Acknowledgement
This study was supported by a faculty research grant of Yonsei University College of Medicine (6-2019-0168). This work was also supported by the Korea Medical Device Development Fund grant funded by the Korean government (the Ministry of Science and ICT, the Ministry of Trade, Industry and Energy, the Ministry of Health & Welfare, Republic of Korea, the Ministry of Food and Drug Safety) (Project Number: KMDF202011A01-04) and MSIT (NRF-2021R1A2C3006264).
References
- Burstein HJ, Curigliano G, Loibl S, Dubsky P, Gnant M, Poortmans P, et al. Estimating the benefits of therapy for early-stage breast cancer: the St. Gallen International Consensus Guidelines for the primary therapy of early breast cancer 2019. Ann Oncol 2019;30:1541-1557 https://doi.org/10.1093/annonc/mdz235
- Cortazar P, Zhang L, Untch M, Mehta K, Costantino JP, Wolmark N, et al. Pathological complete response and long-term clinical benefit in breast cancer: the CTNeoBC pooled analysis. Lancet 2014;384:164-172 https://doi.org/10.1016/S0140-6736(13)62422-8
- Kaufmann M, von Minckwitz G, Mamounas EP, Cameron D, Carey LA, Cristofanilli M, et al. Recommendations from an international consensus conference on the current status and future of neoadjuvant systemic therapy in primary breast cancer. Ann Surg Oncol 2012;19:1508-1516 https://doi.org/10.1245/s10434-011-2108-2
- Amoroso V, Generali D, Buchholz T, Cristofanilli M, Pedersini R, Curigliano G, et al. International expert consensus on primary systemic therapy in the management of early breast cancer: highlights of the fifth symposium on primary systemic therapy in the management of operable breast cancer, Cremona, Italy (2013). J Natl Cancer Inst Monogr 2015;2015:90-96 https://doi.org/10.1093/jncimonographs/lgv023
- Rubovszky G, Horvath Z. Recent advances in the neoadjuvant treatment of breast cancer. J Breast Cancer 2017;20:119-131 https://doi.org/10.4048/jbc.2017.20.2.119
- Chen JH, Gulsen G, Su MY. Imaging breast density: established and emerging modalities. Transl Oncol 2015;8:435-445 https://doi.org/10.1016/j.tranon.2015.10.002
- Vinnicombe SJ. Breast density: why all the fuss? Clin Radiol 2018;73:334-357 https://doi.org/10.1016/j.crad.2017.11.018
- Andersson TM, Crowther MJ, Czene K, Hall P, Humphreys K. Mammographic density reduction as a prognostic marker for postmenopausal breast cancer: results using a joint longitudinal-survival modeling approach. Am J Epidemiol 2017;186:1065-1073 https://doi.org/10.1093/aje/kwx178
- Boyd NF, Martin LJ, Sun L, Guo H, Chiarelli A, Hislop G, et al. Body size, mammographic density, and breast cancer risk. Cancer Epidemiol Biomarkers Prev 2006;15:2086-2092 https://doi.org/10.1158/1055-9965.EPI-06-0345
- Jang HJ, Kim HJ, Chae YS, Lee SJ, Kim SH, Lee H, et al. Effect of neoadjuvant chemotherapy on breast tissue composition: a longitudinal mammographic study with automated volumetric measurement. Eur Radiol 2020;30:4785-4794 https://doi.org/10.1007/s00330-020-06830-9
- Eriksson L, He W, Eriksson M, Humphreys K, Bergh J, Hall P, et al. Adjuvant therapy and mammographic density changes in women with breast cancer. JNCI Cancer Spectr 2018;2:pky071
- Skarping I, Fornvik D, Heide-Jorgensen U, Sartor H, Hall P, Zackrisson S, et al. Mammographic density as an image-based biomarker of therapy response in neoadjuvant-treated breast cancer patients. Cancer Causes Control 2021;32:251-260 https://doi.org/10.1007/s10552-020-01379-w
- Ekpo EU, McEntee MF. Measurement of breast density with digital breast tomosynthesis--a systematic review. Br J Radiol 2014;87:20140460
