CD123

CD123
  • 文章类型: Journal Article
    嵌合抗原受体T细胞(CAR-T)治疗,已证明对B细胞恶性肿瘤的显着疗效,并被美国食品和药物管理局批准在这种情况下用于临床使用,代表了癌症免疫疗法的重要里程碑。然而,CAR-T疗法治疗急性髓系白血病(AML)的疗效较差.与CAR-T疗法在AML临床治疗中的应用相关的挑战包括,但不限于,AML治疗靶点的非特异性分布,CAR-T细胞生产的困难,AML母细胞异质性,AML的免疫抑制微环境,和治疗相关的不良事件。在这次审查中,我们总结了有关AML各种治疗靶点(CD33,CD123,CLL1,CD7等)的最新发现。)以及这些目标的最新临床研究结果。此后,我们还讨论了与CAR-T治疗AML相关的挑战,以及克服这些挑战的一些有希望的策略,包括新的方法,如基因编辑和CAR设计的进步。
    尽管出现了嵌合受体T细胞(CAR-T)疗法,急性髓细胞白血病(AML)的CAR-T疗法的最新进展仍然是临床挑战,因为存在阻碍CAR-T细胞在AML中应用的障碍。在这次审查中,我们讨论了当前相关临床试验的结果,AML的现有治疗策略和临床前研究的最新进展,为克服CAR-T治疗AML的无效提供了见解。
    Chimeric antigen receptor T-cell (CAR-T) therapy, which has demonstrated notable efficacy against B-cell malignancies and is approved by the US Food and Drug Administration for clinical use in this context, represents a significant milestone in cancer immunotherapy. However, the efficacy of CAR-T therapy for the treatment of acute myeloid leukemia (AML) is poor. The challenges associated with the application of CAR-T therapy for the clinical treatment of AML include, but are not limited to, nonspecific distribution of AML therapeutic targets, difficulties in the production of CAR-T cells, AML blast cell heterogeneity, the immunosuppressive microenvironment in AML, and treatment-related adverse events. In this review, we summarize the recent findings regarding various therapeutic targets for AML (CD33, CD123, CLL1, CD7, etc.) and the results of the latest clinical studies on these targets. Thereafter, we also discuss the challenges related to CAR-T therapy for AML and some promising strategies for overcoming these challenges, including novel approaches such as gene editing and advances in CAR design.
    Recent advances in CAR-T therapy for acute myeloid leukemia Acute myeloid leukemia (AML) remains a clinical challenge despite the advent of chimeric receptor T-cell (CAR-T) therapy, as there are obstacles hindering the application of CAR-T cells in AML. In this review, we discuss the results of current relevant clinical trials, existing treatment strategies for AML and recent advances in preclinical research to provide insight for overcoming the inefficacy of CAR-T therapy for AML.
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  • 文章类型: English Abstract
    OBJECTIVE: To investigate the expression of CD123 in children with acute lymphoblastic leukemia (ALL) and its effect on the clinical characteristics and prognosis of children with B-lineage acute lymphoblastic leukemia (B-ALL).
    METHODS: A retrospective analysis was conducted on the clinical data of 251 children with ALL who were admitted to the Department of Hematology and Oncology, Children\'s Hospital of Kunming Medical University, from December 2019 to June 2022. According to the expression of CD123 at initial diagnosis, the children were divided into CD123+ group and CD123- group, and the two groups were compared in terms of clinical characteristics and treatment outcome. The factors influencing the prognosis were analyzed.
    RESULTS: Among the 251 children with ALL, there were 146 children (58.2%) in the CD123+ group. The B-ALL group had a significantly higher positive expression rate of CD123 than the acute T lymphocyte leukemia group (P<0.05). Compared with the CD123- group, the CD123+ group had significantly lower peripheral blood leukocyte count and percentage of juvenile cells and a significantly higher proportion of children with high hyperdiploid karyotype or an age of 1-10 years, with a relatively low proportion of children with E2A-PBX1 fusion gene (P<0.05). The multivariate Cox proportional-hazards regression model analysis showed that compared with the >10 years group, the 1-10 years group had a significantly higher overall survival rate (P<0.05), and compared with the high risk group, the moderate risk group had a significantly higher event-free survival rate in children with B-ALL (P<0.05).
