Abstract

In this study, a full field optical coherence tomography (FFOCT) system was used to analyze and classify normal and malignant human ovarian tissue. 14 ovarian tissue samples (7 normal, 7 malignant) were imaged with the FFOCT system and five features were extracted by analyzing the normalized image histogram from 56 FFOCT images, based on the differences in the morphology of the normal and malignant tissue samples. A generalized linear model (GLM) classifier was trained using 36 images, and sensitivity of 95.3% and specificity of 91.1% was obtained. 20 images were used to test the model, and a sensitivity of 91.6% and specificity of 87.7% was obtained.

© 2016 Optical Society of America

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References

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2016 (2)

S. Nandy, A. Mostafa, P. D. Kumavor, M. Sanders, M. Brewer, and Q. Zhu, “Characterizing optical properties and spatial heterogeneity of human ovarian tissue using spatial frequency domain imaging,” J. Biomed. Opt. 21(10), 101402 (2016).
[Crossref] [PubMed]

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

2015 (1)

2014 (1)

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

2013 (2)

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

T. Wang, Y. Yang, U. Alqasemi, P. D. Kumavor, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Characterization of ovarian tissue based on quantitative analysis of photoacoustic microscopy images,” Biomed. Opt. Express 4(12), 2763–2768 (2013).
[Crossref] [PubMed]

2012 (3)

E. Dalimier and D. Salomon, “Full-Field Optical Coherence Tomography: a New Technology for 3D High-Resolution Skin Imaging,” Dermatology (Basel) 224(1), 84–92 (2012).
[Crossref] [PubMed]

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

U. Alqasemi, P. Kumavor, A. Aguirre, and Q. Zhu, “Recognition algorithm for assisting ovarian cancer diagnosis from coregistered ultrasound and photoacoustic images: ex vivo study,” J. Biomed. Opt. 17(12), 126003 (2012).
[Crossref] [PubMed]

2011 (3)

R. Lopes, A. Ayache, N. Makni, P. Puech, A. Villers, S. Mordon, and N. Betrouni, “Prostate cancer characterization on MR images using fractal features,” Med. Phys. 38(1), 83–95 (2011).
[Crossref] [PubMed]

A. Aguirre, Y. Ardeshirpour, M. M. Sanders, M. Brewer, and Q. Zhu, “Potential role of coregistered photoacoustic and ultrasound imaging in ovarian cancer detection and characterization,” Transl. Oncol. 4(1), 29–37 (2011).
[Crossref] [PubMed]

Y. Yang, T. Wang, N. C. Biswal, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Optical scattering coefficient estimated by optical coherence tomography correlates with collagen content in ovarian tissue,” J. Biomed. Opt. 16(9), 090504 (2011).
[Crossref] [PubMed]

2010 (3)

A. A. Tanbakuchi, J. A. Udovich, A. R. Rouse, K. D. Hatch, and A. F. Gmitro, “In vivo imaging of ovarian tissue using a novel confocal microlaparoscope,” Am. J. Obstet. Gynecol. 202(1), 90 (2010).
[Crossref] [PubMed]

A. D. Aguirre, J. Sawinski, S.-W. Huang, C. Zhou, W. Denk, and J. G. Fujimoto, “High speed optical coherence microscopy with autofocus adjustment and a miniaturized endoscopic imaging probe,” Opt. Express 18(5), 4222–4239 (2010).
[Crossref] [PubMed]

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

2009 (1)

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

2008 (1)

R. A. Brown and R. Frayne, “A comparison of texture quantification techniques based on the Fourier and S transforms,” Med. Phys. 35(11), 4998–5008 (2008).
[Crossref] [PubMed]

2006 (2)

W. A. Rocca, B. R. Grossardt, M. de Andrade, G. D. Malkasian, and L. J. Melton, “Survival patterns after oophorectomy in premenopausal women: a population-based cohort study,” Lancet Oncol. 7(10), 821–828 (2006).
[Crossref] [PubMed]

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

2004 (1)

G. Castellano, L. Bonilha, L. M. Li, and F. Cendes, “Texture analysis of medical images,” Clin. Radiol. 59(12), 1061–1069 (2004).
[Crossref] [PubMed]

2003 (1)

K. W. Gossage, T. S. Tkaczyk, J. J. Rodriguez, and J. K. Barton, “Texture analysis of optical coherence tomography images: feasibility for tissue classification,” J. Biomed. Opt. 8(3), 570–575 (2003).
[Crossref] [PubMed]

2002 (2)

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

A. Dubois, L. Vabre, A. C. Boccara, and E. Beaurepaire, “High-resolution full-field optical coherence tomography with a Linnik microscope,” Appl. Opt. 41(4), 805–812 (2002).
[Crossref] [PubMed]

1999 (1)

D. R. Chen, R. F. Chang, and Y. L. Huang, “Computer-aided diagnosis applied to US of solid breast nodules by using neural networks,” Radiology 213(2), 407–412 (1999).
[Crossref] [PubMed]

Aggarwal, A.

