Dynamic contrast-enhanced breast MRI features correlate with invasive breast cancer angiogenesis
Angiogenesis is a critical component of breast cancer development, and identification of imaging-based angiogenesis assays has prognostic and treatment implications. We evaluated the association of semi-quantitative kinetic and radiomic breast cancer features on dynamic contrast-enhanced (DCE)-MRI w...
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Veröffentlicht in: | NPJ breast cancer 2021-04, Vol.7 (1), p.42-42, Article 42 |
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Sprache: | eng |
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Zusammenfassung: | Angiogenesis is a critical component of breast cancer development, and identification of imaging-based angiogenesis assays has prognostic and treatment implications. We evaluated the association of semi-quantitative kinetic and radiomic breast cancer features on dynamic contrast-enhanced (DCE)-MRI with microvessel density (MVD), a marker for angiogenesis. Invasive breast cancer kinetic features (initial peak percent enhancement [PE], signal enhancement ratio [SER], functional tumor volume [FTV], and washout fraction [WF]), radiomics features (108 total features reflecting tumor morphology, signal intensity, and texture), and MVD (by histologic CD31 immunostaining) were measured in 27 patients (1/2016–7/2017). Lesions with high MVD levels demonstrated higher peak SER than lesions with low MVD (mean: 1.94 vs. 1.61, area under the receiver operating characteristic curve [AUC] = 0.79,
p
= 0.009) and higher WF (mean: 50.6% vs. 22.5%, AUC = 0.87,
p
= 0.001). Several radiomics texture features were also promising for predicting increased MVD (maximum AUC = 0.84,
p
= 0.002). Our study suggests DCE-MRI can non-invasively assess breast cancer angiogenesis, which could stratify biology and optimize treatments. |
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ISSN: | 2374-4677 2374-4677 |
DOI: | 10.1038/s41523-021-00247-3 |