Acute myeloid leukemia

急性髓系白血病
  • 文章类型: Journal Article
    在过去的十年里,新的治疗方法的发现引起了研究者的关注,改变了血液系统恶性肿瘤的治疗前景。尽管NK细胞在消除异常细胞和癌细胞中起着关键作用,有证据表明NK细胞在血液系统恶性肿瘤中被解除。嵌合抗原受体NK(CAR-NK)细胞疗法,其中包括改造NK细胞以检测肿瘤特异性抗原,因此,清除癌细胞,为几种人类恶性肿瘤的治疗创造了各种临床优势。在当前的审查中,我们总结了NK细胞功能障碍和基于CAR-NK细胞的免疫治疗治疗AML患者.
    Over the last decade, discovery of novel therapeutic method has been attention by the researchers and has changed the therapeutic perspective of hematological malignancies. Although NK cell play a pivotal role in the elimination of abnormal and cancerous cells, there are evidence that NK cell are disarm in hematological malignancy. Chimeric antigen receptor NK (CAR-NK) cell therapy, which includes the engineering of NK cells to detect tumor-specific antigens and, as a result, clear of cancerous cells, has created various clinical advantage for several human malignancies treatment. In the current review, we summarized NK cell dysfunction and CAR-NK cell based immunotherapy to treat AML patient.
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  • 文章类型: Journal Article
    感染是高危MDS患者死亡的最常见原因之一,正如我们小组之前报道的那样。阿扎胞苷感染风险模型(AIR),基于红细胞(RBC)输血依赖性,中性粒细胞减少<0.8×109/L,血小板计数<50×109/L,白蛋白<35g/L,和ECOG表现状态≥2已根据回顾性数据提出,以评估阿扎胞苷治疗患者的感染风险.
    前瞻性非干预研究旨在确定易感感染的因素,验证AIR分数,并评估抗菌药物预防对阿扎胞苷治疗的MDS/AML和CMML患者结局的影响。
    我们收集了307名患者的数据,57.6%男性,阿扎胞苷治疗:AML(37.8%),MDS(55.0%),和CMML(7.1%)。开始阿扎胞苷治疗时的中位年龄为71岁(范围,18-95)年。200例(65%)患者被分配到高风险AIR组。抗菌,抗真菌药,66.0%使用抗病毒预防,29.3%,和25.7%的病人,分别。总的来说,在前三个阿扎胞苷周期内,118例(38.4%)患者记录了169次感染发作(IE)。在多变量分析ECOG状态中,红细胞输血依赖性,IPSS-R评分,和CRP浓度对感染发展有统计学意义(p<0.05)。在前三个阿扎胞苷周期内,高风险AIR组的感染发生率为47.0%,而低风险组的感染发生率为22.4%(比值比(OR)3.06;95%CI1.82-5.30,p<0.05)。在多变量分析中,抗菌预防的施用对所有感染的发生没有显着影响:抗菌预防(OR0.93;0.41-2.05,p=0.87),抗真菌药OR1.24(0.54-2.85)(p=0.59),抗病毒OR1.24(0.53-2.82)(p=0.60)。
    AIR模型可有效区分阿扎胞苷治疗期间感染风险患者。抗菌药物预防不会降低感染率。
    UNASSIGNED: Infections represent one of the most frequent causes of death of higher-risk MDS patients, as reported previously also by our group. Azacitidine Infection Risk Model (AIR), based on red blood cell (RBC) transfusion dependency, neutropenia <0.8 × 109/L, platelet count <50 × 109/L, albumin <35g/L, and ECOG performance status ≥2 has been proposed based on the retrospective data to estimate the risk of infection in azacitidine treated patients.
    UNASSIGNED: The prospective non-intervention study aimed to identify factors predisposing to infection, validate the AIR score, and assess the impact of antimicrobial prophylaxis on the outcome of azacitidine-treated MDS/AML and CMML patients.