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Aguirre, A.

U. Alqasemi, P. Kumavor, A. Aguirre, and Q. Zhu, “Recognition algorithm for assisting ovarian cancer diagnosis from coregistered ultrasound and photoacoustic images: ex vivo study,” J. Biomed. Opt. 17(12), 126003 (2012).
[Crossref] [PubMed]

A. Aguirre, Y. Ardeshirpour, M. M. Sanders, M. Brewer, and Q. Zhu, “Potential role of coregistered photoacoustic and ultrasound imaging in ovarian cancer detection and characterization,” Transl. Oncol. 4(1), 29–37 (2011).
[Crossref] [PubMed]

Aguirre, A. D.

Aichler, M.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Alqasemi, U.

T. Wang, Y. Yang, U. Alqasemi, P. D. Kumavor, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Characterization of ovarian tissue based on quantitative analysis of photoacoustic microscopy images,” Biomed. Opt. Express 4(12), 2763–2768 (2013).
[Crossref] [PubMed]

U. Alqasemi, P. Kumavor, A. Aguirre, and Q. Zhu, “Recognition algorithm for assisting ovarian cancer diagnosis from coregistered ultrasound and photoacoustic images: ex vivo study,” J. Biomed. Opt. 17(12), 126003 (2012).
[Crossref] [PubMed]

Altorki, N.

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Antoine, M.

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Ardeshirpour, Y.

A. Aguirre, Y. Ardeshirpour, M. M. Sanders, M. Brewer, and Q. Zhu, “Potential role of coregistered photoacoustic and ultrasound imaging in ovarian cancer detection and characterization,” Transl. Oncol. 4(1), 29–37 (2011).
[Crossref] [PubMed]

Assayag, O.

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Aubele, M.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Ayache, A.

R. Lopes, A. Ayache, N. Makni, P. Puech, A. Villers, S. Mordon, and N. Betrouni, “Prostate cancer characterization on MR images using fractal features,” Med. Phys. 38(1), 83–95 (2011).
[Crossref] [PubMed]

Balluff, B.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Barton, J. K.

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

K. W. Gossage, T. S. Tkaczyk, J. J. Rodriguez, and J. K. Barton, “Texture analysis of optical coherence tomography images: feasibility for tissue classification,” J. Biomed. Opt. 8(3), 570–575 (2003).
[Crossref] [PubMed]

Beaurepaire, E.

Betrouni, N.

R. Lopes, A. Ayache, N. Makni, P. Puech, A. Villers, S. Mordon, and N. Betrouni, “Prostate cancer characterization on MR images using fractal features,” Med. Phys. 38(1), 83–95 (2011).
[Crossref] [PubMed]

Biswal, N. C.

Y. Yang, T. Wang, N. C. Biswal, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Optical scattering coefficient estimated by optical coherence tomography correlates with collagen content in ovarian tissue,” J. Biomed. Opt. 16(9), 090504 (2011).
[Crossref] [PubMed]

Boccara, A. C.

Boccara, C

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Boccara, C.

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Bonilha, L.

G. Castellano, L. Bonilha, L. M. Li, and F. Cendes, “Texture analysis of medical images,” Clin. Radiol. 59(12), 1061–1069 (2004).
[Crossref] [PubMed]

Bonnema, G. T.

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

Brewer, M.

