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Hematological cytomorphology: Where we are 血液细胞形态学:我们的现状
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-06-19 DOI: 10.1111/ijlh.14330
G. Zini

The manuscript discusses the historical evolution of observing blood cell morphology under an optical microscope, from the earliest microscopes in the 17th century to the modern digital era, highlighting key advancements and contributions in the field. Blood has historically held symbolic importance in various cultures, with early medical observations dating back to Hippocrates and Galeno. The discovery of cells and subsequent advancements in microscopy by scientists like Hooke and van Leeuwenhoek paved the way for understanding blood cell morphology. Influential figures such as Hewson, Donné, and Ehrlich followed. Diagnostic cytology evolved from manual cell counting to the development of automated hematological systems. Automated complete blood counting came to support microscopic examination in diagnosing hematological disorders. Morphology is crucial in predicting disease outcomes and guiding treatment decisions, particularly hematological neoplasms. The introduction of flow cytometry and its integration with traditional morphological analysis and the new cytogenetic and molecular techniques revolutionized the classification and prognostication of hematologic disorders. Digital microscopy has emerged as a powerful tool in recent years, offering rapid acquisition and sharing of blood cell images. Integrating Artificial Intelligence with digital microscopy has further enhanced morphological analysis, improving diagnostic efficiency. We also discuss the prospects of AI in pre-classifying blood cells in bone marrow aspirate samples, potentially revolutionizing diagnostic pathways for hematologic diseases. Overall, the manuscript provides a comprehensive overview of the historical development, clinical significance and technological advancements in observing blood cell morphology, underscoring its continued relevance in modern hematology practice.

手稿讨论了在光学显微镜下观察血细胞形态的历史演变,从 17 世纪最早的显微镜到现代数字时代,重点介绍了该领域的主要进展和贡献。血液在各种文化中历来具有重要的象征意义,早期的医学观察可追溯到希波克拉底和加莱诺。胡克和范-列文虎克等科学家对细胞的发现以及随后在显微镜方面取得的进步,为人们了解血细胞形态铺平了道路。随后,休森(Hewson)、多内(Donné)和埃利希(Ehrlich)等具有影响力的人物也相继出现。细胞学诊断从手工细胞计数发展到自动化血液系统的开发。自动全血细胞计数支持显微镜检查诊断血液病。形态学在预测疾病结果和指导治疗决策方面至关重要,尤其是血液肿瘤。流式细胞术的引入及其与传统形态学分析以及新的细胞遗传学和分子技术的整合,彻底改变了血液病的分类和预后。近年来,数字显微镜已成为一种强大的工具,可快速获取和共享血细胞图像。将人工智能与数字显微技术相结合,进一步加强了形态学分析,提高了诊断效率。我们还讨论了人工智能在对骨髓抽吸样本中的血细胞进行预分类方面的前景,这有可能彻底改变血液病的诊断途径。总之,手稿全面概述了观察血细胞形态学的历史发展、临床意义和技术进步,强调了其在现代血液学实践中的持续相关性。
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引用次数: 0
A case report of a Chediak-Higashi syndrome diagnosed by peripheral blood smear 一份通过外周血涂片诊断出切迪亚克-希加希综合征的病例报告。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-06-18 DOI: 10.1111/ijlh.14329
Stefanos Eskioglou, Loredana-Mariana Gheorghe, Nikolaos J. Tsagarakis, Ioulia Chaliori, Sofia Chaniotaki
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引用次数: 0
Near-triploidy with four Philadelphia chromosomes in adult B-lymphoblastic leukemia with BCR::ABL1 fusion 伴有 BCR::ABL1 融合的成人 B淋巴细胞白血病中的四条费城染色体近三倍体。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-06-17 DOI: 10.1111/ijlh.14327
Katsuya Yamamoto, Yuri Hirakawa, Sakuya Matsumoto, Kimikazu Yakushijin, Hironobu Minami
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引用次数: 0
Pseudo-lymphocytosis caused by circulating megakaryocyte fragments in a patient with post-essential thrombocythemia myelofibrosis 一名原发性血小板增多症后骨髓纤维化患者因循环巨核细胞碎片引起的假性淋巴细胞增多症。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-06-14 DOI: 10.1111/ijlh.14328
Homayemem Weli, John L. Frater, Gail Shimer, Stephen T. Oh, Cara Lunn Shirai
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引用次数: 0
Negative expression of CD117 predicted inferior OS and PFS in acute promyelocytic leukemia CD117 阴性表达预示急性早幼粒细胞白血病的较差 OS 和 PFS。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-06-14 DOI: 10.1111/ijlh.14326
Hui Zeng, Jie He, Hai-Bo Dong, Min Zhou, Qian Zhang, Lan-Xin Chen, Cui-Ying Yuan, Ru-Ru Jiang, Jin-Wen Liu, Jian Ou-Yang, Yu Ben, Bing Chen