    CONCLUSIONS: CD123 is widely expressed in children with B-ALL, and positive expression of CD123 might be an indicator for good prognosis in children with B-ALL, which is of great significance for evaluating the efficacy of remission induction therapy and survival prognosis of children with B-ALL.
    目的: 研究儿童急性淋巴细胞白血病(acute lymphoblastic leukemia, ALL)中CD123的表达情况及其对急性B淋巴细胞白血病(B-ALL)患儿临床特征及预后的影响。方法: 回顾性分析2019年12月—2022年6月昆明医科大学附属儿童医院血液肿瘤科收治的251例ALL患儿的临床资料。根据初诊CD123表达情况,分为CD123+组与CD123-组,比较两组的临床特征及疗效,并分析影响预后的因素。结果: 251例ALL患儿中,CD123+ 146例(58.2%),B-ALL患儿CD123阳性表达率高于急性T淋巴细胞白血病患儿(P<0.05)。相较于CD123-组,CD123+组初诊时外周血白细胞计数、幼稚细胞百分比更低,更易合并超二倍体染色体核型,1~10岁患儿比例更高,不易合并E2A-PBX1融合基因(P<0.05)。多因素Cox比例风险回归模型分析结果显示,相较于>10岁组,1~10岁组B-ALL患儿总生存率更高(P<0.05);相较于高危组,中危组B-ALL患儿无事件生存率更高(P<0.05)。结论: CD123在B-ALL患儿中广泛表达,CD123阳性表达可能为儿童B-ALL预后良好的指标,对评估B-ALL患儿诱导缓解治疗及生存预后具有重要意义。.
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  • 文章类型: Journal Article
    尽管有几种小分子药物彻底改变了当前急性髓细胞性白血病(AML)的治疗策略,迄今为止,造血干细胞移植仍然是大多数情况下唯一的治愈性治疗方法。嵌合抗原受体(CAR)-T细胞疗法是用于血液恶性肿瘤的最有前途的下一代癌症疗法之一,并且临床上可用于治疗AML。然而,开发AML靶向CAR-T疗法具有挑战性,因为目标抗原表达在白血病细胞和患者之间存在异质性,难以排除靶点/脱靶肿瘤效应,和免疫抑制肿瘤微环境。迄今为止,各种目标,包括CD33,NKG2D,CD123、CLL-1和CD7已被积极研究用于CAR-T细胞。虽然没有CAR-T细胞产品接近实际使用,几项临床试验显示了有希望的结果,特别是针对靶向CLL-1或CD123的CAR-T细胞。同时,探索AML靶向CAR-T治疗理想靶点的研究仍在继续.此外,因为从AML患者中收集自体淋巴细胞是困难的,现货供应CAR-T产品的开发正在积极进行。本文从靶抗原特征和AML特异性上/外肿瘤毒性的角度讨论了AML靶向CAR-T细胞治疗发展中的挑战。此外,讨论了AML靶向CAR-T细胞的临床发展和前景。
    Despite several small-molecule drugs that have revolutionized the current treatment strategy for acute myeloid leukemia (AML), hematopoietic stem cell transplantation remains the only curative treatment in most cases to date. Chimeric antigen receptor (CAR)-T cell therapy is one of the most promising next-generation cancer therapies for hematological malignancies and is clinically available for treatment of AML. However, developing AML-targeted CAR-T therapy is challenging because of the heterogeneity of target antigen expression across leukemic cells and patients, the difficulty in excluding on-/off-target tumor effects, and the immunosuppressive tumor microenvironment. To date, various targets, including CD33, NKG2D, CD123, CLL-1, and CD7, have been actively studied for CAR-T cells. Although no CAR-T cell products are close to practical use, several clinical trials have shown promising results, particularly for CAR-T cells targeting CLL-1 or CD123. Meanwhile, research exploring the ideal target for AML-targeted CAR-T therapy continues. Furthermore, as collecting autologous lymphocytes from patients with AML is difficult, development of off-the-shelf CAR-T products is being actively pursued. This review discusses the challenges in AML-targeted CAR-T cell therapy development from the perspectives of target antigen characteristics and AML-specific on-target/off-tumor toxicity. Moreover, it discusses the clinical development and prospects of AML-targeting CAR-T cells.
