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Exercise and Diet Studies Among Patients Living with Multiple Myeloma: Current Evidence and Considerations of Patient Preferences. 多发性骨髓瘤患者的运动和饮食研究:当前的证据和对患者偏好的考虑。
Pub Date : 2025-01-01 Epub Date: 2025-03-21 DOI: 10.3389/frhem.2025.1550681
Kelsey E Maslana, Grace E Skogerboe, Douglas W Sborov, Adriana M Coletta

Background: Multiple myeloma (MM) is the second most common blood cancer after leukemia in adults. Despite advancements in treatment that have extended survival, MM remains incurable and the cancer and its treatment result in adverse acute, long-term and latent side-effects, necessitating a focus on strategies to attenuate these side-effects and improve quality of life. This narrative review highlights MM patient preferences for exercise and/or diet interventions relative to complete and ongoing interventions to identify gaps and needs for future lifestyle interventions in MM patients aimed at improving MM survivorship care.

Methods: This updated review was completed using a comprehensive search that was conducted using PubMed and ClinicalTrials.gov databases using keywords related to MM, exercise, physical activity, diet, nutrition and patient preferences. Studies involving adults diagnosed with MM were included.

Results: Among published studies, there are five exercise interventions and four diet and nutrition observational studies. The importance of individualized exercise interventions tailored to MM patients' needs was emphasized. Supervised exercise interventions showed higher adherence and engagement compared to unsupervised interventions. Observational diet/nutrition studies demonstrated that decreased gut microbiome diversity post-transplant is linked to poorer outcomes. Additionally, nutritional status and dietary patterns, such as high-carbohydrate and plant-based diets, can significantly impact clinical outcomes in MM patients, including sustained minimal residual disease negativity. Current clinical trials are primarily focused on feasibility and adherence, with a limited emphasis on long-term outcomes. In ClinicalTrials.gov, there are six ongoing exercise interventions, with an additional seven that are completed with no published results, one suspended trial and one active but not recruiting. Additionally, there are two combined diet and exercise interventions that are currently recruiting, with one active but no longer recruiting. Among diet and nutrition ongoing trials, there are currently two actively recruiting, two completed with no primary paper published and one study that was withdrawn.

Discussion: These findings underscore the need for more comprehensive, long-term and adequately powered studies on the impact of exercise and diet interventions in MM patients. Patient education and empowerment within these trials are crucial for enhancing engagement and adherence to these interventions.

背景:多发性骨髓瘤(MM)是成人中仅次于白血病的第二大常见血癌。尽管治疗的进步延长了生存期,但MM仍然无法治愈,癌症及其治疗导致不良的急性、长期和潜在副作用,需要关注减轻这些副作用和提高生活质量的策略。这篇叙述性综述强调了MM患者对运动和/或饮食干预的偏好,相对于完整和持续的干预,以确定MM患者未来生活方式干预的差距和需求,旨在改善MM患者的生存护理。方法:本更新的综述使用PubMed和ClinicalTrials.gov数据库进行全面搜索,使用与MM、运动、身体活动、饮食、营养和患者偏好相关的关键词完成。研究纳入了诊断为MM的成人。结果:在已发表的研究中,有5项运动干预和4项饮食和营养观察性研究。强调了针对MM患者需求量身定制的个性化运动干预的重要性。有监督的运动干预比无监督的干预表现出更高的依从性和参与度。观察性饮食/营养研究表明,移植后肠道微生物群多样性的减少与较差的预后有关。此外,营养状况和饮食模式,如高碳水化合物和植物性饮食,可以显著影响MM患者的临床结果,包括持续的最小残留疾病阴性反应。目前的临床试验主要集中在可行性和依从性上,对长期结果的重视有限。在ClinicalTrials.gov网站上,有六个正在进行的运动干预,另外七个已经完成,但没有公布结果,一个暂停试验,一个正在进行,但没有招募。此外,目前有两种结合饮食和运动的干预措施正在招募,其中一种有效但不再招募。在正在进行的饮食和营养试验中,目前有两项正在积极招募,两项已完成但未发表主要论文,一项研究已被撤回。讨论:这些发现强调需要对运动和饮食干预对MM患者的影响进行更全面、长期和充分有力的研究。在这些试验中对患者进行教育和赋权对于加强参与和遵守这些干预措施至关重要。
