxynucleotides, alone or in combination with interleukin-15 (IL-15), on IL-12 family receptor expression in CLL cells. We found that CpG + IL-15 stimulation significantly increased IL-23R and IL-12R{beta}1 expression, while IL-12R{beta}2 remained largely unresponsive. As a consequence, the complete IL-23 receptor complex was robustly induced, whereas IL-12 receptor assembly was only marginally enhanced. This skewing toward IL-23 rather than IL-12 signaling suggests that innate immune stimuli preferentially promote pathways supporting inflammation and survival, while limiting tumor-suppressive IL-12 responsiveness. Analysis of intraclonal heterogeneity revealed an asymmetric distribution of IL-23R among CXCR4/CD5-defined subfractions: the proliferative fraction, representing recently divided cells, expressed higher levels of IL-23R compared to the resting fraction. These findings suggest that IL-23 responsiveness is particularly enriched in the proliferating compartment of the leukemic clone. Overall, our results indicate that CpG and IL-15 stimulation drive a selective expansion of IL-23 signaling capacity in CLL, with preferential engagement of proliferative subfractions. This imbalance between IL-23 activation and insufficient IL-12R{beta}2 induction may represent a critical pathogenic mechanism and a potential therapeutic target.

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Landscape assessment to characterize baseline access and multilevel barriers to IMProve Access to CAR-T CD19 therapy (IMPACT study) across Europe.

Oszer, A.; Galimard, J.-E.; Wardell, J. R.; Devidas, M.; Dalissier, A.; Perez-Martinez, A.; Bolous, N.; Janczar, S.; Styczynski, J.; Yakimkova, T.; Rodriguez-Galindo, C.; Mlynarski, W.; Agulnik, A.; Duffy, C.; Kalwak, K.; Schmiegelow, K.

2025-11-06 oncology 10.1101/2025.11.04.25339516 medRxiv
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Background/PurposeChimeric Antigen Receptor-T Cell Therapy (CAR-T) has revolutionized the treatment of B-cell precursor acute lymphoblastic leukemia (B-ALL), but its global availability is limited. This study assessed current access and barriers to CAR-T CD19 cell therapy for children across Europe. MethodsA country questionnaire developed by the EBMT PDWP, St. Jude Childrens Research Hospital, and IBFM assessed current access to advanced therapies for B-ALL in Europe using Qualtrics software. ResultsData from 35 WHO-defined European countries (26 high-income, 9 upper middle-income) revealed a median of 5 pediatric hematology-oncology (PHO) centers per country (0.55 PHO centers/1 million inhabitants, range: 0.05-1.83). Hematopoietic stem cell transplantation (HSCT) facilities were available in 89% of countries (31/35). Sixty B-ALL cases were diagnosed annually per country (4 B-ALL children/100,000 children, range: 0.4-8.4). CAR-T CD19 therapy was available in 71% of countries; however, more than 50% of countries lacked clinical trials or international collaborations for pediatric CAR-T CD19 therapy. Most countries accepted foreign patients, but referrals remained limited, with 1-2 foreign patients treated annually per country. Seventeen countries expressed interest in a referral network, but only six had established mechanisms for domestic or international referrals. ConclusionSubstantial disparities exist in access to advanced therapies for pediatric B-ALL across Europe. Although CAR-T CD19 therapy is available in most countries, gaps in clinical trials, collaborations, and referral systems limit equitable access. Efforts to improve infrastructure and establish referral networks are essential to enhance care for pediatric B-ALL patients.

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Human CEBPA-N AML exhibits enhanced engraftment and a C/EBPα-p30-driven leukemic stem cell program

Peramangalam, P. S.; Konde, M.; Karakaslar, O.; Wolf, S.; Zheng, S.; Salimov, A.; Surapally, S.; Griffioen, M.; Gu, T.; Rao, S.; Tenen, D. G.; Oellerich, T.; van den Akker, E.; Carroll, M.; Saygin, C.; Pulikkan, J. A.