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  • 文章类型: Journal Article
    白细胞介素(IL)-3长期以来因其造血特性而闻名。然而,最近的证据已经扩大了我们对IL-3功能的理解,通过确定IL-3是多种疾病中炎症的关键协调因子.根据疾病的类型,炎症的过程,所涉及的细胞或组织,IL-3促进病理性炎症或其消退。这里,我们描述了IL-3的细胞特异性功能,并总结了其在疾病中的作用。我们讨论了目前针对IL-3或其受体的治疗方法,并强调了在临床中靶向IL-3的潜力和局限性。
    Interleukin (IL)-3 has long been known for its hematopoietic properties. However, recent evidence has expanded our understanding of IL-3 function by identifying IL-3 as a critical orchestrator of inflammation in a wide array of diseases. Depending on the type of disease, the course of inflammation, the cell or the tissue involved, IL-3 promotes either pathologic inflammation or its resolution. Here, we describe the cell-specific functions of IL-3 and summarize its role in diseases. We discuss the current treatments targeting IL-3 or its receptor, and highlight the potential and the limitations of targeting IL-3 in clinics.
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  • 文章类型: English Abstract
    Objective: To construct a novel dual-specific antibody targeting human CD123 (CD123 DuAb) and study its effects in acute myeloid leukemia (AML) . Methods: Based on the variable region of the CD123 monoclonal antibody independently developed at our institution, the CD123 DuAb expression plasmid was constructed by molecular cloning and transfected into ExpiCHO-S cells to prepare the antibody protein. Through a series of in vitro experiments, its activation and proliferation effect on T cells, as well as the effect of promoting T-cell killing of AML cells, were verified. Results: ① A novel CD123 DuAb plasmid targeting CD123 was successfully constructed and expressed in the Expi-CHO eukaryotic system. ②The CD123 DuAb could bind both CD3 on T cells and CD123 on CD123(+) tumor cells. ③When T cells were co-cultured with MV4-11 cells with addition of the CD123 DuAb at a concentration of 1 nmol/L, the positive expression rates of CD69 and CD25 on T cells were 68.0% and 44.3%, respectively, which were significantly higher than those of the control group (P<0.05). ④Co-culture with CD123 DuAb at 1 nmol/L promoted T-cell proliferation, and the absolute T-cell count increased from 5×10(5)/ml to 3.2×10(6)/ml on day 9, and CFSE fluorescence intensity decreased significantly. ⑤ With the increase in CD123 DuAb concentration in the culture system, T-cell exhaustion and apoptosis increased. When the CD123 DuAb was added at a concentration of 1 nmol/L to the culture system, the proportion of CD8(+) PD-1(+) LAG-3(+) T cells was 10.90%, and the proportion of propidium iodide (PI) (-) Annexin Ⅴ(+) T cells and PI(+) Annexin Ⅴ(+) T cells was 18.27% and 11.43%, respectively, which were significantly higher than those in the control group (P<0.05). ⑥ The CD123 DuAb significantly activated T cells, and the activation intensity was positively correlated with its concentration. The expression rate of CD107a on T cells reached 16.05% with 1 nmol/L CD123 DuAb, which was significantly higher than that of the control group (P<0.05). ⑦The CD123 DuAb promoted cytokine secretion by T cells at a concentration of 1 nmol/L, and the concentration of IFN-γ and TNF-α in the supernatant of the co-culture system reached 193.8 pg/ml and 169.8 pg/ml, respectively, which was significantly higher than that of the control group (P<0.05). ⑧When CD123 DuAb was added at a concentration of 1 nmol/L to the co-culture system of T cells and CD123(+) tumor cells, the killing intensity of T cells significantly increased, and the residual rates of CD123(+) MV4-11 cells, CD123(+) Molm13 cells, and CD123(+) THP-1 cells were 7.4%, 6.7%, and 14.6% on day 3, respectively, which were significantly lower than those in the control group (P<0.05) . Conclusion: In this study, a novel CD123 DuAb was constructed and expressed. In vitro experiments verified that the DuAb binds to CD123(+) tumor cells and T cells simultaneously, promotes T-cell activation and proliferation, and facilitates their anti-leukemia effect, which provides a basis for further clinical research.