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引用次数: 0
Metabolic reprogramming of fetal hematopoietic stem and progenitor cells by maternal obesity. 母体肥胖对胎儿造血干细胞和祖细胞代谢重编程的影响。
Pub Date : 2025-01-01 Epub Date: 2025-04-14 DOI: 10.3389/frhem.2025.1575143
Oleg Varlamov

Maternal obesity, often linked to the consumption of a high-fat Western-style diet (WSD), poses significant risks to both maternal and fetal health. This review explores the impact of maternal obesity on fetal hematopoietic stem and progenitor cells (HSPCs), highlighting how metabolic and inflammatory shifts in the maternal environment affect HSPC proliferation, differentiation, and long-term immune system development. Maternal obesity leads to hormonal imbalances, increased inflammatory cytokines, placental insufficiency, and altered nutrient availability that disrupt normal HSPC function, potentially predisposing offspring to immune dysfunction, metabolic disorders, and cardiovascular diseases later in life. Notably, maternal obesity skews HSPC differentiation toward the myeloid lineage, which can impair adaptive immune responses and increase the risk of autoimmune diseases and infections. Furthermore, maternal diet-driven epigenetic and transcriptional reprogramming of fetal HSPCs exacerbates chronic inflammation, reinforcing a pro-inflammatory phenotype in downstream progeny that persists into postnatal stages. The review also emphasizes the need for further research to clarify the mechanisms underlying these effects across different species and developmental stages, as well as the potential for targeted interventions to mitigate the adverse impacts of maternal obesity on fetal hematopoiesis and lifelong health outcomes.

产妇肥胖通常与高脂肪的西式饮食(WSD)有关,对产妇和胎儿的健康构成重大风险。本文探讨了母体肥胖对胎儿造血干细胞和祖细胞(HSPCs)的影响,强调了母体环境中的代谢和炎症变化如何影响HSPCs的增殖、分化和长期免疫系统发育。母亲肥胖导致激素失衡、炎症细胞因子增加、胎盘功能不全和营养物质可用性改变,从而破坏正常的HSPC功能,潜在地使后代在以后的生活中易患免疫功能障碍、代谢紊乱和心血管疾病。值得注意的是,母亲肥胖使HSPC向髓系分化,这可能损害适应性免疫反应,增加自身免疫性疾病和感染的风险。此外,母亲饮食驱动的胎儿HSPCs的表观遗传和转录重编程加剧了慢性炎症,在下游后代中加强了持续到出生后阶段的促炎表型。该综述还强调需要进一步研究以阐明这些影响在不同物种和发育阶段的潜在机制,以及有针对性的干预措施的潜力,以减轻母亲肥胖对胎儿造血和终身健康结果的不利影响。
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引用次数: 0
The aging hematopoietic stem cell niche: a mini review. 衰老的造血干细胞生态位:一个小回顾。
Pub Date : 2025-01-01 Epub Date: 2025-02-06 DOI: 10.3389/frhem.2025.1525132
Xin Gao, Jing Zhang, Owen J Tamplin

Hematopoietic stem cells (HSCs) undergo a functional decline during aging. The intrinsic characteristics of aged HSCs have been well-described and include a strong myeloid bias, an increase in total number, and a decrease in functionality during transplantation. The impact of the aged bone marrow microenvironment, or niche, on HSCs is less well understood. It is critical to understand the changing condition of the niche during aging, and its ability to support HSCs, as this could reveal the very signals and mechanisms needed to improve HSC fitness. Furthermore, heterochronic transplantation provides an approach to test the influence of an aged recipient niche on young donor HSCs, and conversely, of a young recipient niche on aged donor HSCs. Importantly, these experiments demonstrated that donor HSC engraftment is reduced if the recipient niche is aged, and conversely, the young niche can rejuvenate aged donor HSCs. Here we will focus on the interactions between aged HSCs and their microenvironment. We will highlight current controversies, research gaps, and future directions.

