Ultrasound-based deep learning radiomics in the assessment of pathological complete response to neoadjuvant chemotherapy in locally advanced breast cancer

2021 ◽  
Vol 147 ◽  
pp. 95-105
Author(s):  
Meng Jiang ◽  
Chang-Li Li ◽  
Xiao-Mao Luo ◽  
Zhi-Rui Chuan ◽  
Wen-Zhi Lv ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Deep Learning ◽  
Neoadjuvant Chemotherapy ◽  
Advanced Breast Cancer ◽  
Pathological Complete Response ◽  
Locally Advanced Breast Cancer ◽  
Locally Advanced ◽  
Complete Response ◽  
Advanced Breast ◽  
Response To Neoadjuvant Chemotherapy

scholarly journals CAIX is a predictor of pathological complete response and is associated with higher survival in locally advanced breast cancer submitted to neoadjuvant chemotherapy

BMC Cancer ◽  
2019 ◽  
Vol 19 (1) ◽  
Author(s):  
Wilson Eduardo Furlan Matos Alves ◽  
Murilo Bonatelli ◽  
Rozany Dufloth ◽  
Lígia Maria Kerr ◽  
Guilherme Freire Angotti Carrara ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Neoadjuvant Chemotherapy ◽  
Advanced Breast Cancer ◽  
Pathological Complete Response ◽  
Locally Advanced Breast Cancer ◽  
Locally Advanced ◽  
Complete Response ◽  
Advanced Breast ◽  
Metabolic Reprogramming ◽  
Caix Expression

Abstract Background Locally advanced breast cancer often undergoes neoadjuvant chemotherapy (NAC), which allows in vivo evaluation of the therapeutic response. The determination of the pathological complete response (pCR) is one way to evaluate the response to neoadjuvant chemotherapy. However, the rate of pCR differs significantly between molecular subtypes and the cause is not yet determined. Recently, the metabolic reprogramming of cancer cells and its implications for tumor growth and dissemination has gained increasing prominence and could contribute to a better understanding of NAC. Thus, this study proposed to evaluate the expression of metabolism-related proteins and its association with pCR and survival rates. Methods The expression of monocarboxylate transporters 1 and 4 (MCT1 and MCT4, respectively), cluster of differentiation 147 (CD147), glucose transporter-1 (GLUT1) and carbonic anhydrase IX (CAIX) was analyzed in 196 locally advanced breast cancer samples prior to NAC. The results were associated with clinical-pathological characteristics, occurrence of pCR, disease-free survival (DFS), disease-specific survival (DSS) and overall survival (OS). Results The occurrence of pCR was higher in the group of patients whith tumors expressing GLUT1 and CAIX than in the group without expression (27.8% versus 13.1%, p = 0.030 and 46.2% versus 13.5%, p = 0.007, respectively). Together with regional lymph nodes staging and mitotic staging, CAIX expression was considered an independent predictor of pCR. In addition, CAIX expression was associated with DFS and DSS (p = 0.005 and p = 0.012, respectively). Conclusions CAIX expression was a predictor of pCR and was associated with higher DFS and DSS in locally advanced breast cancer patients subjected to NAC.

scholarly journals CAIX is a predictor of pathological complete response and is associated with higher survival in locally advanced breast cancer submitted to neoadjuvant chemotherapy

2019 ◽  
Author(s):  
Wilson Eduardo Furlan Matos Alves ◽  
Murilo Bonatelli ◽  
Rozany Dufloth ◽  
Lígia Maria Kerr ◽  
Guilherme Freire Angotti Carrara ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Neoadjuvant Chemotherapy ◽  
Advanced Breast Cancer ◽  
Pathological Complete Response ◽  
Locally Advanced Breast Cancer ◽  
Locally Advanced ◽  
Complete Response ◽  
Advanced Breast ◽  
Metabolic Reprogramming ◽  
Caix Expression

