Skip to main content
Top
Published in: Breast Cancer Research and Treatment 2/2014

01-04-2014 | Clinical Trial

Benefit from anthracyclines in relation to biological profiles in early breast cancer

Authors: Andrea Rocca, Sara Bravaccini, Emanuela Scarpi, Anita Mangia, Stella Petroni, Maurizio Puccetti, Laura Medri, Luigi Serra, Monica Ricci, Serenella Cerasoli, Nicoletta Biglia, Roberta Maltoni, Donata Casadei Giunchi, Lorenzo Gianni, Amelia Tienghi, Mario Brandi, Monica Faedi, Piero Sismondi, Angelo Paradiso, Rosella Silvestrini, Dino Amadori

Published in: Breast Cancer Research and Treatment | Issue 2/2014

Login to get access

Abstract

There are no validated predictors of benefit from anthracyclines. We compared cyclophosphamide, methotrexate, 5-fluorouracil (CMF), and epirubicin in different sequences with CMF alone in a phase III trial on operable breast cancers. Outcomes were analyzed in relation to tumor biological profiles to identify potential predictors of the efficacy of different treatments/drug combinations. Patients with N− or 1–3N+ tumors, were randomized to receive (a) epirubicin (4 cycles) followed by CMF (4 cycles); (b) CMF (4 cycles) followed by epirubicin (4 cycles), or (c) CMF (6 cycles) alone. Immunohistochemical assessments of estrogen (ER) and progesterone (PgR) receptors, HER2 and Ki67 were available for 705 patients (arm A/B/C: 276/269/160). Prognostic and predictive relevance was analyzed by log-rank tests and Cox models. Ki67 > 20 % and absent/low expression of ER and PgR were associated with worsen disease-free (DFS) and overall survival (OS). In patients with triple negative tumors (ER−, PgR−, HER2−), epirubicin-containing regimens yielded better DFS (HR 0.33, 95 % CI 0.17–0.62, P = 0.0007) and OS (HR 0.24, 95 % CI 0.10–0.57, P = 0.001) compared with CMF alone, whereas no differences were found in patients with HER2-positive (HER2+, ER−, PgR−) subtype. Treatment by subtype interaction (HER2-positive vs. others) was significant for DFS (χ 2 = 6.72, P = 0.009). In triple unfavorable (ER−, PgR−, Ki67 > 20 %) tumors, the use of epirubicin yielded better DFS (HR 0.45,95 % CI 0.26–0.78, P = 0.005) and OS (HR 0.30, 95 % CI 0.15–0.63, P = 0.001). Epirubicin-containing regimens seem to be superior to CMF alone in patients with highly proliferating, triple negative or triple unfavorable tumors .
Literature
1.
go back to reference Early Breast Cancer Trialists’ Collaborative Group (EBCTCG), Peto R, Davies C, Godwin J, Gray R, Pan HC, Clarke M, Cutter D, Darby S, McGale P, Taylor C, Wang YC, Bergh J, Di Leo A, Albain K, Swain S, Piccart M, Pritchard K (2012) Comparisons between different polychemotherapy regimens for early breast cancer: meta-analyses of long-term outcome among 100,000 women in 123 randomised trials. Lancet 379(9814):432–444. doi:10.1016/S0140-6736(11)61625-5 PubMedCrossRef Early Breast Cancer Trialists’ Collaborative Group (EBCTCG), Peto R, Davies C, Godwin J, Gray R, Pan HC, Clarke M, Cutter D, Darby S, McGale P, Taylor C, Wang YC, Bergh J, Di Leo A, Albain K, Swain S, Piccart M, Pritchard K (2012) Comparisons between different polychemotherapy regimens for early breast cancer: meta-analyses of long-term outcome among 100,000 women in 123 randomised trials. Lancet 379(9814):432–444. doi:10.​1016/​S0140-6736(11)61625-5 PubMedCrossRef