    目的: 构建一种新的靶向CD123抗原的双特异性抗体(CD123 DuAb),研究CD123DuAb在急性髓系白血病(AML)治疗中的作用。 方法: 以自主研发的CD123单克隆抗体可变区为基础,利用分子克隆技术,构建CD123 DuAb表达质粒,转染ExpiCHO-S细胞,表达该双功能抗体。通过功能实验,验证CD123 DuAb在T细胞活化及增殖中的作用,及其促进T细胞对AML细胞的杀伤作用。 结果: ①构建了CD123 DuAb表达质粒,并通过Expi-CHO真核系统表达。②CD123 DuAb可以分别与T细胞上的CD3位点及CD123阳性肿瘤细胞上的CD123位点结合。③将1 nmol/L CD123 DuAb加入T细胞与MV4-11细胞共培养体系中,T细胞中CD69阳性表达率为68.0%,CD25阳性表达率为44.3%,均显著高于对照组(P值均<0.05)。④在CD123 DuAb浓度为1 nmol/L的条件下培养T细胞,可促进T细胞增殖,其绝对计数第1天为5×10(5)/ml,第9天扩增至3.2×10(6)/ml,且CFSE荧光强度显著降低。⑤CD123 DuAb能够显著激活T细胞,且激活强度与其浓度呈正相关,浓度为1 nmol/L时,T细胞CD107a表达率可达16.05%,较对照组显著升高(P<0.05)。⑥随培养体系中CD123 DuAb浓度的升高,T细胞耗竭和凋亡也随之增加,浓度为1 nmol/L时,T细胞CD8(+)PD-1(+)LAG-3(+)比例为10.90%,PI(-)Annexin Ⅴ(+)比例为18.27%,PI(+)Annexin Ⅴ(+)比例为11.43%,均较对照组显著升高(P<0.05)。⑦CD123 DuAb能够促进T细胞分泌细胞因子,浓度为1 nmol/L时,共培养体系上清中的IFN-γ和TNF-α的浓度可分别达到193.8 pg/ml和169.8 pg/ml,较对照组显著升高(P<0.05)。⑧将CD123 DuAb以1 nmol/L的浓度加入T细胞与CD123阳性肿瘤细胞共培养体系中,能显著增强T细胞对肿瘤细胞的杀伤作用,共培养3 d,CD123(+)MV4-11细胞、CD123(+)Molm13细胞和CD123(+)THP-1细胞的残留率分别为7.4%、6.7%和14.6%,较对照组显著降低(P<0.05)。 结论: 本研究构建及表达了一种靶向CD123的双特异性抗体,并通过体外实验验证其可以同时结合CD123阳性肿瘤细胞和T细胞,促进T细胞的活化和增殖,增强其抗白血病作用,为进一步临床研究提供了基础。.
