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Zhang H, Li Y, Liu YW, Liu YG, Chen X. Predictive value of lymphocyte subsets and lymphocyte-to-monocyte ratio in assessing the efficacy of neoadjuvant therapy in breast cancer. Sci Rep 2024; 14:12799. [PMID: 38834662 DOI: 10.1038/s41598-024-61632-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 05/08/2024] [Indexed: 06/06/2024] Open
Abstract
Lymphocyte subsets are the most intuitive expression of the body's immune ability, and the lymphocyte-to-monocyte ratio (LMR) also clearly reflect the degree of chronic inflammation activity. The purpose of this study is to investigate their predictive value of lymphocyte subsets and LMR to neoadjuvant therapy (NAT) efficacy in breast cancer patients. In this study, lymphocyte subsets and LMR were compared between breast cancer patients (n = 70) and benign breast tumor female populations (n = 48). Breast cancer patients were treated with NAT, and the chemotherapy response of the breast was evaluated using established criteria. The differences in lymphocyte subsets and LMR were also compared between pathological complete response (pCR) and non-pCR patients before and after NAT. Finally, data were analyzed using SPSS. The analytical results demonstrated that breast cancer patients showed significantly lower levels of CD3 + T cells, CD4 + T cells, CD4 + /CD8 + ratio, NK cells, and LMR compared to benign breast tumor women (P < 0.05). Among breast cancer patients, those who achieved pCR had higher levels of CD4 + T cells, NK cells, and LMR before NAT (P < 0.05). NAT increased CD4 + /CD8 + ratio and decreased CD8 + T cells in pCR patients (P < 0.05). Additionally, both pCR and non-pCR patients exhibited an increase in CD3 + T cells and CD4 + T cells after treatment, but the increase was significantly higher in pCR patients (P < 0.05). Conversely, both pCR and non-pCR patients experienced a decrease in LMR after treatment. However, this decrease was significantly lower in pCR patients (P < 0.05). These indicators demonstrated their predictive value for therapeutic efficacy. In conclusion, breast cancer patients experience tumor-related immunosuppression and high chronic inflammation response. But this phenomenon can be reversed to varying degrees by NAT. It has been found that lymphocyte subsets and LMR have good predictive value for pCR. Therefore, these markers can be utilized to identify individuals who are insensitive to NAT early on, enabling the adjustment of treatment plans and achieving precise breast cancer treatment.
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Affiliation(s)
- Hao Zhang
- Department of Breast and Thyroid Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yan Li
- School of Public Health, Chongqing Medical University, Chongqing, China
| | - Ya-Wen Liu
- Department of Breast and Thyroid Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Ye-Gang Liu
- Department of General Surgery, People's Hospital of Tongzi County, Zunyi, Guizhou Province, China
| | - Xin Chen
- Department of Breast and Thyroid Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
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2
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Bouhniz OE, Kenani A. Potential role of genetic polymorphisms in neoadjuvant chemotherapy response in breast cancer. J Chemother 2024:1-15. [PMID: 38511398 DOI: 10.1080/1120009x.2024.2330241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Accepted: 03/11/2024] [Indexed: 03/22/2024]
Abstract
Chemoresistance leads to treatment failure, which can arise through different mechanisms including patients' characteristics. Searching for genetic profiles as a predictor for drug response and toxicity has been extensively studied in pharmacogenomics, thus contributing to personalized medicine and providing alternative treatments. Numerous studies have demonstrated significant evidence of association between genetic polymorphisms and response to neoadjuvant chemotherapy (NAC) in breast cancer. In this review, we explored the potential impact of genetic polymorphisms in NAC primary resistance through selecting a specific clinical profile. The genetic variability within pharmacokinetics, pharmacodynamics, DNA synthesis and repair, and oncogenic signaling pathways genes could be predictive or prognostic markers for NAC resistance. The clinical implication of these results can help provide individualized treatment plans in the early stages of breast cancer treatment. Further studies are needed to determine the genetic hosts of primary chemoresistance mechanisms in order to further emphasize the implementation of genotypic approaches in personalized medicine.
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Affiliation(s)
- Om Elez Bouhniz
- Research Laboratory "Environment, Inflammation, Signaling and Pathologies" (LR18ES40), Faculty of Medicine of Monastir, University of Monastir, Monastir, Tunisia
| | - Abderraouf Kenani
- Research Laboratory "Environment, Inflammation, Signaling and Pathologies" (LR18ES40), Faculty of Medicine of Monastir, University of Monastir, Monastir, Tunisia
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3
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Kasoha M, Steinbach AK, Bohle RM, Linxweiler B, Haj Hamoud B, Doerk M, Nigdelis MP, Stotz L, Zimmermann JSM, Solomayer EF, Kaya AC, Radosa JC. Dkk1 as a Prognostic Marker for Neoadjuvant Chemotherapy Response in Breast Cancer Patients. Cancers (Basel) 2024; 16:419. [PMID: 38254908 PMCID: PMC10814026 DOI: 10.3390/cancers16020419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 01/11/2024] [Accepted: 01/15/2024] [Indexed: 01/24/2024] Open
Abstract
PURPOSE To investigate the role of Dkk1 as a predictor of response to NACT in BC patients. METHODS This retrospective monocentric study included 145 women who had undergone NACT followed by breast surgery. Dkk1 protein expression was assessed using immunohistochemistry staining in core needle biopsies and mammary carcinoma specimens. RESULTS Dkk1 levels were lower in treated BC tumours than in untreated tumours. The outcomes of 68 matched pre- and post-therapy tissues showed that Dkk1 levels in mammary carcinoma tissues were significantly predicted by levels in core needle biopsies and that Dkk1 expression was reduced in 83% of cases. Smaller cT stage, positive Her2 expression, and decreased Dkk1-IRS in core needle biopsy tissues were all independent predictors of regression grade (R4), according to Sinn. However, the percentage of Dkk1 expression differences prior to and following NACT had no effect on PFS or OS. CONCLUSIONS In this study, we demonstrated for the first time that Dkk1 could be identified as an independent predictor of NACT response in BC patients, particularly those with TNBC. Further research with a multicentric expanded (pre-/post-therapy) sample set and better-defined populations in terms of molecular subtypes, therapy modality, and long-term follow-up is recommended to obtain more solid evidence.
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Affiliation(s)
- Mariz Kasoha
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Anna K. Steinbach
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Rainer M. Bohle
- Institute of General and Surgical Pathology, University Medical School of Saarland, 66421 Homburg, Germany;
| | - Barbara Linxweiler
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Bashar Haj Hamoud
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Merle Doerk
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Meletios P. Nigdelis
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Lisa Stotz
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Julia S. M. Zimmermann
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Erich-Franz Solomayer
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Askin C. Kaya
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
| | - Julia C. Radosa
- Department of Gynaecology, Obstetrics and Reproductive Medicine, University Medical School of Saarland, 66421 Homburg, Germany; (A.K.S.); (B.L.); (B.H.H.); (M.P.N.); (L.S.); (J.S.M.Z.); (E.-F.S.); (A.C.K.); (J.C.R.)
