Hepatocarcinoma Discrimination by Ratiometric Lipid Profiles Using Tip-Contact Sampling/Ionization Mass Spectrometry

被引:18
作者
Chen, Xiaoming [1 ]
Gao, Jiaqi [2 ]
Wang, Tao [1 ]
Jiang, Xinrong [1 ]
Chen, Jiang [2 ]
Liang, Xiao [2 ]
Wu, Jianmin [1 ]
机构
[1] Zhejiang Univ, Inst Analyt Chem, Dept Chem, Hangzhou 310058, Zhejiang, Peoples R China
[2] Zhejiang Univ, Sir Run Run Shaw Hosp, Sch Med, Dept Gen Surg, Hangzhou 310016, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
FATTY-ACIDS; LIVER; METABOLISM; SURVIVAL;
D O I
10.1021/acs.analchem.9b02623
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Precise diagnosis at the molecular level is essential for the improvement of surgery and treatment. High-throughput and spatial-resolved mass spectrometric (MS) methods for in situ detection of metabolites on tissue samples can reveal the dysregulation of metabolism in abnormal tissue and help identification of tumor. We here report a nondestructive MS method named as tip-contact sampling/ionization (TCSI)-MS technology which can quickly acquire lipidomic information from liver tissue and thereby realize tumor identification. Using this technology, fatty acids and lipids at the liver tissue surface can be rapidly imprinted onto a silicon nanowire tip attached with reduced graphene oxide (rGO) and sensitively detected by on-chip MS. With proper data pretreatment and statistical analysis, the clinical primary hepatocellular carcinoma (HCC) tissues can be discriminated from the nontumor parts. In addition, we found that a panel of adjacent dual peaks' ratio can be used to build a prediction model in artificial neural networks (ANN), resulting in high accuracy (91.7-98.3%) for tumor discrimination. Ratiometric TCSI-MS imaging using a selected dual peaks' ratio can greatly enhance the spatial resolution of tumor margin. The feature ratiometric data of lipid molecules may guide the study of metabolism pathways involved in hepatocarcinoma and ultimately become new metabolic biomarkers in clinical diagnosis. The present work demonstrated that the TCSI-MS technology may pave a novel way for surgery guidance and precision diagnosis in tissue biopsy.
引用
收藏
页码:10376 / 10380
页数:5
相关论文
共 23 条
  • [1] Hepatocellular Carcinoma Confirmation, Treatment, and Survival in Surveillance, Epidemiology, and End Results Registries, 1992-2008
    Altekruse, Sean F.
    McGlynn, Katherine A.
    Dickie, Lois A.
    Kleiner, David E.
    [J]. HEPATOLOGY, 2012, 55 (02) : 476 - 482
  • [2] Intraoperative Tissue Identification Using Rapid Evaporative Ionization Mass Spectrometry
    Balog, Julia
    Sasi-Szabo, Laszlo
    Kinross, James
    Lewis, Matthew R.
    Muirhead, Laura J.
    Veselkov, Kirill
    Mirnezami, Reza
    Dezso, Balazs
    Damjanovich, Laszlo
    Darzi, Ara
    Nicholson, Jeremy K.
    Takats, Zoltan
    [J]. SCIENCE TRANSLATIONAL MEDICINE, 2013, 5 (194)
  • [3] Colorectal liver metastases: CT, MR imaging, and PET for diagnosis - Meta-analysis
    Bipat, S
    van Leeuwen, MS
    Comans, EFI
    Pijl, MEJ
    Bossuyt, PMM
    Zwinderman, AH
    Stoker, J
    [J]. RADIOLOGY, 2005, 237 (01) : 123 - 131
  • [4] ARACHIDONIC-ACID METABOLISM IN BENIGN AND MALIGNANT PROSTATIC TISSUE IN-VITRO - EFFECTS OF FATTY-ACIDS AND CYCLOOXYGENASE INHIBITORS
    CHAUDRY, AA
    WAHLE, KWJ
    MCCLINTON, S
    MOFFAT, LEF
    [J]. INTERNATIONAL JOURNAL OF CANCER, 1994, 57 (02) : 176 - 180
  • [5] Tip-Enhanced Photoinduced Electron Transfer and Ionization on Vertical Silicon Nanowires
    Chen, Xiaoming
    Wang, Tao
    Lin, Leimiao
    Wo, Fangjie
    Liu, Yaqin
    Liang, Xiao
    Ye, Hui
    Wu, Jianmin
    [J]. ACS APPLIED MATERIALS & INTERFACES, 2018, 10 (17) : 14389 - 14398
  • [6] Gorynska P.Z., 2018, MED RES J, V3, P15, DOI [10.5603/MRJ.2018.0003, DOI 10.5603/MRJ.2018.0003]
  • [7] Integrated analysis of somatic mutations and focal copy-number changes identifies key genes and pathways in hepatocellular carcinoma
    Guichard, Cecile
    Amaddeo, Giuliana
    Imbeaud, Sandrine
    Ladeiro, Yannick
    Pelletier, Laura
    Ben Maad, Ichrafe
    Calderaro, Julien
    Bioulac-Sage, Paulette
    Letexier, Melanie
    Degos, Francoise
    Clement, Bruno
    Balabaud, Charles
    Chevet, Eric
    Laurent, Alexis
    Couchy, Gabrielle
    Letouze, Eric
    Calvo, Fabien
    Zucman-Rossi, Jessica
    [J]. NATURE GENETICS, 2012, 44 (06) : 694 - U120
  • [8] ISHAK KG, 1994, HISTOLOGICAL TYPING
  • [9] Ion formation mechanisms in UV-MALDI
    Knochenmuss, Richard
    [J]. ANALYST, 2006, 131 (09) : 966 - 986
  • [10] Clinical Application of Fluorescence Imaging of Liver Cancer Using Indocyanine Green
    Kokudo, Norihiro
    Ishizawa, Takeaki
    [J]. LIVER CANCER, 2012, 1 (01) : 15 - 21