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Free propagation phase-contrast breast CT provides higher...
Free propagation phase-contrast breast CT provides higher image quality than cone-beam breast-CT at low radiation doses: a feasibility study on human mastectomies AbstractIn this study we demonstrate the first direct comparison between synchrotron x-ray propagation-based CT (PB-CT) and cone-beam breast-CT (CB-CT) on human mastectomy specimens (N鈥?鈥?2) including different benign and malignant lesions. The image quality and diagnostic power of the obtained data sets were compared and judged by two independent expert radiologists. Two cases are presented in detail in this paper including a comparison with the corresponding histological evaluation. Results indicate that with PB-CT it is possible to increase the level of contrast-to-noise ratio (CNR) keeping the same level of dose used for the CB-CT or achieve the same level of CNR reached by CB-CT at a lower level of dose. In other words, PB-CT can achieve a higher diagnostic potential compared to the commercial breast-CT system while also delivering a considerably lower mean glandular dose. Therefore, we believe that PB-CT technique, if translated to a clinical setting, could have a significant impact in improving breast cancer diagnosis. IntroductionBreast cancer continues to be a major problem of public health with over 2 million new cases in 2018 world wide1,2. The main reason for the high mortality is late diagnosis. Thus, breast cancer screening programs have been established in several countries. In the framework of breast imaging, mammography is the only modality that has been shown to reduce breast cancer related mortality1,3,4. Nevertheless, it is limited by the fact that the recorded image represents the projection of a three-dimensional (3D) object onto a two-dimensional (2D) plane resulting in superimposition of structures. This already complicated situation gets worse in patients with dense breast tissue which results in stronger shadowing effects that can completely hide tumor tissue (leading to false negative diagnosis) or these dense regions might be falsely classified as tumor (false positives)5,6,7. X-ray based imaging techniques are using ionizing radiation which means that energy from the incident x-ray beam is transfered to the patient which leads to the known health risks, thus especially in cancer screening applications irradiation must be reduced as much as possible. Since the contrast in classical x-ray imaging is based on tissue specific differences in x-ray absorption, image quality and x-ray dose delivered to the patient are intrinsically coupled. Therefore, there is great need to develop alternative imaging strategies that deliver a reduced, or comparable, x-ray dose to patient combined with a reduction in false positives and/or false negatives diagnoses. Additionally, such methods should, ideally, remove the physical discomfort of breast compression required for mammography. Digital breast tomosythesis (DBT) - a technique that allows a limited stereotactic depiction of the breast - is an approach in that direction that has entered the clinics in recent years8,9,10. It has the potential to visually review thin breast section to unmask cancers obscured by normal tissue located above and/or below the lesion. However, it is not possible to focus on areas between two adjacent slices and the presence of micro-calcifications can, in some cases, cause artefacts in images11,12. A further development in that perspective is cone beam breast CT (CB-CT). CB-CT allows a true 3D visualization of the breast and has a proven higher ability to detect and characterize lesions within the breast13,14,15. CB-CT is a specially designed CT system in which detector and x-ray tube rotate around the breast and therefore only the interest region is irradiated. The technique is still based on x-ray attenuation principle as the classical CT, thus the spatial resolution and the signal-to-noise ratio that can be achieved are limited by the x-ray dose. Phase-contrast CT is an emerging imaging technique that exploits the wave nature of the incident x-ray beam, whereby providing images with a strongly increased contrast-to-noise ratio especially in soft-tissue