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Published in: BMC Cancer 1/2024

Open Access 01-12-2024 | Breast Cancer | Research

The residual cancer burden index as a valid prognostic indicator in breast cancer after neoadjuvant chemotherapy

Authors: Xin Xu, Wei Zhao, Cuicui Liu, Yongsheng Gao, Dawei Chen, Meng Wu, Chao Li, Xinzhao Wang, Xiang Song, Jinming Yu, Zhaoyun Liu, Zhiyong Yu

Published in: BMC Cancer | Issue 1/2024

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Abstract

Purpose

The residual cancer burden index (RCB) was proposed as a response evaluation criterion in breast cancer patients treated with Neoadjuvant Chemotherapy (NAC). This study evaluated the relevance of RCB with replase-free survival (RFS).

Methods

The clinical data of 254 breast cancer patients who received NAC between 2016 and 2020 were retrospectively collected. The relationship between clinicopathologic factors and RFS was evaluated using Cox proportional hazards regression models. RFS estimates were determined by Kaplan–Meier(K-M) analysis and compared using the log-rank test. Multivariate logistic regression analysis was used to evaluate the risk factors associated with RCB. Receiver operating characteristic (ROC) curves showed the potential of the RCB and MP grading systems as biomarkers for RFS.

Results

At a median follow-up of 52 months, 59 patients(23.23%) developed relapse. Multivariate Cox regression showed that older age (P = 0.022), high Pathologic T stage after NAC (P = 0.023) and a high RCB score(P = 0.003) were risk factors for relapse. The outcomes of the multivariate logistic analysis indicated that RCB 0 (pathologic complete response [pCR]) was associated with HER2-positive patients (P = 0.002) and triple-negative breast cancer (TNBC) patients (P = 0.013). In addition, the RCB and MP scoring systems served as prognostic markers for patients who received NAC, and their area under curves (AUCs) were 0.691 and 0.342, respectively.

Conclusion

These data suggest that RCB can be equally applied to predict RFS in Chinese patients with NAC. The application of RCB may help guide the selection of treatment strategies.
Appendix
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Literature
1.
go back to reference Nair VA, Valo S, Peltomäki P, Bajbouj K, Abdel-Rahman WM. Oncogenic potential of Bisphenol A and common environmental contaminants in human mammary epithelial cells. Int J Mol Sci. 2020;21(10):3735, 1–16. Nair VA, Valo S, Peltomäki P, Bajbouj K, Abdel-Rahman WM. Oncogenic potential of Bisphenol A and common environmental contaminants in human mammary epithelial cells. Int J Mol Sci. 2020;21(10):3735, 1–16.
2.
go back to reference Liu Z, Shan J, Yu Q, Wang X, Song X, Wang F, Li C, Yu Z, Yu J. Real-World Data on Apatinib Efficacy - Results of a Retrospective Study in Metastatic Breast Cancer Patients Pretreated With Multiline Treatment. Front Oncol. 2021;11:643654, 1–8. Liu Z, Shan J, Yu Q, Wang X, Song X, Wang F, Li C, Yu Z, Yu J. Real-World Data on Apatinib Efficacy - Results of a Retrospective Study in Metastatic Breast Cancer Patients Pretreated With Multiline Treatment. Front Oncol. 2021;11:643654, 1–8.
3.
go back to reference Hesse E, Schröder S, Brandt D, Pamperin J, Saito H, Taipaleenmäki H. Sclerostin inhibition alleviates breast cancer–induced bone metastases and muscle weakness. JCI Insight. 2019;4:e125543, 1–17. Hesse E, Schröder S, Brandt D, Pamperin J, Saito H, Taipaleenmäki H. Sclerostin inhibition alleviates breast cancer–induced bone metastases and muscle weakness. JCI Insight. 2019;4:e125543, 1–17.
4.
go back to reference Sung H, Ferlay J, Siegel R, et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2021;71(3):209–49. Sung H, Ferlay J, Siegel R, et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2021;71(3):209–49.
5.
go back to reference Li Yizhen, Zheng Jinxin, Deng Yujiao, Deng Xinyue, Lou Weiyang, Wei Bajin, Xiang Dong, Jingjing Hu, Zheng Yi, Peng Xu, Yao Jia, Zhai Zhen, Zhou Linghui, Yang Si, Ying Wu, Kang Huafeng, Dai Zhijun. Global burden of female breast cancer: age-period-cohort analysis of incidence trends from 1990 to 2019 and forecasts for 2035. Front Oncol. 2022;12:891824, 1–13. Li Yizhen, Zheng Jinxin, Deng Yujiao, Deng Xinyue, Lou Weiyang, Wei Bajin, Xiang Dong, Jingjing Hu, Zheng Yi, Peng Xu, Yao Jia, Zhai Zhen, Zhou Linghui, Yang Si, Ying Wu, Kang Huafeng, Dai Zhijun. Global burden of female breast cancer: age-period-cohort analysis of incidence trends from 1990 to 2019 and forecasts for 2035. Front Oncol. 2022;12:891824, 1–13.
