Tissue Imprinting on 2D Nanoflakes-Capped Silicon Nanowires for Lipidomic Mass Spectrometry Imaging and Cancer Diagnosis

被引:57
作者
Liu, Xingyue [1 ]
Chen, Zhao [2 ]
Wang, Tao [3 ]
Jiang, Xinrong [3 ]
Qu, Xuetong [3 ]
Duan, Wei [3 ]
Xi, Fengna [4 ]
He, Zhengfu [5 ]
Wu, Jianmin [6 ]
机构
[1] Zhejiang Univ, Inst Analyt Chem, Dept Chem, Lab Nanomed & Omic Based Diagnost, Hangzhou 310058, Peoples R China
[2] Zhejiang Univ, Sch Med, Sir Run Run Shaw Hosp, Dept Thorac Surg, Hangzhou 310016, Peoples R China
[3] Zhejiang Univ, Inst Analyt Chem, Dept Chem, Lab Nanomed & Omic based Diagnost, Hangzhou 310058, Peoples R China
[4] Zhejiang Sci Tech Univ, Dept Chem, Key Lab Surface Interface Sci Polymer Mat Zhejian, Hangzhou 310018, Peoples R China
[5] Zhejiang Univ, Sch Med, Sir Run Run Shaw Hosp, Dept Thorac Surg, Hangzhou 310016, Peoples R China
[6] Zhejiang Univ, Inst Analyt Chem, Dept Chem, Lab Nanomed & Omic based Diagnost, Hangzhou 310058, Peoples R China
基金
中国国家自然科学基金;
关键词
lipidomics; mass spectrometry imaging; silicon nanowires; 2D nanoflakes; lung cancer; ASSISTED LASER DESORPTION/IONIZATION; PHOTOCATALYTIC PERFORMANCE; SMALL MOLECULES; LUNG-CANCER; GRAPHENE; FABRICATION; MS;
D O I
10.1021/acsnano.2c02616
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Spatially resolved tissue lipidomics is essential for accurate intraoperative and postoperative cancer diagnosis by revealing molecular information in the tumor microenvironment. Matrix-free laser desorption ionization mass spectrometry imaging (LDI-MSI) is an emerging attractive technology for label-free visualization of metabolites distributions in biological specimens. However, the development of LDI-MSI technology that could conveniently and authentically reveal molecular distribution on tissue samples is still a challenge. Herein, we present a tissue imprinting technology by retaining tissue lipids on 2D nanoflakes-capped silicon nanowires (SiNWs) for further mass spectrometry imaging and cancer diagnosis. The 2D nanoflakes were prepared by liquid exfoliation of molybdenum disulfide (MoS2) with nitrogen-doped graphene quantum dots (NGQDs), which serve as both intercalation agent and dispersant. The obtained NGQD@MoS2 nanoflakes were then decorated on the tip of vertical SiNWs, forming a hybrid NGQD@MoS2/SiNWs nanostructure, which display excellent lipid extraction ability, enhanced LDI efficiency and molecule imaging capability. The peak number and total ion intensity of different lipids species on animal lung tissues obtained by tissue imprinting LDI-MSI on NGQD@MoS2/SiNWs were similar to 4-5 times greater than those on SiNWs substrate. As a proof-of-concept demonstration, the NGQD@MoS2/SiNWs nanostructure was further applied to visualize phospholipids on sliced non small cell lung cancer (NSCLC) tissue along with the adjacent normal tissue. On the basis of selected feature lipids and machine learning algorithm, a prediction model was constructed to discriminate NSCLC tissues from the adjacent normal tissues with an accuracy of 100% for the discovery cohort and 91.7% for the independent validation cohort.
引用
收藏
页码:6916 / 6928
页数:13
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