3.
go back to reference Gennari A, Sormani MP, Pronzato P, Puntoni M, Colozza M, Pfeffer U, Bruzzi P (2008) HER2 status and efficacy of adjuvant anthracyclines in early breast cancer: a pooled analysis of randomized trials. J Natl Cancer Inst 100(1):14–20PubMedCrossRef Gennari A, Sormani MP, Pronzato P, Puntoni M, Colozza M, Pfeffer U, Bruzzi P (2008) HER2 status and efficacy of adjuvant anthracyclines in early breast cancer: a pooled analysis of randomized trials. J Natl Cancer Inst 100(1):14–20PubMedCrossRef
4.
go back to reference Di Leo A, Desmedt C, Bartlett JM, Piette F, Ejlertsen B, Pritchard KI, Larsimont D, Poole C, Isola J, Earl H, Mouridsen H, O’Malley FP, Cardoso F, Tanner M, Munro A, Twelves CJ, Sotiriou C, Shepherd L, Cameron D, Piccart MJ, Buyse M, HER2/TOP2A Meta-analysis Study Group (2011) HER2 and TOP2A as predictive markers for anthracycline-containing chemotherapy regimens as adjuvant treatment of breast cancer: a meta-analysis of individual patient data. Lancet Oncol 12(12):1134–1142. doi:10.1016/S1470-2045(11)70231-5 PubMedCrossRef Di Leo A, Desmedt C, Bartlett JM, Piette F, Ejlertsen B, Pritchard KI, Larsimont D, Poole C, Isola J, Earl H, Mouridsen H, O’Malley FP, Cardoso F, Tanner M, Munro A, Twelves CJ, Sotiriou C, Shepherd L, Cameron D, Piccart MJ, Buyse M, HER2/TOP2A Meta-analysis Study Group (2011) HER2 and TOP2A as predictive markers for anthracycline-containing chemotherapy regimens as adjuvant treatment of breast cancer: a meta-analysis of individual patient data. Lancet Oncol 12(12):1134–1142. doi:10.​1016/​S1470-2045(11)70231-5 PubMedCrossRef
6.
go back to reference de Azambuja E, Cardoso F, de Castro G Jr, Colozza M, Mano MS, Durbecq V, Sotiriou C, Larsimont D, Piccart-Gebhart MJ, Paesmans M (2007) Ki-67 as prognostic marker in early breast cancer: a meta-analysis of published studies involving 12,155 patients. Br J Cancer 96(10):1504–1513PubMedCentralPubMedCrossRef de Azambuja E, Cardoso F, de Castro G Jr, Colozza M, Mano MS, Durbecq V, Sotiriou C, Larsimont D, Piccart-Gebhart MJ, Paesmans M (2007) Ki-67 as prognostic marker in early breast cancer: a meta-analysis of published studies involving 12,155 patients. Br J Cancer 96(10):1504–1513PubMedCentralPubMedCrossRef
7.
go back to reference Jones RL, Salter J, A’Hern R, Nerurkar A, Parton M, Reis-Filho JS, Smith IE, Dowsett M (2009) The prognostic significance of Ki67 before and after neoadjuvant chemotherapy in breast cancer. Breast Cancer Res Treat 116(1):53–68. doi:10.1007/s10549-008-0081-7 PubMedCrossRef Jones RL, Salter J, A’Hern R, Nerurkar A, Parton M, Reis-Filho JS, Smith IE, Dowsett M (2009) The prognostic significance of Ki67 before and after neoadjuvant chemotherapy in breast cancer. Breast Cancer Res Treat 116(1):53–68. doi:10.​1007/​s10549-008-0081-7 PubMedCrossRef
8.