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Adjadé G, Tafenzi HA, Jouihri H, Tamimi NSA, Bennouna Y, Négamiyimana G, Cisse K, Essadi I, Fadli ME, Belbaraka R. Localised breast cancer: neoadjuvant chemotherapy impact evaluation on the pathological complete response (PCR) in a lower middle-income country. Ecancermedicalscience 2023; 17:1648. [PMID: 38414939 PMCID: PMC10898881 DOI: 10.3332/ecancer.2023.1648] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2023] [Indexed: 02/29/2024] Open
Abstract
Introduction Neoadjuvant chemotherapy followed by surgery remains the current recommended therapeutic strategy for the management of locally advanced breast cancer. The standard chemotherapy protocol is sequential with anthracycline followed by taxanes. However public hospitals in Morocco are confronted with a shortage in healthcare products. We, therefore, evaluated the efficacy of the different protocols proposed to patients, by evaluating the clinical response after chemotherapy especially through the pathological complete response (PCR) after surgery. Methods We focused on the database of the medical oncology department of the only public hospital covering middle and southern Morocco. We included patients diagnosed between 2018 and 2020. Two groups of patients distinguished in group A (GA) received the standard therapy, and group B (GB) received a non-standard protocol. The therapeutic response was assessed clinically before surgery and then by pathological examination of the surgical specimens. The Sataloff classification defined the histological response for both tumour and lymph nodes. We included both groups in one variable to determine their impact on outcomes. A logistic regression-based analysis was adopted to define variables related to the PCR. Results Over the study period, 120 patients met our inclusion criteria. They were distinguished at 72% in GA and 28% in GB. 60.8% over 120 got a partial response, whereas, only 33.3% achieved a complete response. The general PCR rate was 28% with 14.3% in GB and 85.7% in GA. The tumour PCR was obtained in 40 (33.3%) over 120 patients and 51.7% of lymph node PCR. The multivariate logistic regression analysis results show no relative factors associated with general PCR achievement. Conclusion These first interesting results from an institutional database inform us about our clinical practice and require additional research using prospective randomised controlled studies.
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Affiliation(s)
- Ganiou Adjadé
- Department of Medical Oncology, Mohammed VI University Hospital, 2360 Marrakech-principal, Morocco
- https://orcid.org/0000-0003-0768-7493
| | - Hassan Abdelilah Tafenzi
- Department of Medical Oncology, Mohammed VI University Hospital, 2360 Marrakech-principal, Morocco
- Biosciences and Laboratory, Faculty of Medicine and Pharmacy, Cady Ayyad University, 7010, Sidi Abbad, Marrakech 40000, Morocco
| | - Houda Jouihri
- Department of Medical Oncology, Mohammed VI University Hospital, 2360 Marrakech-principal, Morocco
| | - Nadin Shawar Al Tamimi
- Department of Medical Oncology, Mohammed VI University Hospital, 2360 Marrakech-principal, Morocco
| | - Yousra Bennouna
- Department of Medical Oncology, Mohammed VI University Hospital, 2360 Marrakech-principal, Morocco
| | - Gustave Négamiyimana
- Department of Medical Oncology, Mohammed VI University Hospital, 2360 Marrakech-principal, Morocco
| | - Kalil Cisse
- Department of Medical Oncology, Mohammed VI University Hospital, 2360 Marrakech-principal, Morocco
| | - Ismail Essadi
- Biosciences and Laboratory, Faculty of Medicine and Pharmacy, Cady Ayyad University, 7010, Sidi Abbad, Marrakech 40000, Morocco
- Department of Medical Oncology, Avicenna Military Hospital, Marrakech 40000, Morocco
| | - Mohammed El Fadli
- Department of Medical Oncology, Mohammed VI University Hospital, 2360 Marrakech-principal, Morocco
| | - Rhizlane Belbaraka
- Department of Medical Oncology, Mohammed VI University Hospital, 2360 Marrakech-principal, Morocco
- Biosciences and Laboratory, Faculty of Medicine and Pharmacy, Cady Ayyad University, 7010, Sidi Abbad, Marrakech 40000, Morocco
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5
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Omari M, Amaadour L, Zarrouq B, Al-Sheikh YA, El Asri A, Kriya S, Nadi S, Benbrahim Z, Mellas N, Rhazi KE, Ragala MEA, Hilaly JE, Giesy JP, Aboul-Soud MAM, Halim K. Evaluation of psychological distress is essential for patients with locally advanced breast cancer prior to neoadjuvant chemotherapy: baseline findings from cohort study. BMC Womens Health 2023; 23:445. [PMID: 37612725 PMCID: PMC10464406 DOI: 10.1186/s12905-023-02571-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 07/25/2023] [Indexed: 08/25/2023] Open
Abstract
BACKGROUND patients with locally advanced breast cancer (LABC) are often treated by neoadjuvant chemotherapy (NACT). This study aims to determine the prevalence of psychological distress and their sociodemographic and clinical factors in patients recently diagnosed with LABC and before NACT. METHODS A total of 209 LABC patients without metastatic localization were recruited between 2021 and 2022 in the oncology hospital at Fez. A structured questionnaire and the Hospital Anxiety and Depression Scale were used. A descriptive analysis and linear model were performed. RESULTS a mean age of participants was 47.43 ± 9.45 years. The prevalence of depression, anxiety and psychological distress among participants was 59.62% (95% CI: 52.61-33.34), 47.85% (95% CI: 40.91-54.85), and 65.07 (95% CI: 58.19-71.52) respectively. Depression was associated to age (< 50 years) (AOR = 2.19; 95% CI = 1.13-4.23) and health insurance (AOR = 3.64; 95% CI: 1.18-11.26). Anxiety was associated to age (< 50) (AOR = 2.21; 95% CI: 1.18-4.13) and right breast cancer (AOA = 2.01; 95% CI: 1.11-3.65). Psychological distress was associated to chronic illness (AOR = 2.78; 95% CI: 1.32-5.85) and lymph node status (AOR = 2.39; 95% CI: 1.26-4.57). CONCLUSIONS Based on the high prevalence of depression and anxiety it appears opportune to treat psychological distress among LABC patient candidates for NACT. Each psychological intervention should take into account sociodemographic and clinical factors found associated in our study. Psychological therapeutic interventions are crucial for LABC patients as early as the time of diagnosis and through subsequent steps in NACT to improve their overall mental health.
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Affiliation(s)
- Majid Omari
- Laboratory of Epidemiology and Research in Health Sciences, Faculty of Medicine and Pharmacy, Sidi Mohamed Ben Abdallah University, Fez, Morocco.
- Laboratory of Natural Substances, Pharmacology, Environment, Modeling, Health & Quality of Life, Faculty of Sciences Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez, Morocco.