Introduction

In recent years, the correlation between CD117 antigen and the prognosis of hematological malignancies has been demonstrated. However, there is limited literature on the clinical significance of CD117 antigen in acute promyelocytic leukemia (APL). The aim of this study was to retrospectively analyze the clinical features and prognostic significance of CD117 in APL.

Methods

In this study, we retrospectively investigated the clinicopathological characteristics, outcome, and prognostic impact of negative CD117 expression (CD117) in 169 APL patients treated with all-trans retinoic acid (ATRA) and arsenic trioxide (ATO) containing regimen.

Results

The median follow-up period was 63.0 months. CD117 was detected in 13 APL patients (7.7%). No significant differences were found in baseline characteristics between CD117+ and CD117 subgroups. However, compared to CD117+ APL, the incidence of early death (ED) was significantly higher in CD117 APL (p = 0.023). By multivariate analysis, CD117- was an independent adverse prognostic factor for overall survival (OS) and progression-free survival (PFS) (p = 0.022 and p = 0.014, respectively).

Conclusions

To sum up, CD117 is associated with greater risk of ED and has the statistical power to predict inferior OS and PFS, this marker may be considered to build prognostic scores for risk-adapted therapeutic strategies in APL management.

引言:近年来,CD117 抗原与血液恶性肿瘤预后的相关性已得到证实。然而,关于 CD117 抗原在急性早幼粒细胞白血病(APL)中的临床意义的文献却很有限。本研究旨在回顾性分析 CD117 在 APL 中的临床特征和预后意义:在这项研究中,我们回顾性调查了169例接受全反式维甲酸(ATRA)和含三氧化二砷(ATO)方案治疗的APL患者的临床病理特征、治疗结果以及CD117阴性表达(CD117-)对预后的影响:中位随访期为 63.0 个月。13例APL患者(7.7%)检测到CD117-。CD117+和CD117-亚组的基线特征无明显差异。然而,与 CD117+ APL 相比,CD117- APL 早期死亡(ED)的发生率明显更高(p = 0.023)。通过多变量分析,CD117-是总生存期(OS)和无进展生存期(PFS)的独立不良预后因素(分别为p = 0.022和p = 0.014):综上所述,CD117-与更大的ED风险相关,并具有预测较差的OS和PFS的统计学能力。
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引用次数: 0
Implementation of the recommended immunohistochemistry algorithm for classification of peripheral T-cell lymphoma, not otherwise specified into the prognostically significant GATA3 and TBX21 subtypes 采用推荐的免疫组化算法,将外周 T 细胞淋巴瘤(未另作规定)分为对预后有重要意义的 GATA3 和 TBX21 亚型。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-06-14 DOI: 10.1111/ijlh.14325
Surabhi Jain, Aijaz Ahmad, Ambreen Jan, Ajay Gogia, Mukul Aggarwal, Ganesh Kumar Viswanathan, Trisha Mandal, Atul Sharma, Ranjit Sahoo, Mehar Chand Sharma, Sameer Bakhshi, Lalit Kumar, Saumyaranjan Mallick

Introduction

Current molecular research has shown the several oncogenic pathways that give rise to the peripheral T-cell lymphoma, not otherwise defined (PTCL, NOS) subtypes, which alter prognosis and might have predictive value. This study was conducted to assess the immunohistochemistry (IHC) algorithm by Amador et al for the subtyping of PTCL, NOS and determine its applicability in relation to the clinicopathological profile.

Methods

This study included 43 patients with PTCL, NOS diagnosis. Following the use of IHC for the transcription factors GATA3, TBX21, CCR4, and CXCR3, two pathologists subtyped the samples. Comprehensive clinicopathological correlation was carried out.