S. Nandy, A. Mostafa, P. D. Kumavor, M. Sanders, M. Brewer, and Q. Zhu, “Characterizing optical properties and spatial heterogeneity of human ovarian tissue using spatial frequency domain imaging,” J. Biomed. Opt. 21(10), 101402 (2016).
[Crossref] [PubMed]

S. Nandy, H. S. Salehi, T. Wang, X. Wang, M. Sanders, A. Kueck, M. Brewer, and Q. Zhu, “Correlating optical coherence elastography based strain measurements with collagen content of the human ovarian tissue,” Biomed. Opt. Express 6(10), 3806–3811 (2015).
[Crossref] [PubMed]

T. Wang, Y. Yang, U. Alqasemi, P. D. Kumavor, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Characterization of ovarian tissue based on quantitative analysis of photoacoustic microscopy images,” Biomed. Opt. Express 4(12), 2763–2768 (2013).
[Crossref] [PubMed]

Y. Yang, T. Wang, N. C. Biswal, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Optical scattering coefficient estimated by optical coherence tomography correlates with collagen content in ovarian tissue,” J. Biomed. Opt. 16(9), 090504 (2011).
[Crossref] [PubMed]

A. Aguirre, Y. Ardeshirpour, M. M. Sanders, M. Brewer, and Q. Zhu, “Potential role of coregistered photoacoustic and ultrasound imaging in ovarian cancer detection and characterization,” Transl. Oncol. 4(1), 29–37 (2011).
[Crossref] [PubMed]

Brewer, M. A.

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

Brown, R. A.

R. A. Brown and R. Frayne, “A comparison of texture quantification techniques based on the Fourier and S transforms,” Med. Phys. 35(11), 4998–5008 (2008).
[Crossref] [PubMed]

Buck, A.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Burcheri, A

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Castellano, G.

G. Castellano, L. Bonilha, L. M. Li, and F. Cendes, “Texture analysis of medical images,” Clin. Radiol. 59(12), 1061–1069 (2004).
[Crossref] [PubMed]

Cendes, F.

G. Castellano, L. Bonilha, L. M. Li, and F. Cendes, “Texture analysis of medical images,” Clin. Radiol. 59(12), 1061–1069 (2004).
[Crossref] [PubMed]

Chang, R. F.

D. R. Chen, R. F. Chang, and Y. L. Huang, “Computer-aided diagnosis applied to US of solid breast nodules by using neural networks,” Radiology 213(2), 407–412 (1999).
[Crossref] [PubMed]

Chen, D. R.

D. R. Chen, R. F. Chang, and Y. L. Huang, “Computer-aided diagnosis applied to US of solid breast nodules by using neural networks,” Radiology 213(2), 407–412 (1999).
[Crossref] [PubMed]

Cook, G. J.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

Dalimier, E

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Dalimier, E.

E. Dalimier and D. Salomon, “Full-Field Optical Coherence Tomography: a New Technology for 3D High-Resolution Skin Imaging,” Dermatology (Basel) 224(1), 84–92 (2012).
[Crossref] [PubMed]

Daly, M. B.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Dastidar, P.

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Davis, J. R.

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

Davnall, F.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

de Andrade, M.

W. A. Rocca, B. R. Grossardt, M. de Andrade, G. D. Malkasian, and L. J. Melton, “Survival patterns after oophorectomy in premenopausal women: a population-based cohort study,” Lancet Oncol. 7(10), 821–828 (2006).
[Crossref] [PubMed]

de Poly, B. L. C

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Denk, W.

Dubois, A.

Erlmeier, F.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Eskola, H.

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Evans, G.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Feuchtinger, A.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Frayne, R.

R. A. Brown and R. Frayne, “A comparison of texture quantification techniques based on the Fourier and S transforms,” Med. Phys. 35(11), 4998–5008 (2008).
[Crossref] [PubMed]

Fujimoto, J. G.

Ganeshan, B.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

Garber, J. E.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Gmitro, A. F.

A. A. Tanbakuchi, J. A. Udovich, A. R. Rouse, K. D. Hatch, and A. F. Gmitro, “In vivo imaging of ovarian tissue using a novel confocal microlaparoscope,” Am. J. Obstet. Gynecol. 202(1), 90 (2010).
[Crossref] [PubMed]

Goh, V.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

Gorzolka, K.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Gossage, K. W.

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

K. W. Gossage, T. S. Tkaczyk, J. J. Rodriguez, and J. K. Barton, “Texture analysis of optical coherence tomography images: feasibility for tissue classification,” J. Biomed. Opt. 8(3), 570–575 (2003).
[Crossref] [PubMed]

Grieve, K

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Grossardt, B. R.

