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2.
Front Immunol ; 15: 1403808, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38840907

RESUMEN

VEXAS syndrome is a recently described autoinflammatory syndrome caused by the somatic acquisition of UBA1 mutations in myeloid precursors and is frequently associated with hematologic malignancies, chiefly myelodysplastic syndromes. Disease presentation can mimic several rheumatologic disorders, delaying the diagnosis. We describe a case of atypical presentation resembling late-onset axial spondylarthritis, later progressing to a systemic inflammatory syndrome with chondritis, cutaneous vasculitis, and transfusion-dependent anemia, requiring high doses of steroids. Ruxolitinib was used as the first steroid-sparing strategy without response. However, azacitidine showed activity in controlling both inflammation and the mutant clone. This case raises the question of whether azacitidine's anti-inflammatory effects are dependent on or independent of clonal control. We discuss the potential relevance of molecular remission in VEXAS syndrome and highlight the importance of a multidisciplinary team for the care of such complex patients.


Asunto(s)
Azacitidina , Sacroileítis , Enzimas Activadoras de Ubiquitina , Humanos , Azacitidina/uso terapéutico , Sacroileítis/tratamiento farmacológico , Sacroileítis/diagnóstico , Sacroileítis/genética , Enzimas Activadoras de Ubiquitina/genética , Mutación , Masculino , Persona de Mediana Edad , Resultado del Tratamiento , Síndromes Mielodisplásicos/tratamiento farmacológico , Síndromes Mielodisplásicos/genética , Síndromes Mielodisplásicos/diagnóstico
3.
JCO Clin Cancer Inform ; 8: e2400008, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38875514

RESUMEN

PURPOSE: Rare cancers constitute over 20% of human neoplasms, often affecting patients with unmet medical needs. The development of effective classification and prognostication systems is crucial to improve the decision-making process and drive innovative treatment strategies. We have created and implemented MOSAIC, an artificial intelligence (AI)-based framework designed for multimodal analysis, classification, and personalized prognostic assessment in rare cancers. Clinical validation was performed on myelodysplastic syndrome (MDS), a rare hematologic cancer with clinical and genomic heterogeneities. METHODS: We analyzed 4,427 patients with MDS divided into training and validation cohorts. Deep learning methods were applied to integrate and impute clinical/genomic features. Clustering was performed by combining Uniform Manifold Approximation and Projection for Dimension Reduction + Hierarchical Density-Based Spatial Clustering of Applications with Noise (UMAP + HDBSCAN) methods, compared with the conventional Hierarchical Dirichlet Process (HDP). Linear and AI-based nonlinear approaches were compared for survival prediction. Explainable AI (Shapley Additive Explanations approach [SHAP]) and federated learning were used to improve the interpretation and the performance of the clinical models, integrating them into distributed infrastructure. RESULTS: UMAP + HDBSCAN clustering obtained a more granular patient stratification, achieving a higher average silhouette coefficient (0.16) with respect to HDP (0.01) and higher balanced accuracy in cluster classification by Random Forest (92.7% ± 1.3% and 85.8% ± 0.8%). AI methods for survival prediction outperform conventional statistical techniques and the reference prognostic tool for MDS. Nonlinear Gradient Boosting Survival stands in the internal (Concordance-Index [C-Index], 0.77; SD, 0.01) and external validation (C-Index, 0.74; SD, 0.02). SHAP analysis revealed that similar features drove patients' subgroups and outcomes in both training and validation cohorts. Federated implementation improved the accuracy of developed models. CONCLUSION: MOSAIC provides an explainable and robust framework to optimize classification and prognostic assessment of rare cancers. AI-based approaches demonstrated superior accuracy in capturing genomic similarities and providing individual prognostic information compared with conventional statistical methods. Its federated implementation ensures broad clinical application, guaranteeing high performance and data protection.