造血干细胞(hsc)在衰老过程中经历功能衰退。衰老hsc的内在特征已被很好地描述,包括在移植过程中强烈的髓系偏倚、总数增加和功能下降。老化的骨髓微环境或生态位对造血干细胞的影响尚不清楚。了解衰老过程中生态位的变化状况及其支持HSC的能力至关重要,因为这可以揭示提高HSC适应性所需的信号和机制。此外,异慢性移植提供了一种方法来测试老年受体生态位对年轻供体造血干细胞的影响,反之,年轻受体生态位对老年供体造血干细胞的影响。重要的是,这些实验表明,如果受体生态位老化,供体HSC的移植会减少,相反,年轻的生态位可以使年老的供体HSC恢复活力。在这里,我们将重点关注衰老hsc与其微环境之间的相互作用。我们将强调当前的争议,研究差距和未来的方向。
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引用次数: 0
Effectiveness of biosimilar pegfilgrastim in patients with lymphoma after high-dose chemotherapy and autologous stem cell transplantation: a real-life study 生物仿制药 pegfilgrastim 对接受大剂量化疗和自体干细胞移植后的淋巴瘤患者的疗效:一项真实生活研究
Pub Date : 2024-07-25 DOI: 10.3389/frhem.2024.1441070
Barbara Loteta, A. Pitino, Martina Pitea, C. Alati, Giovanni Tripepi, Maria Caterina Micó, Maria Pellicano', Francesca Cogliandro, Gaetana Porto, Giorgia Policastro, Giovanna Utano, Ilaria Maria Delfino, Annalisa Sgarlata, Anna Scopelliti, Aurora Idato, Giovanni Laenza, M. Altomonte, G. D’Arrigo, Mercedes Gori, Massimo Martino
To evaluate the efficacy of biosimilar (BIO) pegfilgrastim (PEG) in lymphoma patients after autologous stem cell transplantation (ASCT).86 consecutive lymphoma patients who received BIO/PEG after ASCT were assessed. The primary endpoints of this study were the incidence of febrile neutropenia (FN) and time to neutrophil engraftment.Most patients were males (67.4%) with a median age of 48 years. FN occurred in 66 patients (76.7%), and most of the fever was grade 1-2. The median time to neutrophil engraftment was 9 days. The incidence of FN differs based on lymphoma type (p-value <0.01) and was higher in non-Hodgkin lymphoma (NHL) than in Hodgkin Lymphoma (HL). No statistical difference was found between NHL and HL regarding the time to reach the neutrophil engraftment. Hospitalization lasted from a minimum of 9 to a maximum of 34 days. The restricted mean time to discharge was 15.9 days (95%CI 14-16), without differences based on lymphoma type.Although the study has the significant limitation of not being randomized and not having a control arm, it highlights the efficacy and safety of a BIO-PEG formulation in patients with Lymphoma and undergoing ASCT.