6.
go back to reference Granzier RWY, Ibrahim A, Primakov SP, Samiei S, van Nijnatten TJA, de Boer M, Heuts EM, Hulsmans F, Chatterjee A, Lambin P, Lobbes MBI, Woodruff HC, Smidt ML. MRI-based radiomics analysis for the pretreatment prediction of pathologic complete tumor response to neoadjuvant systemic therapy in breast cancer patients: a multicenter study. Cancers. 2021;13:2447. Granzier RWY, Ibrahim A, Primakov SP, Samiei S, van Nijnatten TJA, de Boer M, Heuts EM, Hulsmans F, Chatterjee A, Lambin P, Lobbes MBI, Woodruff HC, Smidt ML. MRI-based radiomics analysis for the pretreatment prediction of pathologic complete tumor response to neoadjuvant systemic therapy in breast cancer patients: a multicenter study. Cancers. 2021;13:2447.
7.
go back to reference Li Y, Zhou Y, Mao F, Lin Y, Zhang X, Shen S, Sun Q. The diagnostic performance of minimally invasive biopsy in predicting breast pathological complete response after neoadjuvant systemic therapy in breast cancer: a meta-analysis. Front Oncol. 2020;10:933. Li Y, Zhou Y, Mao F, Lin Y, Zhang X, Shen S, Sun Q. The diagnostic performance of minimally invasive biopsy in predicting breast pathological complete response after neoadjuvant systemic therapy in breast cancer: a meta-analysis. Front Oncol. 2020;10:933.
8.
go back to reference Romine PE, Peterson LM, Kurland BF, Byrd DW, Novakova-Jiresova A, Muzi M, Specht JM, Doot RK, Link JM, Krohn KA, Kinahan PE, Mankoff DA, Linden HM. 18F-fluorodeoxyglucose (FDG) PET or 18F-fluorothymidine (FLT) PET to assess early response to aromatase inhibitors (AI) in women with ER+ operable breast cancer in a window-of-opportunity study. Breast Cancer Res. 2021;88:88, 1–11. Romine PE, Peterson LM, Kurland BF, Byrd DW, Novakova-Jiresova A, Muzi M, Specht JM, Doot RK, Link JM, Krohn KA, Kinahan PE, Mankoff DA, Linden HM. 18F-fluorodeoxyglucose (FDG) PET or 18F-fluorothymidine (FLT) PET to assess early response to aromatase inhibitors (AI) in women with ER+ operable breast cancer in a window-of-opportunity study. Breast Cancer Res. 2021;88:88, 1–11.
9.
go back to reference Caparica R, Lambertini M, Pondé N, Fumagalli D, de Azambuja E, Piccart M. Post-neoadjuvant treatment and the management of residual disease in breast cancer: state of the art and perspectives. Ther Adv Med Oncol. 2019;11:1–23.CrossRefPubMedPubMedCentral Caparica R, Lambertini M, Pondé N, Fumagalli D, de Azambuja E, Piccart M. Post-neoadjuvant treatment and the management of residual disease in breast cancer: state of the art and perspectives. Ther Adv Med Oncol. 2019;11:1–23.CrossRefPubMedPubMedCentral
10.
go back to reference Nuvoli S, Galassi S, Gelo I, Rocchitta G, Fancellu A, Serra PA, Madeddu G, Spanu A. The role of molecular breast imaging in predicting complete tumor response to treatment and residual tumor extent following neoadjuvant therapy. Oncol Rep. 2018;39:2055–62.PubMedPubMedCentral Nuvoli S, Galassi S, Gelo I, Rocchitta G, Fancellu A, Serra PA, Madeddu G, Spanu A. The role of molecular breast imaging in predicting complete tumor response to treatment and residual tumor extent following neoadjuvant therapy. Oncol Rep. 2018;39:2055–62.PubMedPubMedCentral
11.
go back to reference Lerebours F, Pulido M, Fourme E, Debled M, Becette V, Bonnefoi H, Rivera S, MacGrogan G, Mouret-Reynier M, de Lara CT, Pierga J, Breton-Callu C, Venat-Bouvet L, Mathoulin-Pélissier S, de la Motte Rouge T, Dalenc F, Sigal B, Bachelot T, Lemonnier J, Quenel-Tueux N. Predictive factors of 5-year relapse-free survival in HR+/HER2- breast cancer patients treated with neoadjuvant endocrine therapy: pooled analysis of two phase 2 trials. Brit J Cancer. 2020;122:759–65.CrossRefPubMedPubMedCentral Lerebours F, Pulido M, Fourme E, Debled M, Becette V, Bonnefoi H, Rivera S, MacGrogan G, Mouret-Reynier M, de Lara CT, Pierga J, Breton-Callu C, Venat-Bouvet L, Mathoulin-Pélissier S, de la Motte Rouge T, Dalenc F, Sigal B, Bachelot T, Lemonnier J, Quenel-Tueux N. Predictive factors of 5-year relapse-free survival in HR+/HER2- breast cancer patients treated with neoadjuvant endocrine therapy: pooled analysis of two phase 2 trials. Brit J Cancer. 2020;122:759–65.CrossRefPubMedPubMedCentral
12.