Asunto(s)
Inteligencia Artificial , Medicina de Precisión , Humanos , Pronóstico , Medicina de Precisión/métodos , Femenino , Enfermedades Raras/clasificación , Enfermedades Raras/genética , Enfermedades Raras/diagnóstico , Masculino , Aprendizaje Profundo , Neoplasias/clasificación , Neoplasias/genética , Neoplasias/diagnóstico , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/clasificación , Síndromes Mielodisplásicos/genética , Síndromes Mielodisplásicos/terapia , Algoritmos , Persona de Mediana Edad , Anciano , Análisis por Conglomerados
4.
Sci Rep ; 14(1): 13843, 2024 06 15.
Artículo en Inglés | MEDLINE | ID: mdl-38879594

RESUMEN

Myelodysplastic syndrome (MDS) is a heterogeneous spectrum of clonal hematopoietic disorders with varying degrees of cytopenia and morphologic dysplasia. The hemoglobin, albumin, lymphocyte, and platelet (HALP) score is a prognostic marker in several types of malignant tumors. Prognostic value of HALP score remains unclear for MDS. To determine the prognostic value of baseline HALP score in MDS. We retrospectively analyzed data from 130 newly diagnosed MDS patients evaluated and classified under HALP score. By the receiver operating characteristic (ROC) analysis, the optimal cut-off value of HALP was > 67.5 in predicting mortality. Patients were divided into two groups: with low and high HALP scores, and the characteristics were compared between both groups. Patients' median age was 68 (19-84) years, and 79 (60.8%) were male. Higher HALP score was detected in MDS patients with intermediate-risk under IPSS score, and at high and very high risks under IPSS-R score, and those receiving azacitidine (AZA) treatment. The survival rates of those with a HALP score > 67.5 were significantly lower than those with low HALP score at 17.77 ± 3.98 (median ± SE) (p < 0.001). The 3-, 5- and 10-years survival rates of individuals with HALP scores > 67.5 were found as 25, 18, and 11%, respectively. Median overall survival (OS) was also determined as 33.10 (95% CI 16.34-49.88) months by the Kaplan-Meier method. HALP score has shown an ability to be a useful prognostic biomarker in various cancers, including MDS. The meaningful cut-off value of HALP is disease-specific and largely study-specific. High HALP score is associated with unfavorable clinicopathological characteristics. Also, it may be useful in predicting OS and mortality of MDS.


Asunto(s)
Síndromes Mielodisplásicos , Humanos , Síndromes Mielodisplásicos/mortalidad , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/tratamiento farmacológico , Síndromes Mielodisplásicos/patología , Masculino , Anciano , Femenino , Persona de Mediana Edad , Pronóstico , Anciano de 80 o más Años , Adulto , Estudios Retrospectivos , Hemoglobinas/análisis , Hemoglobinas/metabolismo , Adulto Joven , Curva ROC , Plaquetas/patología , Linfocitos/patología , Recuento de Plaquetas
5.
BMJ Open ; 14(6): e081200, 2024 Jun 17.
Artículo en Inglés | MEDLINE | ID: mdl-38889946

RESUMEN

INTRODUCTION: Many patients referred for suspicion of myelodysplastic neoplasm (MDS) are subjected to unnecessary discomfort from bone marrow aspiration, due to the low disease prevalence in this population. Flow cytometric analysis of peripheral blood neutrophil myeloperoxidase expression could rule out MDS with sensitivity and negative predictive value estimates close to 100%, ultimately obviating the need for bone marrow aspiration in up to 35% of patients. However, the generalisability of these findings is uncertain due to the limited sample size, the enrolment of patients at a single study site, and the reliability issues associated with laboratory-developed tests and varying levels of operator experience. This study aims to validate the accuracy attributes of peripheral blood neutrophil myeloperoxidase expression quantified by flow cytometric analysis in an independent multicentre sample. METHODS AND ANALYSIS: The MPO-MDS-Valid project is a cross-sectional diagnostic accuracy study comparing an index test to a reference standard. Consecutive adult patients referred for suspicion of MDS are being recruited at seven university hospitals and one cancer centre in France. At each site, flow cytometric analysis of peripheral blood samples is performed by operators who are blinded to the reference diagnosis. A central adjudication committee whose members are unaware of the index test results will determine the reference diagnosis of MDS, based on cytomorphological evaluation of bone marrow performed in duplicate by experienced hematopathologists. The target sample size is 400 patients and the anticipated study recruitment completion date is 31 December 2025. ETHICS AND DISSEMINATION: An institutional review board (Comité de Protection des Personnes Nord-Ouest III, Caen, France) approved the protocol, prior to the start of the study. Participants are recruited using an opt-out approach. Efforts will be made to publish the primary results within 6 months after study completion. TRIAL REGISTRATION NUMBER: NCT05175469.