Results

Applying the algorithm of Amador et al., cases were classified into GATA3 (20), TBX21 (15), and unclassified (8) subtypes. No significant association with clinical parameters of subtypes or CD4/ CD8 positivity was observed. Although a higher proportion of cases in the TBX21 subgroup showed a polymorphic population compared with the GATA3 subgroup, which had a monomorphic population, no significant p-value (0.111) was observed. Two Lennert lymphomas were classified into the GATA3 subgroup. Multivariate analysis showed no significant difference in overall survival (p-value = 0.105) and progression-free survival (p-value = 0.0509) between IHC-defined subtypes; trends indicate that overall survival and progression-free survival are worse in the GATA3 subgroup.

Conclusion

Although the algorithm is reproducible, a proportion of cases remains unclassifiable and may require additional investigation and gene expression profiling. The GATA3 subgroup was found to have a monomorphic population with a poor overall prognosis and thus requires a larger sample size for validation.

导言:目前的分子研究表明,有几种致癌途径可导致未另作定义的外周T细胞淋巴瘤(PTCL,NOS)亚型,这些亚型可改变预后并可能具有预测价值。本研究旨在评估 Amador 等人提出的用于 PTCL NOS 亚型划分的免疫组化(IHC)算法,并确定该算法与临床病理特征的相关性:本研究共纳入 43 名确诊为 PTCL(NOS)的患者。两名病理学家对样本进行了转录因子 GATA3、TBX21、CCR4 和 CXCR3 的 IHC 分型。结果:应用 Amador 等人的算法,病例被分为 GATA3(20 例)、TBX21(15 例)和未分类(8 例)亚型。未观察到亚型与临床参数或 CD4/ CD8 阳性有明显关联。虽然 TBX21 亚组中出现多形性群体的病例比例高于 GATA3 亚组(后者为单形性群体),但未观察到明显的 p 值(0.111)。两个 Lennert 淋巴瘤被归入 GATA3 亚组。多变量分析显示,IHC定义的亚型之间的总生存期(p值=0.105)和无进展生存期(p值=0.0509)无显著差异;趋势表明,GATA3亚组的总生存期和无进展生存期较差:尽管该算法具有可重复性,但仍有一部分病例无法分类,可能需要进行更多的调查和基因表达谱分析。研究发现,GATA3 亚组的病例为单型,总体预后较差,因此需要更大的样本量进行验证。
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引用次数: 0
Variant-specific BCR::ABL1 quantification discrepancy in chronic myeloid leukemia 慢性髓性白血病中BCR::ABL1的变异特异性定量差异。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-06-05 DOI: 10.1111/ijlh.14320
Koen Jacobs, Alena Moerman, Karl Vandepoele, Tim Van den Abeele, Katrien De Mulder, Eva Steel, Maxim Clauwaert, Henk Louagie

Introduction

Accurate quantification of the BCR::ABL1 fusion gene in whole blood is pivotal for the clinical management of chronic myeloid leukemia (CML) patients. The fusion protein encoded by BCR::ABL1 can vary in size, depending on the BCR and/or ABL1 gene breakpoint. The vast majority of CML patients have a p210 BCR::ABL1 fusion gene (M-BCR), which can be attributed to the presence of either e14a2 (b3a2) or e13a2 (b2a2) mRNA transcript junctions.

Methods

Twenty-five CML samples were analyzed in two different ISO15189-accredited centers that both use an Europe Against Cancer-based quantitative polymerase chain reaction (qPCR) protocol. Reanalysis of the sample set with transcript-specific standard curves and digital droplet PCR (ddPCR) were performed.

Results

qPCR quantification revealed a significant (up to 1 log) difference specifically for the e13a2 transcript variant in contrast to e14a2 transcripts (Hodges–Lehman 4.29; p < 0.001). Reanalysis of the sample set with transcript-specific standard curves abolishes the initial transcript-specific difference (Hodges–Lehman 0.003; p = 0.8192). Comparison of transcript-specific qPCR results of both centers with ddPCR, an absolute quantification method, showed a statically significant association, especially in the lower range, indicating the clinical utility of transcript-specific or absolute quantification methods.

Conclusion

Our data show that differences between transcript-specific quantification might exist between centers, leading to potential clinical impact on the follow-up of CML patients. The use of transcript-specific standard curves for qPCR quantification, or absolute quantification, can significantly reduce these differences. Specific attention should be applied to the interpretation of quantification differences of CML patients that switch between diagnostic centers.