W. A. Rocca, B. R. Grossardt, M. de Andrade, G. D. Malkasian, and L. J. Melton, “Survival patterns after oophorectomy in premenopausal women: a population-based cohort study,” Lancet Oncol. 7(10), 821–828 (2006).
[Crossref] [PubMed]

Hariri, L. P.

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

Harms, F

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Harrison, L.

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Hatch, K. D.

A. A. Tanbakuchi, J. A. Udovich, A. R. Rouse, K. D. Hatch, and A. F. Gmitro, “In vivo imaging of ovarian tissue using a novel confocal microlaparoscope,” Am. J. Obstet. Gynecol. 202(1), 90 (2010).
[Crossref] [PubMed]

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

Holli, K.

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Huang, S.-W.

Huang, Y. L.

D. R. Chen, R. F. Chang, and Y. L. Huang, “Computer-aided diagnosis applied to US of solid breast nodules by using neural networks,” Radiology 213(2), 407–412 (1999).
[Crossref] [PubMed]

Isaacs, C.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Jain, M.

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Janssen, K. P.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Kanter, E. M.

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

Korde, V.

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

Kueck, A.

Kumavor, P.

U. Alqasemi, P. Kumavor, A. Aguirre, and Q. Zhu, “Recognition algorithm for assisting ovarian cancer diagnosis from coregistered ultrasound and photoacoustic images: ex vivo study,” J. Biomed. Opt. 17(12), 126003 (2012).
[Crossref] [PubMed]

Kumavor, P. D.

S. Nandy, A. Mostafa, P. D. Kumavor, M. Sanders, M. Brewer, and Q. Zhu, “Characterizing optical properties and spatial heterogeneity of human ovarian tissue using spatial frequency domain imaging,” J. Biomed. Opt. 21(10), 101402 (2016).
[Crossref] [PubMed]

T. Wang, Y. Yang, U. Alqasemi, P. D. Kumavor, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Characterization of ovarian tissue based on quantitative analysis of photoacoustic microscopy images,” Biomed. Opt. Express 4(12), 2763–2768 (2013).
[Crossref] [PubMed]

Kuppen, P. J.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Lääperi, A. L.

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Langer, R.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Li, L. M.

G. Castellano, L. Bonilha, L. M. Li, and F. Cendes, “Texture analysis of medical images,” Clin. Radiol. 59(12), 1061–1069 (2004).
[Crossref] [PubMed]

Ljungqvist, G.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

Lopes, R.

R. Lopes, A. Ayache, N. Makni, P. Puech, A. Villers, S. Mordon, and N. Betrouni, “Prostate cancer characterization on MR images using fractal features,” Med. Phys. 38(1), 83–95 (2011).
[Crossref] [PubMed]

Luukkaala, T.

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Ly, A.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Lynch, H. T.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Makni, N.

R. Lopes, A. Ayache, N. Makni, P. Puech, A. Villers, S. Mordon, and N. Betrouni, “Prostate cancer characterization on MR images using fractal features,” Med. Phys. 38(1), 83–95 (2011).
[Crossref] [PubMed]

Malkasian, G. D.

W. A. Rocca, B. R. Grossardt, M. de Andrade, G. D. Malkasian, and L. J. Melton, “Survival patterns after oophorectomy in premenopausal women: a population-based cohort study,” Lancet Oncol. 7(10), 821–828 (2006).
[Crossref] [PubMed]

Matloff, E.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

McDonnell, L.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Melton, L. J.

W. A. Rocca, B. R. Grossardt, M. de Andrade, G. D. Malkasian, and L. J. Melton, “Survival patterns after oophorectomy in premenopausal women: a population-based cohort study,” Lancet Oncol. 7(10), 821–828 (2006).
[Crossref] [PubMed]

Miles, K. A.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

Mordon, S.

R. Lopes, A. Ayache, N. Makni, P. Puech, A. Villers, S. Mordon, and N. Betrouni, “Prostate cancer characterization on MR images using fractal features,” Med. Phys. 38(1), 83–95 (2011).
[Crossref] [PubMed]

Mostafa, A.

S. Nandy, A. Mostafa, P. D. Kumavor, M. Sanders, M. Brewer, and Q. Zhu, “Characterizing optical properties and spatial heterogeneity of human ovarian tissue using spatial frequency domain imaging,” J. Biomed. Opt. 21(10), 101402 (2016).
[Crossref] [PubMed]

Mukherjee, S.

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Nandy, S.

