Volumetric tumor delineation and assessment of its early response to radiotherapy with optical coherence tomography

被引:14
作者
Demidov, Valentin [1 ,2 ]
Demidova, Natalia [3 ]
Pires, Layla [2 ]
Demidova, Olga [4 ]
Flueraru, Costel [5 ]
Wilson, Brian C. [1 ,2 ]
Vitkin, I. Alex [1 ,2 ,6 ]
机构
[1] Univ Toronto, Fac Med, Dept Med Biophys, 101 Coll St, Toronto, ON M5G 1L7, Canada
[2] Univ Hlth Network, Princess Margaret Canc Ctr, 610 Univ Ave, Toronto, ON M5G 2M9, Canada
[3] Univ Toronto Mississauga, Dept Math & Computat Sci, 3359 Mississauga Rd, Mississauga, ON L5L 1C6, Canada
[4] Seneca Coll, Dept Arts & Sci, 1750 Finch Ave East, Toronto, ON M2J 2X5, Canada
[5] Natl Res Council Canada, Informat Commun Technol, 1200 Montreal Rd, Montreal, ON K1A 0R6, Canada
[6] Univ Toronto, Fac Med, Dept Radiat Oncol, 149 Coll St, Toronto, ON M5T 1P5, Canada
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
RADIOMICS; IMAGES; CANCER;
D O I
10.1364/BOE.424045
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Texture analyses of optical coherence tomography (OCT) images have shown initial promise for differentiation of normal and tumor tissues. This work develops a fully automatic volumetric tumor delineation technique employing quantitative OCT image speckle analysis based on Gamma distribution fits. We test its performance in-vivo using immunodeficient mice with dorsal skin window chambers and subcutaneously grown tumor models. Tumor boundaries detection is confirmed using epi-fluorescence microscopy, combined photoacoustic-ultrasound imaging, and histology. Pilot animal study of tumor response to radiotherapy demonstrates high accuracy, objective nature, novelty of the proposed method in the volumetric separation of tumor and normal tissues, and the sensitivity of the fitting parameters to radiation-induced tissue changes. Overall, the developed methodology enables hitherto impossible longitudinal studies for detecting subtle tissue alterations stemming from therapeutic insult.
引用
收藏
页码:2952 / 2967
页数:16
相关论文
共 54 条
[1]   Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach [J].
Aerts, Hugo J. W. L. ;
Velazquez, Emmanuel Rios ;
Leijenaar, Ralph T. H. ;
Parmar, Chintan ;
Grossmann, Patrick ;
Cavalho, Sara ;
Bussink, Johan ;
Monshouwer, Rene ;
Haibe-Kains, Benjamin ;
Rietveld, Derek ;
Hoebers, Frank ;
Rietbergen, Michelle M. ;
Leemans, C. Rene ;
Dekker, Andre ;
Quackenbush, John ;
Gillies, Robert J. ;
Lambin, Philippe .
NATURE COMMUNICATIONS, 2014, 5
[2]   Validation of quantitative attenuation and backscattering coefficient measurements by optical coherence tomography in the concentration-dependent and multiple scattering regime [J].
Almasian, Mitra ;
Bosschaart, Nienke ;
van Leeuwen, Ton G. ;
Faber, Dirk J. .
JOURNAL OF BIOMEDICAL OPTICS, 2015, 20 (12)
[3]  
[Anonymous], 2015, TISSUE OPTICS LIGHT, DOI DOI 10.1117/3.1003040
[4]   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
[5]   Gamma Distribution Model in the Evaluation of Breast Cancer Through Diffusion-Weighted MRI: A Preliminary Study [J].
Borlinhas, Filipa ;
Loucao, Ricardo ;
Conceicao, Raquel C. ;
Ferreira, Hugo A. .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2019, 50 (01) :230-238
[6]   Stereotactic body radiotherapy for unresected pancreatic cancer: A nationwide review [J].
de Geus, Susanna W. L. ;
Eskander, Mariam F. ;
Kasumova, Gyulnara G. ;
Ng, Sing Chau ;
Kent, Tara S. ;
Mancias, Joseph D. ;
Callery, Mark P. ;
Mahadevan, Anand ;
Tseng, Jennifer F. .
CANCER, 2017, 123 (21) :4158-4167
[7]   Analysis of low-scattering regions in optical coherence tomography: applications to neurography and lymphangiography [J].
Demidov, Valentin ;
Matveev, Lev A. ;
Demidova, Olga ;
Matveyev, Alexander L. ;
Zaitsev, Vladimir Y. ;
Flueraru, Costel ;
Vitkin, I. Alex .
BIOMEDICAL OPTICS EXPRESS, 2019, 10 (08) :4207-4219
[8]   Preclinical quantitative in-vivo assessment of skin tissue vascularity in radiation-induced fibrosis with optical coherence tomography [J].
Demidov, Valentin ;
Zhao, Xiao ;
Demidova, Olga ;
Pang, Hilary Y. M. ;
Flueraru, Costel ;
Liu, Fei-Fei ;
Vitkin, I. Alex .
JOURNAL OF BIOMEDICAL OPTICS, 2018, 23 (10)
[9]   Preclinical longitudinal imaging of tumor microvascular radiobiological response with functional optical coherence tomography [J].
Demidov, Valentin ;
Maeda, Azusa ;
Sugita, Mitsuro ;
Madge, Victoria ;
Sadanand, Siddharth ;
Flueraru, Costel ;
Vitkin, I. Alex .
SCIENTIFIC REPORTS, 2018, 8
[10]   VASCULAR ENDOTHELIUM AS THE VULNERABLE ELEMENT IN TUMORS [J].
DENEKAMP, J .
ACTA RADIOLOGICA ONCOLOGY, 1984, 23 (04) :217-225