评估生物仿制药(BIO)培非格拉司汀(PEG)对自体干细胞移植(ASCT)后淋巴瘤患者的疗效。这项研究的主要终点是发热性中性粒细胞减少症(FN)的发生率和中性粒细胞移植时间。大多数患者为男性(67.4%),中位年龄为48岁。66名患者(76.7%)出现发热性中性粒细胞减少症,大多数发热为1-2级。中性粒细胞移植的中位时间为 9 天。FN的发生率因淋巴瘤类型而异(P值<0.01),非霍奇金淋巴瘤(NHL)的发生率高于霍奇金淋巴瘤(HL)。在达到中性粒细胞移植的时间方面,非霍奇金淋巴瘤和霍奇金淋巴瘤之间没有统计学差异。住院时间最短为9天,最长为34天。虽然这项研究存在很大的局限性,即没有随机分组,也没有对照组,但它强调了BIO-PEG制剂对接受ASCT的淋巴瘤患者的有效性和安全性。
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引用次数: 0
Targeting the bone marrow niche, moving towards leukemia eradication 瞄准骨髓龛位,向根除白血病迈进
Pub Date : 2024-07-22 DOI: 10.3389/frhem.2024.1429916
Carla Semedo, Raquel Caroço, António Almeida, Bruno António Cardoso
Hematopoiesis is a complex and tightly regulated process that drives the formation of mature blood cells from a single hematopoietic stem cell. This complex process occurs within the bone marrow, which, once disrupted or deregulated, subverts normal hematopoietic development, allowing leukemic cells to emerge, proliferate, and thrive. Notably, several cellular populations and paracrine factors within the bone marrow fuel leukemia expansion and progression. This review presents an overview of the main microenvironmental components that promote myeloid leukemia progression, discussing the emerging therapeutical strategies that target both leukemic cells and the supportive bone marrow microenvironment – targeting both the seed and the soil.
造血是一个复杂而严格调控的过程,它促使单个造血干细胞形成成熟的血细胞。这一复杂的过程发生在骨髓中,一旦受到破坏或失调,就会颠覆正常的造血发育,使白血病细胞得以出现、增殖和生长。值得注意的是,骨髓中的一些细胞群和旁分泌因子助长了白血病的扩展和发展。本综述概述了促进髓性白血病发展的主要微环境因素,并讨论了针对白血病细胞和骨髓支持性微环境--同时针对种子和土壤--的新兴治疗策略。
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引用次数: 0
First clinical experience of isatuximab safety and tolerability in relapsed and refractory multiple myeloma: real-world data from a compassionate use program in Germany 伊沙妥昔单抗对复发和难治性多发性骨髓瘤安全性和耐受性的首次临床经验:来自德国一项同情性使用计划的真实数据
Pub Date : 2024-06-13 DOI: 10.3389/frhem.2024.1335161
T. Leitner, Cyrus Khandanpour, K. Wendelin, F. Oduncu, Christoph Kimmich, Ralph Naumann, Miriam Kull, Hartmut Goldschmidt, Martin Ehmer, C. Kiewitz, Hans-Jürgen Salwender
Therapy for relapsed and refractory multiple myeloma (RRMM) remains challenging. While monoclonal antibodies against CD38 combined with pomalidomide have demonstrated efficacy in clinical trials, real-world data remain sparse. We present real-world data from a compassionate use program (CUP) of isatuximab given in combination with pomalidomide and dexamethasone according to the German Compassionate Use Directive ahead of commercial availability for adult patients with RRMM. Patients had received at least two prior lines of therapy, including lenalidomide and a proteasome inhibitor (PI), and had demonstrated disease progression on the last therapy. Isatuximab was administered as part of the clinical routine. In total, 18 patients were included in the CUP before the official market availability of isatuximab. The data reflect a heterogeneous population in terms of age, risk factors, previous diseases, and treatments. Most of the patients had received two full isatuximab cycles. The analysis showed no new safety signals, supporting the manageable toxicity profile of isatuximab and highlighting its potential in real-world settings.