Asunto(s)
Citometría de Flujo , Síndromes Mielodisplásicos , Neutrófilos , Peroxidasa , Humanos , Peroxidasa/sangre , Peroxidasa/metabolismo , Neutrófilos/metabolismo , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/sangre , Estudios Transversales , Reproducibilidad de los Resultados , Francia , Masculino , Estudios Multicéntricos como Asunto , Femenino , Sensibilidad y Especificidad , Adulto
6.
Medicine (Baltimore) ; 103(24): e38556, 2024 Jun 14.
Artículo en Inglés | MEDLINE | ID: mdl-38875377

RESUMEN

This study aimed to assess hematological diseases next-generation sequencing (NGS) panel enhances the diagnosis and classification of myeloid neoplasms (MN) using the 5th edition of the WHO Classification of Hematolymphoid Tumors (WHO-HAEM5) and the International Consensus Classification (ICC) of Myeloid Tumors. A cohort of 112 patients diagnosed with MN according to the revised fourth edition of the WHO classification (WHO-HAEM4R) underwent testing with a 141-gene NGS panel for hematological diseases. Ancillary studies were also conducted, including bone marrow cytomorphology and routine cytogenetics. The cases were then reclassified according to WHO-HAEM5 and ICC to assess the practical impact of these 2 classifications. The mutation detection rates were 93% for acute myeloid leukemia (AML), 89% for myelodysplastic syndrome (MDS), 94% for myeloproliferative neoplasm (MPN), and 100% for myelodysplasia/myeloproliferative neoplasm (MDS/MPN) (WHO-HAEM4R). NGS provided subclassified information for 26 and 29 patients with WHO-HAEM5 and ICC, respectively. In MPN, NGS confirmed diagnoses in 16 cases by detecting JAK2, MPL, or CALR mutations, whereas 13 "triple-negative" MPN cases revealed at least 1 mutation. NGS panel testing for hematological diseases improves the diagnosis and classification of MN. When diagnosed with ICC, NGS produces more classification subtype information than WHO-HAEM5.


Asunto(s)
Secuenciación de Nucleótidos de Alto Rendimiento , Mutación , Síndromes Mielodisplásicos , Trastornos Mieloproliferativos , Humanos , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Femenino , Masculino , Persona de Mediana Edad , Anciano , Trastornos Mieloproliferativos/genética , Trastornos Mieloproliferativos/diagnóstico , Trastornos Mieloproliferativos/clasificación , Adulto , Síndromes Mielodisplásicos/genética , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/clasificación , Anciano de 80 o más Años , Janus Quinasa 2/genética , Organización Mundial de la Salud , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/clasificación , Leucemia Mieloide Aguda/diagnóstico , Receptores de Trombopoyetina/genética , Calreticulina/genética , Adulto Joven
7.
Leuk Res ; 142: 107529, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38820666

RESUMEN

Allogeneic hematopoietic stem cell transplantation (HSCT) remains the only curative option for patients with Myelodysplastic syndromes (MDS). For many years, the selection of patients to allogeneic HSCT has been largely based on use of the International Prognostic Scoring System-Revised (IPSS-R). However, the recent broader application of next generation sequencing in clinical practice provided an abundance of molecular data and led to the introduction of molecular prognostic scores as IPSS-Molecular (IPSS-M). In this paper, we retrospectively analyzed the outcomes of 57 consecutive MDS patients treated with allogeneic HSCT in our center. Re-stratification from IPSS-R to IPSS-M occurred in almost half of patients. The application of IPSS-M to our cohort demonstrated a stronger prognostic separation compared to IPSS-R and improved the C-index. Very high-risk IPSS-M patients showed worse outcomes following HSCT compared to high-risk patients. This study provides data supporting the need of integrating molecular information in the transplant decision making of patients with MDS. This allows an earlier and better identification of patients to whom the transplant should be advised.