S. Nandy, A. Mostafa, P. D. Kumavor, M. Sanders, M. Brewer, and Q. Zhu, “Characterizing optical properties and spatial heterogeneity of human ovarian tissue using spatial frequency domain imaging,” J. Biomed. Opt. 21(10), 101402 (2016).
[Crossref] [PubMed]

S. Nandy, H. S. Salehi, T. Wang, X. Wang, M. Sanders, A. Kueck, M. Brewer, and Q. Zhu, “Correlating optical coherence elastography based strain measurements with collagen content of the human ovarian tissue,” Biomed. Opt. Express 6(10), 3806–3811 (2015).
[Crossref] [PubMed]

Narod, S. A.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Narula, N.

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Neuhausen, S. L.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Ng, F.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

Olopade, O. I.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Puech, P.

R. Lopes, A. Ayache, N. Makni, P. Puech, A. Villers, S. Mordon, and N. Betrouni, “Prostate cancer characterization on MR images using fractal features,” Med. Phys. 38(1), 83–95 (2011).
[Crossref] [PubMed]

Rebbeck, T. R.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Riben, M

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Rocca, W. A.

W. A. Rocca, B. R. Grossardt, M. de Andrade, G. D. Malkasian, and L. J. Melton, “Survival patterns after oophorectomy in premenopausal women: a population-based cohort study,” Lancet Oncol. 7(10), 821–828 (2006).
[Crossref] [PubMed]

Rodriguez, J. J.

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

K. W. Gossage, T. S. Tkaczyk, J. J. Rodriguez, and J. K. Barton, “Texture analysis of optical coherence tomography images: feasibility for tissue classification,” J. Biomed. Opt. 8(3), 570–575 (2003).
[Crossref] [PubMed]

Rouse, A. R.

A. A. Tanbakuchi, J. A. Udovich, A. R. Rouse, K. D. Hatch, and A. F. Gmitro, “In vivo imaging of ovarian tissue using a novel confocal microlaparoscope,” Am. J. Obstet. Gynecol. 202(1), 90 (2010).
[Crossref] [PubMed]

Ryymin, P.

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Salamoon, B.

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Salehi, H. S.

Salomon, D.

E. Dalimier and D. Salomon, “Full-Field Optical Coherence Tomography: a New Technology for 3D High-Resolution Skin Imaging,” Dermatology (Basel) 224(1), 84–92 (2012).
[Crossref] [PubMed]

Sanders, M.

S. Nandy, A. Mostafa, P. D. Kumavor, M. Sanders, M. Brewer, and Q. Zhu, “Characterizing optical properties and spatial heterogeneity of human ovarian tissue using spatial frequency domain imaging,” J. Biomed. Opt. 21(10), 101402 (2016).
[Crossref] [PubMed]

S. Nandy, H. S. Salehi, T. Wang, X. Wang, M. Sanders, A. Kueck, M. Brewer, and Q. Zhu, “Correlating optical coherence elastography based strain measurements with collagen content of the human ovarian tissue,” Biomed. Opt. Express 6(10), 3806–3811 (2015).
[Crossref] [PubMed]

T. Wang, Y. Yang, U. Alqasemi, P. D. Kumavor, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Characterization of ovarian tissue based on quantitative analysis of photoacoustic microscopy images,” Biomed. Opt. Express 4(12), 2763–2768 (2013).
[Crossref] [PubMed]

Y. Yang, T. Wang, N. C. Biswal, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Optical scattering coefficient estimated by optical coherence tomography correlates with collagen content in ovarian tissue,” J. Biomed. Opt. 16(9), 090504 (2011).
[Crossref] [PubMed]

Sanders, M. M.

A. Aguirre, Y. Ardeshirpour, M. M. Sanders, M. Brewer, and Q. Zhu, “Potential role of coregistered photoacoustic and ultrasound imaging in ovarian cancer detection and characterization,” Transl. Oncol. 4(1), 29–37 (2011).
[Crossref] [PubMed]

Sanghera, B.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

Sawinski, J.

Schmidt, K.

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

Selmi, M.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

Shevchuk, M. M.

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Smith, C. M.

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

Soimakallio, S.

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Stiles, B.

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Stone, A. L.

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

Sun, N.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Tanbakuchi, A. A.

A. A. Tanbakuchi, J. A. Udovich, A. R. Rouse, K. D. Hatch, and A. F. Gmitro, “In vivo imaging of ovarian tissue using a novel confocal microlaparoscope,” Am. J. Obstet. Gynecol. 202(1), 90 (2010).
[Crossref] [PubMed]

Tkaczyk, T. S.