复发性和难治性多发性骨髓瘤(RRMM)的治疗仍然充满挑战。虽然针对 CD38 的单克隆抗体联合泊马度胺在临床试验中显示出了疗效,但真实世界的数据仍然稀少。我们展示了一项同情使用计划(CUP)的真实数据,根据德国同情使用指令,伊沙妥昔单抗与泊马度胺和地塞米松联用,在RRMM成年患者中率先实现商业化。患者之前至少接受过两次治疗,包括来那度胺和蛋白酶体抑制剂(PI),并且在最后一次治疗中出现了疾病进展。伊沙妥昔单抗是临床常规治疗的一部分。在伊沙妥昔单抗正式上市之前,共有18名患者被纳入CUP。这些数据反映了人群在年龄、风险因素、既往疾病和治疗方面的异质性。大多数患者已经接受了两个完整的伊沙妥昔单抗周期。分析结果显示没有出现新的安全信号,支持了伊沙妥昔单抗可控的毒性特征,并突出了其在现实世界中的应用潜力。
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引用次数: 0
Morphological, clinical, and molecular profiling of post-polycythemia vera accelerated/blast phase occurring with and without antecedent secondary myelofibrosis 伴有或不伴有继发性骨髓纤维化的多发性红细胞增多症后加速期/播散期的形态、临床和分子谱分析
Pub Date : 2024-04-18 DOI: 10.3389/frhem.2024.1356561
Laura Pelagatti, Giulia Pozzi, Samuele Cortellazzi, Cristina Mancini, Eugenia Martella, L. Pagliaro, Mariateresa Giaimo, Giovanni Roti, M. Vitale, C. Carubbi, E. Masselli
Polycythemia vera (PV) is a JAK2-mutated myeloproliferative neoplasm (MPN) characterized by clonal erythrocytosis and an intrinsic risk of transformation into acute myeloid leukemia (AML), known as blast-phase (BP) disease, a condition typified by dismal prognosis. In PV, the evolution to BP generally occurs through an overt fibrotic progression, represented by the post-PV myelofibrotic (MF) stage. However, direct leukemic transformation from PV may also occur in up to ~50% of patients. In this study, we sought to shed light on the morphological, clinical, and molecular features that may differentiate BP arising from a direct transition from the PV stage (post-PV-BP) from those evolving through a diagnosis of post-PV myelofibrosis (post-PV-MF-BP). We retrospectively analyzed a cohort of post-PV-BP (n=5) and post-PV-MF-BP (n=5). We found that BP arising from PV directly displayed significantly lower leukocyte count (median 2.93 × 109/L, range: 2.30–39.40 vs. median 41.05 × 109/L, range: 5.46–58.01; P=0.03), and spleen diameter (14.0 cm, range: 11.5–20.0 vs. 25.5 cm, range: 18–26; P=0.03) as compared to those experiencing an overt fibrotic stage. The most striking differences emerged from bone marrow (BM) morphological analysis: all post-PV-BP were characterized by significantly higher cellularity (median 70%, range: 60%–98% vs. 28%, range: 2%–41%, P=0.0245), lower degree of fibrosis (fibrosis grade 1 vs. fibrosis grade 3 in all cases, P=0.008) and dysplastic features involving all three lineages, most prominently the erythroid and megakaryocytic compartment. Next-generation sequencing (NGS) analysis revealed that post-PV-BP cases were enriched in mutations located in genes involved in DNA methylation such as DNMT3A, IDH1/2, and TET2 (45% vs. 15%, P=0.038). With all the limits of the small number of patients for each cohort, our data suggest that BPs that arise directly from PV present a peculiar phenotype, consistent with the molecular signature of the disease, typified by mutations of genes occurring with a high frequency in Myelodysplastic Syndromes (MDS) and MDS/MPN. Further studies in larger cohorts are warranted to translate these observations into robust evidence that may advise therapeutic choices.
