Diagnostic Accuracy of Quantitative Micro-Elastography for Margin Assessment in Breast-Conserving Surgery.
Kelsey M KennedyRenate ZilkensWes M AllenKen Y FooQi FangSynn Lynn ChinRowan W SandersonJames AnstiePhilip WijesingheAndrea CuratoloHsern Ern I TanNarelle MorinBindu KunjuramanChris YeomansHelen DeJongKatharine GilesBenjamin F DessauvagieBruce LathamChristobel M SaundersBrendan F KennedyPublished in: Cancer research (2020)
Inadequate margins in breast-conserving surgery (BCS) are associated with an increased likelihood of local recurrence of breast cancer. Currently, approximately 20% of BCS patients require repeat surgery due to inadequate margins at the initial operation. Implementation of an accurate, intraoperative margin assessment tool may reduce this re-excision rate. This study determined, for the first time, the diagnostic accuracy of quantitative micro-elastography (QME), an optical coherence tomography (OCT)-based elastography technique that produces images of tissue microscale elasticity, for detecting tumor within 1 mm of the margins of BCS specimens. Simultaneous OCT and QME were performed on the margins of intact, freshly excised specimens from 83 patients undergoing BCS and on dissected specimens from 7 patients undergoing mastectomy. The resulting three-dimensional images (45 × 45 × 1 mm) were coregistered with postoperative histology to determine tissue types present in each scan. Data from 12 BCS patients and the 7 mastectomy patients served to build a set of images for reader training. One hundred and fifty-four subimages (10 × 10 × 1 mm) from the remaining 71 BCS patients were included in a blinded reader study, which resulted in 69.0% sensitivity and 79.0% specificity using OCT images, versus 92.9% sensitivity and 96.4% specificity using elasticity images. The quantitative nature of QME also facilitated development of an automated reader, which resulted in 100.0% sensitivity and 97.7% specificity. These results demonstrate high accuracy of QME for detecting tumor within 1 mm of the margin and the potential for this technique to improve outcomes in BCS. SIGNIFICANCE: An optical imaging technology probes breast tissue elasticity to provide accurate assessment of tumor margin involvement in breast-conserving surgery.
Keyphrases
- optical coherence tomography
- end stage renal disease
- patients undergoing
- newly diagnosed
- ejection fraction
- high resolution
- minimally invasive
- deep learning
- chronic kidney disease
- peritoneal dialysis
- convolutional neural network
- magnetic resonance imaging
- primary care
- clinical trial
- randomized controlled trial
- small molecule
- type diabetes
- coronary artery bypass
- healthcare
- radiation therapy
- magnetic resonance
- skeletal muscle
- risk assessment
- mass spectrometry
- coronary artery disease
- liver fibrosis
- artificial intelligence
- lymph node
- patient reported
- electronic health record
- glycemic control
- insulin resistance
- photodynamic therapy
- percutaneous coronary intervention
- dual energy