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  • 文章类型: Journal Article
    背景:据报道,PBMC中的CD123HLA-DR-细胞是嗜碱性粒细胞,和CD203c,CD63和FcεRI分子是嗜碱性粒细胞的活化标记。然而,血液粒细胞中的CD123+HLA-DR细胞鲜为人知。
    目的:探讨变应性鼻炎(AR)患者外周血粒细胞和外周血PBMC中CD123+HLA-DR-细胞的存在,以及过敏原对嗜碱性粒细胞细胞膜标志物的影响。
    方法:流式细胞术检测膜分子的表达。
    结果:虽然CD123+HLA-DR-PBMC是嗜碱性粒细胞的代表,他们的存在在AR患者中没有显著变化.相比之下,CD123+HLA-DR-粒细胞的百分比和数量,只占50%的嗜碱性粒细胞,季节性(sAR)和常年性AR(pAR)患者均显着增加。CD63+,CD203c+,在AR患者中,CD123HLA-DR-粒细胞内的FcεRIα细胞也显示出增强的活性。来自屋尘螨变应原提取物(HDME)和青蒿野生提取物的变应原提取物进一步增加了sAR和pAR患者粒细胞中CD123+HLA-DR-细胞的数量,以及pAR患者的PBMC。
    结论:使用CD123+HLA-DR-粒细胞和PBMC可能不足以诊断AR。变应原可能通过影响CD123+HLA-DR-细胞的数量来促进AR的发展,以及CD63,CD203c的表达,和FcεRIα在这些细胞中。
    BACKGROUND: It is reported that CD123 + HLA-DR- cells in PBMC are basophils, and CD203c, CD63, and FcεRI molecules are activation markers of basophils. However, little is known of CD123 + HLA-DR-cells in blood granulocytes.
    OBJECTIVE: To investigate the presence of CD123 + HLA-DR- cells in the blood granulocytes and peripheral PBMC of patients with allergic rhinitis (AR), as well as the impact of allergens on the cell membrane markers of basophils.
    METHODS: Flow cytometry was used to detect the expression of the membrane molecules.
    RESULTS: While CD123 + HLA-DR- PBMCs are representative of basophils, their presence did not significantly change in patients with AR. In contrast, both the percentage and number of CD123 + HLA-DR- granulocytes, which make up only up to 50% of basophils, were significantly increased in patients with seasonal (sAR) and perennial AR (pAR). CD63+, CD203c+, and FcεRIα+ cells within CD123 + HLA-DR- granulocytes also showed enhanced activity in patients with AR. Allergen extracts from house dust mite allergen extract (HDME) and Artemisia sieversiana wild extract further increased the number of CD123 + HLA-DR- cells in granulocytes of sAR and pAR patients, as well as in PBMCs of pAR patients.
    CONCLUSIONS: The use of CD123 + HLA-DR- granulocytes and PBMC may not be sufficient for diagnosing AR. Allergens could potentially contribute to the development of AR by influencing the number of CD123 + HLA-DR- cells, as well as the expression of CD63, CD203c, and FcεRIαin these cells.
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  • 文章类型: Journal Article
    虽然传统的CAR-T疗法在某些情况下显示出显著的临床活性,它们可以引起严重的毒性,很少治愈。为了应对这些挑战,我们开发了一种可控的细胞疗法,其中合成的含D结构域的蛋白(SparX)结合一种或多种肿瘤抗原,并标记这些细胞被基因修饰的T细胞(ARC-T)消除.嵌合抗原受体通过独特的TAG与SparX蛋白特异性结合的D结构域进行工程改造,来源于人类甲胎蛋白.相互作用是通过TAG上的表位介导的,该表位被封闭在天然甲胎蛋白分子中。体外和体内数据表明,ARC-T细胞的活化和溶细胞活性取决于SparX蛋白的剂量,并且仅在ARC-T细胞与SparX蛋白结合时发生。通过改变识别不同肿瘤抗原的SparX蛋白以对抗固有或获得性肿瘤异质性,ARC-T细胞特异性也在体内被重新定向。ARC-SparX平台旨在通过SparX给药方案控制潜在的毒性,并通过连续或同时施用设计为结合不同肿瘤抗原的SparX蛋白来增强肿瘤消除,从而扩大患者和医师对细胞治疗的访问。
    While conventional chimeric antigen-receptor (CAR)-T therapies have shown remarkable clinical activity in some settings, they can induce severe toxicities and are rarely curative. To address these challenges, we developed a controllable cell therapy where synthetic D-domain-containing proteins (soluble protein antigen-receptor X-linker [SparX]) bind one or more tumor antigens and mark those cells for elimination by genetically modified T cells (antigen-receptor complex [ARC]-T). The chimeric antigen receptor was engineered with a D-domain that specifically binds to the SparX protein via a unique TAG, derived from human alpha-fetoprotein. The interaction is mediated through an epitope on the TAG that is occluded in the native alpha-fetoprotein molecule. In vitro and in vivo data demonstrate that the activation and cytolytic activity of ARC-T cells is dependent on the dose of SparX protein and only occurs when ARC-T cells are engaged with SparX proteins bound to antigen-positive cells. ARC-T cell specificity was also redirected in vivo by changing SparX proteins that recognized different tumor antigens to combat inherent or acquired tumor heterogeneity. The ARC-SparX platform is designed to expand patient and physician access to cell therapy by controlling potential toxicities through SparX dosing regimens and enhancing tumor elimination through sequential or simultaneous administration of SparX proteins engineered to bind different tumor antigens.