多发性红细胞增多症(PV)是一种 JAK2 基因突变的骨髓增殖性肿瘤(MPN),其特征是克隆性红细胞增多症和转化为急性髓性白血病(AML)的内在风险,即所谓的爆炸期(BP)疾病,这种疾病的典型特征是预后不良。在骨髓增生性白血病中,向骨髓增生性白血病的演变一般是通过明显的纤维化进展进行的,即骨髓纤维化(MF)后阶段。然而,多达约 50% 的患者也可能会从骨髓增生性白血病直接转变为白血病。在本研究中,我们试图揭示可将从 PV 阶段直接转变而来的 BP(PV-BP 后)与通过诊断 PV 后骨髓纤维化而演变而来的 BP(PV-MF-BP 后)区分开来的形态学、临床和分子特征。我们回顾性地分析了一组后PV-BP(5人)和后PV-MF-BP(5人)。我们发现,由 PV 直接引起的 BP 的白细胞计数明显较低(中位数为 2.93 × 109/L,范围:2.30-39.40;中位数为 41.05 × 109/L,范围:5.46-58.01;中位数为 2.93 × 109/L,范围:2.30-39.40):5.46-58.01;P=0.03)和脾脏直径(14.0 厘米,范围:11.5-20.0 vs. 25.5 厘米,范围:18-26;P=0.03)。骨髓(BM)形态学分析显示了最显著的差异:所有PV-BP后患者的特点都是细胞率显著增高(中位数70%,范围:60%-98% vs. 28%,范围:2%-41%,P=0.0245),纤维化程度较低(所有病例中纤维化1级 vs. 纤维化3级,P=0.008),以及涉及所有三个系的发育不良特征,其中最突出的是红系和巨核细胞系。下一代测序(NGS)分析显示,PV-BP 后病例富含 DNA 甲基化相关基因的突变,如 DNMT3A、IDH1/2 和 TET2(45% 对 15%,P=0.038)。尽管每个队列中的患者人数较少,但我们的数据表明,由 PV 直接引起的 BPs 表现出一种特殊的表型,与该疾病的分子特征一致,骨髓增生异常综合征(MDS)和 MDS/MPN 中出现频率较高的基因突变是其典型特征。要将这些观察结果转化为可靠的证据,为治疗选择提供建议,还需要在更大的群体中开展进一步的研究。
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引用次数: 0
Evaluating the effectiveness of COVID-19 vaccines in adults with sickle cell disease during the Omicron period of COVID-19 pandemic 评估 COVID-19 疫苗在 COVID-19 大流行的 Omicron 期间对患有镰状细胞病的成人的有效性
Pub Date : 2024-04-09 DOI: 10.3389/frhem.2024.1365268
Kim Abbegail Tan Aldecoa, C. S. Macaraeg, Camelia Arsene, G. Krishnamoorthy, Tiffany Chng, Garrett Cherry, Nabila Chowdhury, Ryan Clark, Dana Deeb, Lisa Deptula, Grey Dietz, Ewomamobuho Eto, Victoria Golston, Landon Lawson, Chioma Mbionwu, Obiefuna Okponyia, Jennifer Orejuela, Thomaidha Qipo, Sumit Raut, Judie Goodman
The Omicron variant, one of the variants causing the coronavirus disease of 2019 (COVID-19), was first identified in November 2021 and became the predominant variant in 2022. Although causing less severe disease, this variant and its subvariants have been associated with increased transmissibility and limited protection despite vaccination and prior infection. Individuals with sickle cell disease (SCD) are particularly at greater risk of severe illness and death, and studies regarding the effectiveness of COVID-19 vaccination have been limited in this population. The study aims to determine the effectiveness of COVID-19 vaccination during this period among individuals with SCD and to examine various factors that can influence the likelihood of COVID-19 infection and severity among SCD individuals.This is a retrospective analysis of adult patients (≥18 years) with SCD who had emergency and inpatient encounters between January 1 and December 31, 2022. Multivariable regression analysis was performed to determine the effectiveness of the COVID-19 vaccine among this population.The study found that COVID-19 vaccination lowered the infection risk among SCD individuals by over 70% if they have received at least one dose of the vaccine. The study also found that individuals with SCD and a history of acute chest syndrome were over 3 times more likely to have a COVID-19 infection diagnosis than those without a history of acute chest syndrome.The study confirms the effectiveness of the COVID-19 vaccine among individuals with SCD during the Omicron period of the COVID-19 pandemic.
