Diagnosing and mapping pulmonary emphysema on X-ray projection images: incremental value of grating-based X-ray dark-field imaging

PLoS One. 2013;8(3):e59526. doi: 10.1371/journal.pone.0059526. Epub 2013 Mar 26.

Abstract

Purpose: To assess whether grating-based X-ray dark-field imaging can increase the sensitivity of X-ray projection images in the diagnosis of pulmonary emphysema and allow for a more accurate assessment of emphysema distribution.

Materials and methods: Lungs from three mice with pulmonary emphysema and three healthy mice were imaged ex vivo using a laser-driven compact synchrotron X-ray source. Median signal intensities of transmission (T), dark-field (V) and a combined parameter (normalized scatter) were compared between emphysema and control group. To determine the diagnostic value of each parameter in differentiating between healthy and emphysematous lung tissue, a receiver-operating-characteristic (ROC) curve analysis was performed both on a per-pixel and a per-individual basis. Parametric maps of emphysema distribution were generated using transmission, dark-field and normalized scatter signal and correlated with histopathology.

Results: Transmission values relative to water were higher for emphysematous lungs than for control lungs (1.11 vs. 1.06, p<0.001). There was no difference in median dark-field signal intensities between both groups (0.66 vs. 0.66). Median normalized scatter was significantly lower in the emphysematous lungs compared to controls (4.9 vs. 10.8, p<0.001), and was the best parameter for differentiation of healthy vs. emphysematous lung tissue. In a per-pixel analysis, the area under the ROC curve (AUC) for the normalized scatter value was significantly higher than for transmission (0.86 vs. 0.78, p<0.001) and dark-field value (0.86 vs. 0.52, p<0.001) alone. Normalized scatter showed very high sensitivity for a wide range of specificity values (94% sensitivity at 75% specificity). Using the normalized scatter signal to display the regional distribution of emphysema provides color-coded parametric maps, which show the best correlation with histopathology.

Conclusion: In a murine model, the complementary information provided by X-ray transmission and dark-field images adds incremental diagnostic value in detecting pulmonary emphysema and visualizing its regional distribution as compared to conventional X-ray projections.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Darkness*
  • Feasibility Studies
  • Female
  • Image Processing, Computer-Assisted
  • Lung / diagnostic imaging
  • Lung / physiology
  • Lung / physiopathology
  • Mice
  • Mice, Inbred C57BL
  • Pulmonary Emphysema / diagnostic imaging*
  • Pulmonary Emphysema / pathology
  • Pulmonary Emphysema / physiopathology
  • Radiography / methods*
  • Respiratory Function Tests
  • Scattering, Radiation
  • Sensitivity and Specificity
  • X-Rays

Grants and funding

This project was supported by a research grant from the DFG cluster of excellence Munich Centre for Advanced Photonics (MAP). The authors acknowledge financial support through the DFG Cluster of Excellence Munich-Centre for Advanced Photonics and the European Research Council (FP7, Starting grant \#240142). S. S. acknowledges the TUM Graduate School for the support of her studies. This work was partly carried out with the support of the Karlsruhe Nano Micro Facility (KNMF, www.kit.edu/knmf), a Helmholtz Research Infrastructure at Karlsruhe Institute of Technology (KIT, www.kit.edu). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.