Peri-tumoural stroma collagen organization of invasive ductal carcinoma assessed by polarized light microscopy differs between OncotypeDX risk group

被引:7
作者
Jones, Blake [1 ]
Thomas, Georgia [1 ]
Sprenger, Jillian [1 ]
Nofech-Mozes, Sharon [2 ]
Khorasani, Mohammadali [3 ]
Vitkin, Alex [1 ,4 ,5 ]
机构
[1] Univ Toronto, Dept Med Biophys, Toronto, ON, Canada
[2] Univ Toronto, Dept Lab Med & Pathobiol, Toronto, ON, Canada
[3] Univ British Columbia, Dept Surg, Victoria, BC, Canada
[4] Princess Margaret Canc Ctr, Div Biophys & Bioimaging, Toronto, ON, Canada
[5] Univ Toronto, Dept Radiat Oncol, Toronto, ON, Canada
基金
加拿大自然科学与工程研究理事会; 加拿大健康研究院;
关键词
breast cancer; collagen; microscopy; OncotypeDX; polarized light; prognostication; tumor microenvironment; BREAST-CANCER; GENE-EXPRESSION; GASTRIC-CANCER; RATIO; SURVIVAL; MICROENVIRONMENT; HETEROGENEITY; RECURRENCE; SIGNATURE; FEATURES;
D O I
10.1002/jbio.202000188
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A commercially available genomic test, OncotypeDX has emerged as a useful postsurgical treatment guide for early stage breast cancer. Despite widespread clinical adoption, there remain logistical issues with its implementation. Collagenous stromal architecture has been shown to hold prognostic value that may complement OncotypeDX. Polarimetric analysis of breast cancer surgical samples allows for the quantification of collagenous stroma abundance and organization. We examine intratumoural collagen abundance and alignment along the tumor-host interface for 45 human samples of invasive ductal carcinoma categorized as low or higher risk by OncotypeDX. Furthermore, we probe the separatory power of collagen alignment patterns to classify unlabeled samples as low or higher OncotypeDX risk group using a linear discriminant (LD) model. No significant difference in mean collagen abundance was found between the two risk groups. However, collagen alignment along the tumor boundary was found to be significantly lower in higher risk samples. The LD model achieved a 71% total accuracy and 81% sensitivity to higher risk samples. Prognostic information extracted from the stromal morphology has potential to complement OncotypeDX as an easy-to-implement prescreening methodology.
引用
收藏
页数:9
相关论文
共 37 条
[1]   Prognostic and predictive value of the 21-gene recurrence score assay in postmenopausal women with node-positive, oestrogen-receptor-positive breast cancer on chemotherapy: a retrospective analysis of a randomised trial [J].
Albain, Kathy S. ;
Barlow, William E. ;
Shak, Steven ;
Hortobagyi, Gabriel N. ;
Livingston, Robert B. ;
Yeh, I-Tien ;
Ravdin, Peter ;
Bugarini, Roberto ;
Boehner, Frederick L. ;
Davidson, Nancy E. ;
Sledge, George W. ;
Winer, Eric P. ;
Hudis, Clifford ;
Ingle, James N. ;
Perez, Edith A. ;
Pritchard, Kathleen I. ;
Shepherd, Lois ;
Gralow, Julie R. ;
Yoshizawa, Carl ;
Allred, D. Craig ;
Osborne, C. Kent ;
Hayes, Daniel F. .
LANCET ONCOLOGY, 2010, 11 (01) :55-65
[2]   Tumor-Stroma Ratio is an independent predictor for overall survival and disease free survival in gastric cancer patients [J].
Aurello, Paolo ;
Berardi, Giammauro ;
Giulitti, Diego ;
Palumbo, Antonio ;
Tierno, Simone Maria ;
Nigri, Giuseppe ;
D'Angelo, Francesco ;
Pilozzi, Emanuela ;
Ramacciato, Giovanni .
SURGEON-JOURNAL OF THE ROYAL COLLEGES OF SURGEONS OF EDINBURGH AND IRELAND, 2017, 15 (06) :329-335
[3]   Collagen organization of renal cell carcinoma differs between low and high grade tumors [J].
Best, Sara L. ;
Liu, Yuming ;
Keikhosravi, Adib ;
Drifka, Cole R. ;
Woo, Kaitlin M. ;
Mehta, Guneet S. ;
Altwegg, Marie ;
Thimm, Terra N. ;
Houlihan, Matthew ;
Bredfeldt, Jeremy S. ;
Abel, E. Jason ;
Huang, Wei ;
Eliceiri, Kevin W. .
BMC CANCER, 2019, 19 (1)
[4]  
Bredfeldt Jeremy S, 2014, J Pathol Inform, V5, P28, DOI 10.4103/2153-3539.139707
[5]   Why the stroma matters in breast cancer Insights into breast cancer patient outcomes through the examination of stromal biomarkers [J].
Conklin, Matthew W. ;
Keely, Patricia J. .
CELL ADHESION & MIGRATION, 2012, 6 (03) :249-260
[6]   Aligned Collagen Is a Prognostic Signature for Survival in Human Breast Carcinoma [J].
Conklin, Matthew W. ;
Eickhoff, Jens C. ;
Riching, Kristin M. ;
Pehlke, Carolyn A. ;
Eliceiri, Kevin W. ;
Provenzano, Paolo P. ;
Friedl, Andreas ;
Keely, Patricia J. .
AMERICAN JOURNAL OF PATHOLOGY, 2011, 178 (03) :1221-1232
[7]   Tumor-stroma ratio in the primary tumor is a prognostic factor in early breast cancer patients, especially in triple-negative carcinoma patients [J].
de Kruijf, Esther M. ;
van Nes, Johanna G. H. ;
de Velde, Cornelis J. H. van ;
Putter, Hein ;
Smit, Vincent T. H. B. M. ;
Liefers, Gerrit Jan ;
Kuppen, Peter J. K. ;
Tollenaar, Rob A. E. M. ;
Mesker, Wilma E. .
BREAST CANCER RESEARCH AND TREATMENT, 2011, 125 (03) :687-696
[8]   Quantitatively characterizing the microstructural features of breast ductal carcinoma tissues in different progression stages by Mueller matrix microscope [J].
Dong, Yang ;
Qi, Ji ;
He, Honghui ;
He, Chao ;
Liu, Shaoxiong ;
Wu, Jian ;
Elson, Daniel S. ;
Ma, Hui .
BIOMEDICAL OPTICS EXPRESS, 2017, 8 (08) :3643-3655
[9]   The prognostic significance of tumour-stroma ratio in oestrogen receptor-positive breast cancer [J].
Downey, C. L. ;
Simpkins, S. A. ;
White, J. ;
Holliday, D. L. ;
Jones, J. L. ;
Jordan, L. B. ;
Kulka, J. ;
Pollock, S. ;
Rajan, S. S. ;
Thygesen, H. H. ;
Hanby, A. M. ;
Speirs, V. .
BRITISH JOURNAL OF CANCER, 2014, 110 (07) :1744-1747
[10]   Prognostic significance of tumour stroma ratio in inflammatory breast cancer [J].
Downey, Candice L. ;
Thygesen, Helene H. ;
Sharma, Nisha ;
Shaaban, Abeer M. .
SPRINGERPLUS, 2015, 4