K. W. Gossage, T. S. Tkaczyk, J. J. Rodriguez, and J. K. Barton, “Texture analysis of optical coherence tomography images: feasibility for tissue classification,” J. Biomed. Opt. 8(3), 570–575 (2003).
[Crossref] [PubMed]

Toivonen, T.

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Udovich, J. A.

A. A. Tanbakuchi, J. A. Udovich, A. R. Rouse, K. D. Hatch, and A. F. Gmitro, “In vivo imaging of ovarian tissue using a novel confocal microlaparoscope,” Am. J. Obstet. Gynecol. 202(1), 90 (2010).
[Crossref] [PubMed]

Vabre, L.

van de Velde, C. J.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Van’t Veer, L.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Villers, A.

R. Lopes, A. Ayache, N. Makni, P. Puech, A. Villers, S. Mordon, and N. Betrouni, “Prostate cancer characterization on MR images using fractal features,” Med. Phys. 38(1), 83–95 (2011).
[Crossref] [PubMed]

Walch, A.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Wang, T.

Wang, X.

Weber, B. L.

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Weirich, G.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Williams, S. K.

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

Winkler, A. M.

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

Yang, Y.

T. Wang, Y. Yang, U. Alqasemi, P. D. Kumavor, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Characterization of ovarian tissue based on quantitative analysis of photoacoustic microscopy images,” Biomed. Opt. Express 4(12), 2763–2768 (2013).
[Crossref] [PubMed]

Y. Yang, T. Wang, N. C. Biswal, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Optical scattering coefficient estimated by optical coherence tomography correlates with collagen content in ovarian tissue,” J. Biomed. Opt. 16(9), 090504 (2011).
[Crossref] [PubMed]

Yip, C. S. P.

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

Zafrani, B. S

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Zhou, C.

Zhu, Q.

S. Nandy, A. Mostafa, P. D. Kumavor, M. Sanders, M. Brewer, and Q. Zhu, “Characterizing optical properties and spatial heterogeneity of human ovarian tissue using spatial frequency domain imaging,” J. Biomed. Opt. 21(10), 101402 (2016).
[Crossref] [PubMed]

S. Nandy, H. S. Salehi, T. Wang, X. Wang, M. Sanders, A. Kueck, M. Brewer, and Q. Zhu, “Correlating optical coherence elastography based strain measurements with collagen content of the human ovarian tissue,” Biomed. Opt. Express 6(10), 3806–3811 (2015).
[Crossref] [PubMed]

T. Wang, Y. Yang, U. Alqasemi, P. D. Kumavor, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Characterization of ovarian tissue based on quantitative analysis of photoacoustic microscopy images,” Biomed. Opt. Express 4(12), 2763–2768 (2013).
[Crossref] [PubMed]

U. Alqasemi, P. Kumavor, A. Aguirre, and Q. Zhu, “Recognition algorithm for assisting ovarian cancer diagnosis from coregistered ultrasound and photoacoustic images: ex vivo study,” J. Biomed. Opt. 17(12), 126003 (2012).
[Crossref] [PubMed]

Y. Yang, T. Wang, N. C. Biswal, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Optical scattering coefficient estimated by optical coherence tomography correlates with collagen content in ovarian tissue,” J. Biomed. Opt. 16(9), 090504 (2011).
[Crossref] [PubMed]

A. Aguirre, Y. Ardeshirpour, M. M. Sanders, M. Brewer, and Q. Zhu, “Potential role of coregistered photoacoustic and ultrasound imaging in ovarian cancer detection and characterization,” Transl. Oncol. 4(1), 29–37 (2011).
[Crossref] [PubMed]

Zitzelsberger, H.