简介:全血中 BCR::ABL1 融合基因的精确定量对于慢性髓性白血病(CML)患者的临床治疗至关重要。根据 BCR 和/或 ABL1 基因断点的不同,BCR::ABL1 所编码的融合蛋白的大小也不同。绝大多数 CML 患者有 p210 BCR::ABL1 融合基因(M-BCR),这可能是由于存在 e14a2 (b3a2) 或 e13a2 (b2a2) mRNA 转录本连接:在两个不同的 ISO15189 认证中心对 25 份 CML 样本进行了分析,这两个中心均使用基于欧洲抗癌协会的定量聚合酶链反应 (qPCR) 方案。结果:qPCR 定量显示,与 e14a2 转录本相比,e13a2 转录本变异具有显著差异(高达 1 log)(Hodges-Lehman 4.29;p 结论:我们的数据显示,转录本变异与 e14a2 转录本之间存在显著差异(高达 1 log):我们的数据显示,不同中心的转录本特异性定量可能存在差异,这可能会对 CML 患者的随访产生临床影响。使用转录本特异性标准曲线进行 qPCR 定量或绝对定量可显著减少这些差异。应特别注意解释转换诊断中心的 CML 患者的定量差异。
{"title":"Variant-specific BCR::ABL1 quantification discrepancy in chronic myeloid leukemia","authors":"Koen Jacobs,&nbsp;Alena Moerman,&nbsp;Karl Vandepoele,&nbsp;Tim Van den Abeele,&nbsp;Katrien De Mulder,&nbsp;Eva Steel,&nbsp;Maxim Clauwaert,&nbsp;Henk Louagie","doi":"10.1111/ijlh.14320","DOIUrl":"10.1111/ijlh.14320","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Introduction</h3>\u0000 \u0000 <p>Accurate quantification of the <i>BCR::ABL1</i> fusion gene in whole blood is pivotal for the clinical management of chronic myeloid leukemia (CML) patients. The fusion protein encoded by <i>BCR::ABL1</i> can vary in size, depending on the <i>BCR</i> and/or <i>ABL1</i> gene breakpoint. The vast majority of CML patients have a p210 <i>BCR::ABL1</i> fusion gene (M-BCR), which can be attributed to the presence of either e14a2 (b3a2) or e13a2 (b2a2) mRNA transcript junctions.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>Twenty-five CML samples were analyzed in two different ISO15189-accredited centers that both use an Europe Against Cancer-based quantitative polymerase chain reaction (qPCR) protocol. Reanalysis of the sample set with transcript-specific standard curves and digital droplet PCR (ddPCR) were performed.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>qPCR quantification revealed a significant (up to 1 log) difference specifically for the e13a2 transcript variant in contrast to e14a2 transcripts (Hodges–Lehman 4.29; <i>p</i> &lt; 0.001). Reanalysis of the sample set with transcript-specific standard curves abolishes the initial transcript-specific difference (Hodges–Lehman 0.003; <i>p</i> = 0.8192). Comparison of transcript-specific qPCR results of both centers with ddPCR, an absolute quantification method, showed a statically significant association, especially in the lower range, indicating the clinical utility of transcript-specific or absolute quantification methods.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>Our data show that differences between transcript-specific quantification might exist between centers, leading to potential clinical impact on the follow-up of CML patients. The use of transcript-specific standard curves for qPCR quantification, or absolute quantification, can significantly reduce these differences. Specific attention should be applied to the interpretation of quantification differences of CML patients that switch between diagnostic centers.</p>\u0000 </section>\u0000 </div>","PeriodicalId":14120,"journal":{"name":"International Journal of Laboratory Hematology","volume":"46 5","pages":"910-917"},"PeriodicalIF":2.2,"publicationDate":"2024-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141260734","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The critical role of phytohemagglutinin-stimulated cell cultures in the diagnosis of T-cell prolymphocytic leukemia: A case-based approach 植物血凝素刺激的细胞培养在 T 细胞原淋巴细胞白血病诊断中的关键作用:基于病例的方法。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-06-04 DOI: 10.1111/ijlh.14323
Fei Gao, Shuang Chen, Jianwei Li, Zailin Yang, Cui Mao
