[PDF] Top 20 Neural Network Ensemble for the Prediction Of Pathological Complete Response After Neoadjuvant Chemotherapy for Breast Cancer

... Abstract: Neoadjuvant Chemotherapy is given intravenously during the treatment of breast ...suggest chemotherapy to deflate the large size of encroaching ...propounds Neural ... See full document

... with breast cancer who achieve pCR with NAC have a significantly improved prognosis and disease-free survival; however, only 10–50% of NAC recipients will achieve a full response ...pretreatment ... See full document

... starting neoadjuvant chemotherapy in patients with breast cancer is to de- crease tumor ...individual response to NAC re- mains difficult. Enabling response prediction ... See full document

... the chemotherapy response ...HER2-positive breast cancer, when chemotherapy was combined with targeted anti-HER2 ...of cancer cell (proliferation and shock response) were ... See full document

... the prediction of response ...for pathological complete response, with an accuracy of 100% in the NEO training dataset and 78% accuracy in the I-SPY 1 testing ... See full document

... MRI-based response patterns (halfway through and after NAC) and pathological response after ...the response according to the six MRI-based patterns was calculated with Cohen’s ... See full document

... tumor response in the neoadjuvant ...tumor response to NAC in breast cancer as often as MRI, if not more, due to its convenience and less ...tumor response to NAC in ... See full document

... nomogram after finding that they were associated with axil- lary pCR in our univariate ...the prediction of axillary ...tumor response can be easily obtained by measuring the tumor diameter by ultra- ... See full document

... dense breast tissue on a mammogram, is one of the strongest risk factors for breast ...Higher breast density is signi fi cantly associated with a greater proportion of stromal and epithelial tissue ... See full document

... and neoadjuvant chemotherapy has been established ...for breast cancer since ...with neoadjuvant concurrent chemoradiation followed by surgery and then completion of adjuvant ... See full document

... quantify response of tumor ...two breast MRI examinations for 9 ...done after the first cycle of the chemo treatment ...pathologic complete responders pCR and non pathologic complete ... See full document

... monitoring response during and after NAC has been ex- tensively reported ...Also prediction of patho- logical response after NAC by MRI has been extensively studied ...survival ... See full document

... ER+ breast cancer patients, there is a sharp decrease in disease-free survival during the first 3 to 5 years after diagnosis, and distant relapse after this time is much less ...ER+ ... See full document

... “breast cancer” or “breast tumor” or “breast,” “response” or “prediction,” “neoadjuvant chemo- therapy” or “chemotherapy” or “NACT,” “diagnosis” or “ac- curacy” or ... See full document

... complete response (pCR) or minimal residual disease following NACT has been shown to be prognostic for survival [6–9] ...on breast cancer subtypes and treatment regimens [6,7,10,11] ... See full document

... of breast cancer by reducing the size and extent of primary ...for breast-conserving surgery (16). The research on the prediction model of breast pCR and axillary pCR has never stopped ... See full document

... for breast cancer specific survival (BCSS; left panel) and corresponding forest plots (Right ...clinico-pathological response index (NPRI) score (as a continuous variable) with known ... See full document

... invasive breast cancer, regardless of the clinical and pathological ...HR-positive breast cancer achieve pCR after neoadjuvant chemotherapy, indicating they have a ... See full document

... includes neoadjuvant chemotherapy (NAC), usually followed by modified radical mastectomy, and then radiation ...first-line neoadjuvant chemotherapy fails to achieve a suitable response, ... See full document

... Introduction Neoadjuvant chemotherapy has been established as a standard treatment strategy for patients with not only local advanced but also operable breast ...adjuvant chemotherapy can be ... See full document