applications compared to classical attenuation based x-ray imaging16,17. To date free propagation based PB-CT remains virtually limited to synchrotron light sources, but recent technological developments such as compact-light-sources point to possible clinical application in the future. The increased contrast-to-noise ratio of phase-contrast CT at comparable low x-ray doses would be ideally suited for breast cancer screening18. Therefore, we are working on phase contrast breast CT (PB-CT). Both modalities (PB-CT and CB-CT) have been studied and widely described in previous works13,14,15,19,20,21,22,23,24 but the comparison is hindered by the fact that experiments have been conducted on diverse samples. Here, we present the first direct comparison between CB-CT and PB-CT on a set of two human mastectomies.MethodsSamples descriptionThe study was performed in accordance with the Declaration of Helsinki and was approved by the institutional review board of University Medical Center Goettingen (ID 26/9/16). A written informed consent for excised breast material to be used for research purpose was obtained from all patients prior to their inclusion into the study. Two breast tissue specimens, which included an intraductal papillary carcinoma and an invasive ductal carcinoma with ductal carcinoma in situ (DCIS) respectively, have been imaged with both a dedicated breast CB-CT scanner (CB-CT 1000, Koning Corporation, USA) an University affiliated Medical Center in Goettingen (Germany) and with a PB-CT at the SYRMEP beamline of Elettra Synchrotron source (Italy). All samples, with thicknesses of approximately 3鈥?鈥塩m, were formalin fixed and stored in sealed plastic bags.Absorption-based cone-beam breast-CT (CB-CT)For the acquisition of absorption-based images, a Koning Breast-CT scanner was used. The system includes a horizontal CT gantry, an ergonomically designed exam table, an x-ray flat panel detector (PaxScan 4030 CB, Varian Medical System) and an x-ray tube with a 0.3鈥塵m focal spot size (Rad 70, Varian Medical System)13,25. The physical pixel size of the detector was 194 (mu )m, it has been used in 2鈥壝椻€? binning mode resulting in an effective pixel size of 273 (mu )m (being the geometrical magnification equal to 1.42). The total acquisition time for each sample was 10鈥塻econds for a (360)掳 rotation acquiring 300 angular projections. The acquisition parameters were: 49 kVp, 50鈥塵A, 120 mAs and a mean glandular dose of 5.8 mGy (value given by the manufacturer).Phase-contrast breast-CT (PB-CT)The PB-CT acquisitions were performed at SYRMEP beamline, where a clinical facility able to host patients is already designed. Here, the first program of clinical mammography with propagation-based phase-contrast was run26 and a new program for the implementation of PB-CT is ongoing27. Based on previous optimization works23,28 a sample-to-detector distance of 9.31鈥塵 was chosen, implying a beam cross-section at sample position of 220鈥塵m (horizontal) 脳 3.5鈥塵m (vertical, Gaussian shape, FWHM). A quasi-monochromatic x-ray beam with energies of either 32, 35 or 38鈥塳eV was used depending on the dimension of the samples. For the samples shown in this paper the selected energy was 32鈥塳eV. For all scans, 1800 projections were acquired, equally distributed over an angular range of (180)掳 with a total exposure time of 40鈥塻econds. It has to be noticed that the exposure time is 4 times higher then the one of CB-CT acquisition just because of a technical limit of the rotating motor used for this PB-CT experiment. In a clinical set up a comparable exposure time can be reached. This means that PB-CT and CB-CT will be having the same level of patient movement artifacts.To test if PB-CT can be applied for breast imaging technique in a clinical routine, different levels of radiation dose have been used, starting with approximately the same mean glandular dose (5 mGy) as delivered by the Koning system (allowing a comparison between the two techniques at a fixed level of dose), and also half of this dose. Calculation of the dose is based on a Monte Carlo simulation obtained using a numerical phantom that simulates a breast composed of 50鈥墂t% glandular tissue and 50鈥墂t% adipose tissue surrounded by adipose tissue (simulating the skin layer)23,29,30. The