    UNASSIGNED: We collected data on 307 patients, 57.6 % males, treated with azacitidine: AML (37.8%), MDS (55.0%), and CMML (7.1%). The median age at azacitidine treatment commencement was 71 (range, 18-95) years. 200 (65%) patients were assigned to higher risk AIR group. Antibacterial, antifungal, and antiviral prophylaxis was used in 66.0%, 29.3%, and 25.7% of patients, respectively. In total, 169 infectious episodes (IE) were recorded in 118 (38.4%) patients within the first three azacitidine cycles. In a multivariate analysis ECOG status, RBC transfusion dependency, IPSS-R score, and CRP concentration were statistically significant for infection development (p < 0.05). The occurrence of infection within the first three azacitidine cycles was significantly higher in the higher risk AIR group - 47.0% than in lower risk 22.4% (odds ratio (OR) 3.06; 95% CI 1.82-5.30, p < 0.05). Administration of antimicrobial prophylaxis did not have a significant impact on all-infection occurrence in multivariate analysis: antibacterial prophylaxis (OR 0.93; 0.41-2.05, p = 0.87), antifungal OR 1.24 (0.54-2.85) (p = 0.59), antiviral OR 1.24 (0.53-2.82) (p = 0.60).
    UNASSIGNED: The AIR Model effectively discriminates infection-risk patients during azacitidine treatment. Antimicrobial prophylaxis does not decrease the infection rate.
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  • 文章类型: Case Reports
    本研究旨在阐明最初表现为心脏压塞的小儿急性髓细胞性白血病(AML)的临床特征,并分享治疗经验。
    五名儿科患者最初被诊断为AML并伴有心脏髓样肉瘤(MS)。诊断是通过检查我们的医院记录并回顾1990年至2023年7月的相关文献来建立的,可通过MEDLINE/PubMed访问。我们全面评估了这些患者的临床特征和治疗方式。
    5名儿科患者出现急性症状,包括呼吸急促,萎靡不振,咳嗽,发烧,导致他们住院。体格检查显示烦躁,缺氧,呼吸急促,心动过速,和低血压。初始检测利用胸部X光或超声心动图,导致基于心包积液和/或骨髓检查的后续诊断。两名患者在最初诊断时接受了化疗,一种是阿糖胞苷和依托泊苷,另一种是阿糖胞苷和克拉屈滨。后处理,他们的骨髓得到了缓解,在2.5年的随访中,他们的心脏功能仍然良好。不幸的是,其余三名患者在诊断后两周内死亡,由于接受替代药物或没有接受化疗。
    这是第一个也是最大的小儿AML合并心脏MS的病例系列,最初表现为心脏填塞。它强调了与这种情况相关的罕见性和高死亡率。降低死亡率的关键因素包括确定临床表现,进行彻底的身体检查,及时进行超声心动图检查,早期和及时启动心包引流,避免心脏毒性化疗药物。
    UNASSIGNED: This study aims to elucidate the clinical features observed in cases of pediatric acute myeloid leukemia (AML) initially presenting with cardiac tamponade and to share treatment experiences.
    UNASSIGNED: Five pediatric patients were initially diagnosed with AML accompanied by cardiac myeloid sarcoma (MS). The diagnosis was established by examining our hospital records and reviewing pertinent literature from 1990 to July 2023, accessible through MEDLINE/PubMed. We comprehensively assessed the clinical characteristics and treatment modalities employed for these patients.
    UNASSIGNED: Five pediatric patients presented with acute symptoms, including shortness of breath, malaise, cough, and fever, leading to their hospitalization. Physical examination revealed irritability, hypoxia, tachypnea, tachycardia, and hypotension. Initial detection utilized chest X-ray or echocardiogram, leading to subsequent diagnoses based on pericardial effusion and/or bone marrow examination. Two patients received chemotherapy at the time of initial diagnosis, one with cytarabine and etoposide, and the other with cytarabine and cladribine. Post-treatment, their bone marrow achieved remission, and over a 2.5-year follow-up, their cardiac function remained favorable. Unfortunately, the remaining three patients succumbed within two weeks after diagnosis, either due to receiving alternative drugs or without undergoing chemotherapy.