Omicron 变体是导致 2019 年冠状病毒病(COVID-19)的变体之一,于 2021 年 11 月首次发现,并于 2022 年成为主要变体。虽然该变异体及其亚变异体导致的疾病不那么严重,但与传播性增加和保护能力有限有关,尽管接种了疫苗并曾感染过。镰状细胞病(SCD)患者罹患严重疾病和死亡的风险尤其高,而有关 COVID-19 疫苗接种在这一人群中有效性的研究还很有限。本研究旨在确定 SCD 患者在此期间接种 COVID-19 疫苗的效果,并研究影响 SCD 患者感染 COVID-19 的可能性和严重程度的各种因素。这是一项回顾性分析,研究对象为 2022 年 1 月 1 日至 12 月 31 日期间急诊和住院的 SCD 成年患者(≥18 岁)。研究发现,如果 SCD 患者至少接种过一剂 COVID-19 疫苗,那么接种 COVID-19 疫苗可将其感染风险降低 70% 以上。研究还发现,与没有急性胸部综合症病史的人相比,患有 SCD 且有急性胸部综合症病史的人被诊断感染 COVID-19 的可能性要高出 3 倍多。这项研究证实了 COVID-19 疫苗在 COVID-19 大流行的 Omicron 期间对 SCD 患者的有效性。
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引用次数: 0
Constructing a novel clinical indicator model to predict the occurrence of thalassemia in pregnancy through machine learning algorithm 通过机器学习算法构建新型临床指标模型以预测妊娠期地中海贫血的发生
Pub Date : 2024-04-04 DOI: 10.3389/frhem.2024.1341225
Yaoshui Long, Wenxue Bai
Thalassemia is one of the inherited hemoglobin disorders worldwide, resulting in ineffective erythropoiesis, chronic hemolytic anemia, compensatory hemopoietic expansion, hypercoagulability, etc., and when a mother carries the thalassemia gene, the child is more likely to have severe thalassemia. Furthermore, the economic and time costs of genetic testing for thalassemia prevent many thalassemia patients from being diagnosed in time. To solve this problem, we performed least absolute shrinkage and selection operator (LASSO) regression to analyze the correlation between thalassemia and blood routine indicators containing mean corpuscular volume (MCV), mean corpuscular hemoglobin (MCH), mean corpuscular hemoglobin concentration (MCHC), and red blood cell (RBC). We then built a nomogram to predict the occurrence of thalassemia, and receiver operating characteristic (ROC) curve was used to verify the prediction efficiency of this model. In total, we obtained 7,621 cases, including 847 thalassemia patients and 6,774 non-thalassemia. Among the 847 thalassemia patients, with a positivity rate of 67.2%, 569 cases were positive for α-thalassemia, and with a rate of 31.5%, 267 cases were positive for β-thalassemia. The remaining 11 cases were positive for both α- and β-thalassemia. Based on machine learning algorithm, we screened four optimal indicators, namely, MCV, MCH, RBC, and MCHC. The AUC value of MCV, MCH, RBC, and MCHC were 0.907, 0.906, 0.796, and 0.795, respectively. Moreover, the AUC value of the prediction model was 0.911. In summary, a novel and effective machine learning model was built to predict thalassemia, which functioned accurately, and may provide new insights for the early screening of thalassemia in the future.