<p>T-cell prolymphocytic leukemia (T-PLL) is a very rare subtype of the mature lymphocytic malignancies that typically occur in middle-aged and older individuals, accounting for approximately 2% of all mature T-cell lymphomas.<span><sup>1</sup></span> T-PLL is characterized by a poor median survival rate and distinctive cell morphological, immunophenotypic, and cytogenetic features. The major diagnostic criteria of the guidelines for T-PLL diagnosis<span><sup>2</sup></span> include: (1) 5 × 10<sup>9</sup>/L cells of the T-PLL phenotype in peripheral blood or bone marrow (BM); (2) T-cell clonality determined via PCR or flow cytometry (FCM); and, (3) an abnormal 14q32 or Xq28 karyotype or expression of <i>TCL1A/B</i> or <i>MTCP1</i>. Additionally, four minor criteria also contribute to the diagnostic framework: (1) abnormalities involving chromosome 11 (11q22.3; <i>ATM</i>); (2) abnormalities involving chromosome 8 such as idic(8)(p11), t(8;8), trisomy 8q; (3) abnormalities in chromosomes 5, 12, 13, 22, or a complex karyotype; and, (4) T-PLL-specific features (e.g., splenomegaly, effusions). A diagnosis of T-PLL is established if all three major criteria are met or if the first two such criteria and at least one minor criterion are met. Obviously, analysis of chromosomal abnormalities is essential for diagnosis of T-PLL. However, T-PLL poses a challenge in this regard given the low proliferation capacity of mature T lymphocytes, leading to a high failure rate of chromosomal karyotyping associated with conventional culture methods (short-term culture).</p><p>In this study, we retrospectively analyze and present five cases for whom we used a phytohemagglutinin (PHA)-stimulated culture method to increase the detection rate of chromosomal abnormalities in BM cells. This enhanced T-PLL diagnostic accuracy.</p><p>All five patients were males of median age 58 years (range, 42 to 83 years). Immunophenotypic abnormalities were observed in 50% ~ 90% of T cells of all patients (Table S1) in BM sample. Most exhibited the phenotype CD3<sup>+</sup>, CD2<sup>+</sup>, CD4<sup>+</sup>, CD5<sup>+</sup>, CD7<sup>+</sup>, CD56<sup>−</sup>, CD34<sup>−</sup>, CD117<sup>−</sup>, CD1a<sup>−</sup>, and CD52<sup>+</sup>. The most notable immunophenotypic difference was that for CD8: cases 1, 4, and 5 were of CD8<sup>part+</sup> status; case 2 CD8<sup>−</sup>; and case 3 CD8<sup>+</sup>. Subsequently, chromosomal karyotyping was performed on cultures grown with and without PHA (Table 1). Three of the five patients (cases 1, 2, and 3) exhibited only a 46,XY karyotype when cells were grown without PHA, but complex karyotypes, inv(14), trisomy 8q, and abnormalities in 11q when cells were grown with PHA. One patient (case 5) exhibited no metaphase cells when cells were grown without PHA, but a complex karyotype, abnormalities in 11q, and t (14;14) when cells were grown with PHA. Only one patient (case 4) yielded consistent chromosomal karyotypes when cells were grown with and wi
12 我们的研究结果有助于加深对 T-PLL 的遗传和分子机制的理解,我们还对可能影响疾病进展和表现的因素提出了见解。首先,这项研究属于回顾性研究。其次,我们缺乏年龄匹配的健康对照组的核型数据,因为从健康受试者身上收集骨髓是不道德的。第三,3 名涉及 7 号和 14 号染色体异常的 T-PLL 患者没有进行 FISH 检测。总之,使用 PHA 刺激培养物进行染色体核型分析可能是筛查成熟 T 淋巴细胞异常核型的一大进步。我们的研究强调了在临床环境中使用 PHA 刺激的 BM 细胞培养物对成熟 T 淋巴细胞克隆疑似异常的患者进行染色体核型分析的必要性。当检测到诊断异常时,可进行进一步的确证试验。F.G、C.M和Z.Y参与了研究的构思。F.G、S.C和J.L参与了实验分析、数据解释和讨论。C.M 和 Z.Y 参与了临床决策。所有作者均审阅并批准了最终手稿。
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引用次数: 0
Effects of ferroptosis-related gene HSPB1 on acute myeloid leukemia 铁突变相关基因 HSPB1 对急性髓性白血病的影响
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-06-02 DOI: 10.1111/ijlh.14319
Xue-Shen Yan, Yu-Jiao Sun, Juan Du, Wen-Yan Niu, Han Qiao, Xiang-Cong Yin