    UNASSIGNED: This is the first and largest case series of pediatric AML patients with cardiac MS, manifesting initially with cardiac tamponade. It highlights the rarity and high mortality associated with this condition. The critical factors for reducing mortality include identifying clinical manifestations, conducting thorough physical examinations, performing echocardiography promptly, initiating early and timely pericardial drainage, and avoiding cardiotoxic chemotherapy medications.
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  • 文章类型: Journal Article
    背景:急性髓系白血病,构成大多数白血病,5年生存率为24%。最近的研究进展揭示了药物治疗的新目标。仅限LIM,LIM蛋白中的关键转录因子,监督细胞发育,并与肿瘤形成有关。在这些关键的LIM蛋白中,CSRP1,一种富含半胱氨酸的蛋白质,成为各种疾病的重要参与者。尽管它被认为是各种癌症的潜在预后因素和治疗靶点,CSRP1与急性髓系白血病之间的特异性联系仍未被研究.我们以前的工作,在AML患者的预后模型中识别CSRP1,激发了对CSRP1在急性髓系白血病中的细微差别作用的专门探索。
    方法:使用R工具分析公开数据。应用qPCR评估临床样品和细胞系中CSRP1mRNA的表达。不成对t检验,Wilcoxon秩和检验,KM曲线,本研究包括Spearman相关检验和Pearson相关检验。
    结果:CSRP1在急性髓性白血病(AML)的正常样本和肿瘤样本中显示出明显的表达差异。它是AML患者的独立预后因素,显示与年龄和细胞遗传学风险等临床因素相关。此外,CSRP1与免疫相关途径相关,免疫细胞,和AML中的免疫检查点。此外,在用DNMT1抑制剂处理THP1细胞时观察到CSRPlmRNA水平的改变。
    结论:CSRP1有可能作为一种新的预后因子,并可能影响急性髓系白血病的免疫反应。此外,在急性髓系白血病中,观察到CSRP1与DNA甲基化之间存在相关性.
    BACKGROUND: Acute myeloid leukemia, constituting a majority of leukemias, grapples with a 24% 5-year survival rate. Recent strides in research have unveiled fresh targets for drug therapies. LIM-only, a pivotal transcription factor within LIM proteins, oversees cell development and is implicated in tumor formation. Among these critical LIM proteins, CSRP1, a Cysteine-rich protein, emerges as a significant player in various diseases. Despite its recognition as a potential prognostic factor and therapeutic target in various cancers, the specific link between CSRP1 and acute myeloid leukemia remains unexplored. Our previous work, identifying CSRP1 in a prognostic model for AML patients, instigates a dedicated exploration into the nuanced role of CSRP1 in acute myeloid leukemia.
    METHODS: R tool was conducted to analyze the public data. qPCR was applied to evaluate the expression of CSRP1 mRNA for clinical samples and cell line. Unpaired t test, Wilcoxon Rank Sum test, KM curves, spearman correlation test and Pearson correlation test were included in this study.
    RESULTS: CSRP1 displays notable expression variations between normal and tumor samples in acute myeloid leukemia (AML). It stands out as an independent prognostic factor for AML patients, showing correlations with clinical factors like age and cytogenetics risk. Additionally, CSRP1 correlates with immune-related pathways, immune cells, and immune checkpoints in AML. Furthermore, the alteration of CSRP1 mRNA levels is observed upon treatment with a DNMT1 inhibitor for THP1 cells.
    CONCLUSIONS: The CSRP1 has potential as a novel prognostic factor and appears to influence the immune response in acute myeloid leukemia. Additionally, there is an observed association between CSRP1 and DNA methylation in acute myeloid leukemia.