go back to reference Volders JH, Negenborn VL, Spronk PE, Krekel NMA, Schoonmade LJ, Meijer S, Rubio IT, van den Tol MP. Breast-conserving surgery following neoadjuvant therapy-a systematic review on surgical outcomes. Breast Cancer Res Tr. 2018;168:1–12.CrossRef Volders JH, Negenborn VL, Spronk PE, Krekel NMA, Schoonmade LJ, Meijer S, Rubio IT, van den Tol MP. Breast-conserving surgery following neoadjuvant therapy-a systematic review on surgical outcomes. Breast Cancer Res Tr. 2018;168:1–12.CrossRef
13.
go back to reference Nitz U, Gluz O, Graeser M, Christgen M, Kuemmel S, Grischke EM, Braun M, Augustin D, Potenberg J, Krauss K, Schumacher C, Forstbauer H, Reimer T, Stefek A, Fischer HH, Pelz E, Zu Eulenburg C, Kates R, Wuerstlein R, Kreipe HH, Harbeck N, WSG-ADAPT investigators. De-escalated neoadjuvant pertuzumab plus trastuzumab therapy with or without weekly paclitaxel in HER2-positive, hormone receptor-negative, early breast cancer (WSG-ADAPT-HER2+/HR-): survival outcomes from a multicentre, open-label, randomised, phase 2 trial. Lancet Oncol. 2022;23:625–35.CrossRefPubMed Nitz U, Gluz O, Graeser M, Christgen M, Kuemmel S, Grischke EM, Braun M, Augustin D, Potenberg J, Krauss K, Schumacher C, Forstbauer H, Reimer T, Stefek A, Fischer HH, Pelz E, Zu Eulenburg C, Kates R, Wuerstlein R, Kreipe HH, Harbeck N, WSG-ADAPT investigators. De-escalated neoadjuvant pertuzumab plus trastuzumab therapy with or without weekly paclitaxel in HER2-positive, hormone receptor-negative, early breast cancer (WSG-ADAPT-HER2+/HR-): survival outcomes from a multicentre, open-label, randomised, phase 2 trial. Lancet Oncol. 2022;23:625–35.CrossRefPubMed
14.
go back to reference Yau C, Osdoit M, van der Noordaa M, Shad S, Wei J, de Croze D, Hamy AS, Laé M, Reyal F, Sonke GS, Steenbruggen TG, van Seijen M, Wesseling J, Martín M, Del Monte-Millán M, López-Tarruella S; I-SPY 2 Trial Consortium; Boughey JC, Goetz MP, Hoskin T, Gould R, Valero V, Edge SB, Abraham JE, Bartlett JMS, Caldas C, Dunn J, Earl H, Hayward L, Hiller L, Provenzano E, Sammut SJ, Thomas JS, Cameron D, Graham A, Hall P, Mackintosh L, Fan F, Godwin AK, Schwensen K, Sharma P, DeMichele AM, Cole K, Pusztai L, Kim MO, van 't Veer LJ, Esserman LJ, Symmans WF. Residual cancer burden after neoadjuvant chemotherapy and long-term survival outcomes in breast cancer: a multicentre pooled analysis of 5161 patients . Lancet Oncol. 2022;23:149–60. Yau C, Osdoit M, van der Noordaa M, Shad S, Wei J, de Croze D, Hamy AS, Laé M, Reyal F, Sonke GS, Steenbruggen TG, van Seijen M, Wesseling J, Martín M, Del Monte-Millán M, López-Tarruella S; I-SPY 2 Trial Consortium; Boughey JC, Goetz MP, Hoskin T, Gould R, Valero V, Edge SB, Abraham JE, Bartlett JMS, Caldas C, Dunn J, Earl H, Hayward L, Hiller L, Provenzano E, Sammut SJ, Thomas JS, Cameron D, Graham A, Hall P, Mackintosh L, Fan F, Godwin AK, Schwensen K, Sharma P, DeMichele AM, Cole K, Pusztai L, Kim MO, van 't Veer LJ, Esserman LJ, Symmans WF. Residual cancer burden after neoadjuvant chemotherapy and long-term survival outcomes in breast cancer: a multicentre pooled analysis of 5161 patients . Lancet Oncol. 2022;23:149–60.