Asunto(s)
Trasplante de Células Madre Hematopoyéticas , Síndromes Mielodisplásicos , Humanos , Síndromes Mielodisplásicos/terapia , Síndromes Mielodisplásicos/genética , Síndromes Mielodisplásicos/mortalidad , Síndromes Mielodisplásicos/diagnóstico , Estudios Retrospectivos , Trasplante de Células Madre Hematopoyéticas/métodos , Masculino , Femenino , Persona de Mediana Edad , Pronóstico , Anciano , Adulto , Toma de Decisiones Clínicas , Trasplante Homólogo , Secuenciación de Nucleótidos de Alto Rendimiento , Adulto Joven
8.
Clin Lab Med ; 44(2): 339-353, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38821648

RESUMEN

Despite the apparent complexity of the molecular genetic underpinnings of myeloid neoplasms, most myeloid mutational profiles can be understood within a simple framework. Somatic mutations accumulate in hematopoietic stem cells with aging and toxic insults, termed clonal hematopoiesis. These "old stem cells" mutations, predominantly in the epigenetic and RNA spliceosome pathways, act as "founding" driver mutations leading to a clonal myeloid neoplasm when sufficient in number and clone size. Subsequent mutations can create the genetic flavor of the myeloid neoplasm ("backseat" drivers) due to their enrichment in certain entities or act as progression events ("aggressive" drivers) during clonal evolution.


Asunto(s)
Síndromes Mielodisplásicos , Trastornos Mieloproliferativos , Humanos , Mutación , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/genética , Síndromes Mielodisplásicos/metabolismo , Síndromes Mielodisplásicos/patología , Trastornos Mieloproliferativos/genética , Trastornos Mieloproliferativos/patología , Trastornos Mieloproliferativos/diagnóstico , Trastornos Mieloproliferativos/metabolismo
10.
Clin Lab ; 70(5)2024 May 01.
Artículo en Inglés | MEDLINE | ID: mdl-38747915

RESUMEN

BACKGROUND: As a tumor mass, a myeloid sarcoma consists of myeloid blasts and presents at an anatomical site other than the bone marrow. In about one quarter of cases, myeloid sarcoma happens without an underlying acute myeloid leukemia or other myeloid neoplasm, and it may precede or coincide with AML or form acute blastic transformation of MDSs, MPNs, or MDS/MPNs. METHODS: Herein, we described a rare case of acute myeloid leukemia with myelodysplasia-related changes (AML-MRC), with WT1 mutation and high expression of TP53 after isolated myeloid sarcoma of lymph nodes showing a higher proportion of blasts, dysplasia of both megakaryocytes and granulocytes. CONCLUSIONS: The case highlights the importance of a bone marrow examination, including morphology, immunophenotyping, cytogenetic, and molecular examination in all cases to exclude the possibility of myeloid sarcoma, especially the morphological feature of bone marrow dysplasia in the early stage before AML.


Asunto(s)
Leucemia Mieloide Aguda , Mutación , Síndromes Mielodisplásicos , Sarcoma Mieloide , Humanos , Sarcoma Mieloide/genética , Sarcoma Mieloide/diagnóstico , Sarcoma Mieloide/patología , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/patología , Leucemia Mieloide Aguda/diagnóstico , Síndromes Mielodisplásicos/genética , Síndromes Mielodisplásicos/patología , Síndromes Mielodisplásicos/diagnóstico , Proteína p53 Supresora de Tumor/genética , Proteínas WT1/genética , Masculino , Médula Ósea/patología , Persona de Mediana Edad , Inmunofenotipificación
12.
Blood Cancer J ; 14(1): 57, 2024 Apr 09.
Artículo en Inglés | MEDLINE | ID: mdl-38594285