- Hammond ME, Hayes DF, Dowsett M, Allred DC, Hagerty KL, Badve S, et al. American Society of Clinical Oncology/College of American Pathologists guideline recommendations for immunohistochemical testing of estrogen and progesterone receptors in breast cancer. J Clin Oncol 2010;28:2784-2795 https://doi.org/10.1200/JCO.2009.25.6529
- Wolff AC, Hammond MEH, Allison KH, Harvey BE, McShane LM, Dowsett M. HER2 testing in breast cancer: American Society of Clinical Oncology/College of American Pathologists clinical practice guideline focused update summary. J Oncol Pract 2018;14:437-441 https://doi.org/10.1200/JOP.18.00206
- Aleskandarany MA, Rakha EA, Macmillan RD, Powe DG, Ellis IO, Green AR. MIB1/Ki-67 labelling index can classify grade 2 breast cancer into two clinically distinct subgroups. Breast Cancer Res Treat 2011;127:591-599 https://doi.org/10.1007/s10549-010-1028-3
- Jeffreys M, Warren R, Highnam R, Smith GD. Initial experiences of using an automated volumetric measure of breast density: the standard mammogram form. Br J Radiol 2006;79:378-382 https://doi.org/10.1259/bjr/24769358
- Skarping I, Fornvik D, Heide-Jorgensen U, Sartor H, Hall P, Zackrisson S, et al. Mammographic density changes during neoadjuvant breast cancer treatment: NeoDense, a prospective study in Sweden. Breast 2020;53:33-41 https://doi.org/10.1016/j.breast.2020.05.013
- Cuzick J, Warwick J, Pinney E, Warren RM, Duffy SW. Tamoxifen and breast density in women at increased risk of breast cancer. J Natl Cancer Inst 2004;96:621-628 https://doi.org/10.1093/jnci/djh106
- Nyante SJ, Sherman ME, Pfeiffer RM, Berrington de Gonzalez A, Brinton LA, Aiello Bowles EJ, et al. Prognostic significance of mammographic density change after initiation of tamoxifen for ER-positive breast cancer. J Natl Cancer Inst 2015;107:dju425
- Kim J, Han W, Moon HG, Ahn S, Shin HC, You JM, et al. Breast density change as a predictive surrogate for response to adjuvant endocrine therapy in hormone receptor positive breast cancer. Breast Cancer Res 2012;14:R102
- Aktepe F, Kapucuog˘lu N, Pak I. The effects of chemotherapy on breast cancer tissue in locally advanced breast cancer. Histopathology 1996;29:63-67 https://doi.org/10.1046/j.1365-2559.1996.d01-485.x
- Skarping I, Fornvik D, Sartor H, Heide-Jorgensen U, Zackrisson S, Borgquist S. Mammographic density is a potential predictive marker of pathological response after neoadjuvant chemotherapy in breast cancer. BMC Cancer 2019;19:1272
- Brandt KR, Scott CG, Ma L, Mahmoudzadeh AP, Jensen MR, Whaley DH, et al. Comparison of clinical and automated breast density measurements: implications for risk prediction and supplemental screening. Radiology 2016;279:710-719 https://doi.org/10.1148/radiol.2015151261
- Youk JH, Gweon HM, Son EJ, Kim JA. Automated volumetric breast density measurements in the era of the BI-RADS fifth edition: a comparison with visual assessment. AJR Am J Roentgenol 2016;206:1056-1062 https://doi.org/10.2214/AJR.15.15472
- Fontanella C, Lederer B, Gade S, Vanoppen M, Blohmer JU, Costa SD, et al. Impact of body mass index on neoadjuvant treatment outcome: a pooled analysis of eight prospective neoadjuvant breast cancer trials. Breast Cancer Res Treat 2015;150:127-139 https://doi.org/10.1007/s10549-015-3287-5
- Iwase T, Sangai T, Nagashima T, Sakakibara M, Sakakibara J, Hayama S, et al. Impact of body fat distribution on neoadjuvant chemotherapy outcomes in advanced breast cancer patients. Cancer Med 2016;5:41-48 https://doi.org/10.1002/cam4.571
- van Kruijsdijk RC, van der Wall E, Visseren FL. Obesity and cancer: the role of dysfunctional adipose tissue. Cancer Epidemiol Biomarkers Prev 2009;18:2569-2578 https://doi.org/10.1158/1055-9965.EPI-09-0372