15.
go back to reference Müller HD, Posch F, Suppan C, Bargfrieder U, Gumpoldsberger M, Hammer R, Hauser H, Dandachi N, Prein K, Stoeger H, Lax S, Balic M. Validation of Residual Cancer Burden as Prognostic Factor for Breast Cancer Patients After Neoadjuvant Therapy. Ann Surg Oncol. 2019;26:4274–83.CrossRefPubMedPubMedCentral Müller HD, Posch F, Suppan C, Bargfrieder U, Gumpoldsberger M, Hammer R, Hauser H, Dandachi N, Prein K, Stoeger H, Lax S, Balic M. Validation of Residual Cancer Burden as Prognostic Factor for Breast Cancer Patients After Neoadjuvant Therapy. Ann Surg Oncol. 2019;26:4274–83.CrossRefPubMedPubMedCentral
16.
go back to reference Symmans WF, Wei C, Gould R, Yu X, Zhang Y, Liu M, Walls A, Bousamra A, Ramineni M, Sinn B, Hunt K, Buchholz TA, Valero V, Buzdar AU, Yang W, Brewster AM, Moulder S, Pusztai L, Hatzis C, Hortobagyi GN. Long-Term Prognostic Risk After Neoadjuvant Chemotherapy Associated With Residual Cancer Burden and Breast Cancer Subtype. J Clin Oncol. 2017;35:1049–60.CrossRefPubMedPubMedCentral Symmans WF, Wei C, Gould R, Yu X, Zhang Y, Liu M, Walls A, Bousamra A, Ramineni M, Sinn B, Hunt K, Buchholz TA, Valero V, Buzdar AU, Yang W, Brewster AM, Moulder S, Pusztai L, Hatzis C, Hortobagyi GN. Long-Term Prognostic Risk After Neoadjuvant Chemotherapy Associated With Residual Cancer Burden and Breast Cancer Subtype. J Clin Oncol. 2017;35:1049–60.CrossRefPubMedPubMedCentral
17.
go back to reference Miglietta F, Ragazzi M, Fernandes B, Griguolo G, Massa D, Girardi F, Bottosso M, Bisagni A, Zarrilli G, Porra F, Iannaccone D, Dore L, Gaudio M, Santandrea G, Fassan M, Lo Mele M, De Sanctis R, Zambelli A, Bisagni G, Guarneri V, Dieci MV. A prognostic model based on residual cancer burden and tumor-infiltrating lymphocytes on residual disease after neoadjuvant therapy in HER2+ breast cancer. Clin Cancer Res. 2023;29:3429–37.CrossRefPubMedPubMedCentral Miglietta F, Ragazzi M, Fernandes B, Griguolo G, Massa D, Girardi F, Bottosso M, Bisagni A, Zarrilli G, Porra F, Iannaccone D, Dore L, Gaudio M, Santandrea G, Fassan M, Lo Mele M, De Sanctis R, Zambelli A, Bisagni G, Guarneri V, Dieci MV. A prognostic model based on residual cancer burden and tumor-infiltrating lymphocytes on residual disease after neoadjuvant therapy in HER2+ breast cancer. Clin Cancer Res. 2023;29:3429–37.CrossRefPubMedPubMedCentral
18.
go back to reference Naidoo K, Parham DM, Pinder SE. An audit of residual cancer burden reproducibility in a UK context. Histopathology. 2017;70:217–22.CrossRefPubMed Naidoo K, Parham DM, Pinder SE. An audit of residual cancer burden reproducibility in a UK context. Histopathology. 2017;70:217–22.CrossRefPubMed
19.
go back to reference Suppan C, Posch F, Mueller HD, Mischitz N, Steiner D, Klocker EV, Setaffy L, Bargfrieder U, Hammer R, Hauser H, Jost PJ, Dandachi N, Lax S, Balic M. Patterns of recurrence after neoadjuvant therapy in early breast cancer, according to the residual cancer burden index and reductions in neoadjuvant treatment intensity. Cancers. 2021;13:2492, 1–12. Suppan C, Posch F, Mueller HD, Mischitz N, Steiner D, Klocker EV, Setaffy L, Bargfrieder U, Hammer R, Hauser H, Jost PJ, Dandachi N, Lax S, Balic M. Patterns of recurrence after neoadjuvant therapy in early breast cancer, according to the residual cancer burden index and reductions in neoadjuvant treatment intensity. Cancers. 2021;13:2492, 1–12.
