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A four‐alternative forced choice (4AFC) methodology for evaluating microcalcification detection in clinical full‐field digital mammography (FFDM) and digital breast tomosynthesis (DBT) systems using an inkjet‐printed anthropomorphic phantom
- Source :
- Medical Physics. 46:3883-3892
- Publication Year :
- 2019
- Publisher :
- Wiley, 2019.
-
Abstract
- Purpose The advent of three-dimensional breast imaging systems such as digital breast tomosynthesis (DBT) has great promise for improving the detection and diagnosis of breast cancer. With these new technologies comes an essential need for testing methods to assess the resultant image quality. Although randomized clinical trials are the gold standard for assessing image quality, phantom-based studies can provide a simpler and less burdensome approach. In this work, a complete framework is presented for task-based evaluation of microcalcification (MCs) detection performance for DBT imaging systems. Methods The framework consists of three parts. The first part is a realistic anthropomorphic physical breast phantom created through inkjet printing, with parchment paper and iodine-doped ink. The second is a method for inserting realistic MCs fabricated from calcium hydroxyapatite. The reproducibility and stability of the phantom materials were investigated through multiple samples of parchment and ink over 6 months. The final part is an analysis using a four-alternative forced choice (4AFC) reader study. To demonstrate the framework, a task-based 4AFC study was conducted using a clinical system to compare performance from DBT, synthetic mammography (SM), and full-field digital mammography (FFDM). Nine human observers read images containing MC clusters imaged with all three modalities and tried to correctly locate the MCs. The proportion correct (PC) was measured as the number of correctly detected clusters out of all trials. Results Overall, readers scored the highest with FFDM, (PC = 0.95 ± 0.03) then DBT (0.85 ± 0.04), and finally SM (0.44 ± 0.06). For the parchment and ink samples, the linear attenuation properties were very stable over 6 months. In addition, little difference was found between the various parchment and ink samples, indicating good reproducibility. Conclusions This framework presents a promising methodology for evaluating diagnostic task performance of clinical breast DBT systems.
- Subjects :
- Digital mammography
Breast imaging
Computer science
Image quality
Imaging phantom
030218 nuclear medicine & medical imaging
03 medical and health sciences
0302 clinical medicine
Breast cancer
Image Processing, Computer-Assisted
medicine
Humans
Mammography
Computer vision
Breast
medicine.diagnostic_test
Phantoms, Imaging
business.industry
Calcinosis
General Medicine
Gold standard (test)
Digital Breast Tomosynthesis
medicine.disease
Full field digital mammography
030220 oncology & carcinogenesis
Printing
Ink
Anthropomorphic phantom
Artificial intelligence
Microcalcification
medicine.symptom
business
Subjects
Details
- ISSN :
- 24734209 and 00942405
- Volume :
- 46
- Database :
- OpenAIRE
- Journal :
- Medical Physics
- Accession number :
- edsair.doi.dedup.....7d1498a22f3282588f3414cb46b3acfc
- Full Text :
- https://doi.org/10.1002/mp.13629