Discovery of lipid profiles in plasma-derived extracellular vesicles as biomarkers for breast cancer diagnosis

被引:6
|
作者
Liu, Lin [1 ]
Kawashima, Masahiro [1 ,6 ]
Sugimoto, Masahiro [2 ]
Sonomura, Kazuhiro [3 ,4 ]
Pu, Fengling [1 ]
Li, Wei [1 ]
Takeda, Masashi [5 ]
Goto, Takayuki [5 ]
Kawaguchi, Kosuke [1 ]
Sato, Taka-Aki [4 ]
Toi, Masakazu [1 ]
机构
[1] Kyoto Univ, Grad Sch Med, Dept Breast Surg, Kyoto, Japan
[2] Tokyo Med Univ, Inst Med Sci, Tokyo, Japan
[3] Kyoto Univ, Ctr Genom Med, Grad Sch Med, Kyoto, Japan
[4] Shimadzu Co Ltd, Technol Res Lab, Life Sci Res Ctr, Kyoto, Japan
[5] Kyoto Univ, Grad Sch Med, Dept Urol, Kyoto, Japan
[6] Kyoto Univ, Grad Sch Med, Dept Breast Surg, 54 Shogoin Kawahara Cho,Sakyo Ku, Kyoto 6068507, Japan
关键词
biomarker; breast cancer; extracellular vesicles; lipidomics; liquid biopsy; AUTOTAXIN; PATHWAY;
D O I
10.1111/cas.15935
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Lipids are a major component of extracellular vesicles; however, their significance in tumorigenesis and progression has not been well elucidated. As we previously found that lipid profiles drastically changed in breast tumors upon progression, we hypothesized that lipid profiles of plasma-derived extracellular vesicles could be utilized as breast cancer biomarkers. Here, we adopted modified sucrose cushion ultracentrifugation to isolate plasma-derived extracellular vesicles from breast cancer (n = 105), benign (n = 11), and healthy individuals (n = 43) in two independent cohorts (n = 126 and n = 33) and conducted targeted lipidomic analysis. We established a breast cancer diagnostic model comprising three lipids that showed favorable performance with the area under the receiver operating characteristic curve of 0.759, 0.743, and 0.804 in the training, internal validation, and external test sets, respectively. Moreover, we identified several lipids that could effectively discriminate breast cancer progression and subtypes: phosphatidylethanolamines and phosphatidylserines were relatively higher in Stage III, whereas phosphatidylcholines and sphingomyelins were higher in Stage IV; phosphatidylcholines and ceramides were correspondingly concentrated in HER2-positive patients, while lysophosphatidylcholines and polyunsaturated triglycerides were concentrated in the triple-negative breast cancer subtype. Lipid profiling of plasma-derived extracellular vesicles is a non-invasive and promising approach for diagnosing, staging, and subtyping breast cancer.
引用
收藏
页码:4020 / 4031
页数:12
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