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  • 文章类型: Journal Article
    目的:急性髓系白血病(AML)是一种骨髓增殖性肿瘤,以造血祖细胞的异常克隆扩增为特征,显示核型畸变和基因突变作为预后指标。世界卫生组织(WHO)和欧洲白血病网指南将BCR::ABL1p190+AML分类为高风险。这项研究探索了我们的AML人群中BCR::ABL1p190+发病率增加的鉴定。
    方法:本研究纳入96例按照WHO指南进行分层的AML患者。随后,对患者进行遗传异常筛查,例如BCR::ABL1p190+,PML::RARA,通过定量逆转录聚合酶链反应(RT-qPCR)分析,RUNX1::RUNX1T1和CBFB::MYH11。
    结果:在96例AML患者中,36显示BCR::ABL1p190+,克服了预期的全球发病率。年龄变化(19至78岁)在BCR::ABL1p190和非BCR::ABLp190病例之间没有显着实验室差异。总体生存分析显示患者之间没有统计学上的显着差异(p=0.786)。
    结论:与全球文献中描述的相比,分析人群在成年AML患者中表现出更高的BCR::ABL1p190+检测频率。因此,需要更多的研究来确定发病率较高的原因,以及在这些病例中最好的治疗方法。
    OBJECTIVE: Acute myeloid leukemia (AML) is a myeloproliferative neoplasm marked by abnormal clonal expansion of hematopoietic progenitor cells, displaying karyotypic aberrations and genetic mutations as prognostic indicators. The World Health Organization (WHO) and the European LeukemiaNet guidelines categorize BCR::ABL1 p190+ AML as high risk. This study explored the identification of the increased incidence of BCR::ABL1 p190+ in our AML population.
    METHODS: This study included 96 AML patients stratified according to WHO guidelines. Subsequently, patients were screened for genetic abnormalities, such as BCR::ABL1 p 190+, PML::RARA, RUNX1::RUNX1T1, and CBFB::MYH11 by quantitative reverse transcription polymerase chain reaction (RT-qPCR) analysis.
    RESULTS: Among 96 AML patients, 36 displayed BCR::ABL1 p190+, overcoming the expected global incidence. Age variations (19 to 78 years) showed no significant laboratory differences between BCR::ABL1 p190+ and non-BCR::ABL p190+ cases. The overall survival analysis revealed no statistically significant differences among the patients (p=0.786).
    CONCLUSIONS: The analyzed population presented a higher frequency of BCR::ABL1 p190+ detection in adult AML patients when compared to what is described in the worldwide literature. Therefore, more studies are needed to establish the reason why this incidence is higher and what the best treatment approach should be in these cases.
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  • 文章类型: Journal Article
    背景:严重疾病对话可以帮助患者避免不必要的治疗。我们先前为患有急性髓细胞性白血病和骨髓增生异常综合征的老年人试行了远程健康严重疾病护理计划(SICP)。
    目的:在本研究中,我们旨在从临床医生的角度了解远程医疗SICP的经验。
    方法:我们研究了10名临床医生,他们向20名患有急性髓细胞性白血病或骨髓增生异常综合征的老年人提供了远程医疗SICP。定量结果包括置信度和可接受性。使用22项调查(范围1-7;得分越高越好)来衡量信心。使用11项调查(5点Likert量表)测量可接受性。由于试点性质和样本量小,在α=.10(2尾)进行了假设检验。临床医生在研究结束时参加了音频记录的定性访谈,以讨论他们的经验。
    结果:共有8名临床医生完成了置信度测量,7名临床医生完成了可接受性测量。我们发现总体置信度有统计学上的显着增加(平均增加0.5,SD0.6;P=0.03)。信心增加最大的是帮助家庭和解和告别(平均1.4,标准差1.5;P=.04)。大多数临床医生同意该格式简单(6/7,86%)且易于使用(6/7,86%)。临床医生认为远程医疗SICP可有效了解患者对临终关怀的价值(7/7,100%)。总共出现了三个定性主题:(1)远程医疗SICP加深了关系并重新建立了信任;(2)每次远程医疗SICP访问都以积极的方式感到独特和个性化;(3)不间断,不匆忙的时间优化了访问体验。
    结论:远程医疗SICP增加了进行严重疾病对话的信心,同时加深了患者与临床医生的关系。
    背景:ClinicalTrials.govNCT04745676;https://www.临床试验.gov/研究/NCT04745676。
    BACKGROUND: Serious illness conversations may help patients avoid unwanted treatments. We previously piloted the telehealth Serious Illness Care Program (SICP) for older adults with acute myeloid leukemia and myelodysplastic syndrome.