| | - Lamiae Amaadour
- Department of Medical Oncology, Hassan II University Hospital, Fez, Morocco
| | - Btissame Zarrouq
- Laboratory of Epidemiology and Research in Health Sciences, Faculty of Medicine and Pharmacy, Sidi Mohamed Ben Abdallah University, Fez, Morocco
- Department of Biology and Geology, Teacher's Training College (Ecole Normale Supérieure), Sidi Mohamed Ben Abdallah University, Fez, Morocco
| | - Yazeed A Al-Sheikh
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Saud University, P.O. Box 10219, Riyadh, 11433, Saudi Arabia
| | - Achraf El Asri
- Laboratory of Epidemiology and Research in Health Sciences, Faculty of Medicine and Pharmacy, Sidi Mohamed Ben Abdallah University, Fez, Morocco
| | - Salima Kriya
- Higher Institute of Nursing Professions and Health Techniques, Fez, Morocco
| | - Sara Nadi
- Higher Institute of Nursing Professions and Health Techniques, Fez, Morocco
| | - Zineb Benbrahim
- Department of Medical Oncology, Hassan II University Hospital, Fez, Morocco
| | - Nawfel Mellas
- Department of Medical Oncology, Hassan II University Hospital, Fez, Morocco
| | - Karima El Rhazi
- Laboratory of Epidemiology and Research in Health Sciences, Faculty of Medicine and Pharmacy, Sidi Mohamed Ben Abdallah University, Fez, Morocco
| | - Mohammed El Amine Ragala
- Laboratory of Natural Substances, Pharmacology, Environment, Modeling, Health & Quality of Life, Faculty of Sciences Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez, Morocco
- Department of Biology and Geology, Teacher's Training College (Ecole Normale Supérieure), Sidi Mohamed Ben Abdallah University, Fez, Morocco
| | - Jaouad El Hilaly
- Laboratory of Pedagogical and Didactic Engineering of Sciences and Mathematics, Regional Center of Education and Training (CRME F) of Fez, Fez, Morocco
- R.N.E Laboratory, Multidisciplinary Faculty of Taza, Sidi Mohamed Ben Abdellah University, Fez, Morocco
| | - John P Giesy
- Toxicology Centre, University of Saskatchewan, Saskatoon, SK, S7N 5B3, Canada
- Department of Veterinary Biomedical Sciences, University of Saskatchewan, Saskatoon, SK, S7N 5B4, Canada
- Department of Integrative Biology, Michigan State University, East Lansing, MI, 48824, USA
- Department of Environmental Sciences, Baylor University, Waco, TX, 76706, USA
| | - Mourad A M Aboul-Soud
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, King Saud University, P.O. Box 10219, Riyadh, 11433, Saudi Arabia
| | - Karima Halim
- Laboratory of Natural Substances, Pharmacology, Environment, Modeling, Health & Quality of Life, Faculty of Sciences Dhar El Mahraz, Sidi Mohamed Ben Abdellah University, Fez, Morocco
- Department of Human and Social Sciences - Education Sciences, Teachers Training College (Ecole Normale Superieure), Sidi Mohamed Ben Abdellah University, Fez, Morocco
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Hansen CW, Vogsen M, Kodahl AR. Management and outcomes after neoadjuvant treatment for locally advanced breast cancer in older versus younger women. Acta Oncol 2022; 61:1362-1368. [DOI: 10.1080/0284186x.2022.2137844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Affiliation(s)
| | - Marianne Vogsen
- Department of Oncology, Odense University Hospital, Odense, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Annette Raskov Kodahl
- Department of Oncology, Odense University Hospital, Odense, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
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Yin F, Wang S, Hou C, Zhang Y, Yang Z, Wang X. Development and validation of nomograms for predicting overall survival and cancer specific survival in locally advanced breast cancer patients: A SEER population-based study. Front Public Health 2022; 10:969030. [PMID: 36203704 PMCID: PMC9530359 DOI: 10.3389/fpubh.2022.969030] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 08/29/2022] [Indexed: 01/25/2023] Open
Abstract
Background For patients with locally advanced breast cancer (LABC), conventional TNM staging is not accurate in predicting survival outcomes. The aim of this study was to develop two accurate survival prediction models to guide clinical decision making. Methods A retrospective analysis of 22,842 LABC patients was performed from 2010 to 2015 using the Surveillance, Epidemiology and End Results (SEER) database. An additional cohort of 200 patients from the Binzhou Medical University Hospital (BMUH) was analyzed. The least absolute shrinkage and selection operator (LASSO) regression was used to screen for variables. The identified variables were used to build a survival prediction model. The performance of the nomogram models was assessed based on the concordance index (C-index), calibration plot, receiver operating characteristic (ROC) curve, and decision curve analysis (DCA). Results The LASSO analysis identified 9 variables in patients with LABC, including age, marital status, Grade, histological type, T-stage, N-stage, surgery, radiotherapy, and chemotherapy. In the training cohort, the C-index of the nomogram in predicting the overall survival (OS) was 0.767 [95% confidence intervals (95% CI): 0.751-0.775], cancer specific survival (CSS) was 0.765 (95% CI: 0.756-0.774). In the external validation cohort, the C-index of the nomogram in predicting the OS was 0.858 (95% CI: 0.812-0.904), the CSS was 0.866 (95% CI: 0.817-0.915). In the training cohort, the area under the receiver operator characteristics curve (AUC) values of the nomogram in prediction of the 1, 3, and 5-year OS were 0.836 (95% CI: 0.821-0.851), 0.769 (95% CI: 0.759-0.780), and 0.750 (95% CI: 0.738-0.762), respectively. The AUC values for prediction of the 1, 3, and 5-year CSS were 0.829 (95% CI: 0.811-0.847), 0.769 (95% CI: 0.757-0.780), and 0.745 (95% CI: 0.732-0.758), respectively. Results of the C-index, ROC curve, and DCA demonstrated that the nomogram was more accurate in predicting the OS and CSS of patients compared with conventional TNM staging. Conclusion Two prediction models were developed and validated in this study which provided more accurate prediction of the OS and CSS in LABC patients than the TNM staging. The constructed models can be used for predicting survival outcomes and guide treatment plans for LABC patients.
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Affiliation(s)
- Fangxu Yin
- Department of Thyroid and Breast Surgery, Binzhou Medical University Hospital, Binzhou, China
| | - Song Wang
- Department of Thyroid and Breast Surgery, Binzhou Medical University Hospital, Binzhou, China
| | - Chong Hou
- Department of Gastroenterology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai, China
| | - Yiyuan Zhang
- Department of Reproductive Endocrinology, Affiliated Reproductive Hospital of Shandong University, Jinan, China
| | - Zhenlin Yang
- Department of Thyroid and Breast Surgery, Binzhou Medical University Hospital, Binzhou, China,*Correspondence: Zhenlin Yang
| | - Xiaohong Wang
- Department of Thyroid and Breast Surgery, Binzhou Medical University Hospital, Binzhou, China,Xiaohong Wang
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8
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Lou C, Jin F, Zhao Q, Qi H. Correlation of serum NLR, PLR and HALP with efficacy of neoadjuvant chemotherapy and prognosis of triple-negative breast cancer. Am J Transl Res 2022; 14:3240-3246. [PMID: 35702128 PMCID: PMC9185079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 04/25/2022] [Indexed: 06/15/2023]
Abstract
OBJECTIVE To investigate the correlation of blood neutrophil to lymphocyte ratio (NLR), platelet to lymphocyte ratio (PLR) and hemoglobin and albumin levels and lymphocyte and platelet counts (HALP) with the efficacy of neoadjuvant chemotherapy (NAC) and the prognosis of triple-negative breast cancer (TNBC). METHODS In this retrospective study, clinical data of 92 patients with TNBC were analyzed. The patients were treated with NAC in the Department of Gynecology of the People's Hospital of Zhuji from January 2015 to December 2018. According to treatment efficacy of NAC, patients were divided into a pathologic complete response (pCR) group (n=37) and a non-pathologic complete response (non-pCR) group (n=55). The pathological and clinical data of patients were collected, and the efficacy of NAC and influencing factors were statistically analyzed. The predicting performances of NLR, PLR and HALP for the efficacy of NAC in patients with TNBC were investigated. Patients were followed up for 3 years to obtain the all-cause mortality so as to analyze the correlation of NLR, PLR and HALP with survival time. RESULTS Multivariate regression analysis showed that TNM stage III (OR (95% CI): 1.742 (1.209-2.631), P=0.003), lymph nodes metastasis (OR (95% CI): 1.922 (1.492-2.983), P =0.005), high NLR (OR (95% CI): 2.261 (1.625-2.754), P<0.001), high PLR (OR (95% CI): 2.062 (1.692-2.791), P<0.001) and low HALP (OR (95% CI): 0.518 (0.365-0.734), P<0.001) were risk factors of poor NAC efficacy for TNBC. The mortality of patients in the non-pCR group was higher than that in the pCR group within 3 years (P<0.05). Survival analysis showed that the 3-year survival rate of the non-pCR group was lower than that of the pCR group (P<0.05). Furthermore, patients with high NLR, high PLR and low HALP had a lower 3-year survival rate than those with low NLR, low PLR and high HALP (P<0.05). CONCLUSIONS Lymph node metastasis, TNM stage III, high NLR, high PLR and low HALP are risk factors for the poor efficacy of NAC for TNBC. High expression of NLR, PLR and low expression of HALP may indicate a poor prognosis of TNBC patients who failed NAC.