20.
go back to reference Yau C, Osdoit M, van der Noordaa M, Shad S, Wei J, de Croze D, Hamy AS, Lae M, Reyal F, Sonke GS, et al. Residual cancer burden after neoadjuvant chemotherapy and long-term survival outcomes in breast cancer: a multicentre pooled analysis of 5161 patients. Lancet Oncol. 2022;23:149–60.CrossRefPubMed Yau C, Osdoit M, van der Noordaa M, Shad S, Wei J, de Croze D, Hamy AS, Lae M, Reyal F, Sonke GS, et al. Residual cancer burden after neoadjuvant chemotherapy and long-term survival outcomes in breast cancer: a multicentre pooled analysis of 5161 patients. Lancet Oncol. 2022;23:149–60.CrossRefPubMed
21.
go back to reference Vignoli A, Muraro E, Miolo G, Tenori L, Turano P, Di Gregorio E, Steffan A, Luchinat C, Corona G. Effect of estrogen receptor status on circulatory immune and metabolomics profiles of HER2-positive breast cancer patients enrolled for neoadjuvant targeted chemotherapy. Cancers. 2020;12:314, 1–16. Vignoli A, Muraro E, Miolo G, Tenori L, Turano P, Di Gregorio E, Steffan A, Luchinat C, Corona G. Effect of estrogen receptor status on circulatory immune and metabolomics profiles of HER2-positive breast cancer patients enrolled for neoadjuvant targeted chemotherapy. Cancers. 2020;12:314, 1–16.
22.
go back to reference Zhou Z, Huang F, Shrivastava I, Zhu R, Luo A, Hottiger M, Bahar I, Liu Z, Cristofanilli M, Wan Y. New insight into the significance of KLF4 PARylation in genome stability, carcinogenesis, and therapy. EMBO Mol Med. 2020;12(12):e12391, 1–27. Zhou Z, Huang F, Shrivastava I, Zhu R, Luo A, Hottiger M, Bahar I, Liu Z, Cristofanilli M, Wan Y. New insight into the significance of KLF4 PARylation in genome stability, carcinogenesis, and therapy. EMBO Mol Med. 2020;12(12):e12391, 1–27.
23.
go back to reference Hong J, Wu J, Huang O, He J, Zhu L, Chen W, Li Y, Chen X, Shen K. Early response and pathological complete remission in Breast Cancer with different molecular subtypes: a retrospective single center analysis. J Cancer. 2020;11(23):6916–24.CrossRefPubMedPubMedCentral Hong J, Wu J, Huang O, He J, Zhu L, Chen W, Li Y, Chen X, Shen K. Early response and pathological complete remission in Breast Cancer with different molecular subtypes: a retrospective single center analysis. J Cancer. 2020;11(23):6916–24.CrossRefPubMedPubMedCentral
24.
go back to reference Song D, Man X, Jin M, Li Q, Wang H, Du Y. A Decision-Making Supporting Prediction Method for Breast Cancer Neoadjuvant Chemotherapy. Front Oncol. 2021;10:592556, 1–10. Song D, Man X, Jin M, Li Q, Wang H, Du Y. A Decision-Making Supporting Prediction Method for Breast Cancer Neoadjuvant Chemotherapy. Front Oncol. 2021;10:592556, 1–10.
26.
go back to reference Troxell ML, Gupta T. Neoadjuvant Therapy in Breast Cancer Histologic Changes and Clinical Implications. Surg Pathol Clin. 2022;15:57–74.CrossRefPubMed Troxell ML, Gupta T. Neoadjuvant Therapy in Breast Cancer Histologic Changes and Clinical Implications. Surg Pathol Clin. 2022;15:57–74.CrossRefPubMed
27.
go back to reference Luen SJ, Salgado R, Dieci MV, Vingiani A, Curigliano G, Gould RE, Castaneda C, D Alfonso T, Sanchez J, Cheng E, Andreopoulou E, Castillo M, Adams S, Demaria S, Symmans WF, Michiels S, Loi S. Prognostic implications of residual disease tumor-infiltrating lymphocytes and residual cancer burden in triple-negative breast cancer patients after neoadjuvant chemotherapy. Ann Oncol. 2019;30:236–42.CrossRefPubMed Luen SJ, Salgado R, Dieci MV, Vingiani A, Curigliano G, Gould RE, Castaneda C, D Alfonso T, Sanchez J, Cheng E, Andreopoulou E, Castillo M, Adams S, Demaria S, Symmans WF, Michiels S, Loi S. Prognostic implications of residual disease tumor-infiltrating lymphocytes and residual cancer burden in triple-negative breast cancer patients after neoadjuvant chemotherapy. Ann Oncol. 2019;30:236–42.CrossRefPubMed
28.
go back to reference Shang Y, Wang Q, Li J, Liu H, Zhao Q, Huang X, Dong H, Chen W, Gui R, Nie X. Zirconia Nanoparticles Induce HeLa Cell Death Through Mitochondrial Apoptosis and Autophagy Pathways Mediated by ROS. Front Chem. 2021;9:522708, 1–14. Shang Y, Wang Q, Li J, Liu H, Zhao Q, Huang X, Dong H, Chen W, Gui R, Nie X. Zirconia Nanoparticles Induce HeLa Cell Death Through Mitochondrial Apoptosis and Autophagy Pathways Mediated by ROS. Front Chem. 2021;9:522708, 1–14.
