Texture features of pre-operative contrast enhanced MRI early phase images in predicting complete response for breast cancer after neoadjuvant chemotherapy / 中华放射学杂志
Chinese Journal of Radiology
; (12): 523-527, 2018.
Article
em Zh
| WPRIM
| ID: wpr-707967
Biblioteca responsável:
WPRO
ABSTRACT
Objective To evaluate the ability of texture analysis in early phase of enhanced MRI in predicting pathological complete response(pCR) after neoadjuvant chemotherapy(NAC) for breast cancer. Methods This retrospective study enrolled 64 breast cancers samples from 64 patients that were diagnosed by core-needle biopsy and received NAC before operation in Peking University Cancer Hospital between July and Dec 2015. MRI were conducted after NAC. Regions of interest were drawn to cover the whole enhanced areas on subtraction images of early phase to pre-enhanced phase on MRI, and were sent to an in-house developed texture-analyzing software to achieve parameters including average signal intensity (SIav), mean signal intensity (SIm), signal intensity range(SIr), skewness, kurtosis, energy and entropy. Groups of pCR (no invasive tumor) and non-pCR were separated based on pathology results. Differences of MRI parameters were compared by independent-sample t test (normal distribution) or Mann-Whitney U test (abnormal distribution) and ROC curve were drawn to evaluate the diagnostic abilities. Results Post-operation pathology found 28 pCR and 36 non-pCR. ROIs of 13 samples were not drawn because no residual enhanced areas could be found on subtraction images of post-NAC MRI. For 51 lesions (17 pCR and 34 non-pCR) that still had residual enhancement, tumor volume, SIav, SIr, energy and entropy of pCR group were all significantly lower than that of non-pCR group (P<0.05). ROC curves were drawn, yielding AUC=0.669 for non-enhancement criterion, and the accuracy, sensitivity and specificity were 70.3%, 39.3% and 94.4%. AUCs for volume, SIav, SIr, Energy and Entropy were 0.870, 0.772, 0.810, 0.883 and 0.881 respectively. Conclusion Texture analysis on early-enhanced phase of breast MRI is able to help to improve the diagnostic ability in predicting complete response on in breast cancer after NAC.
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1
Base de dados:
WPRIM
Tipo de estudo:
Observational_studies
/
Prognostic_studies
Idioma:
Zh
Revista:
Chinese Journal of Radiology
Ano de publicação:
2018
Tipo de documento:
Article