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Affiliation(s)
- Caiyu Lou
- Department of Obstetrics and Gynecology, The Sixth People’s Hospital of ZhujiZhuji 311800, Zhejiang Province, China
| | - Fenyuan Jin
- Department of Obstetrics and Gynecology, The People’s Hospital of ZhujiZhuji 311800, Zhejiang Province, China
| | - Qiang Zhao
- Department of Traditional Chinese Medicine Gynecology, The People’s Hospital of ZhujiZhuji 311800, Zhejiang Province, China
| | - Hongming Qi
- Department of Surgery, The People’s Hospital of ZhujiZhuji 311800, Zhejiang Province, China
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Dianati-Nasab A, Nasrollahi H, Khoshdel Z, Ghorbani M, Shafiee SM. Overexpression of TIGAR and HO-1 in peripheral blood mononuclear cells (PBMCs) of breast cancer patients treated with radiotherapy. Int J Radiat Biol 2022; 98:1551-1558. [PMID: 35452587 DOI: 10.1080/09553002.2022.2063432] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
INTRODUCTION Radiation therapy (RT) is one of the primary treatment choices for breast cancer. In reaction to RT, many metabolic processes in the body are triggered, some of which have a role in counteracting free radicals in cancer cells. As a result, it is important to comprehend the effects of RT on multiple genes, biomarkers and enzymes in the body. METHODS AND MATERIALS Peripheral blood mononuclear cells (PBMCs) were obtained from 83 breast cancer patients in pre-and post- RT (50 Gray (Gy) in 25 fractions). The TIGAR and HO-1 gene expressions were investigated by quantitative real-time PCR (qRT-PCR). Serum bilirubin, total antioxidant capacity (TAC), total protein (TP), alanine aminotransferase (ALT), aspartate transaminase (AST), and alkaline phosphatase (ALP) were assayed in serum patients before and after RT. RESULTS We found that bilirubin (p = 0.001), ALT (p = 0.04), and AST (p = 0.03) were significantly increased, while TAC (p < 0.001) and TP (p = 0.001) were decreased after RT. However, albumin and ALP did not change after RT (p > 0.05 for both). Interestingly, RT led to overexpression of TIGAR (p = 0.004) and HO-1 (p = 0.003) genes in breast cancer patients. CONCLUSIONS The findings of this study showed that RT could overexpress TIGAR and HO-1 in PBMCs of breast cancer patients. More research is required to figure out the mechanisms behind the impacts of RT on increased catabolism and production of bilirubin or increased activity of TIGAR-related pathways and overexpression of TIGAR and HO-1.
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Affiliation(s)
- Aria Dianati-Nasab
- Department of Clinical Biochemistry, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran.,Student Research Committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Hamid Nasrollahi
- Department of Radiation Oncology, Nemazee Hospital, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Zahra Khoshdel
- Department of Clinical Biochemistry, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mahboobeh Ghorbani
- Department of Clinical Biochemistry, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Sayed Mohammad Shafiee
- Department of Clinical Biochemistry, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran.,Autophagy Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
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10
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Yao G, Zhao K, Bao K, Li J. Radiation increases COL1A1, COL3A1, and COL1A2 expression in breast cancer. Open Med (Wars) 2022; 17:329-340. [PMID: 35274048 PMCID: PMC8854907 DOI: 10.1515/med-2022-0436] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2021] [Revised: 01/18/2022] [Accepted: 01/19/2022] [Indexed: 12/24/2022] Open
Abstract
Background Radiotherapy-associated secondary cancer is an important issue for the treatment of breast cancer (BCa). This study aimed to investigate the molecular mechanism and genetic risk factors for radiation-associated secondary diseases in BCa. Methods The differentially expressed genes (DEGs) between preradiation and postradiation BCa samples in the GSE65505 dataset were obtained. The pathways related to the radiation-associated DEGs in the protein–protein interaction (PPI) network modules were identified. miRNAs targeted to the key genes in the PPI network were identified, and their association with BCa prognosis was analyzed. Results A total of 136 radiation-associated DEGs preradiation and postradiation BCa samples were screened out. The PPI network consisted of a significant module that consisted of 21 upregulated DEGs that were associated with “hsa04512: ECM–receptor interaction,” “hsa04151: PI3K-Akt signaling pathway,” and “hsa04115: p53 signaling pathway.” Sixteen DEGs, including three collagen genes collagen type I alpha 1 chain (COL1A1), COL3A1, and COL1A2, were enriched in 17 radiation-associated pathways. The three genes were upregulated in BCa tissues compared with controls and were also elevated by radiation. They were targeted by hsa-miR-29a/c, and the expression levels of hsa-miR-29a/c were associated with a poor prognosis of BCa. Conclusions The upregulation of COL1A1, COL3A1, and COL1A2 might be genetic risk factors for radiation-associated secondary diseases in BCa.
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Affiliation(s)
- Guorong Yao
- Department of Radiation Oncology, 1st Affiliated Hospital of Zhejiang University , 79# Qingchun Road , 310009 Hangzhou , China
| | - Kaiyue Zhao
- Department of Radiology, The Affiliated Hospital of Hangzhou Normal University , 310015 Hangzhou , China
| | - Kaikai Bao
- Department of Radiology, 1st People’s Hospital of Yuhang district , 310000 Hangzhou , China
| | - Jing Li
- Department of Nuclear Medicine, The Second Affiliated Hospital of Zhejiang University School of Medicine , 310009 Hangzhou , China
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11
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Wang J, Wang X, Chen R, Liang M, Li M, Ma G, Xia T, Wang S. Circulating tumor cells may serve as a supplement to RECIST in neoadjuvant chemotherapy of patients with locally advanced breast cancer. Int J Clin Oncol 2022; 27:889-898. [PMID: 35122586 DOI: 10.1007/s10147-022-02125-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2021] [Accepted: 01/20/2022] [Indexed: 11/26/2022]
Abstract
BACKGROUND Circulating tumor cells (CTCs) have been shown to be associated with the response to neoadjuvant chemotherapy (NCT) and the prognosis of locally advanced breast cancer (LABC) patients. Our study aimed to investigate whether the change of CTC status during NCT could serve as a supplement to the Response Evaluation Criteria in Solid Tumors (RECIST) in the treatment and evaluation of LABC patients. METHODS 6 ml of blood samples were collected before NCT, after the first cycle of NCT and after the completion of NCT, respectively. According to the change of CTC number during NCT, the patients were divided into "CTC low-response (low-R)" group and "CTC high-response (high-R)" group. Survival data of each group of patients were obtained through long-term follow-up. RESULTS A total of 35 patients diagnosed with LABC were enrolled. The median follow-up for distant metastasis was 27 months (range 7-36 months). There was no significant difference in distant metastasis-free survival (DMFS) between PR/CR group and PD/SD group (P = 0.0914), while CTC low-R group had a worse DMFS than CTC high-R group (P = 0.0199). In PR/CR subgroup, patients with CTC low-R showed a lower DMFS compared with those with CTC high-R (P = 0.0159). However, in PD/SD subgroup, there was no significant difference in DMFS between CTC low-R and CTC high-R group (P = 0.7521). In terms of assessing response to NCT, CTC change or RECIST classification alone had an AUC of 0.533 (95% CI 0.277-0.790) and 0.700 (95% CI 0.611-0.789), respectively. When combining the two, the AUC slightly increased to 0.713 (95% CI 0.532-0.895). CONCLUSION The change of CTC number during NCT has a potential to serve as a supplement to RECIST in the assessment of NCT efficacy and the prognosis of LABC patients.
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Affiliation(s)
- Ji Wang
- Department of Breast Surgery, The First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, China
| | - Xinyang Wang
- Department of Breast Surgery, The First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, China
| | - Rui Chen
- Department of Breast Surgery, The First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, China
| | - Mengdi Liang
- Department of Breast Surgery, The First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, China
| | - Minghui Li
- Department of Breast Surgery, The First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, China
| | - Ge Ma
- Department of Breast Surgery, The First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, China
| | - Tiansong Xia
- Department of Breast Surgery, The First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, China.