2026-08-04 cancer biology 10.64898/2026.08.03.742558 medRxiv
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Leukemic stem cells (LSCs) play a central role in disease progression, therapeutic resistance, and relapse in acute myeloid leukemia (AML). However, the identification and characterization of LSCs remain challenging because of their low abundance and their close phenotypic resemblance to normal hematopoietic stem and progenitor cells. Although patient-derived xenograft (PDX) models have provided important insights into AML biology and LSC heterogeneity, the relative engraftment potential of distinct CEBPA mutation subtypes and the immunophenotypic identity of LSCs in CEBPA N-terminal mutant AML (CEBPA-N-AML) remain poorly defined. To address these questions, we compared the engraftment characteristics of primary human CEBPA-mutated AML samples representing the major mutational subtypes using the highly permissive NSGS xenograft model. Primary CEBPA-N-AML samples exhibited markedly greater engraftment efficiency and leukemogenic potential than other CEBPA-mutated AML subtypes. Furthermore, we identified a CD366CD73CD123CD117CD371CD247 cell population that is highly enriched for functional LSCs in CEBPA-N-AML, demonstrating enhanced clonogenic activity, leukemia-initiating capacity, and long-term self-renewal. Collectively, our findings demonstrate that the leukemogenic potential of CEBPA-mutated AML is strongly influenced by mutation subtype, with CEBPA-N-AML exhibiting superior leukemia-propagating capacity in vivo. We further define a novel immunophenotypic LSC signature specific to CEBPA-N-AML, providing new insights into LSC heterogeneity in CEBPA-mutated AML and establishing a foundation for the development of LSC-directed therapeutic strategies.

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miRNA-mediated regulation of lineage plasticity in YY1 knockout pro-B cells

Bano, N.; Naiyer, S.; Sanyal, S.; Hodawadekar, S.; Atchison, M. L.

2026-09-17 molecular biology 10.64898/2026.09.15.751727 medRxiv
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Yin Yang 1 (YY1) is a multifunctional transcription factor involved in chromatin organization and gene regulation. While the mechanisms by which YY1 controls B cell lineage development have been explored at the transcriptional level, little is known at the post-transcriptional level. To address this, we performed integrated analyses combining bulk transcriptomics, miRNA profiling, and single-cell transcriptomics to identify YY1-dependent regulatory networks at the pro-B cell stage. YY1 knockout (KO) in pro-B cells leads to reduced B-lineage commitment and activation of genes associated with alternative hematopoietic fates. Our integrative analyses suggest that these changes are organized in part through coordinated miRNA-mRNA regulatory networks. In wild-type (WT) pro-B cells, miRNAs such as miR-10a-5p, miR-674-5p, and miR-21a-5p maintain B cell identity by suppressing RNAs linked to other lineages. In contrast, in YY1 KO pro-B cells increased expression of miRNAs including miR-15b-5p, miR-342-5p, and miR-34a-5p target pathways required for B cell development, proliferation, and survival thus reducing B lineage identity. Together, these findings suggest that YY1 preserves B cell identity through coordinated regulation of transcriptional and post-transcriptional programs, with YY1-dependent miRNA networks contributing to the maintenance of B cell-associated gene expression and restriction of alternative lineage programs. Among these, miR-15b-5p emerged as a central regulator predicted to regulate Bcl6b and E2f family transcription factors that control proliferative and transcriptional programs critical for early B cell development. At single-cell resolution, YY1 KO pro-B cells grown on OP9-DL4 feeders that provide Notch signaling displayed marked transcriptional heterogeneity and loss of pro-B lineage commitment. Pseudotime analysis revealed a branched developmental landscape, with cells diverging toward monocyte, macrophage, and dendritic cell fates rather than a consistent B cell differentiation trajectory. Collectively, these findings establish YY1 as a central regulator of lineage commitment integrating transcriptional and miRNA-mediated post-transcriptional mechanisms to regulate B cell identity.