Spatially resolved metabolic phenotyping of breast cancer by desorption electrospray ionization mass spectrometry
File(s)DESI MSI of breast cancer Feb2015.docx (97.35 KB) Paper Figures1.pptx (10.83 MB)
Accepted version
Supporting information
Author(s)
Type
Journal Article
Abstract
Breast cancer is a heterogeneous disease characterized by varying responses to therapeutic agents and significant differences in long-term survival. Thus, there remains an unmet need for early diagnostic and prognostic tools and improved histologic characterization for more accurate disease stratification and personalized therapeutic intervention. This study evaluated a comprehensive metabolic phenotyping method in breast cancer tissue that uses desorption electrospray ionization mass spectrometry imaging (DESI MSI), both as a novel diagnostic tool and as a method to further characterize metabolic changes in breast cancer tissue and the tumor microenvironment. In this prospective single-center study, 126 intraoperative tissue biopsies from tumor and tumor bed from 50 patients undergoing surgical resections were subject to DESI MSI. Global DESI MSI models were able to distinguish adipose, stromal, and glandular tissue based on their metabolomic fingerprint. Tumor tissue and tumor-associated stroma showed evident changes in their fatty acid and phospholipid composition compared with normal glandular and stromal tissue. Diagnosis of breast cancer was achieved with an accuracy of 98.2% based on DESI MSI data (PPV 0.96, NVP 1, specificity 0.96, sensitivity 1). In the tumor group, correlation between metabolomic profile and tumor grade/hormone receptor status was found. Overall classification accuracy was 87.7% (PPV 0.92, NPV 0.9, specificity 0.9, sensitivity 0.92). These results demonstrate that DESI MSI may be a valuable tool in the improved diagnosis of breast cancer in the future. The identified tumor-associated metabolic changes support theories of de novo lipogenesis in tumor tissue and the role of stroma tissue in tumor growth and development and overall disease prognosis. Cancer Res; 75(9); 1828–37. ©2015 AACR.
Date Issued
2015-05-01
Date Acceptance
2015-01-20
Citation
Cancer Research, 2015, 75 (9), pp.1828-1837
ISSN
0008-5472
Publisher
American Association for Cancer Research
Start Page
1828
End Page
1837
Journal / Book Title
Cancer Research
Volume
75
Issue
9
Copyright Statement
© 2015 American Association for Cancer Research.
Sponsor
National Institute for Health Research
Imperial College Healthcare NHS Trust- BRC Funding
Imperial College Healthcare NHS Trust- BRC Funding
Commission of the European Communities
Commission of the European Communities
Identifier
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000353706600006&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=1ba7043ffcc86c417c072aa74d649202
Grant Number
NF-SI-0510-10186
RDB04 79560
RD207
634402
305259
Subjects
Science & Technology
Life Sciences & Biomedicine
Oncology
DEMONSTRATE FIELD CANCERIZATION
NORMAL TISSUE ADJACENT
AEROBIC GLYCOLYSIS
RECURRENCE-SCORE
GENE-EXPRESSION
TUMORS
STROMA
PHOSPHOLIPIDS
PROGRESSION
RECEPTOR
Publication Status
Published
Date Publish Online
2015-02-17