detector used was an XCounter photon counting detector (XC-FLITE FX2) with CdTe-CMOS technology and a physical pixel size of 100 (mu )m. The geometrical magnification in this case was 1.405 resulting in an effective pixel size of 71.2 (mu )m.Data processingFor PB-CT data processing, the X-TRACT software31 was used, which includes data pre-processing, phase retrieval and CT reconstruction. The pre-processing of projection images contained dark-current and flat-field correction and the application of a ring removal filter. Phase retrieval was performed using the TIE-Hom algorithm32. For CT reconstruction, the iterative filtered back-projection (iFBP) algorithm, also implemented in X-TRACT, was used. In order to obtain CT slices with the same thickness as for the CB-CT data, a 1D median filter on four reconstructed slices along their normal direction was applied. Due to the different acquisition geometries, the different positioning and possible structural changes of the samples over the time between the two experiments, a perfect image registration was not achievable, nonetheless qualitative conclusions could be drawn.Image comparisonThe diagnostic value of the obtained images was examined by two independent expert radiologists, each with more than 30 years of experience in breast imaging. For each sample, the radiologists were asked to comment about features and details important for the diagnosis of the images obtained with both techniques and underline the strengths and weaknesses of each image. In particular they were asked to dedicate major attention to (1) the tumor margins, (2) the visibility of the spiculations, (3) the contrast of the lesion with respect to the surrounding healthy tissue, (4) the visibility of calcifications and (5) the overall noise in the image. In a second phase, radiologists were asked to focus only on the PB-CT images and to compare one image obtained at the initial dose (5 mGy) with one obtained at half of the initial dose (2.5 mGy). The goal of this further comparison was to understand if delivering half of the initial dose would affect previous diagnostic conclusions.ResultsCase 1 鈥?Intraductal papillary carcinoma in situ The first case in Fig.聽1 includes an intraductal papillary carcinoma in situ. In particular, Fig.聽1a,b show side by side the images of the CB-CT system and the PB-CT system acquired at the same radiation dose, while Fig.聽1c,d show a close-up of the cancerous area. One of the most important notable aspects that differentiate the two images is the character of the tumor margins. On the CB-CT images, a lack of sharpness did not allow the reader to decide whether tumor cells were infiltrating the surrounding healthy breast tissue or not (yellow circle Fig.聽1a). The PB-CT images were better able to depict the tumor composition in the tumor center than the CB-CT system. On the PB-CT images, since the borders of the lesion were sharper, it was possible to state that the right margin was regular (blue arrow Fig.聽1b) and there were no signs of infiltration. Also on the left part (yellow circle Fig.聽1a,b), one could see that a lobulated area could be compatible with an expansive growth. Finally, inside the lesion there is a fatty component that is clearly distinguishable on the PB-CT image but cannot be visually differentiated in the CB-CT system. Findings are verified by histology (Fig.聽1e).Figure 1First case. Breast specimen from an 80-year old woman, including an intraductal papillary carcinoma in situ. (a) Image obtained with the dedicated CB-CT system in standard reconstruction mode. (b) Image obtained with PB-CT technique at 32鈥塳eV. The blue arrow indicates the part of the lesion with regular borders, the yellow circle highlights the infiltrating part. On the lower part of the figure a comparison between CB-CT image (c), PB-CT (d) and histology image (e) is shown. (e) Low power magnification (HE, 40脳) showing a cyst with atypical papillary proliferation (*).Full size imageFor the second phase of the comparison of the first sample, even at a mean glandular dose of 2.5 mGy, PB-CT appeared to achieve better image quality than that of the CB-CT system. Figure聽2 shows a close-up of the first sample including the area of the tumor. The low dose image is noisier and demonstrates a