29.
go back to reference Yamada K, Nishimura T, Wakiya M, Satoh E, Fukuda T, Amaya K, Bando Y, Hirano H, Ishikawa T. Protein co-expression networks identified from HOT lesions of ER+HER2–Ki-67high luminal breast carcinomas. Sci Rep-Uk. 2021;11:1705, 1–13. Yamada K, Nishimura T, Wakiya M, Satoh E, Fukuda T, Amaya K, Bando Y, Hirano H, Ishikawa T. Protein co-expression networks identified from HOT lesions of ER+HER2–Ki-67high luminal breast carcinomas. Sci Rep-Uk. 2021;11:1705, 1–13.
30.
go back to reference Xie LY, Wang K, Chen HL, Shi YX, Zhang YQ, Lin HY, Liang YK, Xiao YS, Wu ZY, Yuan ZY, Qiu SQ. Markers Associated With Tumor Recurrence in Patients With Breast Cancer Achieving a Pathologic Complete Response After Neoadjuvant Chemotherapy. Front Oncol. 2022;12:860475, 1–13. Xie LY, Wang K, Chen HL, Shi YX, Zhang YQ, Lin HY, Liang YK, Xiao YS, Wu ZY, Yuan ZY, Qiu SQ. Markers Associated With Tumor Recurrence in Patients With Breast Cancer Achieving a Pathologic Complete Response After Neoadjuvant Chemotherapy. Front Oncol. 2022;12:860475, 1–13.
31.
go back to reference Asaoka M, Narui K, Suganuma N, Chishima T, Yamada A, Sugae S, Kawai S, Uenaka N, Teraoka S, Miyahara K, Kawate T, Sato E, Nagao T, Matsubara Y, Gandhi S, Takabe K, Ishikawa T. Clinical and pathological predictors of recurrence in breast cancer patients achieving pathological complete response to neoadjuvant chemotherapy. Eur J Surg Oncol. 2019;45:2289–94.CrossRefPubMed Asaoka M, Narui K, Suganuma N, Chishima T, Yamada A, Sugae S, Kawai S, Uenaka N, Teraoka S, Miyahara K, Kawate T, Sato E, Nagao T, Matsubara Y, Gandhi S, Takabe K, Ishikawa T. Clinical and pathological predictors of recurrence in breast cancer patients achieving pathological complete response to neoadjuvant chemotherapy. Eur J Surg Oncol. 2019;45:2289–94.CrossRefPubMed
32.
go back to reference BrauNATein LZ, Taghian AG, Niemierko A, Salama L, Capuco A, Bellon JR, Wong JS, Punglia RS, MacDonald SM, Harris JR. Breast-cancer subtype, age, and lymph node status as predictors of local recurrence following breast-conserving therapy. Breast Cancer Res Tr. 2017;161(1):173–80.CrossRef BrauNATein LZ, Taghian AG, Niemierko A, Salama L, Capuco A, Bellon JR, Wong JS, Punglia RS, MacDonald SM, Harris JR. Breast-cancer subtype, age, and lymph node status as predictors of local recurrence following breast-conserving therapy. Breast Cancer Res Tr. 2017;161(1):173–80.CrossRef
33.
go back to reference Wong FY, Tham WY, Nei WL, Lim C, Miao H. Age exerts a continuous effect in the outcomes of Asian breast cancer patients treated with breast-conserving therapy. Cancer Commun. 2018;38(1):410–20.CrossRef Wong FY, Tham WY, Nei WL, Lim C, Miao H. Age exerts a continuous effect in the outcomes of Asian breast cancer patients treated with breast-conserving therapy. Cancer Commun. 2018;38(1):410–20.CrossRef
34.
go back to reference Riaz N, Jeen T, Whelan TJ, Nielsen TO. Recent Advances in Optimizing Radiation Therapy Decisions in Early Invasive Breast Cancer. Cancers (Basel). 2023;15:1260, 1–34. Riaz N, Jeen T, Whelan TJ, Nielsen TO. Recent Advances in Optimizing Radiation Therapy Decisions in Early Invasive Breast Cancer. Cancers (Basel). 2023;15:1260, 1–34.
