Computerized assessment of tissue composition on digitized mammograms

Acad Radiol. 2002 Aug;9(8):899-905. doi: 10.1016/s1076-6332(03)80459-2.

Abstract

Rationale and objectives: The authors developed a computerized method for the quantitative assessment of breast tissue composition on digitized mammograms.

Materials and methods: Three radiologists were asked to review 200 digitized mammograms and independently provide a Breast Imaging Reporting and Data System-like rating for breast tissue composition on a scale of 0 to 4. These values were incorporated into a "consensus" rating that was used as a reference point in the development and evaluation of a computerized method. After tissue segmentation that excluded nontissue areas, a set of quantitative features was computed. A computerized summary index that attempts to reproduce the radiologists' ratings was developed. Correlation coefficients (Pearson r) were used to compare the computerized index with the consensus ratings.

Results: Some individual features computed for the relatively dense breast areas showed good correlation (r > 0.8) with the radiologists' subjective ratings. The summary index of tissue composition demonstrated a significant correlation (r = 0.87), as well.

Conclusion: Computerized methods that show good correlation with radiologists' ratings of breast tissue composition can be developed.

Publication types

  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, P.H.S.

MeSH terms

  • Breast / anatomy & histology*
  • Breast Diseases / diagnostic imaging
  • Female
  • Humans
  • Image Processing, Computer-Assisted / instrumentation
  • Image Processing, Computer-Assisted / methods*
  • Mammography / methods*
  • Signal Processing, Computer-Assisted* / instrumentation