Feasibility of MR Metabolomics for Immediate Analysis of Resection Margins during Breast Cancer Surgery

被引:50
作者
Bathen, Tone F. [1 ,2 ]
Geurts, Brigitte [3 ]
Sitter, Beathe [4 ]
Fjosne, Hans E. [5 ]
Lundgren, Steinar [6 ,7 ]
Buydens, Lutgarde M. [3 ]
Gribbestad, Ingrid S. [1 ,2 ]
Postma, Geert [3 ]
Giskeodegard, Guro F. [1 ,2 ]
机构
[1] Norwegian Univ Sci & Technol NTNU, Fac Med, Dept Circulat & Med Imaging, Trondheim, Norway
[2] St Olavs Univ Hosp, Trondheim, Norway
[3] Radboud Univ Nijmegen, Inst Mol & Mat, NL-6525 ED Nijmegen, Netherlands
[4] Sor Trondelag Univ Coll, Dept Technol, Trondheim, Norway
[5] St Olavs Univ Hosp, Dept Surg, Trondheim, Norway
[6] St Olavs Univ Hosp, Dept Oncol, Trondheim, Norway
[7] Norwegian Univ Sci & Technol NTNU, Fac Med, Dept Canc Res & Mol Med, Trondheim, Norway
来源
PLOS ONE | 2013年 / 8卷 / 04期
关键词
MAGNETIC-RESONANCE-SPECTROSCOPY; HR-MAS SPECTROSCOPY; TISSUE; PROFILES; PROGNOSIS; PROSTATE; METABOLITES; PREDICTION; BIOMARKERS; LACTATE;
D O I
10.1371/journal.pone.0061578
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this study, the feasibility of high resolution magic angle spinning (HR MAS) magnetic resonance spectroscopy (MRS) of small tissue biopsies to distinguish between tumor and non-involved adjacent tissue was investigated. With the current methods, delineation of the tumor borders during breast cancer surgery is a challenging task for the surgeon, and a significant number of re-surgeries occur. We analyzed 328 tissue samples from 228 breast cancer patients using HR MAS MRS. Partial least squares discriminant analysis (PLS-DA) was applied to discriminate between tumor and non-involved adjacent tissue. Using proper double cross validation, high sensitivity and specificity of 91% and 93%, respectively was achieved. Analysis of the loading profiles from both principal component analysis (PCA) and PLS-DA showed the choline-containing metabolites as main biomarkers for tumor content, with phosphocholine being especially high in tumor tissue. Other indicative metabolites include glycine, taurine and glucose. We conclude that metabolic profiling by HR MAS MRS may be a potential method for on-line analysis of resection margins during breast cancer surgery to reduce the number of re-surgeries and risk of local recurrence.
引用
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页数:7
相关论文
共 43 条
  • [1] Choline phospholipid metabolism: A target in cancer cells?
    Ackerstaff, E
    Glunde, K
    Bhujwalla, ZM
    [J]. JOURNAL OF CELLULAR BIOCHEMISTRY, 2003, 90 (03) : 525 - 533
  • [2] [Anonymous], 1997, Data Handling in Science and Technology 20a: Handbook of Chemometrics and Qualimentrics: Part A
  • [3] [Anonymous], CANC NORW 2009 CANC
  • [4] [Anonymous], 2000, Permutation Tests: A Practical Guide to Resampling Methods for Testing Hypotheses
  • [5] Positive margin rates following breast-conserving surgery for stage I-III breast cancer: palpable versus nonpalpable tumors
    Atkins, Jordan
    Al Mushawah, Fatema
    Appleton, Catherine M.
    Cyr, Amy E.
    Gillanders, William E.
    Aft, Rebecca L.
    Eberlein, Timothy J.
    Gao, Feng
    Margenthaler, Julie A.
    [J]. JOURNAL OF SURGICAL RESEARCH, 2012, 177 (01) : 109 - 115
  • [6] MR-determined metabolic phenotype of breast cancer in prediction of lymphatic spread, grade, and hormone status
    Bathen, Tone F.
    Jensen, Line R.
    Sitter, Beathe
    Fjoesne, Hans E.
    Halgunset, Jostein
    Axelson, David E.
    Gribbestad, Ingrid S.
    Lundgren, Steinar
    [J]. BREAST CANCER RESEARCH AND TREATMENT, 2007, 104 (02) : 181 - 189
  • [7] Magnetic Resonance Metabolomics of Intact Tissue: A Biotechnological Tool in Cancer Diagnostics and Treatment Evaluation
    Bathen, Tone F.
    Sitter, Beathe
    Sjobakk, Torill E.
    Tessem, May-Britt
    Gribbestad, Ingrid S.
    [J]. CANCER RESEARCH, 2010, 70 (17) : 6692 - 6696
  • [8] HISTOLOGICAL GRADING AND PROGNOSIS IN BREAST CANCER - A STUDY OF 1409 CASES OF WHICH 359 HAVE BEEN FOLLOWED FOR 15 YEARS
    BLOOM, HJG
    RICHARDSON, WW
    [J]. BRITISH JOURNAL OF CANCER, 1957, 11 (03) : 359 - &
  • [9] Subtype-specific response to bevacizumab is reflected in the metabolome and transcriptome of breast cancer xenografts
    Borgan, Eldrid
    Lindholm, Evita M.
    Moestue, Siver
    Maelandsmo, Gunhild M.
    Lingjaerde, Ole Christian
    Gribbestad, Ingrid S.
    Borresen-Dale, Anne-Lise
    Engebraaten, Olau
    Sorlie, Therese
    [J]. MOLECULAR ONCOLOGY, 2013, 7 (01) : 130 - 142
  • [10] Prognostic value of metabolic response in breast cancer patients receiving neoadjuvant chemotherapy
    Cao, Maria D.
    Giskeodegard, Guro F.
    Bathen, Tone F.
    Sitter, Beathe
    Bofin, Anna
    Lonning, Per E.
    Lundgren, Steinar
    Gribbestad, Ingrid S.
    [J]. BMC CANCER, 2012, 12