- Jiangsu Key Lab of Cancer Biomarkers, Prevention and Treatment, Jiangsu Collaborative Innovation Center for Cancer Personalized Medicine, School of Public Health, Nanjing Medical University, Nanjing, 211166, China.
| | - Shui Wang
- Department of Breast Surgery, The First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029, China.
- Jiangsu Key Lab of Cancer Biomarkers, Prevention and Treatment, Jiangsu Collaborative Innovation Center for Cancer Personalized Medicine, School of Public Health, Nanjing Medical University, Nanjing, 211166, China.
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12
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Biomarker dynamics and prognosis in breast cancer after neoadjuvant chemotherapy. Sci Rep 2022; 12:91. [PMID: 34997055 PMCID: PMC8741830 DOI: 10.1038/s41598-021-04032-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 12/14/2021] [Indexed: 12/15/2022] Open
Abstract
Breast cancer is a biologically diverse disease with treatment modalities selected based on tumor stage and tumor biology. Distinct intrinsic subtypes and surrogate biomarker profiles play a major role for therapeutic decisions. Response rates to systemic and local treatments as well as the interaction with epidemiological risk factors have been validated in clinical trials and translational studies. This retrospective study addresses the question how biomarker profiles and treatment modalities in the neoadjuvant chemotherapy setting have changed during the past 15 years and what prognostic impact these changes implicate. 342 female breast cancer stage I-IV patients receiving neoadjuvant chemotherapy between 2003 and 2017 were analyzed. Overall survival (OS) was correlated with preoperative clinical stage, postoperative pathological stage, treatment modalities and tumor biology before and after chemotherapy. Two subgroups were separated using an arbitrary cut-off year at 2009/2010, due to 2010 when platinum containing regimens were first administered. Median follow-up was 54 months. 57 (17%) patients died; recurrences occurred in 103 of 342 (30%) patients. Nodal stage and intrinsic subtypes (pre- and postoperative) significantly correlated with OS (p < 0.001). Preoperative histological grading lacked prognostic power. When comparing the patient characteristics of the subgroups, we found significant difference in the following characteristics: cT, ypT, ypN, pCR and chemotherapy regimens (p < 0.001). There was no difference in OS when comparing the two subgroups. Pathological complete response (pCR) rates had a significant impact on OS and disease-free survival (DFS) in HER2+ and triple negative subtypes (p = 0.03). In multivariate analysis, high proliferation index (> 30%), clinical metastatic stage and pathological tumor stage had prognostic impact on OS (p < 0.001, p = 0.0001, p = 0.002). Clinico-pathological factors and distinct therapy regiments especially in triple negative and HER2+ subtypes have prognostic impact on pCR, OS and DFS after neoadjuvant chemotherapy.
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13
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Deng Y, Li H, Zheng Y, Zhai Z, Wang M, Lin S, Li Y, Wei B, Xu P, Wu Y, Deng X, Yang S, Lyu J, Hu J, Dong H, Dai Z. Impact of Preoperative vs Postoperative Radiotherapy on Overall Survival of Locally Advanced Breast Cancer Patients. Front Oncol 2021; 11:779185. [PMID: 34888251 PMCID: PMC8650152 DOI: 10.3389/fonc.2021.779185] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2021] [Accepted: 11/08/2021] [Indexed: 11/13/2022] Open
Abstract
Background The treatment for locally advanced breast cancer (LABC) is a severe clinical problem. The postoperative radiotherapy is a conventional treatment method for patients with LABC, whereas the effect of preoperative radiotherapy on outcome of LABC remains controversial. This study aimed to examine and compare the overall survival (OS) in patients with LABC who underwent preoperative radiotherapy or postoperative radiotherapy. Methods This retrospective cohort study included 41,618 patients with LABC from the National Cancer Database (NCDB) between 2010 and 2014. We collected patients’ demographic, clinicopathologic, treatment and survival information. Propensity score was used to match patients underwent pre-operative radiotherapy with those who underwent post-operative radiotherapy. Cox proportional hazard regression model was performed to access the association between variables and OS. Log-rank test was conducted to evaluate the difference in OS between groups. Results The estimated median follow-up of all included participants was 69.6 months (IQR: 42.84-60.22); 70.1 months (IQR: 46.85-79.97) for postoperative radiotherapy, 68.5 (IQR: 41.13-78.23) for preoperative radiotherapy, and 67.5 (IQR: 25.92-70.99) for no radiotherapy. The 5-year survival rate was 80.01% (79.56-80.47) for LABC patients who received postoperative radiotherapy, 64.08% (57.55-71.34) for preoperative radiotherapy, and 59.67% (58.60-60.77) for no radiotherapy. Compared with no radiation, patients receiving postoperative radiotherapy had a 38% lower risk of mortality (HR=0.62, 95%CI: 0.60-0.65, p<0.001), whereas those who received preoperative radiotherapy had no significant survival benefit (HR=0.88, 95%CI: 0.70-1.11, p=0.282). Propensity score matched analysis indicated that patients treated with preoperative radiotherapy had similar outcomes as those treated with postoperative radiotherapy (AHR=1.23, 95%CI: 0.88-1.72, p=0.218). Further analysis showed that in C0 (HR=1.45, 95%CI: 1.01-2.07, p=0.044) and G1-2 (AHR=1.74, 95%CI: 1.59-5.96, p=0.001) subgroup, patients receiving preoperative radiotherapy showed a worse OS than those who received postoperative radiotherapy. Conclusions Patients with LABC underwent postoperative radiotherapy had improved overall survival, whereas no significant survival benefit was observed in patients receiving preoperative radiotherapy. Preoperative radiotherapy did not present a better survival than postoperative radiotherapy for LABC patients.
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Affiliation(s)
- Yujiao Deng
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China.,Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Hongtao Li
- Department of Breast Head and Neck Surgery, The 3rd Affiliated Teaching Hospital of Xinjiang Medical University (Affiliated Tumor Hospital), Urumqi, China
| | - Yi Zheng
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China.,Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Zhen Zhai
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China.,Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Meng Wang
- Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Shuai Lin
- Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Yizhen Li
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China.,Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Bajin Wei
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Peng Xu
- Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Ying Wu
- Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Xinyue Deng
- Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Si Yang
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China.,Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Jun Lyu
- Department of Clinical Research, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Jingjing Hu
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, United States
| | - Huaying Dong
- Department of General Surgery, Hainan General Hospital, Hainan Affiliated Hospital of Hainan Medical University, Haikou, China
| | - Zhijun Dai
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China.,Department of Oncology, The 2nd Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
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14
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Transcriptome Analysis Identifies GATA3-AS1 as a Long Noncoding RNA Associated with Resistance to Neoadjuvant Chemotherapy in Locally Advanced Breast Cancer Patients. J Mol Diagn 2021; 23:1306-1323. [PMID: 34358678 DOI: 10.1016/j.jmoldx.2021.07.014] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Revised: 06/21/2021] [Accepted: 07/07/2021] [Indexed: 12/30/2022] Open
Abstract
Breast cancer is one of the leading causes of mortality in women worldwide, and neoadjuvant chemotherapy has emerged as an option for the management of locally advanced breast cancer. Extensive efforts have been made to identify new molecular markers to predict the response to neoadjuvant chemotherapy. Transcripts that do not encode proteins, termed long noncoding RNAs (lncRNAs), have been shown to display abnormal expression profiles in different types of cancer, but their role as biomarkers in response to neoadjuvant chemotherapy has not been extensively studied. Herein, lncRNA expression was profiled using RNA sequencing in biopsies from patients who subsequently showed either response or no response to treatment. The GATA3-AS1 transcript was overexpressed in the nonresponder group and was the most stable feature when performing selection in multiple random forest models. GATA3-AS1 was experimentally validated by RT-qPCR in an extended group of 68 patients. Expression analysis confirmed that GATA3-AS1 is overexpressed primarily in patients who were nonresponsive to neoadjuvant chemotherapy, with a sensitivity of 92.9%, a specificity of 75.0%, and an area under the curve of approximately 0.90, as measured by receiver operating characteristic curve analysis. The statistical model was based on luminal B-like patients and adjusted by menopausal status and phenotype (odds ratio, 37.49; 95% CI, 6.74-208.42; P = 0.001); GATA3-AS1 was established as an independent predictor of response. Thus, lncRNA GATA3-AS1 is proposed as a potential predictive biomarker of nonresponse to neoadjuvant chemotherapy.