RESUMEN

In 2022, two novel classification systems for myelodysplastic syndromes/neoplasms (MDS) have been proposed: the International Consensus Classification (ICC) and the 2022 World Health Organization (WHO-2022) classification. These two contemporary systems exhibit numerous shared features but also diverge significantly in terminology and the definition of new entities. Thus, we retrospectively validated the ICC and WHO-2022 classification and found that both systems promoted efficient segregation of this heterogeneous disease. After examining the distinction between the two systems, we showed that a peripheral blood blast percentage ≥ 5% indicates adverse survival. Identifying MDS/acute myeloid leukemia with MDS-related gene mutations or cytogenetic abnormalities helps differentiate survival outcomes. In MDS, not otherwise specified patients, those diagnosed with hypoplastic MDS and single lineage dysplasia displayed a trend of superior survival compared to other low-risk MDS patients. Furthermore, the impact of bone marrow fibrosis on survival was less pronounced within the ICC framework. Allogeneic transplantation appears to improve outcomes for patients diagnosed with MDS with excess blasts in the ICC. Therefore, we proposed an integrated system that may lead to the accurate diagnosis and advancement of future research for MDS. Prospective studies are warranted to validate this refined classification.


Asunto(s)
Síndromes Mielodisplásicos , Neoplasias , Humanos , Estudios Retrospectivos , Consenso , Pronóstico , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/terapia , Síndromes Mielodisplásicos/genética , Organización Mundial de la Salud
13.
Immun Inflamm Dis ; 12(4): e1221, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38578040

RESUMEN

BACKGROUND: Myelodysplastic syndromes (MDS) are clonal hematopoietic disorders characterized by morphological abnormalities and peripheral blood cytopenias, carrying a risk of progression to acute myeloid leukemia. Although ferroptosis is a promising target for MDS treatment, the specific roles of ferroptosis-related genes (FRGs) in MDS diagnosis have not been elucidated. METHODS: MDS-related microarray data were obtained from the Gene Expression Omnibus database. A comprehensive analysis of FRG expression levels in patients with MDS and controls was conducted, followed by the use of multiple machine learning methods to establish prediction models. The predictive ability of the optimal model was evaluated using nomogram analysis and an external data set. Functional analysis was applied to explore the underlying mechanisms. The mRNA levels of the model genes were verified in MDS clinical samples by quantitative real-time polymerase chain reaction (qRT-PCR). RESULTS: The extreme gradient boosting model demonstrated the best performance, leading to the identification of a panel of six signature genes: SREBF1, PTPN6, PARP9, MAP3K11, MDM4, and EZH2. Receiver operating characteristic curves indicated that the model exhibited high accuracy in predicting MDS diagnosis, with area under the curve values of 0.989 and 0.962 for the training and validation cohorts, respectively. Functional analysis revealed significant associations between these genes and the infiltrating immune cells. The expression levels of these genes were successfully verified in MDS clinical samples. CONCLUSION: Our study is the first to identify a novel model using FRGs to predict the risk of developing MDS. FRGs may be implicated in MDS pathogenesis through immune-related pathways. These findings highlight the intricate correlation between ferroptosis and MDS, offering insights that may aid in identifying potential therapeutic targets for this debilitating disorder.


Asunto(s)
Citopenia , Ferroptosis , Síndromes Mielodisplásicos , Humanos , Ferroptosis/genética , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/genética , Bases de Datos Factuales , Aprendizaje Automático , Proteínas Proto-Oncogénicas , Proteínas de Ciclo Celular
14.
J Intern Med ; 296(1): 53-67, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38654517