<div> <section> <h3> Introduction</h3> <p>The purpose of this study was to investigate the effects and potential mechanisms of ferroptosis-related gene heat shock protein beta-1 (HSPB1) on acute myeloid leukemia (AML).</p> </section> <section> <h3> Methods</h3> <p>The RNA-seq and clinical data of AML samples were obtained from the Genomic Data Commons database, and the FerrDb database was used to screen the marker, drive and suppressor of ferroptosis. Besides, DESeq2 was applied for differential expression analysis on AML samples and screening for differentially expressed genes (DEGs). The screened DEGs were subjected to the intersection analysis with ferroptosis-related genes to identify the ferroptosis-related DEGs. Next, the functional pathways of ferroptosis-related DEGs were further be discussed by Gene Ontology as well as Kyoto Encyclopedia of Genes and Genomes enrichment analysis of DEGs. Additionally, lasso regression analysis was employed to determine the differential genes related to prognosis in patients with AML and the survival analysis was performed. Subsequently, quantitative real-time polymerase chain reaction and western blot assay were applied to detect the mRNA and protein expression levels of HSPB1 in normal/AML bone marrow tissues and human normal (HS-5)/AML (HL-60) bone marrow cells, respectively. Furthermore, HSPB1 was knocked down to assess the expression changes of glutathione peroxidase 4 and acyl-CoA synthetase long-chain family member 4. Ultimately, the viability and oxidative stress levels of HL-60 were analyzed by Cell Counting Kit-8 and biochemical detection.</p> </section> <section> <h3> Results</h3> <p>A total of 4986 DEGs were identified in AML samples, with 3324 up-regulated and 1662 down-regulated. The enrichment analysis illustrated that ferroptosis-related DEGs were significantly enriched in response to metal irons, oxidative stress, and other pathways. After lasso regression analysis, 17 feature genes related to the prognosis of patients with AML were obtained, with HSPB1 exhibiting a significant correlation. The reliability of our models was verified by Cox regression analysis and survival analysis of the hazard model. Furthermore, the outcomes of quantitative real-time polymerase chain reaction and western blot showed that mRNA and protein expression levels of HSPB1 were significantly increased in the AML Group and HL-60 cells. The knockdown of HSPB1 in HL-60 cells reduced the protein level of glutathione peroxidase 4, increased the protein level of acyl-CoA synthetase long-chain family member 4, decreased the cell viability, and aggravated oxidative stress.</p> </section> <section> <h3> Conclusion</h3>
引言本研究旨在探讨铁突变相关基因热休克蛋白β-1(HSPB1)对急性髓性白血病(AML)的影响及潜在机制:方法:从Genomic Data Commons数据库获取AML样本的RNA-seq和临床数据,并利用FerrDb数据库筛选铁突变的标记物、驱动因子和抑制因子。此外,还应用 DESeq2 对 AML 样本进行差异表达分析,筛选差异表达基因(DEGs)。筛选出的 DEGs 与铁变态反应相关基因进行交叉分析,以确定与铁变态反应相关的 DEGs。接下来,通过基因本体论以及京都基因和基因组百科全书对 DEGs 的富集分析,进一步探讨了铁变态反应相关 DEGs 的功能通路。此外,还利用拉索回归分析确定了与急性髓细胞性白血病患者预后相关的差异基因,并进行了生存分析。随后,应用实时定量聚合酶链反应和免疫印迹法分别检测了HSPB1在正常/AML骨髓组织和人正常(HS-5)/AML(HL-60)骨髓细胞中的mRNA和蛋白表达水平。此外,通过敲除 HSPB1 来评估谷胱甘肽过氧化物酶 4 和酰基-CoA 合成酶长链家族成员 4 的表达变化。最后,通过细胞计数试剂盒-8和生化检测分析了HL-60的活力和氧化应激水平:结果:在急性髓细胞样本中共发现了 4986 个 DEGs,其中 3324 个上调,1662 个下调。富集分析表明,与铁突变相关的 DEGs 在金属铁、氧化应激和其他通路中均有显著富集。经过套索回归分析,得到了 17 个与急性髓细胞性白血病患者预后相关的特征基因,其中 HSPB1 表现出明显的相关性。Cox回归分析和危险模型生存分析验证了我们的模型的可靠性。此外,实时定量聚合酶链反应和免疫印迹的结果表明,HSPB1的mRNA和蛋白表达水平在AML组和HL-60细胞中明显升高。HSPB1在HL-60细胞中的敲除降低了谷胱甘肽过氧化物酶4的蛋白水平,增加了酰基-CoA合成酶长链家族成员4的蛋白水平,降低了细胞活力,加重了氧化应激:结论:铁突变相关基因HSPB1在急性髓细胞性白血病患者中高表达。结论:铁蛋白沉积相关基因HSPB1在急性髓细胞性白血病患者中高表达,而且HSPB1可能通过调节氧化应激和铁蛋白沉积相关途径参与急性髓细胞性白血病的发生和发展。这项研究为进一步了解急性髓细胞性白血病的分子机制提供了新的线索。同时,HSPB1有望成为未来治疗急性髓细胞性白血病的潜在靶点。
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引用次数: 0
Construction of the prediction model for multiple myeloma based on machine learning 基于机器学习构建多发性骨髓瘤预测模型。
IF 2.2 4区 医学 Q3 HEMATOLOGY Pub Date : 2024-05-31 DOI: 10.1111/ijlh.14324
Jiangying Cai, Zhenhua Liu, Yingying Wang, Wanxia Yang, Zhipeng Sun, Chongge You