reduced delineation of the tumor lesion, however, it presents with similar radiological value as the higher dose image.Figure 2Close-up of first case breast specimen. Images obtained with PB-CT delivering a dose of 5 mGy (a) and 2.5 mGy (b). In (b) a more noisy background can be noticed together with a worse differentiation of the borders of the tumor lesionFull size imageCase 2 鈥?Invasive ductal carcinoma with ductal carcinoma in situ (DCIS), intermediate gradeThe second case contained an invasive ductal carcinoma with a DCIS component. Figure聽3a,b display the absorption-based CB-CT and the PB-CT, respectively. Again, the overall morphology of the lesion and the infiltration of the surrounding breast tissue were better visualized by the synchrotron radiation (SR) image. Margins were better defined, the morphology and distribution of the micro-calcifications were clearly detectable (brighter spots inside the tissue in Fig.聽3c,d), and the higher contrast resolution allowed a better density differentiation. The dense fibrosis observed by histology 3e can also be seen in CT as more dense and brighter regions. It seems that the fibrotic tumor regions appear more heterogeneous than the normal fibrotic tissue within the breast, which due to the higher spatial resolution can more easily be seen in the PB-CT scan 3d. This again underlines the potential of the more dose efficient PB-CT in breast tumor imaging as it enables acquisitions at higher spatial resolution while maintaining the same dose like CB-CT.Figure 3Second case. Breast specimen from a 62-year old woman, including an invasive ductal carcinoma with DCIS. (a) Image obtained with the dedicated CB-CT system. (b) Image obtained with PB-CT technique at 32鈥塳eV. Figures a and b show exactly the same specimen, however, a perfect image registration is not achievable due to the different acquisition geometries, the different positioning and the possible structural changes of the samples over the time between the two experiments. A close-up comparing CB-CT image with yellow circle indicating the micro-calcification area (c), SR image with yellow circle indicating the micro-calcification area (d) and histology (e) is shown. (e) Low power magnification (HE, 40脳) showing a diffuse dense fibrosis with occasional small excretory ducts (red circles) with atypical ductal proliferation and micro-calcification.Full size imageDiscussion and ConclusionsHere we reported the first direct comparison between absorption-based CB-CT and synchrotron radiation PB-CT carried out scanning the same mastectomy specimens from two breast cancer patients. PB-CT and CB-CT were both performed with same x-ray dose of about 5 mGy (air kerma) which represented the scanning protocol with the lowest dose at the commercial CB-CT system. In accordance with previously obtained results19,20,21,22,23 we were able to realize a 2.5 times higher spatial resolution of about 100 (mu )m in PB-CT compared to the pixel size of 273 (mu )m in CB-CT. Improving the imaging resolution by using a detector with smaller pixels,normally comes at the expense of a higher dose, if the SNR is kept constant, or at lower SNR (per pixel), if the dose is kept constant. Our key result here, is that PC-CT was able to demonstrate a higher spatial resolution in the images at the same SNR and doses, as in Koning images. Since diagnosis often relies on the detection of subtle spiculations at the surface of the lesion, we found, in the first case of intraductal papillary carcinoma, a much better visualization of margins, lobes and spiculations, all critical to the diagnostic process. In the second case (the invasive ductal carcinoma) due to the nature of the particular cancer type, it is still possible to assess the malignant character of the lesion on the Koning CB-CT image, as the edges are very diffuse. However, because of the higher general sharpness of the image, the diagnosis would arguably be easier on the PB-CT image, as highlighted on Fig.