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  • 文章类型: Journal Article
    CD123“表达”在血液恶性肿瘤中很常见,包括急性淋巴细胞白血病(ALL)。Flotetuzumab是一种新颖的,研究性CD3/CD123DART®。我们进行了一项1期研究,评估了flotetuzumab在复发性/难治性ALL(队列A)和其他晚期CD123阳性血液系统恶性肿瘤(不包括骨髓性恶性肿瘤)(队列B)中的安全性和有效性。13名患者(队列A中的9名和队列B中的4名)在早期关闭之前以剂量水平1(500ng/kg/天)进行治疗,原因是赞助商停止了药物开发。队列B中的一名患者发生了两种剂量限制性毒性(4级血小板减少和中性粒细胞减少)。大多数患者(85%)发生了细胞因子释放综合征,均为≤2级。响应仅发生在队列B中,1例霍奇金淋巴瘤患者部分缓解,1例母细胞性浆细胞样树突状细胞肿瘤患者骨髓形态学完全缓解。总之,氟替珠单抗在晚期CD123阳性血液系统恶性肿瘤中具有可控的安全性.
    CD123 \"expression\" is common in hematological malignancies, including acute lymphoblastic leukemia (ALL). Flotetuzumab is a novel, investigational CD3/CD123 DART®. We conducted a phase 1 study evaluating safety and efficacy of flotetuzumab in relapsed/refractory ALL (Cohort A) and other advanced CD123-positive hematological malignancies (excluding myeloid malignancies) (cohort B). Thirteen patients (9 in Cohort A and 4 in Cohort B) were treated at dose level 1 (500 ng/kg/day) before early closure due to discontinuation of drug development by sponsor. Two dose limiting toxicities (Grade 4 thrombocytopenia and neutropenia) occurred in one patient in Cohort B. Cytokine release syndrome occurred in most patients (85%), all being grade ≤2. Responses only occurred in Cohort B, with a partial response in one patient with Hodgkin\'s lymphoma and morphological complete remission in the bone marrow in one patient with blastic plasmacytoid dendritic cell neoplasm. In conclusion, flotetuzumab had a manageable safety profile in advanced CD123-positive hematological malignancies.