RESUMEN

BACKGROUND: The Molecular International Prognostic Scoring System (IPSS-M) is the new gold standard for diagnostic outcome prediction in patients with myelodysplastic syndromes (MDS). This study was designed to assess the additive prognostic impact of dynamic transfusion parameters during early follow-up. METHODS: We retrieved complete transfusion data from 677 adult Swedish MDS patients included in the IPSS-M cohort. Time-dependent erythrocyte transfusion dependency (E-TD) was added to IPSS-M features and analyzed regarding overall survival and leukemic transformation (acute myeloid leukemia). A multistate Markov model was applied to assess the prognostic value of early changes in transfusion patterns. RESULTS: Specific clinical and genetic features were predicted for diagnostic and time-dependent transfusion patterns. Importantly, transfusion state both at diagnosis and within the first year strongly predicts outcomes in both lower (LR) and higher-risk (HR) MDSs. In multivariable analysis, 8-month landmark E-TD predicted shorter survival independently of IPSS-M (p < 0.001). A predictive model based on IPSS-M and 8-month landmark E-TD performed significantly better than a model including only IPSS-M. Similar trends were observed in an independent validation cohort (n = 218). Early transfusion patterns impacted both future transfusion requirements and outcomes in a multistate Markov model. CONCLUSION: The transfusion requirement is a robust and available clinical parameter incorporating the effects of first-line management. In MDS, it provides dynamic risk information independently of diagnostic IPSS-M and, in particular, clinical guidance to LR MDS patients eligible for potentially curative therapeutic intervention.


Asunto(s)
Síndromes Mielodisplásicos , Humanos , Síndromes Mielodisplásicos/terapia , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/mortalidad , Femenino , Pronóstico , Masculino , Anciano , Persona de Mediana Edad , Suecia , Cadenas de Markov , Anciano de 80 o más Años , Transfusión de Eritrocitos , Transfusión Sanguínea , Adulto
15.
Pathology ; 56(4): 459-467, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38580613

RESUMEN

The classification of myeloid neoplasms continues to evolve along with advances in molecular diagnosis, risk stratification and treatment of disease. An approach for disease classification has been grounded in international consensus that has facilitated understanding, identification and management of molecularly heterogeneous entities, as well as enabled consistent patient stratification into clinical trials and clinical registries over time. The new World Health Organization (WHO) and International Consensus Classification (ICC) Clinical Advisory Committee releasing separate classification systems for myeloid neoplasms in 2022 precipitated some concern amongst haematopathology colleagues both locally and internationally. While both classifications emphasise molecular disease classification over the historical use of morphology, flow cytometry and cytogenetic based diagnostic methods, notable differences exist in how morphological, molecular and cytogenetic criteria are applied for defining myelodysplastic neoplasms (MDS) and acute myeloid leukaemias (AML). Here we review the conceptual advances, diagnostic nuances, and molecular platforms required for the diagnosis of MDS and AML using the new WHO and ICC 2022 classifications. We provide consensus recommendations for reporting bone marrow biopsies. Additionally, we address the logistical challenges encountered implementing these changes into routine laboratory practice in alignment with the National Pathology Accreditation Advisory Council reporting requirements for Australia and New Zealand.


Asunto(s)
Médula Ósea , Leucemia Mieloide Aguda , Síndromes Mielodisplásicos , Humanos , Australia , Biopsia , Médula Ósea/patología , Leucemia Mieloide Aguda/patología , Leucemia Mieloide Aguda/diagnóstico , Leucemia Mieloide Aguda/clasificación , Síndromes Mielodisplásicos/clasificación , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/patología , Organización Mundial de la Salud
16.
Sci Rep ; 14(1): 9349, 2024 04 23.
Artículo en Inglés | MEDLINE | ID: mdl-38654058

RESUMEN

Myelodysplastic syndrome is primarily characterized by dysplasia in the bone marrow (BM), presenting a challenge in consistent morphology interpretation. Accurate diagnosis through traditional slide-based analysis is difficult, necessitating a standardized objective technique. Over the past two decades, imaging flow cytometry (IFC) has proven effective in combining image-based morphometric analyses with high-parameter phenotyping. We have previously demonstrated the effectiveness of combining IFC with a feature-based machine learning algorithm to accurately identify and quantify rare binucleated erythroblasts (BNEs) in dyserythropoietic BM cells. However, a feature-based workflow poses challenges requiring software-specific expertise. Here we employ a Convolutional Neural Network (CNN) algorithm for BNE identification and differentiation from doublets and cells with irregular nuclear morphology in IFC data. We demonstrate that this simplified AI workflow, coupled with a powerful CNN algorithm, achieves comparable BNE quantification accuracy to manual and feature-based analysis with substantial time savings, eliminating workflow complexity. This streamlined approach holds significant clinical value, enhancing IFC accessibility for routine diagnostic purposes.