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15
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Prantl L, Moellhoff N, von Fritschen U, Giunta R, Germann G, Kehrer A, Thiha A, Ehrl D, Zeman F, Broer PN, Heidekrueger PI. Effect of Radiation Therapy on Microsurgical Deep Inferior Epigastric Perforator Flap Breast Reconstructions: A Matched Cohort Analysis of 4577 Cases. Ann Plast Surg 2021; 86:627-631. [PMID: 33346536 DOI: 10.1097/sap.0000000000002628] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
INTRODUCTION Breast reconstruction with autologous tissue is a state-of-the art procedure. Several patient-related factors have been identified with regard to the safety and efficacy of these reconstructions. The presented study investigates the impact of prereconstruction radiation on outcomes of deep inferior epigastric perforator (DIEP) free-flap breast reconstructions using largest database available in Europe. MATERIALS AND METHODS Between 2011 and 2019, 3926 female patients underwent 4577 DIEP flap breast reconstructions in 22 different German breast cancer centers. The cases were divided into a no-radiation (NR) and a radiation (R) group, according to radiation status before reconstruction. Groups were compared with regard to surgical complications and free-flap outcome. RESULTS Overall, there was no significant difference between the groups regarding the rate of total flap loss [1.9% (NR) vs 2.1% (R), P = 0.743], partial flap loss [0.9% (NR) vs 1.5 (R), P = 0.069], and revision surgery [vascular revision: 4.4% (NR) vs 4.1% (R), P = 0.686; wound revision: 7.6% (NR) vs 9.4% (R), P = 0.122]. However, the patients had a significantly higher risk of developing wound healing disturbances at the recipient site [1.2% (NR) vs 2.1% (R), P = 0.035] and showed significantly longer hospitalization {8 [SD, 8.4 (NR)] vs 9 [SD, 15.4 {R}] days, P = 0.006} after prereconstruction radiation. CONCLUSIONS Our findings suggest that DIEP flap reconstruction after radiation therapy is feasible. Women with a history of radiation therapy should, however, be informed in detail about the higher risk for wound healing disturbances at the recipient site.
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Affiliation(s)
- Lukas Prantl
- From the Centre of Plastic, Aesthetic, Hand and Reconstructive Surgery, University of Regensburg, Regensburg
| | - Nicholas Moellhoff
- Division of Hand, Plastic and Aesthetic Surgery, University Hospital, LMU Munich, Munich
| | - Uwe von Fritschen
- Department of Plastic and Esthetic Surgery, Hand Surgery, Helios Hospital Emil von Behring, Berlin
| | - Riccardo Giunta
- Division of Hand, Plastic and Aesthetic Surgery, University Hospital, LMU Munich, Munich
| | - Guenter Germann
- Department of Plastic, Reconstructive, Esthetic and Handsurgery, ETHIANUM Klinik Heidelberg, Heidelberg
| | - Andreas Kehrer
- From the Centre of Plastic, Aesthetic, Hand and Reconstructive Surgery, University of Regensburg, Regensburg
| | - Aung Thiha
- From the Centre of Plastic, Aesthetic, Hand and Reconstructive Surgery, University of Regensburg, Regensburg
| | - Denis Ehrl
- Division of Hand, Plastic and Aesthetic Surgery, University Hospital, LMU Munich, Munich
| | - Florian Zeman
- Center for Clinical Studies, University Medical Center Regensburg, Regensburg
| | - Peter Niclas Broer
- Department of Plastic, Reconstructive, Hand and Burn Surgery, Bogenhausen Academic Teaching Hospital, Munich, Germany
| | - Paul Immanuel Heidekrueger
- From the Centre of Plastic, Aesthetic, Hand and Reconstructive Surgery, University of Regensburg, Regensburg
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16
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Chen L, Zhou X, Kong X, Su Z, Wang X, Li S, Luo A, Liu Z, Fang Y, Wang J. The Prognostic Significance of Anisomycin-Activated Phospho-c-Jun NH2-Terminal Kinase (p-JNK) in Predicting Breast Cancer Patients' Survival Time. Front Cell Dev Biol 2021; 9:656693. [PMID: 33768099 PMCID: PMC7985183 DOI: 10.3389/fcell.2021.656693] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Accepted: 02/15/2021] [Indexed: 12/24/2022] Open
Abstract
This study aims to investigate the prognostic significance of p-JNK in breast cancer patients receiving neoadjuvant chemotherapy (NACT) and analyze the relationship between anisomycin, p-JNK. A total of 104 breast cancer patients had NACT were enrolled in this study. The western blot and immunohistochemistry assays were used to determine the protein expressions of p-JNK in human breast cancer cell lines and patients’ cancer tissues. The chi-square test and Fisher’s exact test were adopted to gauge the associations between breast cancer and clinicopathological variables by p-JNK expression, whereas the univariate and multivariate Cox proportional hazards regression models were used to analyze the prognostic value of p-JNK expression. The Kaplan-Meier plots and the log-rank test were adopted to determine patients’ disease-free survival (DFS) and overall survival (OS). Findings indicated that the p-JNK expression had prognostic significance in univariate and multivariate Cox regression survival analyses. Results of log-rank methods showed that: (1) the mean DFS and OS times in patients with high p-JNK expression were significantly longer than those in patients with low p-JNK expression (χ2 = 5.908, P = 0.015 and χ2 = 6.593, P = 0.010, respectively). p-JNK expression is a significant prognostic factor that can effectively predict the survival in breast cancer patients receiving NACT. Treatment with the JNK agonist anisomycin can induce apoptosis, lead to increased p-JNK expression and decreased p-STAT3 expression. Moreover, the p-JNK expression was inversely correlated with p-STAT3 expression.