    OBJECTIVE: In this study, we aimed to understand the experience of the telehealth SICP from the clinician\'s perspective.
    METHODS: We studied 10 clinicians who delivered the telehealth SICP to 20 older adults with acute myeloid leukemia or myelodysplastic syndrome. Quantitative outcomes included confidence and acceptability. Confidence was measured using a 22-item survey (range 1-7; a higher score is better). Acceptability was measured using an 11-item survey (5-point Likert scale). Hypothesis testing was performed at α=.10 (2-tailed) due to the pilot nature and small sample size. Clinicians participated in audio-recorded qualitative interviews at the end of the study to discuss their experience.
    RESULTS: A total of 8 clinicians completed the confidence measure and 7 clinicians completed the acceptability measure. We found a statistically significant increase in overall confidence (mean increase of 0.5, SD 0.6; P=.03). The largest increase in confidence was in helping families with reconciliation and goodbye (mean 1.4, SD 1.5; P=.04). The majority of clinicians agreed that the format was simple (6/7, 86%) and easy to use (6/7, 86%). Clinicians felt that the telehealth SICP was effective in understanding their patients\' values about end-of-life care (7/7, 100%). A total of three qualitative themes emerged: (1) the telehealth SICP deepened relationships and renewed trust; (2) each telehealth SICP visit felt unique and personal in a positive way; and (3) uninterrupted, unrushed time optimized the visit experience.
    CONCLUSIONS: The telehealth SICP increased confidence in having serious illness conversations while deepening patient-clinician relationships.
    BACKGROUND: ClinicalTrials.gov NCT04745676; https://www.clinicaltrials.gov/study/NCT04745676.
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  • 文章类型: Journal Article
    SUMO特异性蛋白酶1(SENP1)与急性髓性白血病(AML)之间的遗传关联已得到验证。然而,SENP1影响AML增殖的机制,凋亡,自噬仍然未知。检测AML患者SENP1和聚嘧啶束结合蛋白1(PTBP1)水平,AML细胞系,和异种移植组织。SENP1对AML增殖的影响,凋亡,和BECN1依赖性自噬通过体外和体内功能缺失或获得实验进行评估。使用免疫沉淀(IP)的SUMO化分析,RNA下拉,RIP,和RNA稳定性分析用于探索SENP1在AML发生发展中的分子机制。AML样品中SENP1水平升高。沉默SENP1阻碍了AML的发展,如AML细胞中SENP1耗竭导致的增殖抑制和G1期停滞和凋亡的促进所证明的。此外,沉默SENP1可抑制AML细胞中BECN1-脱位自噬。此外,BECN1或PTBP1的过表达部分中和了SENP1敲低对AML细胞行为的影响。机械上,SENP1介导PTBP1去SUMO化,然后直接与BECN1mRNA相互作用并增强其稳定性。体内实验进一步证实了SENP1抑制对AML发展的抑制作用。总的来说,SENP1/PTBP1/BECN1信号轴已被确定为增强AML治疗的重要治疗靶标.
