A Fully-Automated Senescence Test (FAST) for the high-throughput quantification of senescence-associated markers

被引:2
作者
Neri, Francesco [1 ,2 ]
Takajjart, Selma N. [1 ]
Lerner, Chad A. [1 ]
Desprez, Pierre-Yves [1 ,3 ]
Schilling, Birgit [1 ,2 ]
Campisi, Judith [1 ,2 ]
Gerencser, Akos A. [1 ]
机构
[1] Buck Inst Res Aging, Novato, CA 94945 USA
[2] USC Leonard Davis Sch Gerontol, Los Angeles, CA 90089 USA
[3] Calif Pacific Med Ctr, San Francisco, CA USA
基金
美国国家卫生研究院;
关键词
Cellular senescence; Aging; High-content image analysis; High-throughput screening; Senescence-associated-beta-galactosidase; Machine learning; ONCOGENE-INDUCED SENESCENCE; CELLULAR SENESCENCE; CELLS; INDUCTION; MECHANISM;
D O I
10.1007/s11357-024-01167-3
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Cellular senescence is a major driver of aging and age-related diseases. Quantification of senescent cells remains challenging due to the lack of senescence-specific markers and generalist, unbiased methodology. Here, we describe the Fully-Automated Senescence Test (FAST), an image-based method for the high-throughput, single-cell assessment of senescence in cultured cells. FAST quantifies three of the most widely adopted senescence-associated markers for each cell imaged: senescence-associated beta-galactosidase activity (SA-beta-Gal) using X-Gal, proliferation arrest via lack of 5-ethynyl-2'-deoxyuridine (EdU) incorporation, and enlarged morphology via increased nuclear area. The presented workflow entails microplate image acquisition, image processing, data analysis, and graphing. Standardization was achieved by (i) quantifying colorimetric SA-beta-Gal via optical density; (ii) implementing staining background controls; and (iii) automating image acquisition, image processing, and data analysis. In addition to the automated threshold-based scoring, a multivariate machine learning approach is provided. We show that FAST accurately quantifies senescence burden and is agnostic to cell type and microscope setup. Moreover, it effectively mitigates false-positive senescence marker staining, a common issue arising from culturing conditions. Using FAST, we compared X-Gal with fluorescent C12FDG live-cell SA-beta-Gal staining on the single-cell level. We observed only a modest correlation between the two, indicating that those stains are not trivially interchangeable. Finally, we provide proof of concept that our method is suitable for screening compounds that modify senescence burden. This method will be broadly useful to the aging field by enabling rapid, unbiased, and user-friendly quantification of senescence burden in culture, as well as facilitating large-scale experiments that were previously impractical.
引用
收藏
页码:4185 / 4202
页数:18
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