IF 11.7 1区 医学 Q1 CELL BIOLOGY
Kristian Gurashi, Yu-Hung Wang, Fabio M R Amaral, Katherine Spence, Rachel Cant, Chi-Yuan Yao, Chien-Chin Lin, Christopher Wirth, David C Wedge, Guillermo Montalban-Bravo, Simona Colla, Hwei-Fang Tien, Tim C P Somervaille, Kiran Batta, Daniel H Wiseman
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引用次数: 0

摘要

约有 30% 的慢性粒细胞白血病(CMML)患者会转变为化疗难治性浆细胞白血病(BP-CMML)。为了寻求新的治疗方法,我们分析了42例BP-CMML的爆炸转录组,观察到了广泛的转录异质性以及与当前急性髓性白血病(AML)分类的不一致性。BP-CMMLs显示出独特的转录组特征,包括静止期的富集和药物反应特征的变异。综合临床、免疫表型和转录组参数,随机森林无监督聚类区分了未成熟亚型和成熟亚型,其特征是转录模块、癌基因、凋亡调节因子和表面标志物表达模式的不同表达。经体内外原始样本验证,亚型对急性髓细胞性白血病药物的预测反应不同。迭代改进的分层解决了一个分类结构,其中包括沿成熟谱的五个亚型,可预测对新型药物的反应,包括受体酪氨酸激酶(RTK)、细胞周期蛋白依赖性激酶(CDK)、雷帕霉素机制靶点(MTOR)和丝裂原活化蛋白激酶(MAPK)抑制剂的一致模式。最后,我们生成了一个决策树原型,用于对 BP-CMML 进行分层,该决策树具有较高的特异性和灵敏度,需要进行验证,但具有潜在的临床适用性,可用于指导个性化药物选择以改善预后。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An integrative multiparametric approach stratifies putative distinct phenotypes of blast phase chronic myelomonocytic leukemia.

Approximately 30% of patients with chronic myelomonocytic leukemia (CMML) undergo transformation to a chemo-refractory blastic phase (BP-CMML). Seeking novel therapeutic approaches, we profiled blast transcriptomes from 42 BP-CMMLs, observing extensive transcriptional heterogeneity and poor alignment to current acute myeloid leukemia (AML) classifications. BP-CMMLs display distinctive transcriptomic profiles, including enrichment for quiescence and variability in drug response signatures. Integrating clinical, immunophenotype, and transcriptome parameters, Random Forest unsupervised clustering distinguishes immature and mature subtypes characterized by differential expression of transcriptional modules, oncogenes, apoptotic regulators, and patterns of surface marker expression. Subtypes differ in predicted response to AML drugs, validated ex vivo in primary samples. Iteratively refined stratification resolves a classification structure comprising five subtypes along a maturation spectrum, predictive of response to novel agents including consistent patterns for receptor tyrosine kinase (RTK), cyclin-dependent kinase (CDK), mechanistic target of rapamycin (MTOR), and mitogen-activated protein kinase (MAPK) inhibitors. Finally, we generate a prototype decision tree to stratify BP-CMML with high specificity and sensitivity, requiring validation but with potential clinical applicability to guide personalized drug selection for improved outcomes.

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来源期刊
Cell Reports Medicine
Cell Reports Medicine Biochemistry, Genetics and Molecular Biology-Biochemistry, Genetics and Molecular Biology (all)
CiteScore
15.00
自引率
1.40%
发文量
231
审稿时长
40 days
期刊介绍: Cell Reports Medicine is an esteemed open-access journal by Cell Press that publishes groundbreaking research in translational and clinical biomedical sciences, influencing human health and medicine. Our journal ensures wide visibility and accessibility, reaching scientists and clinicians across various medical disciplines. We publish original research that spans from intriguing human biology concepts to all aspects of clinical work. We encourage submissions that introduce innovative ideas, forging new paths in clinical research and practice. We also welcome studies that provide vital information, enhancing our understanding of current standards of care in diagnosis, treatment, and prognosis. This encompasses translational studies, clinical trials (including long-term follow-ups), genomics, biomarker discovery, and technological advancements that contribute to diagnostics, treatment, and healthcare. Additionally, studies based on vertebrate model organisms are within the scope of the journal, as long as they directly relate to human health and disease.
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