Asunto(s)
Eritroblastos , Citometría de Flujo , Síndromes Mielodisplásicos , Redes Neurales de la Computación , Humanos , Eritroblastos/patología , Eritroblastos/citología , Síndromes Mielodisplásicos/patología , Síndromes Mielodisplásicos/diagnóstico , Citometría de Flujo/métodos , Algoritmos , Aprendizaje Automático , Masculino , Femenino
17.
Exp Hematol ; 134: 104217, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38649131

RESUMEN

SAMD9 and SAMD9L are two interferon-regulated genes located adjacent to each other on chromosome 7q21.2. Germline gain-of-function (GL GOF) mutations in SAMD9/SAMD9L are the genetic cause of MIRAGE syndrome, ataxia-pancytopenia (ATXPC) syndrome, myeloid leukemia syndrome with monosomy 7 (MLSM7), refractory cytopenia of childhood (RCC), transient monosomy 7 in children, SAMD9L-associated autoinflammatory disease (SAAD), and a proportion of inherited aplastic anemia and bone marrow failure syndromes. The myeloid neoplasms associated with GL GOF SAMD9/SAMD9L mutations have been included in the World Health Organization (WHO) 2022 classification. The discovery of SAMD9/SAMD9L-related diseases has revealed some interesting pathobiological mechanisms, such as a high rate of primary somatic compensation, with one of the mechanisms being (transient) monosomy 7 a mechanism also described as "adaption by aneuploidy." The somatic compensation in the blood can complicate the diagnosis of SAMD9/SAMD9L-related disease when relying on hematopoietic tissues for diagnosis. Recently, GL loss-of function (LOF) mutations have been identified in older individuals with myeloid malignancies in accordance with a mouse model of SAMD9L loss that develops a myelodysplastic syndrome (MDS)-like disease late in life. The discovery of SAMD9/SAMD9L-associated syndromes has resulted in a deeper understanding of the genetics and biology of diseases/syndromes that were previously oblivious and thought to be unrelated to each other. Besides giving an overview of the literature, this review wants to also provide some practical guidance for the classification of SAMD9/SAMD9L variants that is complicated by the nonrecurrent nature of these mutations but also by the fact that both GL GOF, as well as loss-of-function mutations, have been identified.


Asunto(s)
Deleción Cromosómica , Cromosomas Humanos Par 7 , Péptidos y Proteínas de Señalización Intracelular , Síndromes Mielodisplásicos , Humanos , Cromosomas Humanos Par 7/genética , Síndromes Mielodisplásicos/genética , Síndromes Mielodisplásicos/diagnóstico , Animales , Péptidos y Proteínas de Señalización Intracelular/genética , Proteínas Supresoras de Tumor/genética
18.
Curr Hematol Malig Rep ; 19(3): 138-150, 2024 06.
Artículo en Inglés | MEDLINE | ID: mdl-38632155

RESUMEN

PURPOSE OF REVIEW: Myelodysplastic syndromes/neoplasms (MDS) represent a diverse group of pathologically distinct diseases with varying prognoses and risks of leukemia progression. This review aims to discuss current treatment options for elderly patients with MDS, focusing on patients ineligible for intensive chemotherapy or allogenic hematopoietic stem cell transplantation (HSCT). The challenges associated with treatment in this population and emerging therapeutic prospects are also explored. RECENT FINDINGS: Recent advancements in molecular diagnostics have enhanced risk stratification by incorporating genetic mutations, notably through the molecular International Prognostic Scoring System (IPSS-M). Lower-risk MDS (LR-MDS) treatment ranges from observation to supportive measures and erythropoiesis-stimulating agents (ESAs), with emerging therapies like luspatercept showing promise. High-risk MDS (HR-MDS) is treated with hypomethylating agents (HMAs) or allogenic HSCT, but outcomes remain poor. Elderly MDS patients, often diagnosed after 70, pose challenges in treatment decision-making. The IPSS-M aids risk stratification, guiding therapeutic choices. For LR-MDS, supportive care, ESAs, and novel agents like luspatercept are considered. Treatment of HR-MDS involves HMAs or allogenic HSCT. Emerging treatments, including oral HMAs and novel agents targeting FLT3, and IDH 1/2 mutations, show promise. Future research should refine treatment strategies for this elderly population focusing on quality-of-life improvement.