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Affiliation(s)
- Li Chen
- Department of Breast Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xuantong Zhou
- State Key Lab of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xiangyi Kong
- Department of Breast Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhaohui Su
- Center on Smart and Connected Health Technologies, Mays Cancer Center, School of Nursing, UT Health San Antonio, San Antonio, TX, United States
| | - Xiangyu Wang
- Department of Breast Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Sen Li
- Department of General Surgery, The Affiliated Cancer Hospital of Zhengzhou University, Zhengzhou, China
| | - Aiping Luo
- State Key Lab of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhihua Liu
- State Key Lab of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yi Fang
- Department of Breast Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jing Wang
- Department of Breast Surgical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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Gogia A, Choudhary P, Deo SVS, Sharma D, Mathur S, Batra A, Raju Sagiraju H. Correlation of pathological complete response with outcomes in locally advanced breast cancer treated with neoadjuvant chemotherapy: An ambispective study. CANCER RESEARCH, STATISTICS, AND TREATMENT 2021. [DOI: 10.4103/crst.crst_197_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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18
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Mangieri CW, Ruffo J, Chiba A, Howard-McNatt M. Treatment and Outcomes of Women With Large Locally Advanced Breast Cancer. Am Surg 2020; 87:812-817. [PMID: 33228379 DOI: 10.1177/0003134820956335] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Advances in breast cancer research have made breast cancer a treatable disease. However, there is a population of women who present with large, advanced, or sometimes neglected breast cancers who can prove difficult to treat. These women often require multiple modality treatment including chemotherapy, surgery, and radiation. The purpose of our study is to examine the treatment and outcomes on women with large, locally advanced breast cancers (LABCs). We identified 8 individuals who presented with LABCs requiring extensive treatment. Patients with inflammatory or metastatic cancer at the time of presentation were excluded. These patients' charts were reviewed and analyzed. Patient demographics, hormone receptor status, stage, types of treatment, presence of metastasis, survival, and presence of barriers for seeking treatment sooner were identified. The median age at presentation was 65 years old. The patients were equally African American and Caucasian. All patients presented with T4 or stage 3 tumors involving the skin and/or pectoralis muscle. Half of the patients were found to have triple-negative (estrogen receptor, progesterone receptor, Her-2/neu negative) tumors. 87% of the patients received chemotherapy; 1 refused. All 8 patients, either neoadjuvantly or adjuvantly, underwent a modified radical or radical mastectomy. Skin graft or flap coverage was necessary in half of the patients. Postmastectomy radiation was received in 87% of the patients; 1 patient refused the treatment. Half of the patients developed metastatic disease. Thirty-seven percent of the patients have since died with a median survival of 44 months. Reasons for delay in seeking care were monetary or social barriers. Many of the patients finally sought care via the emergency room due to symptoms they could no longer ignore. Women who present with LABC require complex multidisciplinary treatment consisting of chemotherapy, surgery, and radiation treatments. Many of these patients faced economic and social challenges to accessing care. Better access to care and more prompt connection to breast surgeons are required to assist this patient population.
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Affiliation(s)
- Christopher W Mangieri
- Division of Surgical Oncology, Baptist Medical Center, Wake Forest University, Winston-Salem NC
| | - Julia Ruffo
- School of Medicine, Wake Forest University, Winston-Salem NC
| | - Akiko Chiba
- Division of Surgical Oncology, Baptist Medical Center, Wake Forest University, Winston-Salem NC
| | - Marissa Howard-McNatt
- Division of Surgical Oncology, Baptist Medical Center, Wake Forest University, Winston-Salem NC
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Sun M, Duan Y, Ma Y, Zhang Q. Cancer Cell-Erythrocyte Hybrid Membrane Coated Gold Nanocages for Near Infrared Light-Activated Photothermal/Radio/Chemotherapy of Breast Cancer. Int J Nanomedicine 2020; 15:6749-6760. [PMID: 32982231 PMCID: PMC7494427 DOI: 10.2147/ijn.s266405] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Accepted: 08/24/2020] [Indexed: 12/11/2022] Open
Abstract
Background The combination of radiotherapy (RT) and chemotherapy, as a standard treatment for breast cancer in the clinic, is unsatisfactory due to chemoradioresistance and severe side effects. Methods and Results To address these issues, a cancer cell-erythrocyte hybrid membrane-coated doxorubicin (DOX)-loaded gold nanocage (CM-EM-GNCs@DOX) was constructed for near-infrared light (NIR)-activated photothermal/radio/chemotherapy of breast cancer. CM-EM-GNCs@DOX inherited an excellent homologous target ability from the cancer cell membrane and an immune evasion capability from the erythrocyte membrane, together resulting in highly efficient accumulation in the tumor site with decreased clearance. Following the highly efficient uptake of CM-EM-GNCs@DOX in cancer cells, the RT efficacy was remarkably amplified due to the radiosensitization effect of CM-EM-GNCs@DOX, which reduced the needed radiotherapeutic dose. Importantly, with NIR irradiation, CM-EM-GNCs@DOX exerted a high photothermal effect, which not only ruptured CM-EM-GNCs@DOX to release DOX for precise and controllable chemotherapy, but also potentiated chemo/radiotherapy by photothermal therapy. Conclusion Therefore, a highly efficient and safe combined photothermal/radio/chemotherapy approach was achieved in vitro and in vivo by CM-EM-GNCs@DOX, which provided a promising strategy for treating breast cancer.
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Affiliation(s)
- Mengqi Sun
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, People's Republic of China
| | - Yuchen Duan
- Department of Cardiology, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, People's Republic of China
| | - Yumeng Ma
- Department of Ultrasound, The Second Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, People's Republic of China
| | - Qingyuan Zhang
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, Heilongjiang, People's Republic of China
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20
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Accuracy of breast MRI in patients receiving neoadjuvant endocrine therapy: comprehensive imaging analysis and correlation with clinical and pathological assessments. Breast Cancer Res Treat 2020; 184:407-420. [PMID: 32789592 PMCID: PMC7599143 DOI: 10.1007/s10549-020-05852-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Accepted: 07/31/2020] [Indexed: 11/05/2022]
Abstract
Purpose To assess the accuracy of magnetic resonance imaging (MRI) measurements in locally advanced oestrogen receptor-positive and human epidermal growth factor receptor 2-negative breast tumours before, during and after neoadjuvant endocrine treatment (NET) for evaluation of tumour response in comparison with clinical and pathological assessments. Methods This prospective study enrolled postmenopausal patients treated neoadjuvant with letrozole and exemestane given sequentially in an intra-patient cross-over regimen. Fifty-four patients were initially recruited, but only 35 fulfilled the inclusion criteria and confirmed to participate with a median age of 77. Tumours were scanned with MRI prior to treatment, during the eighth week of treatment and prior to surgery. Additionally, changes in longest diameter on clinical examination (CE) and tumour size at pathology were determined. Pre- and post-operative measurements of tumour size were compared in order to evaluate tumour response. Results The correlation between post-treatment MRI size and pathology was moderate and higher with a correlation coefficient (r) 0.64 compared to the correlation between CE and pathology r = 0.25. Post-treatment MRI and clinical results had a negligible bias towards underestimation of lesion size. Tumour size on MRI and CE had 0.82 cm and 0.52 cm lower mean size than tumour size measured by pathology, respectively. Conclusions The higher correlation between measurements of residual disease obtained on MRI and those obtained with pathology validates the accuracy of imaging assessment during NET. MRI was found to be more accurate for estimating complete responses than clinical assessments and warrants further investigation in larger cohorts to validate this finding. Electronic supplementary material The online version of this article (10.1007/s10549-020-05852-7) contains supplementary material, which is available to authorized users.
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Chronaiou I, Giskeødegård GF, Goa PE, Teruel J, Hedayati R, Lundgren S, Huuse EM, Pickles MD, Gibbs P, Sitter B, Bathen TF. Feasibility of contrast-enhanced MRI derived textural features to predict overall survival in locally advanced breast cancer. Acta Radiol 2020; 61:875-884. [PMID: 31744303 DOI: 10.1177/0284185119885116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND The prognosis for women with locally advanced breast cancer (LABC) is poor and there is a need for better treatment stratification. Gray-level co-occurrence matrix (GLCM) texture analysis of magnetic resonance (MR) images has been shown to predict pathological response and could become useful in stratifying patients to more targeted treatments. PURPOSE To evaluate the ability of GLCM textural features obtained before neoadjuvant chemotherapy to predict overall survival (OS) seven years after diagnosis of patients with LABC. MATERIAL AND METHODS This retrospective study includes data from 55 patients with LABC. GLCM textural features were extracted from segmented tumors in pre-treatment dynamic contrast-enhanced 3-T MR images. Prediction of OS by GLCM textural features was assessed and compared to predictions using traditional clinical variables. RESULTS Linear mixed-effect models showed significant differences in five GLCM features (f1, f2, f5, f10, f11) between survivors and non-survivors. Using discriminant analysis for prediction of survival, GLCM features from 2 min post-contrast images achieved a classification accuracy of 73% (P < 0.001), whereas traditional prognostic factors resulted in a classification accuracy of 67% (P = 0.005). Using a combination of both yielded the highest classification accuracy (78%, P < 0.001). Median values for features f1, f2, f10, and f11 provided significantly different survival curves in Kaplan-Meier analysis. CONCLUSION This study shows a clear association between textural features from post-contrast images obtained before neoadjuvant chemotherapy and OS seven years after diagnosis. Further studies in larger cohorts should be undertaken to investigate how this prognostic information can be used to benefit treatment stratification.
