Single-Cell Proteomics Identifies Leukemia Landscape Associated with Clinical Outcomes in R/R AML Treated with MDM2i (Milademetan) and FLT3i (Quizartinib): Putative Role of CD68 and Diversity Index

白血病 生物 髓系白血病 净现值1 蛋白质组 转录组 蛋白质组学 表型 计算生物学 癌症研究 遗传学 基因 基因表达 染色体 核型
作者
Muharrem Müftüoğlu,Li Li,Mahesh Basyal,Shaoheng Liang,Carissa J. Ball,Ken Chen,Prasanna Kumar,Arnaud Lesegretain,Naval Daver,Michael Andreeff
出处
期刊:Blood [Elsevier BV]
卷期号:138 (Supplement 1): 3443-3443
标识
DOI:10.1182/blood-2021-154376
摘要

Abstract Distinct mutations could differentially regulate cellular programs and alter the proteomic landscape in AML. Sequential acquisition of various mutations not only leads to clonal diversification but also alters the leukemia proteomic landscape through activation of mutation-specific gene programs. Characterization of AML proteomic profiles and diversity could be utilized as a measure of genetic imprint on leukemia proteome to inform clinical decision-making. We reasoned that diverse leukemia-specific proteomic profile could be indicative of the presence of multiple mutations activating numerous pathways, thus leading to a heterogenous clonal composition and more likely to therapy resistance. We aimed to test this hypothesis by assessing the proteomic profiles of FLT3-ITD AML patients treated with MDM2i (Milademetan) plus FLT3i (Quizartinib) (NCT03552029) and interrogate the association between proteomic landscape and therapy response. We assessed single-cell proteomic profiles of 35 sequentially collected samples for six selected patients treated with MDM2i+FLT3i using CyTOF, enabling us to assess expression of 51-parameters across leukemia compartments and identify leukemic clones with distinct proteomic profiles. Three patients achieved CRi while three patients did not respond. This allowed us to start interrogating proteomic signatures for their ability to predict response to therapy. We performed single-cell analysis and interrogated the phenotypic profiles of leukemia compartments to assess leukemia hierarchies, defined by spatial organization of leukemic subpopulations, and whether mutations in AML were associated with unique phenotypes. Notably, we found that NPM1-mutant (Mt) leukemia cells lacked CD34 expression, expressed high levels of CD99 and had patchy c-kit expression. Despite lacking a canonical marker, CD34, high-dimensional analysis positioned NPM1-Mt leukemia cells spatially in close proximity to CD34+ leukemia cells (NPM1 WT), indicating that NPM1 WT and Mt leukemia cells are closely related. CD34+ expressing cells most likely serve as the founding clone and acquisition of NPM1 mutation led to emergence of CD34- leukemia clones. As expected, all three patients who achieved CRi were NPM1-Mt and NPM1-Mt leukemia cells in CRi patients expressed CD68. Importantly, we also observed that CD68+ leukemia cells were eradicated in a NR patient where only a fraction of leukemia cells expressed CD68. This suggests that NPM1 mutations could activate unique cellular programs and induce distinct differentiation states (CD68), which could sensitize leukemia cells to MDM2+FLT3 inhibition. Altogether, NPM1 mutation status and CD68 expression level were associated with therapy response. Next, we mapped the response kinetics and quantified survived leukemia cells across multiple timepoints. Strikingly, MDM2i+FLT3i almost completely eliminated circulating blasts in responders (R) by day 8 while leukemia blasts persisted in NR (median blast %: 0.11 in R vs 19.8 in NR). This indicates that assessment of therapy response as early as day 8 could provide insights into the overall response and identify patients who will fail to achieve CR. Importantly, patients with reduced leukemia blasts at day 8 were also leukemia-free in BM at the end of cycle 1. Lastly, we sought to investigate the association between proteomic landscape diversity and therapy response, and quantified the number of leukemia subpopulations by unsupervised clustering. The median number of subpopulations