Pasca Sergiu, Turcas Cristina, Jurj Ancuta, Teodorescu Patric, Iluta Sabina, Hotea Ionut, Bojan Anca, Selicean Cristina, Fetica Bogdan, Petrushev Bobe, Moisoiu Vlad, Zimta Alina-Andreea, Sas Valentina, Constantinescu Catalin, Zdrenghea Mihnea, Dima Delia, Tomuleasa Ciprian
Department of Hematology, Iuliu Hatieganu University of Medicine and Pharmacy, 400124 Cluj Napoca, Romania.
Research Center for Functional Genomics and Translational Medicine, Iuliu Hatieganu University of Medicine and Pharmacy, 400124 Cluj Napoca, Romania.
Diagnostics (Basel). 2020 Apr 29;10(5):263. doi: 10.3390/diagnostics10050263.
Acute myeloid leukemia (AML) is a hematologic malignancy characterized by abnormal proliferation and a lack of differentiation of myeloid blasts. Considering the dismal prognosis this disease presents, several efforts have been made to better classify it and offer a tailored treatment to each subtype. This has been formally done by the World Health Organization (WHO) with the AML classification schemes from 2008 and 2016. Nonetheless, there are still mutations that are not currently included in the WHO AML classification, as in the case of some mutations that influence methylation. In this regard, the present study aimed to determine if some of the mutations that influence DNA methylation can be clustered together regarding methylation, expression, and clinical profile. Data from the TCGA LAML cohort were downloaded via cBioPortal. The analysis was performed using R 3.5.2, and the necessary packages for classical statistics, dimensionality reduction, and machine learning. We included only patients that presented mutations in . Afterwards, mutations that were present in too few patients were removed from the analysis, thus including a total of 57 AML patients. We observed that regarding expression, methylation, and clinical profile, patients with mutated and presented a high degree of similarity, indicating the equivalence that these mutations present between themselves. Nonetheless, we did not observe this similarity between and -mutated AML. Moreover, when comparing the hypermethylating group with the hypomethylating one, we also observed important differences regarding expression, methylation, and clinical profile. In the current manuscript we offer additional arguments for the similarity of the studied hypermethylating mutations and suggest that those should be clustered together in further classifications. The hypermethylating and hypomethylating groups formed above were shown to be different from each other considering overall survival, methylation profile, expression profile, and clinical characteristics. In this manuscript, we present additional arguments for the similarity of the effect generated by , and mutations in AML patients. Thus, we hypothesize that hypermethylating mutations skew the AML cells to a similar phenotype with a possible sensitivity to hypermethylating agents.
急性髓系白血病(AML)是一种血液系统恶性肿瘤,其特征为髓系母细胞异常增殖且缺乏分化。鉴于该疾病预后不佳,人们已做出多项努力以更好地对其进行分类,并为每个亚型提供针对性治疗。世界卫生组织(WHO)在2008年和2016年的AML分类方案中已正式完成此项工作。然而,仍有一些突变目前未被纳入WHO的AML分类中,例如一些影响甲基化的突变。在这方面,本研究旨在确定某些影响DNA甲基化的突变在甲基化、表达和临床特征方面是否可以聚类在一起。通过cBioPortal下载了来自TCGA LAML队列的数据。使用R 3.5.2进行分析,并使用了经典统计学、降维和机器学习所需的软件包。我们仅纳入了在......存在突变的患者。之后,将在患者中出现次数过少的突变从分析中剔除,最终共纳入57例AML患者。我们观察到,在表达、甲基化和临床特征方面,携带......突变的患者呈现出高度相似性,表明这些突变之间存在等效性。然而,我们未观察到携带......突变的AML患者之间存在这种相似性。此外,在比较高甲基化组和低甲基化组时,我们在表达、甲基化和临床特征方面也观察到了重要差异。在本手稿中,我们为所研究的高甲基化突变的相似性提供了更多论据,并建议在进一步分类中将这些突变聚类在一起。考虑到总生存期、甲基化谱、表达谱和临床特征,上述形成的高甲基化组和低甲基化组显示出彼此不同。在本手稿中,我们为AML患者中......突变产生的相似效应提供了更多论据。因此,我们假设高甲基化突变使AML细胞偏向类似的表型,可能对高甲基化剂敏感。