聽3d where a magnification of the area containing the micro-calcifications is displayed. In comparison with the commercial CB-CT scanner, in this feasibility study we have demonstrated that the gain in spatial resolution allows for a better discrimination of tumor spiculations and morphology and distribution of micro-calcifications. This last point is particularly important since clear visualization of micro-calcification (morphology and distribution) is used to differentiate between benign and malignant lesions, this being a common challenge of CB-CT imaging33,34,35. Moreover, the increased contrast resolution of PB-CT allows the analysis of density variations within the tumor region that we were not able to obtain in CB-CT. We believe that both these characteristics will contribute to a better breast cancer diagnosis using PB-CT technique whereby lowering the rate of false positive and/or false negative results. Additionally, an important aspect in breast cancer therapy is to evaluate the efficacy of a given treatment. Usually a successful treatment first modulates the blood supply of the tumor and thus changes the observed breast density36,37,38. However, assessing breast density changes with current mammography is difficult39 and the PB-CT would allow to address these effects being more sensitive to subtle density variations than conventional breast CT. To date, PB-CT has been limited to synchrotron light sources or micro-CT applications utilizing fine-focus x-ray tubes. A widespread use in clinical breast cancer diagnosis at the current time seems therefore unlikely. Nevertheless, the development of compact bright x-ray sources40,41 and novel liquid metal jet x-ray tubes42 already supports the use of phase-contrast CT imaging in biomedical research without synchrotron light sources and looks promising for future clinical applications. We therefore believe that, given this development, a clinical application of PB-CT can be expected in the near future.Results of this feasibility study allow us to conclude that PB-CT can produce images with a higher quality compared to CB-CT systems, while delivering a lower level of radiation dose to the patient. However, in order to claim the highest diagnostic value of PB-CT technique, a quantitative and more specific blind evaluation performed by many radiologists on a larger number of specimens is foreseen. We also believe that phase-contrast tomography, if translated to a clinical setting, may improve breast cancer diagnosis accuracy. This imaging approach may for example be used to perform a high-resolution local area scans in a suspected breast tumor region previously localized in mammography or CB-CT and might therefore eliminate the need for biopsies in some cases. References1.Siegel, R. L., Miller, K. D. Jemal, A. Cancer statistics, 2018. CA: a cancer journal for clinicians 68, 7鈥?0 (2018). Google Scholar聽 2.Bray, F. et al. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA: A Cancer Journal for Clinicians 0, https://doi.org/10.3322/caac.21492. Google Scholar聽 3.Elmore, J. G., Armstrong, K., Lehman, C. D. Fletcher, S. W. Screening for. Breast Cancer. JAMA 293, 1245鈥?256, https://doi.org/10.1001/jama.293.10.1245 (2005).CAS聽 Article聽 PubMed聽Google Scholar聽 4.Shetty, M. K. Screening for Breast Cancer with Mammography: Current Status and An Overview. Indian Journal of Surgical Oncology 1, 218鈥?23, https://doi.org/10.1007/s13193-010-0014-x (2010).Article聽 PubMed聽 PubMed Central聽Google Scholar聽 5.van Gils, C. H., Otten, J. D., Verbeek, A. L. Hendriks, J. H. Mammographic breast density and risk of breast cancer: masking bias or causality? European Journal of Epidemiology 14, 315鈥?20 (1998).Article聽Google Scholar聽 6.Vachon, C. M. et al. Mammographic density, breast cancer risk and risk prediction. Breast cancer research: BCR 9, 217 (2007).Article聽Google Scholar聽 7.Gastounioti, A., Conant, E. F. Kontos, D. Beyond breast density: a review on the advancing role of parenchymal texture analysis in breast cancer risk assessment. Breast Cancer Research: BCR 18, https://doi.org/10.1186/s13058-016-0755-8 (2016).8.Semturs, F., Sturm, E., Gruber, R. Helbich, T. H. Physical aspects of different tomosynthesis systems. Der Radiologe 50, 982鈥?90, https://doi.org/10.1007/s00117-010-2012-y (2010).CAS聽 Article聽 PubMed聽Google Scholar聽 9.Sechopoulos, I. A review of breast tomosynthesis. Part I. The image acquisition process: Breast tomosynthesis review. I. Image acquisition. Medical Physics 40, 014301, https://doi.org/10.1118/1.4770279 (2013).ADS聽 Article聽 PubMed聽 PubMed Central聽Google Scholar聽 10.Yaffe, M. J. Mainprize, J. G. Digital tomosynthesis: technique. Radiologic Clinics of North America 52, 489鈥?97 (2014).Article聽Google Scholar聽 11.Geiser, W. R., Einstein, S. A. Yang, W.