Transcript Slide 1
Philip Wong
Department of Medical Biophysics
University of Western Ontario
March 23, 2011
Acknowledgments
Dr. Gelman
Fang Liu
Dr. MacDonald
Introduction
Breast cancer is a cancer that is found in the
tissues of the breast
Most common cancer among women
Detected by the presence of a breast tumor
Malignant
Benign
Diagnosis
Accuracy of the diagnostic method used to
differentiate between benign and malignant
tumors is important
Dynamic contrast enhanced-MRI (DCE-MRI)
“Hot spots” refers to areas within the tumor
where the contrast agent is rapidly taken up
(3 minutes)
Motivation and Objective
Provide an objective means of diagnosis
Non-fibroadenoma (NF) (benign) and
malignant tumors were not easily
distinguished
Compare spatial distribution of hot spots in
NF and malignant tumors
Approach
Developed a code in MATLAB to calculate
hot spot volumes in the outer perimeter of
the tumors
Statistical analysis (Mann-Whitney test)
Hypothesis
Malignant tumors will have a greater hot
spot volume in the outer perimeter than NF
tumors
Methods
Tumor Mask Matrix
Methods
Tumor Mask Matrix after one erosion
Methods
Hot Spot Mask Matrix
Methods
Hot Spot Mask Matrix from eroded tumor
Methods
Repeated this process for 16 NF tumors and
20 malignant tumors
Defined outer perimeter as 25% of tumor
volume
Linear interpolation to find outer hot spot
volume (OHS) (hot spot in outer perimeter)
Methods
Expressed OHS as a fraction of total tumor
volume
Ran a Mann-Whitney test to compare the
fractional OHS of NF and malignant tumors
Compared fractional OHS with fractional
total hot spot volume (THS)
Fractional Outer Hot Spot Volume
Results
p = 0.3477
(p > 0.05)
n =16
n =20
Tumor Type
Results
Fractional OHS and THS
Non-fibroadenoma: p = 0.0035
Malignant: p = 0.000011
Discussion
No significant difference between the OHS of
NF and malignant tumors
Suggests that NF tumors behave similarly to
malignant tumors in terms of their
vasculature
Significant difference between OHS and THS in
both NF and malignant tumors
Implies that most of hot spot volume is still
located in the center of the tumor
Future Work
Observe effects of different thresholds
and outer perimeters
Examine why NF are similar to
malignant tumors
Run Mann-Whitney test between a nonfibroadenoma subgroup and malignant
tumors
Conclusion
No significant difference in spatial
distribution of hot spots between NF and
malignant tumors
Significant difference between OHS and THS
in both NF and malignant tumors
Questions?