地中海贫血是世界性遗传性血红蛋白病之一,会导致无效红细胞生成、慢性溶血性贫血、代偿性造血扩张、高凝等,母亲携带地中海贫血基因,孩子更容易患重型地中海贫血。此外,地中海贫血基因检测的经济成本和时间成本使许多地中海贫血患者无法及时确诊。为了解决这一问题,我们采用最小绝对收缩和选择算子(LASSO)回归法分析了地中海贫血与血常规指标(包括平均血球容积(MCV)、平均血红蛋白(MCH)、平均血红蛋白浓度(MCHC)和红细胞(RBC))之间的相关性。然后,我们建立了一个预测地中海贫血发生率的提名图,并使用接收器操作特征曲线(ROC)来验证该模型的预测效率。我们总共获得了 7,621 个病例,包括 847 名地中海贫血患者和 6,774 名非地中海贫血患者。在 847 例地中海贫血患者中,α-地中海贫血阳性 569 例,阳性率为 67.2%;β-地中海贫血阳性 267 例,阳性率为 31.5%。其余 11 个病例对α地中海贫血和β地中海贫血均呈阳性。基于机器学习算法,我们筛选出了四个最佳指标,即 MCV、MCH、RBC 和 MCHC。MCV、MCH、RBC和MCHC的AUC值分别为0.907、0.906、0.796和0.795。此外,预测模型的 AUC 值为 0.911。总之,本文建立了一个新颖有效的机器学习模型来预测地中海贫血症,该模型功能准确,可为将来地中海贫血症的早期筛查提供新的见解。
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引用次数: 0
Blood pharming: exploring the progress and hurdles in producing in-vitro red blood cells for therapeutic applications 血液制药:探索生产用于治疗的体外红细胞的进展与障碍
Pub Date : 2024-03-28 DOI: 10.3389/frhem.2024.1373408
Hammad Hassan, Sheerien Rajput
Transfusion Medicine is facing mounting challenges, including but not limited to donor availability, blood supply shortages, and transfusion-associated complications, such as immunogenicity and transmission of viral infections. ‘Blood Pharming’, for in vitro Red Blood Cells (RBC) synthesis, offers a potentially effective approach to addressing the challenges and risks associated with the transfusion of blood and related products. This innovative approach employs cells from variable sources such as Hematopoietic stem cells (HSCs), induced pluripotent stem cells (iPSCs), or immortalized progenitor cell lines, directing their differentiation towards erythropoiesis in an in-vitro environment that mimics the normal bone marrow niche required for erythropoiesis. This review article provides a comprehensive analysis of the progress and hurdles in blood pharming, emphasizing in vitro RBC synthesis for clinical application. In-vitro large-scale production of RBCs offers cutting-edge advantages, such as consistent scalability, the capacity to acquire desired blood phenotypes, and a significant reduction in transfusion-related infections, however, substantial molecular and methodological challenges still need to be addressed before the transfer of this approach from bench to bedside. The review discusses the challenges in ensuring scalability that matches demand and supply, the structural and functional integrity of in-vitro synthesized RBCs compared to their in-vivo counterparts, and the cost-effective methods of RBC synthesis in vitro. It also highlights the importance of implementing thorough characterization and testing protocols to comply with regulatory standards. Additionally, it delves into the ethical concerns associated with commercializing such products. In summary, this review examines the progress and obstacles in the field of in-vitro blood pharming. Through a comprehensive analysis of the present state of the discipline, ongoing scholarly investigations, and prospective avenues of inquiry, our objective is to contribute to a more profound comprehension of the potential impact of synthetic RBCs on the transformation of transfusion medicine.
输血医学正面临着越来越多的挑战,包括但不限于捐献者的可用性、血液供应短缺以及输血相关并发症,如免疫原性和病毒感染传播。用于体外合成红细胞(RBC)的 "血液制药 "为应对输血及相关产品带来的挑战和风险提供了一种潜在的有效方法。这种创新方法采用不同来源的细胞,如造血干细胞(HSCs)、诱导多能干细胞(iPSCs)或永生化祖细胞系,在模拟红细胞生成所需的正常骨髓龛的体外环境中引导它们向红细胞生成方向分化。这篇综述文章全面分析了血液制药的进展和障碍,重点介绍了用于临床应用的体外红细胞合成。体外大规模生产红细胞具有最前沿的优势,如稳定的可扩展性、获得所需血液表型的能力以及显著减少输血相关感染,然而,在将这种方法从工作台转移到床边之前,仍需解决大量的分子和方法学挑战。综述讨论了在确保可扩展性以满足需求和供应方面的挑战、体外合成的 RBC 与体内合成的 RBC 相比在结构和功能完整性方面的挑战,以及具有成本效益的体外合成 RBC 方法。报告还强调了实施全面的表征和测试协议以符合监管标准的重要性。此外,它还深入探讨了与此类产品商业化相关的伦理问题。总之,本综述探讨了体外血液制药领域的进展和障碍。通过全面分析该学科的现状、正在进行的学术研究以及未来的研究方向,我们的目标是帮助人们更深刻地理解合成红细胞对输血医学变革的潜在影响。
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Frontiers in hematology
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