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  • 文章类型: Journal Article
    Tagraxofusp是改良的白喉毒素平台和重组白介素3的一流CD123定向缀合物。药物的结合和随后的内化通过破坏细胞内蛋白质合成而导致细胞死亡。CD123是一种表面标志物,在几种血液恶性肿瘤中表达,特别是母细胞性浆细胞样树突状细胞肿瘤(BPDCN),它的表达无处不在。在BPDCN中对tagraxofusp进行的一项关键研究导致其被批准用于BPDCN的治疗,首次批准用于该适应症的治疗。自从引入了tagraxofusp,研究的重点是不良反应的管理,联合治疗改善健康患者的预后,和剂量和组合策略,以减轻毒性,同时保持疗效,尤其是老年患者。CD123在BPDCN中的成功靶向也鼓励了对各种其他CD123阳性血液肿瘤的研究,包括急性髓细胞性白血病(AML),并为其他靶向CD123的新型药物的开发提供了信息。这篇综述审查了导致在BPDCN中开发和批准tagraxofusp的临床数据,如何结合使用它来改善BPDCN和AML的结果,及其在其他血液恶性肿瘤中的发展作用。
    Tagraxofusp is a first-in-class CD123-directed conjugate of an amended diphtheria toxin platform and recombinant interleukin 3. Binding and subsequent internalization of the drug result in cell death via disruption of intracellular protein synthesis. CD123 is a surface marker that is expressed in several hematological malignancies, especially blastic plasmacytoid dendritic cell neoplasm (BPDCN), where its expression is ubiquitous. A pivotal study of tagraxofusp in BPDCN resulted in its approval for the treatment of BPDCN, the first treatment approved for this indication. Since the introduction of tagraxofusp, research has focused on the management of adverse effects, combination therapy to improve outcomes in fit patients, and dosing and combination strategies to mitigate toxicities while preserving efficacy, especially among older patients. The successful targeting of CD123 in BPDCN has also encouraged research into a variety of other CD123-positive hematological neoplasms, including acute myeloid leukemia (AML), and informed the development of other novel agents targeting CD123. This review examines the clinical data leading to the development and approval of tagraxofusp in BPDCN, how it is being used in combination to improve outcomes in BPDCN and AML, and its developing role in other hematological malignancies.
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  • 文章类型: Journal Article
    使用多色流式细胞仪分析,我们研究了AML/MDS患者的白血病细胞与治疗成功后完全缓解(CR)患者的造血干细胞和祖细胞(HSPCs)之间的免疫表型差异.该组标志物包括CD34、CD38、CD45RA、CD123作为分级造血干细胞和祖细胞(HSPC)分类以及程序性死亡配体1(PD-L1)的代表。与其将评估限制在二维或三维分析上,我们应用t分布随机邻居嵌入(t-SNE)方法,以获得更深入的了解和分离白血病细胞和正常HPSC之间。为此,我们创建了一个t-SNE地图,基于它们关于抗原表达的组成和强度的相似性,这导致27个细胞簇的可视化。这些簇中的两个是“白血病相关”,分别含有很大比例的CD34/CD38-造血干细胞(HSC)或CD34细胞,并具有CD45RA/CD123的强烈共表达。后一簇中的CD34+细胞对PD-L1也是高度阳性的,反映了它们的免疫抑制能力。除了这个原理证明研究之外,包含额外的标记将有助于改善正常HSPCs和白血病细胞之间的分化,特别是在轻微疾病检测和抗原靶向治疗干预的背景下。此外,我们提出了一种新的细胞集合的定量分配方案,通过数值,皮尔逊系数,基于t-SNE模式与参考的相似性比较。
    Using multi-color flow cytometry analysis, we studied the immunophenotypical differences between leukemic cells from patients with AML/MDS and hematopoietic stem and progenitor cells (HSPCs) from patients in complete remission (CR) following their successful treatment. The panel of markers included CD34, CD38, CD45RA, CD123 as representatives for a hierarchical hematopoietic stem and progenitor cell (HSPC) classification as well as programmed death ligand 1 (PD-L1). Rather than restricting the evaluation on a 2- or 3-dimensional analysis, we applied a t-distributed stochastic neighbor embedding (t-SNE) approach to obtain deeper insight and segregation between leukemic cells and normal HPSCs. For that purpose, we created a t-SNE map, which resulted in the visualization of 27 cell clusters based on their similarity concerning the composition and intensity of antigen expression. Two of these clusters were \"leukemia-related\" containing a great proportion of CD34+/CD38- hematopoietic stem cells (HSCs) or CD34+ cells with a strong co-expression of CD45RA/CD123, respectively. CD34+ cells within the latter cluster were also highly positive for PD-L1 reflecting their immunosuppressive capacity. Beyond this proof of principle study, the inclusion of additional markers will be helpful to refine the differentiation between normal HSPCs and leukemic cells, particularly in the context of minimal disease detection and antigen-targeted therapeutic interventions. Furthermore, we suggest a protocol for the assignment of new cell ensembles in quantitative terms, via a numerical value, the Pearson coefficient, based on a similarity comparison of the t-SNE pattern with a reference.
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