go back to reference Amadori D, Volpi A, Maltoni R, Nanni O, Amaducci L, Amadori A, Giunchi DC, Vio A, Saragoni A, Silvestrini R (1997) Cell proliferation as a predictor of response to chemotherapy in metastatic breast cancer: a prospective study. Breast Cancer Res Treat 43(1):7–14PubMedCrossRef Amadori D, Volpi A, Maltoni R, Nanni O, Amaducci L, Amadori A, Giunchi DC, Vio A, Saragoni A, Silvestrini R (1997) Cell proliferation as a predictor of response to chemotherapy in metastatic breast cancer: a prospective study. Breast Cancer Res Treat 43(1):7–14PubMedCrossRef
9.
go back to reference Penault-Llorca F, André F, Sagan C, Lacroix-Triki M, Denoux Y, Verriele V, Jacquemier J, Baranzelli MC, Bibeau F, Antoine M, Lagarde N, Martin AL, Asselain B, Roché H (2009) Ki67 expression and docetaxel efficacy in patients with estrogen receptor-positive breast cancer. J Clin Oncol 27(17):2809–2815. doi:10.1200/JCO.2008.18.2808 PubMedCrossRef Penault-Llorca F, André F, Sagan C, Lacroix-Triki M, Denoux Y, Verriele V, Jacquemier J, Baranzelli MC, Bibeau F, Antoine M, Lagarde N, Martin AL, Asselain B, Roché H (2009) Ki67 expression and docetaxel efficacy in patients with estrogen receptor-positive breast cancer. J Clin Oncol 27(17):2809–2815. doi:10.​1200/​JCO.​2008.​18.​2808 PubMedCrossRef
10.
go back to reference Hugh J, Hanson J, Cheang MC, Nielsen TO, Perou CM, Dumontet C, Reed J, Krajewska M, Treilleux I, Rupin M, Magherini E, Mackey J, Martin M, Vogel C (2009) Breast cancer subtypes and response to docetaxel in node-positive breast cancer: use of an immunohistochemical definition in the BCIRG 001 trial. J Clin Oncol 27(8):1168–1176. doi:10.1200/JCO.2008.18.1024 PubMedCentralPubMedCrossRef Hugh J, Hanson J, Cheang MC, Nielsen TO, Perou CM, Dumontet C, Reed J, Krajewska M, Treilleux I, Rupin M, Magherini E, Mackey J, Martin M, Vogel C (2009) Breast cancer subtypes and response to docetaxel in node-positive breast cancer: use of an immunohistochemical definition in the BCIRG 001 trial. J Clin Oncol 27(8):1168–1176. doi:10.​1200/​JCO.​2008.​18.​1024 PubMedCentralPubMedCrossRef
11.
go back to reference Amadori D, Silvestrini R, De Lena M, Boccardo F, Rocca A, Scarpi E, Schittulli F, Brandi M, Maltoni R, Serra P, Ponzone R, Biglia N, Gianni L, Tienghi A, Valerio MR, Bonginelli P, Amaducci L, Faedi M, Baldini E, Paradiso A (2011) Randomized phase III trial of adjuvant epirubicin followed by cyclophosphamide, methotrexate, and 5-fluorouracil (CMF) versus CMF followed by epirubicin in patients with node-negative or 1–3 node-positive rapidly proliferating breast cancer. Breast Cancer Res Treat 125(3):775–784. doi:10.1007/s10549-010-1257-5 PubMedCrossRef Amadori D, Silvestrini R, De Lena M, Boccardo F, Rocca A, Scarpi E, Schittulli F, Brandi M, Maltoni R, Serra P, Ponzone R, Biglia N, Gianni L, Tienghi A, Valerio MR, Bonginelli P, Amaducci L, Faedi M, Baldini E, Paradiso A (2011) Randomized phase III trial of adjuvant epirubicin followed by cyclophosphamide, methotrexate, and 5-fluorouracil (CMF) versus CMF followed by epirubicin in patients with node-negative or 1–3 node-positive rapidly proliferating breast cancer. Breast Cancer Res Treat 125(3):775–784. doi:10.​1007/​s10549-010-1257-5 PubMedCrossRef
12.
