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Yin X, Yang J, Zhang M, Wang X, Xu W, Price CAH, Huang L, Liu W, Su H, Wang W, Chen H, Hou G, Walker M, Zhou Y, Shen Z, Liu J, Qian K, Di W. Serum Metabolic Fingerprints on Bowl-Shaped Submicroreactor Chip for Chemotherapy Monitoring. ACS Nano 2022; 16:2852-2865. [PMID: 35099942 PMCID: PMC9007521 DOI: 10.1021/acsnano.1c09864] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Chemotherapy is a primary cancer treatment strategy, the monitoring of which is critical to enhancing the survival rate and quality of life of cancer patients. However, current chemotherapy monitoring mainly relies on imaging tools with inefficient sensitivity and radiation invasiveness. Herein, we develop the bowl-shaped submicroreactor chip of Au-loaded 3-aminophenol formaldehyde resin (denoted as APF-bowl&Au) with a specifically designed structure and Au loading content. The obtained APF-bowl&Au, used as the matrix of laser desorption/ionization mass spectrometry (LDI MS), possesses an enhanced localized electromagnetic field for strengthened small metabolite detection. The APF-bowl&Au enables the extraction of serum metabolic fingerprints (SMFs), and machine learning of the SMFs achieves chemotherapy monitoring of ovarian cancer with area-under-the-curve (AUC) of 0.81-0.98. Furthermore, a serum metabolic biomarker panel is preliminarily identified, exhibiting gradual changes as the chemotherapy cycles proceed. This work provides insights into the development of nanochips and contributes to a universal detection platform for chemotherapy monitoring.
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Affiliation(s)
- Xia Yin
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
| | - Jing Yang
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
- School
of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, P.R. China
| | - Mengji Zhang
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
- School
of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, P.R. China
| | - Xinyao Wang
- State
Key Laboratory of Catalysis, Dalian Institute
of Chemical Physics, Chinese Academy of Sciences, Dalian, Liaoning 116023, P.R. China
| | - Wei Xu
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
- School
of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, P.R. China
| | - Cameron-Alexander H. Price
- The
University of Manchester at Harwell, Diamond
Light Source, Didcot, Oxfordshire OX11 0DE, U.K.
- UK Catalysis
Hub, Research Complex at Harwell, Rutherford
Appleton Laboratories, Harwell Campus, Didcot, Oxfordshire OX11 0FA, U.K.
| | - Lin Huang
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
- School
of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, P.R. China
| | - Wanshan Liu
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
- School
of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, P.R. China
| | - Haiyang Su
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
- School
of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, P.R. China
| | - Wenjing Wang
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
| | - Hongyu Chen
- State
Key Laboratory of Catalysis, Dalian Institute
of Chemical Physics, Chinese Academy of Sciences, Dalian, Liaoning 116023, P.R. China
| | - Guangjin Hou
- State
Key Laboratory of Catalysis, Dalian Institute
of Chemical Physics, Chinese Academy of Sciences, Dalian, Liaoning 116023, P.R. China
| | - Mark Walker
- Department
of Obstetrics and Gynecology, University
of Ottawa, Ottawa, Ontario ON K1H 8L6, Canada
| | - Ying Zhou
- Department
of Obstetrics and Gynecology, The First Affiliated Hospital of USTC,
Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Auhui 230001, P.R. China
| | - Zhen Shen
- Department
of Obstetrics and Gynecology, The First Affiliated Hospital of USTC,
Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Auhui 230001, P.R. China
| | - Jian Liu
- State
Key Laboratory of Catalysis, Dalian Institute
of Chemical Physics, Chinese Academy of Sciences, Dalian, Liaoning 116023, P.R. China
- DICP-Surrey
Joint Centre for Future Materials, Department of Chemical and Process
Engineering, and Advanced Technology Institute, University of Surrey, Guilford, Surrey GU2 7XH, U.K.
| | - Kun Qian
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
- School
of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, 200030, P.R. China
| | - Wen Di
- State
Key Laboratory for Oncogenes and Related Genes, Shanghai Key Laboratory
of Gynecologic Oncology, Department of Obstetrics and Gynecology,
Renji Hospital, School of Medicine, Shanghai
Jiao Tong University, Shanghai, 200127, P.R. China
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