-T. Artifacts in Digital Breast Tomosynthesis. American Journal of Roentgenology 211, 926鈥?32, https://doi.org/10.2214/AJR.17.19271 (2018).Article聽 PubMed聽Google Scholar聽 12.Durand, M. A. Synthesized Mammography: Clinical Evidence, Appearance, and Implementation. Diagnostics 8, https://doi.org/10.3390/diagnostics8020022 (2018).Article聽Google Scholar聽 13.Wienbeck, S., Lotz, J. Fischer, U. Review of clinical studies and first clinical experiences with a commercially available cone-beam breast CT in Europe. Clinical Imaging 42, 50鈥?9 (2017).Article聽Google Scholar聽 14.Wienbeck, S., Fischer, U., Luftner-Nagel, S., Lotz, J. Uhlig, J. Contrast-enhanced cone-beam breast-CT (CBBCT): clinical performance compared to mammography and MRI. European Radiology 28, 3731鈥?741, https://doi.org/10.1007/s00330-018-5376-4 (2018).Article聽 PubMed聽Google Scholar聽 15.Wienbeck, S. et al. The role of cone-beam breast-CT for breast cancer detection relative to breast density. European Radiology 27, 5185鈥?195, https://doi.org/10.1007/s00330-017-4911-z (2017).Article聽 PubMed聽Google Scholar聽 16.Kitchen, M. J. et al. CT dose reduction factors in the thousands using X-ray phase contrast. Scientific Reports 7, 15953, https://doi.org/10.1038/s41598-017-16264-x (2017).ADS聽 CAS聽 Article聽 PubMed聽 PubMed Central聽Google Scholar聽 17.Taba, S. T. et al. X-Ray Phase-Contrast Technology in Breast Imaging: Principles, Options, and Clinical Application. American Journal of Roentgenology 211, 133鈥?45, https://doi.org/10.2214/AJR.17.19179 (2018).Article聽 PubMed聽Google Scholar聽 18.Brombal, L. et al. Phase-contrast breast CT: the effect of propagation distance. Physics in Medicine Biology 63, 24NT03, https://doi.org/10.1088/1361-6560/aaf2e1 (2018).CAS聽 Article聽Google Scholar聽 19.Gureyev, T. E. et al. Synchrotron-Based X-ray Phase-Contrast Tomography for Breast Cancer Imaging. Microscopy and Microanalysis 24, 144鈥?45, https://doi.org/10.1017/S1431927618013119 (2018).Article聽Google Scholar聽 20.Pacil猫, S. et al. Clinical application of low-dose phase contrast breast CT: methods for the optimization of the reconstruction workflow. Biomedical Optics Express 6, 3099鈥?112, https://doi.org/10.1364/BOE.6.003099 (2015).Article聽 PubMed聽 PubMed Central聽Google Scholar聽 21.Tavakoli Taba, S. et al. Toward Improving Breast Cancer Imaging: Radiological Assessment of Propagation-Based Phase-Contrast CT Technology. Academic Radiology. https://doi.org/10.1016/j.acra.2018.07.008 (2018).Article聽 PubMed聽Google Scholar聽 22.Lewis, S. J. et al. Towards clinic-friendly solutions for patient trials in breast cancer phase contrast imaging. In 14th International Workshop on Breast Imaging (IWBI 2018), vol. 10718, 107181P, https://doi.org/10.1117/12.2316498.short (International Society for Optics and Photonics, 2018).23.Baran, P. et al. Optimization of propagation-based x-ray phase-contrast tomography for breast cancer imaging. Physics in Medicine and Biology 62, 2315鈥?332, https://doi.org/10.1088/1361-6560/aa5d3d (2017).ADS聽 CAS聽 Article聽 PubMed聽Google Scholar聽 24.Li, X. et al. Diagnosis of breast cancer based on microcalcifications using grating-based phase contrast CT. European Radiology 28, 3742鈥?750, https://doi.org/10.1007/s00330-017-5158-4 (2018).Article聽 PubMed聽Google Scholar聽 25.O鈥機onnell, A. et al. Cone-Beam CT for Breast Imaging: Radiation Dose, Breast Coverage, and Image Quality. American Journal of Roentgenology 195, 496鈥?09, https://doi.org/10.2214/AJR.08.1017 (2010).Article聽 PubMed聽Google Scholar聽 26.Castelli, E. et al. Mammography with synchrotron radiation: first clinical experience with phase-detection technique. Radiology 259, 684鈥?94 (2011).Article聽Google Scholar聽 27.Longo, R. et al. Towards breast tomography with synchrotron radiation at Elettra: first images. Physics in Medicine and Biology 61, 1634鈥?649 (2016).ADS聽 CAS聽 Article聽Google Scholar聽 28.Pacil猫, S. et al. Advantages of breast cancer visualization and characterization using synchrotron radiation phase-contrast tomography. Journal of Synchrotron Radiation 25, 1460鈥?466, https://doi.org/10.1107/S1600577518010172 (2018).Article聽 