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2016 | OriginalPaper | Buchkapitel

A Simulation Study on Spectral Lesion Characterization

verfasst von : Klaus Erhard, Udo van Stevendaal

Erschienen in: Breast Imaging

Verlag: Springer International Publishing

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Abstract

Solitary, well-defined lesions are a common mammographic finding contributing more than 20 % of overall screening recalls. Discrimination of cystic from solid breast lesions therefore has the potential to reduce unnecessary recalls in mammography screening. A pre-clinical study, measuring the energy-dependent X-ray attenuation of tissue specimen and cystic fluid, revealed a measurable difference of the photon detection rate in the two energy bins of an energy-resolving photon-counting mammography system for these two tissue types. Based on these differences, a spectral lesion characterization algorithm has been developed, which estimates the lesion composition from spectral measurements in a lesion and a lesion-free reference region.
In this work, we present a simulation study to estimate the dependence of this lesion characterization algorithm on various types of uncertainties including the biological variation of cyst fluid and tumor tissue, variations in the mammographic background texture, and errors in the spectral measurements. The simulation study uses the receiver operating characteristics (ROC) for the task of identifying solid lesions (‘positive result’) to predict an expected area under the curve (AUC) and the specificity at the 99 % sensitivity level for a simulated screening population. The results of this simulation study are compared to those of a recently published pilot study.

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Literatur
1.
Zurück zum Zitat Sickles, E.A.: Probably benign breast lesions: when should follow-up be recommended and what is the optimal follow-up protocol? Radiology 213(1), 11–14 (1999)CrossRef Sickles, E.A.: Probably benign breast lesions: when should follow-up be recommended and what is the optimal follow-up protocol? Radiology 213(1), 11–14 (1999)CrossRef
2.
Zurück zum Zitat Vizcano, I., Gadea, L., Andreo, L., Salas, D., Ruiz-Perales, F., Cuevas, D., Herranz, C., Bueno, F.: Short-term follow-up results in 795 nonpalpable probably benign lesions detected at screening mammography. Radiology 219(2), 475–483 (2001)CrossRef Vizcano, I., Gadea, L., Andreo, L., Salas, D., Ruiz-Perales, F., Cuevas, D., Herranz, C., Bueno, F.: Short-term follow-up results in 795 nonpalpable probably benign lesions detected at screening mammography. Radiology 219(2), 475–483 (2001)CrossRef
3.
Zurück zum Zitat Lauby-Secretan, B., Scoccianti, C., Loomis, D., Benbrahim-Tallaa, L., Bouvard, V., Bianchini, F., Straif, K.: Breast-cancer screening - viewpoint of the IARC working group. N. Engl. J. Med. 372(24), 2353–2358 (2015)CrossRef Lauby-Secretan, B., Scoccianti, C., Loomis, D., Benbrahim-Tallaa, L., Bouvard, V., Bianchini, F., Straif, K.: Breast-cancer screening - viewpoint of the IARC working group. N. Engl. J. Med. 372(24), 2353–2358 (2015)CrossRef
4.
Zurück zum Zitat Alvarez, R.E., Macovski, A.: Energy-selective reconstructions in x-ray computerized tomography. Phys. Med. Biol. 21(5), 733–744 (1976)CrossRef Alvarez, R.E., Macovski, A.: Energy-selective reconstructions in x-ray computerized tomography. Phys. Med. Biol. 21(5), 733–744 (1976)CrossRef
5.
Zurück zum Zitat Fredenberg, E., Dance, D.R., Willsher, P., Moa, E., von Tiedemann, M., Young, K.C., Wallis, M.G.: Measurement of breast-tissue x-ray attenuation by spectral mammography: first results on cyst fluid. Phys. Med. Biol. 58, 8609–8620 (2013)CrossRef Fredenberg, E., Dance, D.R., Willsher, P., Moa, E., von Tiedemann, M., Young, K.C., Wallis, M.G.: Measurement of breast-tissue x-ray attenuation by spectral mammography: first results on cyst fluid. Phys. Med. Biol. 58, 8609–8620 (2013)CrossRef
6.
Zurück zum Zitat Erhard, K., Fredenberg, E., Homann, H., Roessl, E.: Spectral lesion characterization on a photon-counting mammography system. In: Proceedings of the SPIE, vol. 9033, p. 90331. SPIE (2014) Erhard, K., Fredenberg, E., Homann, H., Roessl, E.: Spectral lesion characterization on a photon-counting mammography system. In: Proceedings of the SPIE, vol. 9033, p. 90331. SPIE (2014)
7.
Zurück zum Zitat Johns, P., Yaffe, M.: X-ray characterisation of normal and neoplastic breast tissues. Phys. Med. Biol. 32, 675 (1987)CrossRef Johns, P., Yaffe, M.: X-ray characterisation of normal and neoplastic breast tissues. Phys. Med. Biol. 32, 675 (1987)CrossRef
8.
Zurück zum Zitat Hammerstein, G.R., Miller, D.W., White, D.R., Masterson, M.E., Woodard, H.Q., Laughlin, J.S.: Absorbed radiation dose in mammography. Radiology 130(2), 485–491 (1979)CrossRef Hammerstein, G.R., Miller, D.W., White, D.R., Masterson, M.E., Woodard, H.Q., Laughlin, J.S.: Absorbed radiation dose in mammography. Radiology 130(2), 485–491 (1979)CrossRef
9.
Zurück zum Zitat Gooßen, A., Heese, H.S., Erhard, K.: Automatic volumetric glandularity assessment from full field digital mammograms. In: Maidment, A.D.A., Bakic, P.R., Gavenonis, S. (eds.) IWDM 2012. LNCS, vol. 7361, pp. 753–760. Springer, Heidelberg (2012)CrossRef Gooßen, A., Heese, H.S., Erhard, K.: Automatic volumetric glandularity assessment from full field digital mammograms. In: Maidment, A.D.A., Bakic, P.R., Gavenonis, S. (eds.) IWDM 2012. LNCS, vol. 7361, pp. 753–760. Springer, Heidelberg (2012)CrossRef
10.
Zurück zum Zitat Erhard, K., Kilburn-Toppin, F., Willsher, P., Moa, E., Fredenberg, E., Wieberneit, N., Buelow, T., Wallis, M.G.: Characterization of cystic lesions by spectral mammography: results of a clinical pilot study. Invest. Radiol. 51, 340–347 (2016) Erhard, K., Kilburn-Toppin, F., Willsher, P., Moa, E., Fredenberg, E., Wieberneit, N., Buelow, T., Wallis, M.G.: Characterization of cystic lesions by spectral mammography: results of a clinical pilot study. Invest. Radiol. 51, 340–347 (2016)
11.
Zurück zum Zitat Machida, Y., Tozaki, M., Yoshida, T., Saita, A., Yakabe, M., Nii, K.: Feasibility study of a breast density measurement within a direct photon-counting mammography scanner system. Jpn. J. Radiol. 32(9), 561–567 (2014)CrossRef Machida, Y., Tozaki, M., Yoshida, T., Saita, A., Yakabe, M., Nii, K.: Feasibility study of a breast density measurement within a direct photon-counting mammography scanner system. Jpn. J. Radiol. 32(9), 561–567 (2014)CrossRef
Metadaten
Titel
A Simulation Study on Spectral Lesion Characterization
verfasst von
Klaus Erhard
Udo van Stevendaal
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-41546-8_75

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