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Acad. Radiol. (1)

K. Holli, A. L. Lääperi, L. Harrison, T. Luukkaala, T. Toivonen, P. Ryymin, P. Dastidar, S. Soimakallio, and H. Eskola, “Characterization of breast cancer types by texture analysis of magnetic resonance images,” Acad. Radiol. 17(2), 135–141 (2010).
[Crossref] [PubMed]

Am. J. Obstet. Gynecol. (1)

A. A. Tanbakuchi, J. A. Udovich, A. R. Rouse, K. D. Hatch, and A. F. Gmitro, “In vivo imaging of ovarian tissue using a novel confocal microlaparoscope,” Am. J. Obstet. Gynecol. 202(1), 90 (2010).
[Crossref] [PubMed]

Appl. Opt. (1)

Biomed. Opt. Express (2)

Clin. Radiol. (1)

G. Castellano, L. Bonilha, L. M. Li, and F. Cendes, “Texture analysis of medical images,” Clin. Radiol. 59(12), 1061–1069 (2004).
[Crossref] [PubMed]

Dermatology (Basel) (1)

E. Dalimier and D. Salomon, “Full-Field Optical Coherence Tomography: a New Technology for 3D High-Resolution Skin Imaging,” Dermatology (Basel) 224(1), 84–92 (2012).
[Crossref] [PubMed]

Gynecol. Oncol. (1)

L. P. Hariri, G. T. Bonnema, K. Schmidt, A. M. Winkler, V. Korde, K. D. Hatch, J. R. Davis, M. A. Brewer, and J. K. Barton, “Laparoscopic optical coherence tomography imaging of human ovarian cancer,” Gynecol. Oncol. 114(2), 188–194 (2009).
[Crossref] [PubMed]

Insights Imaging (1)

F. Davnall, C. S. P. Yip, G. Ljungqvist, M. Selmi, F. Ng, B. Sanghera, B. Ganeshan, K. A. Miles, G. J. Cook, and V. Goh, “Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice?” Insights Imaging 3(6), 573–589 (2012).
[Crossref] [PubMed]

J. Biomed. Opt. (4)

U. Alqasemi, P. Kumavor, A. Aguirre, and Q. Zhu, “Recognition algorithm for assisting ovarian cancer diagnosis from coregistered ultrasound and photoacoustic images: ex vivo study,” J. Biomed. Opt. 17(12), 126003 (2012).
[Crossref] [PubMed]

K. W. Gossage, T. S. Tkaczyk, J. J. Rodriguez, and J. K. Barton, “Texture analysis of optical coherence tomography images: feasibility for tissue classification,” J. Biomed. Opt. 8(3), 570–575 (2003).
[Crossref] [PubMed]

S. Nandy, A. Mostafa, P. D. Kumavor, M. Sanders, M. Brewer, and Q. Zhu, “Characterizing optical properties and spatial heterogeneity of human ovarian tissue using spatial frequency domain imaging,” J. Biomed. Opt. 21(10), 101402 (2016).
[Crossref] [PubMed]

Y. Yang, T. Wang, N. C. Biswal, X. Wang, M. Sanders, M. Brewer, and Q. Zhu, “Optical scattering coefficient estimated by optical coherence tomography correlates with collagen content in ovarian tissue,” J. Biomed. Opt. 16(9), 090504 (2011).
[Crossref] [PubMed]

J. Pathol. Inform. (1)

M. Jain, N. Narula, B. Salamoon, M. M. Shevchuk, A. Aggarwal, N. Altorki, B. Stiles, C. Boccara, and S. Mukherjee, “Full-field optical coherence tomography for the analysis of fresh unstained human lobectomy specimens,” J. Pathol. Inform. 4(26), 26 (2013).
[PubMed]

Lancet Oncol. (1)

W. A. Rocca, B. R. Grossardt, M. de Andrade, G. D. Malkasian, and L. J. Melton, “Survival patterns after oophorectomy in premenopausal women: a population-based cohort study,” Lancet Oncol. 7(10), 821–828 (2006).
[Crossref] [PubMed]

Med. Phys. (2)

R. Lopes, A. Ayache, N. Makni, P. Puech, A. Villers, S. Mordon, and N. Betrouni, “Prostate cancer characterization on MR images using fractal features,” Med. Phys. 38(1), 83–95 (2011).
[Crossref] [PubMed]

R. A. Brown and R. Frayne, “A comparison of texture quantification techniques based on the Fourier and S transforms,” Med. Phys. 35(11), 4998–5008 (2008).
[Crossref] [PubMed]

N. Engl. J. Med. (1)

T. R. Rebbeck, H. T. Lynch, S. L. Neuhausen, S. A. Narod, L. Van’t Veer, J. E. Garber, G. Evans, C. Isaacs, M. B. Daly, E. Matloff, O. I. Olopade, B. L. Weber, and Prevention and Observation of Surgical End Points Study Group, “Prophylactic oophorectomy in carriers of BRCA1 or BRCA2 mutations,” N. Engl. J. Med. 346(21), 1616–1622 (2002).
[Crossref] [PubMed]