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Affiliation(s)
- Ioanna Chronaiou
- Department of Circulation and Medical Imaging, NTNU – Norwegian University of Science and Technology, Trondheim, Norway
| | - Guro Fanneløb Giskeødegård
- Department of Circulation and Medical Imaging, NTNU – Norwegian University of Science and Technology, Trondheim, Norway
| | - Pål Erik Goa
- Department of Physics, NTNU – Norwegian University of Science and Technology, Trondheim, Norway
| | - Jose Teruel
- Department of Radiation Oncology, NYU Langone Health, New York, NY, USA
| | - Roja Hedayati
- Cancer clinic, St. Olavs University Hospital, Trondheim, Norway
- Department of Clinical and Molecular Medicine, NTNU – Norwegian University of Science and Technology, Trondheim, Norway
| | - Steinar Lundgren
- Cancer clinic, St. Olavs University Hospital, Trondheim, Norway
- Department of Clinical and Molecular Medicine, NTNU – Norwegian University of Science and Technology, Trondheim, Norway
| | - Else Marie Huuse
- Clinic of Radiology and Nuclear Medicine, St. Olavs University Hospital, Trondheim, Norway
| | - Martin D Pickles
- Radiology Department, Hull University Teaching Hospitals NHS Trust, Hull, UK
| | - Peter Gibbs
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Beathe Sitter
- Department of Circulation and Medical Imaging, NTNU – Norwegian University of Science and Technology, Trondheim, Norway
| | - Tone Frost Bathen
- Department of Circulation and Medical Imaging, NTNU – Norwegian University of Science and Technology, Trondheim, Norway
- Clinic of Radiology and Nuclear Medicine, St. Olavs University Hospital, Trondheim, Norway
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DNA methylation markers panel can improve prediction of response to neoadjuvant chemotherapy in luminal B breast cancer. Sci Rep 2020; 10:9239. [PMID: 32514046 PMCID: PMC7280523 DOI: 10.1038/s41598-020-66197-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Accepted: 05/18/2020] [Indexed: 12/31/2022] Open
Abstract
Despite the advantages of neoadjuvant chemotherapy (NACT), associated toxicity is a serious complication that renders monitoring of the patients' response to NACT highly important. Thus, prediction of tumor response to treatment is imperative to avoid exposure of potential non-responders to deleterious complications. We have performed genome-wide analysis of DNA methylation by XmaI-RRBS and selected CpG dinucleotides differential methylation of which discriminates luminal B breast cancer samples with different sensitivity to NACT. With this data, we have developed multiplex methylation sensitive restriction enzyme PCR (MSRE-PCR) protocol for determining the methylation status of 10 genes (SLC9A3, C1QL2, DPYS, IRF4, ADCY8, KCNQ2, TERT, SYNDIG1, SKOR2 and GRIK1) that distinguish BC samples with different NACT response. Analysis of these 10 markers by MSRE-PCR in biopsy samples allowed us to reveal three top informative combinations of markers, (1) IRF4 and C1QL2; (2) IRF4, C1QL2, and ADCY8; (3) IRF4, C1QL2, and DPYS, with the areas under ROC curves (AUCs) of 0.75, 0.78 and 0.74, respectively. A classifier based on IRF4 and C1QL2 better meets the diagnostic panel simplicity requirements, as it consists of only two markers. Diagnostic accuracy of the panel of these two markers is 0.75, with the sensitivity of 75% and specificity of 75%.
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Keilty D, Nezafat Namini S, Swain M, Maganti M, Cil TD, McCready DR, Cescon DW, Amir E, Fleming R, Mulligan AM, Fyles A, Croke JM, Liu FF, Levin W, Koch CA, Han K. Patterns of Recurrence and Predictors of Survival in Breast Cancer Patients Treated with Neoadjuvant Chemotherapy, Surgery, and Radiation. Int J Radiat Oncol Biol Phys 2020; 108:676-685. [PMID: 32407932 DOI: 10.1016/j.ijrobp.2020.04.044] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 04/29/2020] [Accepted: 04/30/2020] [Indexed: 11/29/2022]
Abstract
PURPOSE Neoadjuvant chemotherapy (NAC) is standard of care for locally advanced breast cancer. There is wide variation in radiation therapy (RT) practice and limited data describing locoregional relapse (LRR) after NAC. We hypothesized a low LRR risk with modern NAC, surgery, and RT and aimed to elucidate patterns of LRR and predictors of disease-free survival (DFS) and overall survival (OS) in these patients. METHODS AND MATERIALS Data from 416 patients with stage II/III breast cancer treated between 2008 and 2015 with NAC, surgery, and adjuvant RT were reviewed retrospectively. DFS and OS rates were calculated using the Kaplan-Meier method. The LRR rate was estimated using the cumulative incidence function, treating death as a competing risk. Multivariable survival analysis was performed using Cox regression. RESULTS Median follow-up was 4.7 years. Most patients had cT2/3 (74%) cN1 (61%) disease and underwent mastectomy (75%) and axillary dissection (84%). Pathologic complete response (pCR) was achieved in 22% of patients. There were 27 LRRs (including 4 isolated LRRs) and 89 distant failures. Two patients developed LRR 2 months after surgery, before adjuvant RT. LRR could be mapped in 23 patients: most (20) recurred within the RT field; 1 in- and out-of-field; and 2 out-of-field. Five-year LRR, DFS, and OS were 6.4%, 77%, and 90%, respectively. On multivariable analysis, triple-negative subtype (hazard ratio [HR] 2.82; 95% confidence interval [CI], 1.78-4.47; P < .001), stage III disease (HR 1.72; 95% CI, 1.11-2.69; P = .016), and non-pCR (HR 4.76; 95% CI 2.13-10.0; P < .001) were associated with poor DFS and OS (HR 4.13 [95% CI, 2.21-7.72; P < .001]; HR 1.94 [95% CI, 1.001-3.75; P = .049]; and HR 2.38 [95% CI, 0.98-5.88; P = .055], respectively). CONCLUSIONS Patients with breast cancer treated with modern NAC, surgery, and RT have a low 5-year LRR risk, with the majority occurring in-field. Triple-negative subtype, stage III disease, and non-pCR were associated with inferior DFS and OS.
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Affiliation(s)
- Dana Keilty
- Radiation Medicine Program, University of Toronto Department of Radiation Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Shirin Nezafat Namini
- Radiation Medicine Program, University of Toronto Department of Radiation Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Monali Swain
- Radiation Medicine Program, University of Toronto Department of Radiation Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Manjula Maganti
- Department of Biostatistics, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Tulin D Cil
- Department of Surgical Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - David R McCready
- Department of Surgical Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - David W Cescon
- Department of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Eitan Amir
- Department of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Rachel Fleming
- Joint Department of Medical Imaging, Women's College Hospital, University of Toronto, Toronto, ON, Canada
| | - Anna Marie Mulligan
- Laboratory Medicine Program, Toronto General Hospital, University Health Network, Toronto, ON, Canada
| | - Anthony Fyles
- Radiation Medicine Program, University of Toronto Department of Radiation Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Jennifer M Croke
- Radiation Medicine Program, University of Toronto Department of Radiation Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Fei-Fei Liu
- Radiation Medicine Program, University of Toronto Department of Radiation Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Wilfred Levin
- Radiation Medicine Program, University of Toronto Department of Radiation Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - C Anne Koch
- Radiation Medicine Program, University of Toronto Department of Radiation Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Kathy Han
- Radiation Medicine Program, University of Toronto Department of Radiation Oncology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
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