journal article·2020-06

Metabolic Fingerprinting on Synthetic Alloys for Medulloblastoma Diagnosis and Radiotherapy Evaluation

Jing Cao, Xuejiao Shi, Deepanjali D. Gurav, Lin Huang, Haiyang Su, Keke Li, Jingyang Niu, Mengji Zhang, Qian Wang, Mawei Jiang, Kun Qian

Advanced Materials· Volume 32· Issue 23
Publisher page

Abstract

Abstract Diagnostics is the key in screening and treatment of cancer. As an emerging tool in precision medicine, metabolic analysis detects end products of pathways, and thus is more distal than proteomic/genetic analysis. However, metabolic analysis is far from ideal in clinical diagnosis due to the sample complexity and metabolite abundance in patient specimens. A further challenge is real‐time and accurate tracking of treatment effect, e.g., radiotherapy. Here, Pd–Au synthetic alloys are reported for mass‐spectrometry‐based metabolic fingerprinting and analysis, toward medulloblastoma diagnosis and radiotherapy evaluation. A core–shell structure is designed using magnetic core particles to support Pd–Au alloys on the surface. Optimized synthetic alloys enhance the laser desorption/ionization efficacy and achieve direct detection of 100 nL of biofluids in seconds. Medulloblastoma patients are differentiated from healthy controls with average diagnostic sensitivity of 94.0%, specificity of 85.7%, and accuracy of 89.9%, by machine learning of metabolic fingerprinting. Furthermore, the radiotherapy process of patients is monitored and a preliminary panel of serum metabolite biomarkers is identified with gradual changes. This work will lead to the application‐driven development of novel materials with tailored structural design and establishment of new protocols for precision medicine in near future.
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Research context

OpenAlex topics: Mass Spectrometry Techniques and Applications · Machine Learning in Materials Science · Ion-surface interactions and analysis

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

State Key Laboratory for Oncogenes and Related Genes School of Biomedical Engineering Shanghai Jiao Tong University Shanghai 200030 P. R. China

State Key Laboratory for Oncogenes and Related Genes Division of Cardiology, Renji Hospital, School of Medicine Shanghai Jiao Tong University Shanghai Cancer Institute 160 Pujian Road Shanghai 200127 P. R. China

Department of Oncology Xinhua Hospital Shanghai Jiao Tong University School of Medicine Shanghai 200092 P. R. China

Funding

National Natural Science Foundation of China · Ministry of Science and Technology of the People's Republic of China · Shanghai Rising-Star Program

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