Nat. Protoc. (1)

A. Ly, A. Buck, B. Balluff, N. Sun, K. Gorzolka, A. Feuchtinger, K. P. Janssen, P. J. Kuppen, C. J. van de Velde, G. Weirich, F. Erlmeier, R. Langer, M. Aubele, H. Zitzelsberger, L. McDonnell, M. Aichler, and A. Walch, “High-mass-resolution MALDI mass spectrometry imaging of metabolites from formalin-fixed paraffin-embedded tissue,” Nat. Protoc. 11(8), 1428–1443 (2016).
[Crossref] [PubMed]

Opt. Express (1)

Phys. Med. Biol. (1)

K. W. Gossage, C. M. Smith, E. M. Kanter, L. P. Hariri, A. L. Stone, J. J. Rodriguez, S. K. Williams, and J. K. Barton, “Texture analysis of speckle in optical coherence tomography images of tissue phantoms,” Phys. Med. Biol. 51(6), 1563–1575 (2006).
[Crossref] [PubMed]

Radiology (1)

D. R. Chen, R. F. Chang, and Y. L. Huang, “Computer-aided diagnosis applied to US of solid breast nodules by using neural networks,” Radiology 213(2), 407–412 (1999).
[Crossref] [PubMed]

Technol. Cancer Res. Treat. (1)

O. Assayag, M. Antoine, B. S Zafrani, M Riben, F Harms, A Burcheri, K Grieve, E Dalimier, B. L. C de Poly, and C Boccara, “Large Field, High Resolution Full-Field Optical Coherence Tomography: A Preclinical Study of Human Breast Tissue and Cancer Assessment,” Technol. Cancer Res. Treat. 13(5), 455–468 (2014).
[PubMed]

Transl. Oncol. (1)

A. Aguirre, Y. Ardeshirpour, M. M. Sanders, M. Brewer, and Q. Zhu, “Potential role of coregistered photoacoustic and ultrasound imaging in ovarian cancer detection and characterization,” Transl. Oncol. 4(1), 29–37 (2011).
[Crossref] [PubMed]

Other (4)

A. Dubois and A. C. Boccara, “Full-field optical coherence tomography” in Optical Coherence Tomography, E.D. W. Drexler and J. G. Fujimoto, eds. (Springer, 2009), pp. 565–591.

I.T. Peters, P.L. Stegehuis, R. Peek, F.L. Boer, E.W. van Zwet, J. Eggermont, J.R. Westphal, P.J. Kuppen, J.B. Trimbos, C.G. Hilders, B.P. Lelieveldt, C.J. van de Velde, T. Bosse, J. Dijkstra, A.L. Vahrmeijer, “Noninvasive Detection of Metastases and Follicle Density in Ovarian Tissue Using Full-Field Optical Coherence Tomography,” Clin. Cancer Res, clincanres-0288 (2016).

M. Tuceryan and A. K. Jain, “Texture analysis. In: Chen CH, Pau LF, Wang PSP, editors. The Handbook of Pattern Recognition and Computer Vision,” World Scientific Publishing Co., pp. 207–248 (1998).

American Cancer Society, “Cancer Facts & Figures”, American Cancer Society, Atlanta, Ga, USA, (2012).

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Figures (4)

Fig. 1
Fig. 1 (a) FFOCT setup; (b) Axial resolution; (c) Lateral resolution
Fig. 2
Fig. 2 FFOCT images of (a) normal and (b) malignant ovary; corresponding histology images are shown in (c,d). The matching areas are indicated by red arrows.
Fig. 3
Fig. 3 Boxplot of the five features with p values for (a) mean, (b) variance, (c) skewness, (d) kurtosis and (e) entropy.
Fig. 4
Fig. 4 ROC curve for training and testing using the five features.

Equations (5)

Equations on this page are rendered with MathJax. Learn more.

Mean (μ)= 1 N   i=1 N x i
Variance ( σ 2 )= 1 N   i=1 N ( x i μ) 2
Skewness= 1 N   i=1 N [ ( x i μ) σ ] 3
Kurtosis= 1 N   i=1 N [ ( x i μ) σ ] 4 3
Entropy = - i=1 N p( x i ) log 2 p( x i )

Metrics