Abstract Background Locally advanced breast cancer often undergoes neoadjuvant chemotherapy (NAC), which allows in vivo evaluation of the therapeutic response. The determination of the pathological complete response (pCR) is one way to evaluate the response to neoadjuvant chemotherapy. However, the rate of pCR differs significantly between molecular subtypes and the cause is not yet determined. Recently, the metabolic reprogramming of cancer cells and its implications for tumor growth and dissemination has gained increasing prominence and could contribute to a better understanding of NAC. Thus, this study proposed to evaluate the expression of metabolism-related proteins and its association with pCR and survival rates. Methods The expression of monocarboxylate transporters 1 and 4 (MCT1 and MCT4, respectively), cluster of differentiation 147 (CD147), glucose transporter-1 (GLUT1) and carbonic anhydrase IX (CAIX) was analyzed in 196 locally advanced breast cancer samples prior to NAC. The results were associated with clinical-pathological characteristics, occurrence of pCR, disease-free survival (DFS), disease-specific survival (DSS) and overall survival (OS). Results The occurrence of pCR was higher in the group of patients whith tumors expressing GLUT1 and CAIX than in the group without expression (27.8% versus 13.1%, p = 0.030 and 46.2% versus 13.5%, p = 0.007, respectively). Together with regional lymph nodes staging and mitotic staging, CAIX expression was considered an independent predictor of pCR. In addition, CAIX expression was associated with DFS and DSS (p = 0.005 and p = 0.012, respectively). Conclusions CAIX expression was a predictor of pCR and was associated with higher DFS and DSS in locally advanced breast cancer patients subjected to NAC.

Neoadjuvant chemotherapy in locally advanced breast cancer: Clinicopathological characteristics and correlation with pathological complete response.

2020 ◽  
Vol 38 (15_suppl) ◽  
pp. e12658-e12658
Author(s):  
Priyanshu Choudhary ◽  
Ajay Gogia ◽  
Svs Deo ◽  
Sandeep Mathur ◽  
Dayanand Sharma
Keyword(s):  
Breast Cancer ◽  
Neoadjuvant Chemotherapy ◽  
Advanced Breast Cancer ◽  
Pathological Complete Response ◽  
Locally Advanced Breast Cancer ◽  
Locally Advanced ◽  
Complete Response ◽  
Advanced Breast ◽  
Stage Ii ◽  
Factors Affecting

e12658 Background: The data regarding incidence, response rates to neoadjuvant chemotherapy (NACT) and factors affecting pathological complete response (pCR) rate in locally advanced breast cancer (LABC) patients are lacking from India. Methods: This ambispective study was carried out at B.R.A., I.R.C.H, AIIMS, New Delhi, in between period of January 2013 to December 2019. We screened 1500 cases of breast cancer who presented to our institute and found 600 cases to be LABC,425 patients were started on NACT, 284 had undergone surgery and were included in our analysis. Results: The median age of diagnosis was 46 years (range 24-72years). Fifty four percent cases were postmenopausal, 54% had a left sided cancer,45 % right sided cancer,1 % had bilateral breast cancer. The median duration of symptoms was 5 months. The clinical stage according to AJCC staging system was Stage IIB – 11%(32), IIIA -21 % (58), IIIB- 60%(169) and IIIC- 8%(24) .Sixty five percent(186) cases presented with clinical skin involvement and 80% (228) patients has clinical node positivity.In our cohort 52% (148) cases were hormone positive (ER/PR positive), 42 %(119) cases were HER2/neu positive, 30%(84) were triple negative breast cancer (TNBC), 23 % (67) were positive for ER/PR and HER2/neu. Ninety percent of the cases were able to receive the planned neoadjuvant treatment before surgery. Post NACT 83% cases had a modified radical mastectomy (MRM) and 17% were able to undergo breast conserving surgery (BCS).Overall pCR was achieved in 59(21%) cases, 17% in hormone positive cases, 25% in HER2/neu positive cases (30% in cases receiving HER2/neu directed therapy vs 20% in cases who didn’t receive HER2 /neu directed therapy) and 27% in TNBC cases. During the study period 54 cases (19%) had relapsed,8 cases (3%) had a local relapse and a 46 cases (16%) had a systemic relapse. Grade ¾ toxicity occurred in 25 % cases, the most common were diarrhea, neutropenia, CINV, oral mucositis and thrombocytopenia and other rare toxicities (DVT, hand foot syndrome,myalgia). Febrile neutropenia was recorded in 2.5 % cases. There were 2 induction deaths. Stage II, absence of ER/PR expression showed statistically significant correlation with path CR rates. Conclusions: Locally advanced breast cancer constitutes around 40% cases at our institute. Post NACT pCR was achieved in 21% of cases, HER2/neu positive cases and TNBC showed higher pCR rates. The factors affecting pCR rate were absence of ER/PR expression and stage II disease.

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