35.
go back to reference Gillon P, Touati N, Breton-Callu C, Slaets L, Cameron D, Bonnefoi H. Factors predictive of locoregional recurrence following neoadjuvant chemotherapy in patients with large operable or locally advanced breast cancer: an analysis of the EORTC 10994/BIG 1–00 study. Eur J Cancer. 2017;79:226–34.CrossRefPubMed Gillon P, Touati N, Breton-Callu C, Slaets L, Cameron D, Bonnefoi H. Factors predictive of locoregional recurrence following neoadjuvant chemotherapy in patients with large operable or locally advanced breast cancer: an analysis of the EORTC 10994/BIG 1–00 study. Eur J Cancer. 2017;79:226–34.CrossRefPubMed
36.
go back to reference Chou H, Kuo W, Yu C, Tsai H, Shen S, Chu C, Yu M, Lo Y, Dabora MA, Chang H, Lin Y, Ueng S, Chen S. Impact of age on pathological complete response and locoregional recurrence in locally advanced breast cancer after neoadjuvant chemotherapy. Biomed J. 2019;42:66–74.CrossRefPubMedPubMedCentral Chou H, Kuo W, Yu C, Tsai H, Shen S, Chu C, Yu M, Lo Y, Dabora MA, Chang H, Lin Y, Ueng S, Chen S. Impact of age on pathological complete response and locoregional recurrence in locally advanced breast cancer after neoadjuvant chemotherapy. Biomed J. 2019;42:66–74.CrossRefPubMedPubMedCentral
37.
go back to reference Spring L, Greenup R, Niemierko A, Schapira L, Haddad S, Jimenez R, Coopey S, Taghian A, Hughes KS, Isakoff SJ, Ellisen LW, Smith BL, Specht M, Moy B, Bardia A. Pathologic Complete Response After Neoadjuvant Chemotherapy and Long-Term Outcomes Among Young Women With Breast Cancer. J Natl Compr Canc Ne. 2017;15:1216–23.CrossRef Spring L, Greenup R, Niemierko A, Schapira L, Haddad S, Jimenez R, Coopey S, Taghian A, Hughes KS, Isakoff SJ, Ellisen LW, Smith BL, Specht M, Moy B, Bardia A. Pathologic Complete Response After Neoadjuvant Chemotherapy and Long-Term Outcomes Among Young Women With Breast Cancer. J Natl Compr Canc Ne. 2017;15:1216–23.CrossRef
38.
go back to reference Haque W, Verma V, Hatch S, Suzanne Klimberg V, Brian Butler E, Teh BS. Response rates and pathologic complete response by breast cancer molecular subtype following neoadjuvant chemotherapy. Breast Cancer Res Tr. 2018;170(3):1–9.CrossRef Haque W, Verma V, Hatch S, Suzanne Klimberg V, Brian Butler E, Teh BS. Response rates and pathologic complete response by breast cancer molecular subtype following neoadjuvant chemotherapy. Breast Cancer Res Tr. 2018;170(3):1–9.CrossRef
39.
go back to reference Chung YR, Woo JW, Ahn S, Kang E, Kim E, Jang M, Kim SM, Kim SH, Kim JH, Park SY. Prognostic implications of regression of metastatic axillary lymph nodes after neoadjuvant chemotherapy in patients with breast cancer. Sci Rep-Uk. 2021;11(1):12128, 1–13. Chung YR, Woo JW, Ahn S, Kang E, Kim E, Jang M, Kim SM, Kim SH, Kim JH, Park SY. Prognostic implications of regression of metastatic axillary lymph nodes after neoadjuvant chemotherapy in patients with breast cancer. Sci Rep-Uk. 2021;11(1):12128, 1–13.
40.
go back to reference Gradishar William J, Moran Meena S, Abraham Jame. NCCN Guidelines® Insights: Breast Cancer, Version 4.2023. J Natl Compr Canc Netw. 2023;21:594, 1–15. Gradishar William J, Moran Meena S, Abraham Jame. NCCN Guidelines® Insights: Breast Cancer, Version 4.2023. J Natl Compr Canc Netw. 2023;21:594, 1–15.
41.
go back to reference Kim JY, Oh JM, Lee SK, Yu J, Lee JE, Kim SW, Nam SJ, Park YH, Ahn JS, Kim K, Im YH. Improved Prediction of Survival Outcomes Using Residual Cancer Burden in Combination With Ki-67 in Breast Cancer Patients Underwent Neoadjuvant Chemotherapy. Front Oncol. 2022;12:903372, 1–9. Kim JY, Oh JM, Lee SK, Yu J, Lee JE, Kim SW, Nam SJ, Park YH, Ahn JS, Kim K, Im YH. Improved Prediction of Survival Outcomes Using Residual Cancer Burden in Combination With Ki-67 in Breast Cancer Patients Underwent Neoadjuvant Chemotherapy. Front Oncol. 2022;12:903372, 1–9.
42.
go back to reference Asano Y, Kashiwagi S, Goto W, Takada K, Takahashi K, Hatano T, Noda S, Takashima T, Onoda N, Tomita S, Motomura H, Ohsawa M, Hirakawa K, Ohira M. Prediction of survival after neoadjuvant chemotherapy for breast cancer by evaluation of tumor-infiltrating lymphocytes and residual cancer burden. BMC Cancer. 2017;17:888, 1–10. Asano Y, Kashiwagi S, Goto W, Takada K, Takahashi K, Hatano T, Noda S, Takashima T, Onoda N, Tomita S, Motomura H, Ohsawa M, Hirakawa K, Ohira M. Prediction of survival after neoadjuvant chemotherapy for breast cancer by evaluation of tumor-infiltrating lymphocytes and residual cancer burden. BMC Cancer. 2017;17:888, 1–10.