PubMed聽Google Scholar聽 29.Nesterets, Y. I. et al. A feasibility study of X-ray phase-contrast mammographic tomography at the Imaging and Medical beamline of the Australian Synchrotron. Journal of Synchrotron Radiation 22, 1509鈥?523, https://doi.org/10.1107/S160057751501766X (2015).Article聽 PubMed聽Google Scholar聽 30.Fedon, C., Longo, F., Mettivier, G. Longo, R. GEANT4 for breast dosimetry: parameters optimization study. Physics in Medicine Biology 60, N311, https://doi.org/10.1088/0031-9155/60/16/N311 (2015).CAS聽 Article聽Google Scholar聽 31.Gureyev, T. E. et al. Toolbox for advanced x-ray image processing. In Advances in Computational Methods for X-Ray Optics II, vol. 8141, 81410B, https://doi.org/10.1117/12.893252.short (International Society for Optics and Photonics, 2011).32.Paganin, D., Mayo, S. C., Gureyev, T. E., Miller, P. R. Wilkins, S. W. Simultaneous phase and amplitude extraction from a single defocused image of a homogeneous object. Journal of Microscopy 206, 33鈥?0, https://doi.org/10.1046/j.1365-2818.2002.01010.x (2002).MathSciNet聽 CAS聽 Article聽 PubMed聽Google Scholar聽 33.Cox, R. F. et al. Microcalcifications in breast cancer: novel insights into the molecular mechanism and functional consequence of mammary mineralisation. British Journal of Cancer 106, 525鈥?37, https://doi.org/10.1038/bjc.2011.583 (2012).CAS聽 Article聽 PubMed聽 PubMed Central聽Google Scholar聽 34.Lai, C.-J. et al. Visibility of microcalcification in cone beam breast CT: effects of X-ray tube voltage and radiation dose. Medical Physics 34, 2995鈥?004, https://doi.org/10.1118/1.2745921 (2007).ADS聽 Article聽 PubMed聽 PubMed Central聽Google Scholar聽 35.Gufler, H., Wagner, S. Franke, F. E. The interior structure of breast microcalcifications assessed with micro computed tomography. Acta Radiologica (Stockholm, Sweden: 1987) 52, 592鈥?96, https://doi.org/10.1258/ar.2011.100489 (2011).Article聽Google Scholar聽 36.Baldwin, C. J., Kelly, E. J. Batchelor, A. G. The variation in breast density and its relationship to delayed wound healing: a prospective study of 40 reduction mammoplasties. Journal of plastic, reconstructive aesthetic surgery: JPRAS 63, 663鈥?65, https://doi.org/10.1016/j.bjps.2009.06.001 (2010).CAS聽 Article聽 PubMed聽Google Scholar聽 37.Kim, J. et al. Breast density change as a predictive surrogate for response to adjuvant endocrine therapy in hormone receptor positive breast cancer. Breast cancer research: BCR 14, R102, https://doi.org/10.1186/bcr3221 (2012).CAS聽 Article聽 PubMed聽Google Scholar聽 38.Rutter, C. M., Mandelson, M. T., Laya, M. B. Taplin, S. Changes in Breast Density Associated With Initiation, Discontinuation, and Continuing Use of Hormone Replacement Therapy. JAMA 285, 171鈥?76, https://doi.org/10.1001/jama.285.2.171 (2001).CAS聽 Article聽 PubMed聽Google Scholar聽 39.Tagliafico, A. et al. Mammographic density estimation: one-to-one comparison of digital mammography and digital breast tomosynthesis using fully automated software. European Radiology 22, 1265鈥?270, https://doi.org/10.1007/s00330-012-2380-y (2012).Article聽 PubMed聽Google Scholar聽 40.T枚pperwien, M. et al. Propagation-based phase-contrast x-ray tomography of cochlea using a compact synchrotron source. Scientific Reports 8, 4922, https://doi.org/10.1038/s41598-018-23144-5 (2018).ADS聽 CAS聽 Article聽 PubMed聽 PubMed Central聽Google Scholar聽 41.Dierolf, M. et al. The Munich Compact Light Source 鈥?Operating an Inverse Compton Source in User Mode. In High-Brightness Sources and Light-driven Interactions (2018), paper EM2B.3, EM2B.3, https://doi.org/10.1364/EUVXRAY.2018.EM2B.3 (Optical Society of America, 2018).42.Larsson, D. H., Takman, Pa. C., Lundstr枚m, U., Burvall, A. Hertz, H. M. A 24 keV liquid-metal-jet x-ray source for biomedical applications. The Review of Scientific Instruments 82, 123701, https://doi.org/10.1063/1.3664870 (2011).ADS聽 CAS聽 Article聽 PubMed聽Google Scholar聽 Download referencesAcknowledgementsThe authors gratefully acknowledge the team of the Diagnostic Breast Center Goettingen, Germany for their support.Author informationAffiliationsElettra Sincrotrone Trieste S.C.p.A., Basovizza, ItalyS. Pacil猫,聽C. Dullin,聽D. Dreossi聽 聽G. TrombaDepartment of Engineering and Architecture, University of Trieste, Trieste, ItalyS. Pacil猫Institute for Diagnostic and Interventional