Chemotherapy-Response Monitoring of Breast Cancer Patients Using Quantitative Ultrasound-Based Intra-Tumour Heterogeneities

被引:42
作者
Sadeghi-Naini, Ali [1 ,2 ,3 ,4 ]
Sannachi, Lakshmanan [1 ,2 ,3 ]
Tadayyon, Hadi [1 ,2 ]
Tran, William T. [3 ,5 ]
Slodkowska, Elzbieta [6 ]
Trudeau, Maureen [7 ]
Gandhi, Sonal [7 ]
Pritchard, Kathleen [7 ]
Kolios, Michael C. [8 ]
Czarnota, Gregory J. [1 ,2 ,3 ,4 ]
机构
[1] Univ Toronto, Dept Med Biophys, Toronto, ON, Canada
[2] Sunnybrook Hlth Sci Ctr, Sunnybrook Res Inst, Phys Sci, Toronto, ON, Canada
[3] Sunnybrook Hlth Sci Ctr, Dept Radiat Oncol, Odette Canc Ctr, Toronto, ON, Canada
[4] Univ Toronto, Dept Radiat Oncol, Toronto, ON, Canada
[5] Sheffield Hallam Univ, Ctr Hlth & Social Care Res, Sheffield, S Yorkshire, England
[6] Sunnybrook Hlth Sci Ctr, Div Anat Pathol, Toronto, ON, Canada
[7] Sunnybrook Hlth Sci Ctr, Div Med Oncol, Toronto, ON, Canada
[8] Ryerson Univ, Dept Phys, Toronto, ON, Canada
来源
SCIENTIFIC REPORTS | 2017年 / 7卷
基金
加拿大健康研究院; 加拿大自然科学与工程研究理事会;
关键词
BACKSCATTER COEFFICIENT MEASUREMENTS; PATHOLOGICAL COMPLETE RESPONSE; POSITRON-EMISSION-TOMOGRAPHY; DIFFUSE LIVER-DISEASE; NEOADJUVANT CHEMOTHERAPY; TEXTURE ANALYSIS; THERAPY; RADIOTHERAPY; ATTENUATION; PREDICTION;
D O I
10.1038/s41598-017-09678-0
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
Anti-cancer therapies including chemotherapy aim to induce tumour cell death. Cell death introduces alterations in cell morphology and tissue micro-structures that cause measurable changes in tissue echogenicity. This study investigated the effectiveness of quantitative ultrasound (QUS) parametric imaging to characterize intra-tumour heterogeneity and monitor the pathological response of breast cancer to chemotherapy in a large cohort of patients (n = 100). Results demonstrated that QUS imaging can non-invasively monitor pathological response and outcome of breast cancer patients to chemotherapy early following treatment initiation. Specifically, QUS biomarkers quantifying spatial heterogeneities in size, concentration and spacing of acoustic scatterers could predict treatment responses of patients with cross-validated accuracies of 82 +/- 0.7%, 86 +/- 0.7% and 85 +/- 0.9% and areas under the receiver operating characteristic (ROC) curve of 0.75 +/- 0.1, 0.80 +/- 0.1 and 0.89 +/- 0.1 at 1, 4 and 8 weeks after the start of treatment, respectively. The patients classified as responders and nonresponders using QUS biomarkers demonstrated significantly different survivals, in good agreement with clinical and pathological endpoints. The results form a basis for using early predictive information on survival-linked patient response to facilitate adapting standard anti-cancer treatments on an individual patient basis.
引用
收藏
页数:12
相关论文
共 76 条
[1]   Texture analysis in assessment and prediction of chemotherapy response in breast cancer [J].
Ahmed, Arfan ;
Gibbs, Peter ;
Pickles, Martin ;
Turnbull, Lindsay .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2013, 38 (01) :89-101
[2]  
[Anonymous], 2013, Cancer facts figures 2013, DOI DOI 10.1002/IJC.27711
[3]   Ultrasound Imaging of Apoptosis in Tumor Response: Novel Preclinical Monitoring of Photodynamic Therapy Effects [J].
Banihashemi, Behzad ;
Vlad, Roxana ;
Debejevic, Branislav ;
Giles, Anoja ;
Kolios, Michael C. ;
Czarnota, Gregory J. .
CANCER RESEARCH, 2008, 68 (20) :8590-8596
[4]   GLOBAL BREAST ATTENUATION - CONTROL-GROUP AND BENIGN BREAST DISEASES [J].
BERGER, G ;
LAUGIER, P ;
THALABARD, JC ;
PERRIN, J .
ULTRASONIC IMAGING, 1990, 12 (01) :47-57
[5]   New approaches for imaging tumour responses to treatment [J].
Brindle, Kevin .
NATURE REVIEWS CANCER, 2008, 8 (02) :94-107
[6]   Tumor Imaging Using Hyperpolarized 13C Magnetic Resonance [J].
Brindle, Kevin M. ;
Bohndiek, Sarah E. ;
Gallagher, Ferdia A. ;
Kettunen, Mikko I. .
MAGNETIC RESONANCE IN MEDICINE, 2011, 66 (02) :505-519
[7]   Monitoring breast cancer response to neloadjuvant systemic chemotherapy using parametric contrast-enhanced MRI: A pilot study [J].
Chou, Chen-Pin ;
Wu, Ming-Ting ;
Chang, Hong-Tai ;
Lo, Yu-Shin ;
Pan, Huay-Ben ;
Degani, Hadassa ;
Furman-Haran, Edna .
ACADEMIC RADIOLOGY, 2007, 14 (05) :561-573
[8]   Good clinical response of breast cancers to neoa uvant chemoendocrine therapy is associated with improved overall survival [J].
Cleator, SJ ;
Makris, A ;
Ashley, SE ;
Lal, R ;
Powles, TJ .
ANNALS OF ONCOLOGY, 2005, 16 (02) :267-272
[9]   NEAREST NEIGHBOR PATTERN CLASSIFICATION [J].
COVER, TM ;
HART, PE .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1967, 13 (01) :21-+
[10]   Ultrasonic biomicroscopy of viable, dead and apoptotic cells [J].
Czarnota, GJ ;
Kolios, MC ;
Vaziri, H ;
Benchimol, S ;
Ottensmeyer, FP ;
Sherar, MD ;
Hunt, JW .
ULTRASOUND IN MEDICINE AND BIOLOGY, 1997, 23 (06) :961-965