    Genetic association between SUMO-specific protease 1 (SENP1) and acute myeloid leukemia (AML) has been validated. However, the mechanism by which SENP1 affects AML proliferation, apoptosis, and autophagy remains unknown. The levels of SENP1 and polypyrimidine tract-binding protein 1 (PTBP1) were measured in AML patients, AML cell lines, and xenograft tissues. The effects of SENP1 on AML proliferation, apoptosis, and BECN1-dependent autophagy were assessed through in vitro and in vivo loss- or gain-of-function experiments. SUMOylation analysis using immunoprecipitation (IP), RNA pull-down, RIP, and RNA stability assays were used to explore the molecular mechanism of SENP1 in AML development. The SENP1 level was elevated in AML samples. Silencing SENP1 impeded the development of AML, as evidenced by the inhibition of proliferation and promotion of G1 phase arrest and apoptosis resulting from SENP1 depletion in AML cells. Moreover, silencing of SENP1 restrained BECN1-depentent autophagy in AML cells. In addition, the overexpression of BECN1 or PTBP1 partially neutralized the effect of SENP1 knockdown on AML cell behavior. Mechanistically, SENP1 mediated PTBP1 deSUMOylation, which then directly interacted with BECN1 mRNA and enhanced its stability. In vivo experiments further confirmed the repressive effects of SENP1 suppression on AML development. Collectively, the SENP1/PTBP1/BECN1 signaling axis has been identified as a significant therapeutic target for enhancing AML treatment.
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  • 文章类型: Journal Article
    急性髓细胞性白血病(AML)是一种常见的灾难性血液系统肿瘤,死亡率高。常规疗法,包括化疗,造血干细胞移植(HSCT),免疫疗法,和目标特工,由于药物毒性,AML患者的预后不理想,脱靶效应,耐药性,药物副作用,AML复发和难治性。当前治疗的这些内在局限性促进了纳米医学的发展和应用,以实现更有效,更安全的白血病治疗。在这次审查中,用于AML治疗的纳米颗粒的分类,包括脂质体,聚合物囊泡,胶束,树枝状聚合物,和无机纳米粒子,已审查。此外,在纳米医学中增强治疗靶向性的各种策略,包括使用共轭配体,仿生纳米技术,和骨髓靶向,这表明了逆转耐药性的潜力,正在讨论。还涉及纳米医学在辅助免疫治疗中的应用。最后,讨论了纳米医学从临床前阶段过渡到临床阶段的优势和可能面临的挑战。
    Acute myeloid leukemia (AML) is a common and catastrophic hematological neoplasm with high mortality rates. Conventional therapies, including chemotherapy, hematopoietic stem cell transplantation (HSCT), immune therapy, and targeted agents, have unsatisfactory outcomes for AML patients due to drug toxicity, off-target effects, drug resistance, drug side effects, and AML relapse and refractoriness. These intrinsic limitations of current treatments have promoted the development and application of nanomedicine for more effective and safer leukemia therapy. In this review, the classification of nanoparticles applied in AML therapy, including liposomes, polymersomes, micelles, dendrimers, and inorganic nanoparticles, is reviewed. In addition, various strategies for enhancing therapeutic targetability in nanomedicine, including the use of conjugating ligands, biomimetic-nanotechnology, and bone marrow targeting, which indicates the potential to reverse drug resistance, are discussed. The application of nanomedicine for assisting immunotherapy is also involved. Finally, the advantages and possible challenges of nanomedicine for the transition from the preclinical phase to the clinical phase are discussed.
