High-Throughput Plasma Proteomics to Define the Precursor Multiple Myeloma Proteome and Identify Candidate High-Risk Disease Biomarkers of Progression

不确定意义的单克隆抗体病 蛋白质组 多发性骨髓瘤 蛋白质组学 多路复用 计算生物学 生物 生物标志物发现 血液蛋白质类 疾病 医学 免疫学 生物信息学 单克隆 抗体 内科学 遗传学 单克隆抗体 基因 生物化学
作者
Elizabeth D. Lightbody,D. R. Mani,Hasmik Keshishian,Habib El‐Khoury,Ankit K. Dutta,Hadley Barr,Namrata D. Udeshi,Luca Bertamini,Nang Kham Su,Cody J. Boehner,Laura Hevenor,Katherine Towle,Grace Fleming,Christian J. Cea-Curry,Jacqueline Perry,Erica Horowitz,Maya I. Davis,Annie Cowan,Catherine R. Marinac,Michael A. Gillette,Steven A. Carr,Irene M. Ghobrial
出处
期刊:Blood [Elsevier BV]
卷期号:142 (Supplement 1): 334-334
标识
DOI:10.1182/blood-2023-189091
摘要

Introduction Multiple Myeloma (MM) develops from well-defined precursors Monoclonal Gammopathy of Undetermined Significance (MGUS) and Smoldering Multiple Myeloma (SMM), where patients remain stable or may unknowingly rapidly progress. Bone marrow (BM) biopsies are not routine for precursor disease management, and precursor patients are limited to monitoring few proteins within peripheral blood (PB) for signs of progressive disease. Deep proteome profiling of PB circulating proteins may help track disease; however, the dynamic range of the plasma proteome has limited the depth of detection for MS-based proteomics without first depleting abundant proteins and fractionating the samples after digestion to peptides. Technological advancements in multiplex immunoassays with low cross-reactivity and off-target events have enabled plasma profiling for disease stage classification, defining high-risk disease features, and novel therapeutic target discovery. Here, we perform the first comprehensive plasma proteomic profiling study on patients across the MM disease continuum and longitudinal sequential samples from progressive and stable disease. Methods We carried out high-throughput plasma proteomic profiling for approximately 3000 proteins simultaneously using the Olink® Explore 3072 library and Proximity Extension Assay (PEA) technology. Targeted proteins are recognized by multiplexed, matched pairs of antibodies labelled with unique DNA oligonucleotides that upon binding come into proximity, hybridize, and are extended to generate a unique sequence for protein identification with NextGen DNA sequencing. We profiled 423 PB plasma samples from 348 individuals, including MGUS (n=67), SMM (n=179), MM (n=44), and healthy controls (n=58). Sequential samples from patients with progressive disease (n=27) and patients with stable disease with matched clinical follow-up time were also profiled. Precursor defined samples from progressors ranged 1.03-5.88 yrs prior to diagnosis and were untreated in the precursor setting, while MM disease samples were also collected prior to any active disease therapy. Patients had a median clinical follow-up time of 7.05 years. T-tests, ANOVAs, and a linear mixed effect (LME) model were used to identify proteins that change across disease stages, progression status, and time. Results were adjusted for multiple testing using the Benjamini-Hochberg Method. Results We identified 751 significantly dysregulated proteins with the majority upregulated in progressive disease. We captured circulating levels of proteins highly expressed on the surface of plasma cells, including CD38, SDC1, BCMA and SLAMF7, highlighting the utility of PEA technology to monitor clinically-relevant targets for which monoclonal antibodies, antibody-drug conjugates, CAR-T and BiTE therapies are being developed. We identified proteins that significantly distinguished MGUS, SMM, and NDMM from healthy donors (n=222, 423 and 494), where increasing B-cell maturation antigen (BCMA) was a significant classifier and positive control. Consistent with previous findings, baseline BCMA levels were also significantly elevated in SMM-MM progressors vs. SMM non-progressors, further supporting the potential utility of BCMA measurements during routine blood tests of precursor MM patients. Proinflammatory cytokines were also identified, including IL1, IL5, IL6, IL16, and IL18, known to create a BM environment that promotes malignant cell development by suppressing the microenvironment, promoting cellular adhesion, or increasing angiogenesis. Four novel proteins that are vital for calcium homeostasis and integrin-mediated cell adhesion significantly increased from healthy to MM and were also significantly elevated in SMM progressors vs. SMM non-progressors, nominating these proteins as candidate biomarkers of high-risk disease. Conclusion We performed the most comprehensive plasma proteomics study to date, which characterized disease stage proteomes and identified candidate high-risk disease biomarkers in longitudinal progressor samples. Further advancements are underway to validate the accuracy levels of the novel candidates, test the performance of a classification model that recognizes disease stage-specific proteins, and determine how best to integrate proteins into current MM risk stratification models.
最长约 10秒,即可获得该文献文件

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
Caleb发布了新的文献求助10
刚刚
yao chen完成签到,获得积分0
刚刚
1秒前
巫凝天发布了新的文献求助10
2秒前
诚心孤菱发布了新的文献求助10
2秒前
3秒前
查资料完成签到 ,获得积分10
3秒前
完美世界的应助被lulu采纳,获得10
4秒前
西瓜发布了新的文献求助10
4秒前
缥缈的绿兰完成签到,获得积分10
4秒前
木木很累发布了新的文献求助10
5秒前
YH完成签到,获得积分10
5秒前
yyyy完成签到 ,获得积分10
6秒前
科研通AI6.2的应助被ZY采纳,获得10
8秒前
珊珊完成签到,获得积分10
8秒前
8秒前
leitao发布了新的文献求助10
8秒前
zzz完成签到,获得积分10
9秒前
10秒前
FashionBoy的应助被牛马采纳,获得10
10秒前
星辰大海的应助被Caleb采纳,获得10
11秒前
Yzh完成签到,获得积分10
11秒前
12秒前
香蕉觅云的应助被七月采纳,获得10
12秒前
13秒前
14秒前
14秒前
semigreen完成签到 ,获得积分10
14秒前
14秒前
16秒前
快乐牛排发布了新的文献求助10
16秒前
YUgg完成签到,获得积分10
17秒前
bkagyin的应助被小年采纳,获得10
17秒前
zimu012发布了新的文献求助10
18秒前
lulu完成签到,获得积分10
18秒前
老刀发布了新的文献求助10
19秒前
xj305完成签到,获得积分10
21秒前
迅速完成签到,获得积分20
22秒前
22秒前
勿忘9451完成签到,获得积分10
23秒前
高分求助中
(应助此贴封号)通过应助OA文献获取积分 10000
Rosenblum, Global Change Biology 800
Organizational Behavior 510
Management and the Arts 510
Convergent and bidirectional strategies towards the total synthesis of hemibrevetoxin B 300
Geschichtliche Grundbegriffe (GGB), Band 5: Pro–Soz 300
Die Religion in Geschichte und Gegenwart (RGG), 4. Auflage, Band 7: R–S 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 计算机科学 工程类 纳米技术 内科学 物理 有机化学 化学工程 生物化学 复合材料 光电子学 细胞生物学 心理学 量子力学 催化作用 物理化学 电极
热门帖子
关注 科研通微信公众号,转发送积分 7799239
求助须知:如何正确求助?哪些是违规求助? 9334204
关于积分的说明 20466241
捐赠科研通 7390242
什么是DOI,文献DOI怎么找? 3325949
关于科研通互助平台的介绍 2473082
邀请新用户注册赠送积分活动 2343472