1. Intelligent whole-blood imaging flow cytometry for simple, rapid, and cost-effective drug-susceptibility testing of leukemia
- Author
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Yaxiaer Yalikun, Cheng Lei, Baoshan Guo, Wenxuan Li, Yiyue Jiang, Hirofumi Kobayashi, Makoto Yamada, Masahiro Jona, Yutaka Yatomi, Yo Tanaka, Chun-Jung Huang, Chia-Wei Sun, Yi Wu, Keisuke Goda, Yunzhao Wu, and Atsushi Yasumoto
- Subjects
Oncology ,Adult ,Male ,medicine.medical_specialty ,Biomedical Engineering ,Bioengineering ,02 engineering and technology ,01 natural sciences ,Biochemistry ,Breast cancer ,White blood cell ,Internal medicine ,Cell Line, Tumor ,medicine ,Leukocytes ,Humans ,Liquid biopsy ,Precision Medicine ,Child ,Whole blood ,Antibiotics, Antineoplastic ,business.industry ,010401 analytical chemistry ,Optical Imaging ,Cancer ,General Chemistry ,Precursor Cell Lymphoblastic Leukemia-Lymphoma ,021001 nanoscience & nanotechnology ,medicine.disease ,Flow Cytometry ,0104 chemical sciences ,Leukemia ,medicine.anatomical_structure ,Doxorubicin ,Female ,0210 nano-technology ,business ,K562 Cells ,Ex vivo ,K562 cells - Abstract
Drug susceptibility (also called chemosensitivity) is an important criterion for developing a therapeutic strategy for various cancer types such as breast cancer and leukemia. Recently, functional assays such as high-content screening together with genomic analysis have been shown to be effective for predicting drug susceptibility, but their clinical applicability is poor since they are time-consuming (several days long), labor-intensive, and costly. Here we present a highly simple, rapid, and cost-effective liquid biopsy for ex vivo drug-susceptibility testing of leukemia. The method is based on an extreme-throughput (>1 million cells per second), label-free, whole-blood imaging flow cytometer with a deep convolutional autoencoder, enabling image-based identification of the drug susceptibility of every single white blood cell in whole blood within 24 hours by simply flowing a drug-treated whole blood sample as little as 500 μL into the imaging flow cytometer without labeling. Our results show that the method accurately evaluates the drug susceptibility of white blood cells from untreated patients with acute lymphoblastic leukemia. Our method holds promise for affordable precision medicine.
- Published
- 2019