Radiology, University Medical Center Goettingen, Goettingen, GermanyC. Dullin,聽J. Albers聽 聽S. WienbeckTranslational Molecular Imaging, Max-Plank-Institute for Experimental Medicine, Goettingen, GermanyC. DullinARC Centre of Excellence in Advanced Molecular Imaging, School of Physics, The University of Melbourne, Parkville, AustraliaP. Baran聽 聽T. E. GureyevDepartment of Radiology, Academic Hospital of Trieste, Trieste, ItalyM. TonuttiInstitute for Pathology, University Medical Center Goettingen, Goettingen, GermanyC. PerskeDiagnostic Breast Center Goettingen, Goettingen, GermanyU. FischerDepartment of Physics, University of Trieste, Trieste, ItalyF. ArfelliSchool of Physical and Chemical Sciences, University of Canterbury, Christchurch, New ZealandK. PavlovCommonwealth Scientific and Industrial Research Organisation, Clayton, AustraliaS. C. Mayo聽 聽Y. I. NesteretsSchool of Science and Technology, University of New England, Armidale, AustraliaK. Pavlov,聽Y. I. Nesterets聽 聽T. E. GureyevSchool of Physics and Astronomy, Monash University, Clayton, AustraliaK. Pavlov聽 聽T. E. GureyevAustralian Synchrotron, Clayton, AustraliaA. MaksimenkoThe University of Sydney, BREAST, Faculty of Health Sciences, Lidcombe, New South Wales, AustraliaS. Tavakoli Taba,聽S. Lewis,聽P. C. Brennan聽 聽T. E. GureyevAuthorsS. Pacil猫View author publicationsYou can also search for this author in PubMed聽Google ScholarC. DullinView author publicationsYou can also search for this author in PubMed聽Google ScholarP. BaranView author publicationsYou can also search for this author in PubMed聽Google ScholarM. TonuttiView author publicationsYou can also search for this author in PubMed聽Google ScholarC. PerskeView author publicationsYou can also search for this author in PubMed聽Google ScholarU. FischerView author publicationsYou can also search for this author in PubMed聽Google ScholarJ. AlbersView author publicationsYou can also search for this author in PubMed聽Google ScholarF. ArfelliView author publicationsYou can also search for this author in PubMed聽Google ScholarD. DreossiView author publicationsYou can also search for this author in PubMed聽Google ScholarK. PavlovView author publicationsYou can also search for this author in PubMed聽Google ScholarA. MaksimenkoView author publicationsYou can also search for this author in PubMed聽Google ScholarS. C. MayoView author publicationsYou can also search for this author in PubMed聽Google ScholarY. I. NesteretsView author publicationsYou can also search for this author in PubMed聽Google ScholarS. Tavakoli TabaView author publicationsYou can also search for this author in PubMed聽Google ScholarS. LewisView author publicationsYou can also search for this author in PubMed聽Google ScholarP. C. BrennanView author publicationsYou can also search for this author in PubMed聽Google ScholarT. E. GureyevView author publicationsYou can also search for this author in PubMed聽Google ScholarG. TrombaView author publicationsYou can also search for this author in PubMed聽Google ScholarS. WienbeckView author publicationsYou can also search for this author in PubMed聽Google ScholarContributionsG.T., C.D. and T.E.G. conceived the experiment, S.P., G.T., C.D., T.E.G., P.B., F.A., D.D., K.P. and A.M. conducted the experiments, M.T., C.P., U.F., P.C.B. ans S.W. analyzed the results, S.P., P.B and J.A. prepared the figures, S.P. wrote the main manuscript. All authors reviewed the manuscript.Corresponding authorCorrespondence to S. Pacil猫.Ethics declarations Competing Interests The authors declare no competing interests. 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To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. Reprints and PermissionsAbout this articleCite this articlePacil猫, S., Dullin, C., Baran, P. et al. Free propagation phase-contrast breast CT provides higher image quality than cone-beam breast-CT at low radiation doses: a feasibility study on human mastectomies. Sci Rep 9, 13762 (2019). https://doi.org/10.1038/s41598-019-50075-6Download citationReceived: 18 January 2019Accepted: 22 August 2019Published: 24 September 2019DOI: https://doi.org/10.1038/s41598-019-50075-6 CommentsBy submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate. Sign up for the Nature Briefing newsletter 鈥?what matters in science, free to your inbox daily.