Introduction

The global burden of multiple myeloma (MM) is increasing every year. Here, we have developed machine learning models to provide a reference for the early detection of MM.

Methods

A total of 465 patients and 150 healthy controls were enrolled in this retrospective study. Based on the variable screening strategy of least absolute shrinkage and selection operator (LASSO), three prediction models, logistic regression (LR), support vector machine (SVM), and random forest (RF), were established combining complete blood count (CBC) and cell population data (CPD) parameters in the training set (210 cases), and were verified in the validation set (90 cases) and test set (165 cases). The performance of each model was analyzed using receiver operating characteristic (ROC) curve, calibration curves, and decision curve analysis (DCA). Accuracy, sensitivity, specificity, positive predictive value, negative predictive value, and area under the ROC curve (AUC) were applied to evaluate the models. Delong test was used to compare the AUC of the models.

Results

Six parameters including RBC (1012/L), RDW-CV (%), IG (%), NE-WZ, LY-WX, and LY-WZ were screened out by LASSO to construct the model. Among the three models, the AUC of RF model in the training set, validation set, and test set were 0.956, 0.892, and 0.875, which were higher than those of LR model (0.901, 0.849, and 0.858) and SVM model (0.929, 0.868, and 0.846). Delong test showed that there were significant differences among the models in the training set, no significant differences in the validation set, and significant differences only between SVM and RF models in the test set. The calibration curve and DCA showed that the three models had good validity and feasibility, and the RF model performed best.

Conclusion

The proposed RF model may be a useful auxiliary tool for rapid screening of MM patients.

导言:全球多发性骨髓瘤(MM)的发病率逐年上升。在此,我们开发了机器学习模型,为早期检测多发性骨髓瘤提供参考:这项回顾性研究共纳入了 465 名患者和 150 名健康对照者。基于最小绝对收缩和选择算子(LASSO)的变量筛选策略,结合训练集(210 例)中的全血细胞计数(CBC)和细胞群数据(CPD)参数,建立了逻辑回归(LR)、支持向量机(SVM)和随机森林(RF)三种预测模型,并在验证集(90 例)和测试集(165 例)中进行了验证。利用接收者操作特征曲线(ROC)、校准曲线和决策曲线分析(DCA)对每个模型的性能进行了分析。准确度、灵敏度、特异性、阳性预测值、阴性预测值和 ROC 曲线下面积(AUC)用于评估模型。德朗检验用于比较模型的AUC:通过 LASSO 筛选出 RBC (1012/L)、RDW-CV (%)、IG (%)、NE-WZ、LY-WX 和 LY-WZ 等六个参数构建模型。在三个模型中,RF 模型在训练集、验证集和测试集中的 AUC 分别为 0.956、0.892 和 0.875,高于 LR 模型(0.901、0.849 和 0.858)和 SVM 模型(0.929、0.868 和 0.846)。Delong 检验表明,在训练集中各模型之间存在显著差异,在验证集中无显著差异,在测试集中仅 SVM 模型和 RF 模型之间存在显著差异。校准曲线和 DCA 表明,三个模型都具有良好的有效性和可行性,其中 RF 模型表现最佳:结论:所提出的 RF 模型可能是快速筛查 MM 患者的有用辅助工具。
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International Journal of Laboratory Hematology
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