Asunto(s)
Síndromes Mielodisplásicos , Humanos , Síndromes Mielodisplásicos/terapia , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/etiología , Anciano , Trasplante de Células Madre Hematopoyéticas , Manejo de la Enfermedad , Pronóstico
19.
Leukemia ; 38(5): 1131-1142, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38575672

RESUMEN

Myelodysplastic neoplasms (MDS) are characterized by clonal evolution starting from the compartment of hematopoietic stem and progenitors cells (HSPCs), leading in some cases to leukemic transformation. We hypothesized that deciphering the diversity of the HSPCs compartment may allow for the early detection of an emergent sub-clone that drives disease progression. Deep analysis of HSPCs repartition by multiparametric flow cytometry revealed a strong disorder of the hematopoietic branching system in most patients at diagnosis with different phenotypic signatures closely related to specific MDS features. In two independent cohorts of 131 and 584 MDS, the HSPCs heterogeneity quantified through entropy calculation was decreased in 47% and 46% of cases, reflecting a more advanced state of the disease with deeper cytopenias, higher IPSS-R risk and accumulation of somatic mutations. We demonstrated that patients with lower-risk MDS and low CD34 + CD38+HSPCs entropy had an adverse outcome and that this parameter is as an independent predictive biomarker for progression free survival, leukemia free survival and overall survival. Analysis of HSPCs repartition at diagnosis represents therefore a very powerful tool to identify lower-risk MDS patients with a worse outcome and valuable for clinical decision-making, which could be fully integrated in the MDS diagnostic workflow.


Asunto(s)
Células Madre Hematopoyéticas , Síndromes Mielodisplásicos , Humanos , Pronóstico , Síndromes Mielodisplásicos/patología , Síndromes Mielodisplásicos/mortalidad , Síndromes Mielodisplásicos/diagnóstico , Células Madre Hematopoyéticas/patología , Células Madre Hematopoyéticas/metabolismo , Femenino , Masculino , Anciano , Persona de Mediana Edad , Anciano de 80 o más Años , Adulto , Mutación , Biomarcadores de Tumor , Tasa de Supervivencia
20.
Br J Haematol ; 204(5): 1856-1861, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38590011

RESUMEN

Bone marrow (BM) examination is a key element in the diagnosis and prognostic grading of myelodysplastic syndromes (MDSs), and obtaining adequate BM cell samples is critical for accurate test results. Massive haemodilution of aspirated BM samples is a well-known problem; however, its incidence in patients with MDS has not been well studied. We report the first study to examine the incidence of massive haemodilution in nationwide BM samples aspirated from patients diagnosed with or suspected of MDS in Japan. Among 283 cases available for analysis, BM smears from 92 cases (32.5%) were hypospicular (massively haemodiluted) and, particularly, no BM particles were observed in 52 cases (18.4%). Regarding hypospicular cases, we examined how the doctors in charge interpreted the BM smears of their patients. In only 19 of 92 cases (20.7%), doctors realised that the BM smears were haemodiluted. Furthermore, the BM biopsy, which can help diagnose hypospicular cases, was oftentimes not performed when the haemodilution was overlooked by doctors (not performed in 50 of 73 such cases). These real-world data highlight that not only researchers who are working to improve diagnostic tests but also clinicians who perform and use diagnostic tests must realise this common and potentially critical problem.


Asunto(s)
Síndromes Mielodisplásicos , Humanos , Síndromes Mielodisplásicos/epidemiología , Síndromes Mielodisplásicos/diagnóstico , Síndromes Mielodisplásicos/patología , Japón/epidemiología , Masculino , Femenino , Estudios Retrospectivos , Anciano , Persona de Mediana Edad , Anciano de 80 o más Años , Células de la Médula Ósea/patología , Adulto , Examen de la Médula Ósea/métodos , Prevalencia , Médula Ósea/patología
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