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  • 文章类型: Journal Article
    了解AML的全球流行病学对于评估治疗需求和告知医疗保健资源分配至关重要。这项研究估计了27个国家当前和未来的AML发病率。描述了美国AML的生存趋势,并计算平均寿命损失(AYLL)。发病率使用IARC的五大洲癌症发病率和SEER数据库进行年龄标准化,范围为每100,000人0.70至3.23例。预计从2024年到2040年的粗发病率;增长率从+1%到+46%不等。中位总生存期来自SEER数据库,在过去40年中从4个月增加到11个月。估计27个国家的平均AYLL为18.6年。这项研究预测,在未来二十年中,新的AML诊断将有显着增长。尽管在过去的四十年里生存有所改善,AML患者的中位生存期仍然较差,这凸显了对新疗法的需求.
    Understanding the global epidemiology of AML is critical for assessing therapeutic demand and informing healthcare resource allocation. This study estimated current and future AML incidence in 27 countries, described AML survival trends in the United States, and calculated average years of life lost (AYLL). Incidence rates were age-standardized using rates from IARC\'s Cancer Incidence in Five Continents and SEER databases and ranged from 0.70 to 3.23 cases per 100,000 persons. Crude incidence rates were projected from 2024 to 2040; growth varied from +1% to +46%. Median overall survival was derived from SEER databases and increased from 4 to 11 months over the last 40 years. Median AYLL of 18.6 years was estimated for 27 countries. This study projected significant growth in new AML diagnoses over the next two decades. Despite improvements in survival over the last four decades, median survival among AML patients remains poor highlighting the need for novel treatments.
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  • 文章类型: Journal Article
    急性髓性白血病(AML)是一种预后不良的异质性血癌。它源自造血干细胞(HSC)的遗传转化产生的白血病干细胞(LSC)。LSC具有预后价值,但是它们的分子和免疫表型异质性带来了挑战:在AML样本中没有单一的标记来识别所有LSCs.我们假设成像流式细胞术(IFC)与人工智能驱动的图像分析配对可以仅基于形态学在视觉上区分LSC和HSC。最初,一个七色IFC小组用于免疫表型鉴定5名AML患者和10名健康供体的骨髓样本中的LSC和HSC,分别。接下来,我们使用明场(BF)开发了用于HSC-LSC鉴别的卷积神经网络(CNN)模型,侧向散射(SSC),和DNA图像。仅使用BF图像的分类达到86.96%的准确率,表明显著的形态学差异。结合BF和DNA图像时,准确度提高到93.42%,突出核形态的差异,尽管单独的DNA图像不足以准确区分HSC-LSC。使用SSC图像的模型开发显示了较小的粒度差异。表现指标在AML患者之间差异很大,表明LSCs之间存在相当大的形态学差异。总的来说,我们展示了精确的基于CNN的HSC-LSC区分的概念验证结果,促进AML监测中一种新技术的发展。
    Acute myeloid leukemia (AML) is a heterogenous blood cancer with a dismal prognosis. It emanates from leukemic stem cells (LSCs) arising from the genetic transformation of hematopoietic stem cells (HSCs). LSCs hold prognostic value, but their molecular and immunophenotypic heterogeneity poses challenges: there is no single marker for identifying all LSCs across AML samples. We hypothesized that imaging flow cytometry (IFC) paired with artificial intelligence-driven image analysis could visually distinguish LSCs from HSCs based solely on morphology. Initially, a seven-color IFC panel was employed to immunophenotypically identify LSCs and HSCs in bone marrow samples from five AML patients and ten healthy donors, respectively. Next, we developed convolutional neural network (CNN) models for HSC-LSC discrimination using brightfield (BF), side scatter (SSC), and DNA images. Classification using only BF images achieved 86.96% accuracy, indicating significant morphological differences. Accuracy increased to 93.42% when combining BF with DNA images, highlighting differences in nuclear morphology, although DNA images alone were inadequate for accurate HSC-LSC discrimination. Model development using SSC images revealed minor granularity differences. Performance metrics varied substantially between AML patients, indicating considerable morphologic variations among LSCs. Overall, we demonstrate proof-of-concept results for accurate CNN-based HSC-LSC differentiation, instigating the development of a novel technique within AML monitoring.
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