43.
go back to reference Pinard C, Debled M, Ben Rejeb H, Velasco V, Tunon De Lara C, Hoppe S, Richard E, Brouste V, Bonnefoi H, MacGrogan G. Residual cancer burden index and tumor-infiltrating lymphocyte subtypes in triple-negative breast cancer after neoadjuvant chemotherapy. Breast Cancer Res Tr. 2020;179:11–24.CrossRef Pinard C, Debled M, Ben Rejeb H, Velasco V, Tunon De Lara C, Hoppe S, Richard E, Brouste V, Bonnefoi H, MacGrogan G. Residual cancer burden index and tumor-infiltrating lymphocyte subtypes in triple-negative breast cancer after neoadjuvant chemotherapy. Breast Cancer Res Tr. 2020;179:11–24.CrossRef
44.
go back to reference Qiu P, Zhao R, Wang W, Sun X, Chen P, Liu Y, Liu Z, Wang Y. Internal Mammary Sentinel Lymph Node Biopsy in Clinically Axillary Lymph Node-Positive Breast Cancer: Diagnosis and Implications for Patient Management. Ann Surg Oncol. 2020;27:375–83.CrossRefPubMed Qiu P, Zhao R, Wang W, Sun X, Chen P, Liu Y, Liu Z, Wang Y. Internal Mammary Sentinel Lymph Node Biopsy in Clinically Axillary Lymph Node-Positive Breast Cancer: Diagnosis and Implications for Patient Management. Ann Surg Oncol. 2020;27:375–83.CrossRefPubMed
45.
go back to reference Liu C, Wang W, Meng X, Sun B, Cong Y, Liu J, Wang Q, Liu G, Wu S. Albumin/globulin ratio is negatively correlated with PD-1 and CD25 mRNA levels in breast cancer patients. OncoTargets Ther. 2018;11:2131–9.CrossRef Liu C, Wang W, Meng X, Sun B, Cong Y, Liu J, Wang Q, Liu G, Wu S. Albumin/globulin ratio is negatively correlated with PD-1 and CD25 mRNA levels in breast cancer patients. OncoTargets Ther. 2018;11:2131–9.CrossRef
46.
go back to reference Qiu PF, Zhao RR, Wang W, Sun X, Chen P, Liu YB, Liu ZG, Wang YS. Internal Mammary Sentinel Lymph Node Biopsy in Clinically Axillary Lymph Node-Positive Breast Cancer: Diagnosis and Implications for Patient Management. Ann Surg Oncol. 2020;27:375–83.CrossRefPubMed Qiu PF, Zhao RR, Wang W, Sun X, Chen P, Liu YB, Liu ZG, Wang YS. Internal Mammary Sentinel Lymph Node Biopsy in Clinically Axillary Lymph Node-Positive Breast Cancer: Diagnosis and Implications for Patient Management. Ann Surg Oncol. 2020;27:375–83.CrossRefPubMed
47.
go back to reference Qiu P, Wang Y. ASO Author Reflections: Internal Mammary Sentinel Lymph Node Biopsy—Time for the Back of Internal Mammary Staging? Ann Surg Oncol. 2020;27:384–5. Qiu P, Wang Y. ASO Author Reflections: Internal Mammary Sentinel Lymph Node Biopsy—Time for the Back of Internal Mammary Staging? Ann Surg Oncol. 2020;27:384–5.
48.
go back to reference Liu C, Wang Q, Sun B, Meng X, Li L, Yang L, Cong Y, Liu J, Xuan L, Huang Y, Wu S. Low BMI is correlated with increased TGF-β and IL-10 mRNA levels in the peripheral blood of breast cancer patients. IUBMB Life. 2018;70:237–45.CrossRefPubMed Liu C, Wang Q, Sun B, Meng X, Li L, Yang L, Cong Y, Liu J, Xuan L, Huang Y, Wu S. Low BMI is correlated with increased TGF-β and IL-10 mRNA levels in the peripheral blood of breast cancer patients. IUBMB Life. 2018;70:237–45.CrossRefPubMed
Metadata
Title
The residual cancer burden index as a valid prognostic indicator in breast cancer after neoadjuvant chemotherapy
Authors
Xin Xu
Wei Zhao
Cuicui Liu
Yongsheng Gao
Dawei Chen
Meng Wu
Chao Li
Xinzhao Wang
Xiang Song
Jinming Yu
Zhaoyun Liu
Zhiyong Yu
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2024
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-023-11719-z

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