detected in R vs NR at baseline were 3 and 9, respectively. We also utilized the inverse Simpson index to quantify the proteomic diversity of leukemia compartments and to further investigate the association between proteomic diversity and therapy outcome in an unbiased manner. The median diversity indices in R vs NR were 64 vs 212, revealing that patients with CR had restricted pre-treatment proteomic diversity. These findings suggest that a pre-treatment diverse phenotypic landscape could portend poor therapeutic outcome. Altogether, single-cell proteomic analysis identified correlates associated with overall clinical response in AML patients treated with MDM2i+FLT3i. Further validation is needed in a larger cohort of patients. Such approaches could be utilized in clinical-trial settings to predict therapy response with targeted agents and inform clinical decision-making. Disclosures Lesegretain: Daiichi-Sankyo Inc.: Current Employment. Daver: Amgen: Consultancy, Research Funding; Glycomimetics: Research Funding; Trovagene: Consultancy, Research Funding; Hanmi: Research Funding; Genentech: Consultancy, Research Funding; Trillium: Consultancy, Research Funding; Novimmune: Research Funding; ImmunoGen: Consultancy, Research Funding; Abbvie: Consultancy, Research Funding; FATE Therapeutics: Research Funding; Astellas: Consultancy, Research Funding; Sevier: Consultancy, Research Funding; Gilead Sciences, Inc.: Consultancy, Research Funding; Pfizer: Consultancy, Research Funding; Bristol Myers Squibb: Consultancy, Research Funding; Daiichi Sankyo: Consultancy, Research Funding; Novartis: Consultancy; Jazz Pharmaceuticals: Consultancy, Other: Data Monitoring Committee member; Dava Oncology (Arog): Consultancy; Celgene: Consultancy; Syndax: Consultancy; Shattuck Labs: Consultancy; Agios: Consultancy; Kite Pharmaceuticals: Consultancy; SOBI: Consultancy; STAR Therapeutics: Consultancy; Karyopharm: Research Funding; Newave: Research Funding. Andreeff: AstraZeneca: Research Funding; Glycomimetics: Consultancy; Reata, Aptose, Eutropics, SentiBio; Chimerix, Oncolyze: Current holder of individual stocks in a privately-held company; Breast Cancer Research Foundation: Research Funding; Aptose: Consultancy; ONO Pharmaceuticals: Research Funding; Oxford Biomedica UK: Research Funding; Medicxi: Consultancy; Syndax: Consultancy; Karyopharm: Research Funding; Novartis, Cancer UK; Leukemia & Lymphoma Society (LLS), German Research Council; NCI-RDCRN (Rare Disease Clin Network), CLL Foundation; Novartis: Membership on an entity's Board of Directors or advisory committees; Daiichi-Sankyo: Consultancy, Research Funding; Senti-Bio: Consultancy; Amgen: Research Funding.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
CodeCraft应助Delta采纳,获得10
2秒前
2秒前
2秒前
3秒前
5秒前
5秒前
Ava应助阿碧采纳,获得10
6秒前
9秒前
北雁发布了新的文献求助10
10秒前
11秒前
英姑应助班班采纳,获得10
13秒前
我是小汪应助29采纳,获得10
13秒前
15秒前
16秒前
16秒前
Nexus应助zyjsunye采纳,获得10
16秒前
happystar发布了新的文献求助10
16秒前
打打应助开放幻柏采纳,获得10
16秒前
852应助强风吹拂采纳,获得10
17秒前
吴筮完成签到,获得积分10
17秒前
田同学发布了新的文献求助10
19秒前
sakura完成签到,获得积分10
20秒前
大个应助smcshutcm采纳,获得20
20秒前
molihuakai应助happystar采纳,获得10
22秒前
晓槐完成签到,获得积分10
23秒前
快乐吗猪发布了新的文献求助10
23秒前
24秒前
pengpengpeng完成签到,获得积分10
24秒前
香蕉觅云应助魔神人采纳,获得20
26秒前
26秒前
Starry发布了新的文献求助10
27秒前
科研通AI6.1应助asyzc0采纳,获得10
28秒前
sunshine完成签到,获得积分10
28秒前
田同学完成签到,获得积分10
29秒前
31秒前
知行合一发布了新的文献求助10
31秒前
Lucas应助田田采纳,获得10
32秒前
英俊的铭应助苗儿采纳,获得10
33秒前
寮信应助tuckahoe采纳,获得10
33秒前
外向荟发布了新的文献求助10
35秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Developing Genetic Editing Tools for Lysobacter 2000
Моделирование процессов самоорганизации в кристаллообразующих системах 1000
Adhesion Science: Principles & Practice 800
Signals, Systems, and Signal Processing 610
IEST-RP-CC018: Cleanroom Cleaning and Sanitization: Operating and Monitoring Procedures 600
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 600
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6527016
求助须知:如何正确求助?哪些是违规求助? 8320153
关于积分的说明 17809795
捐赠科研通 5628779
什么是DOI,文献DOI怎么找? 2930053
邀请新用户注册赠送积分活动 1906735
关于科研通互助平台的介绍 1766314