go back to reference Early Breast Cancer Trialists’ Collaborative Group (1998) Polychemotherapy for early breast cancer: an overview of the randomised trials. Lancet 352(9132):930–942 Early Breast Cancer Trialists’ Collaborative Group (1998) Polychemotherapy for early breast cancer: an overview of the randomised trials. Lancet 352(9132):930–942
13.
go back to reference Ellis MJ, Suman VJ, Hoog J, Lin L, Snider J, Prat A, Parker JS, Luo J, DeSchryver K, Allred DC, Esserman LJ, Unzeitig GW, Margenthaler J, Babiera GV, Marcom PK, Guenther JM, Watson MA, Leitch M, Hunt K, Olson JA (2010) Randomized phase II neoadjuvant comparison between letrozole, anastrozole, and exemestane for postmenopausal women with estrogen receptor-rich stage 2 to 3 breast cancer: clinical and biomarker outcomes and predictive value of the baseline PAM50-based intrinsic subtype ACOSOG Z1031. J Clin Oncol 29(17):2342–2349. doi:10.1200/JCO.31.6950 CrossRef Ellis MJ, Suman VJ, Hoog J, Lin L, Snider J, Prat A, Parker JS, Luo J, DeSchryver K, Allred DC, Esserman LJ, Unzeitig GW, Margenthaler J, Babiera GV, Marcom PK, Guenther JM, Watson MA, Leitch M, Hunt K, Olson JA (2010) Randomized phase II neoadjuvant comparison between letrozole, anastrozole, and exemestane for postmenopausal women with estrogen receptor-rich stage 2 to 3 breast cancer: clinical and biomarker outcomes and predictive value of the baseline PAM50-based intrinsic subtype ACOSOG Z1031. J Clin Oncol 29(17):2342–2349. doi:10.​1200/​JCO.​31.​6950 CrossRef
14.
go back to reference Huober J, Fasching PA, Barsoum M, Petruzelka L, Wallwiener D, Thomssen C, Reimer T, Paepke S, Azim HA, Ragosch V, Kubista E, Baumgärtner AK, Beckmann MW, May C, Nimmrich I, Harbeck N (2012) Higher efficacy of letrozole in combination with trastuzumab compared to letrozole monotherapy as first-line treatment in patients with HER2-positive, hormone-receptor-positive metastatic breast cancer e results of the eLEcTRA trial. Breast 21(1):27–33. doi:10.1016/j.breast.2011.07.006 PubMedCrossRef Huober J, Fasching PA, Barsoum M, Petruzelka L, Wallwiener D, Thomssen C, Reimer T, Paepke S, Azim HA, Ragosch V, Kubista E, Baumgärtner AK, Beckmann MW, May C, Nimmrich I, Harbeck N (2012) Higher efficacy of letrozole in combination with trastuzumab compared to letrozole monotherapy as first-line treatment in patients with HER2-positive, hormone-receptor-positive metastatic breast cancer e results of the eLEcTRA trial. Breast 21(1):27–33. doi:10.​1016/​j.​breast.​2011.​07.​006 PubMedCrossRef
15.
go back to reference Paradiso A, Volpe S, Iacobacci A, Marubini E, Verderio P, Costa A, Daidone MG, Marchetti A, Mottolese M, Amadori D, De Paola F, Saragoni L, Medri L, Nenci I, Querzoli P, Gion M, Dittadi R, Plebani M, Orlando C, Bevilacqua G, Silvestrini R, Italian Network for Quality Assessment of Tumor Biomarkers (2002) Quality control for biomarker determination in oncology: the experience of the Italian Network for Quality Assessment of Tumor Biomarkers (INQAT). Int J Biol Markers 17(3):201–214PubMed Paradiso A, Volpe S, Iacobacci A, Marubini E, Verderio P, Costa A, Daidone MG, Marchetti A, Mottolese M, Amadori D, De Paola F, Saragoni L, Medri L, Nenci I, Querzoli P, Gion M, Dittadi R, Plebani M, Orlando C, Bevilacqua G, Silvestrini R, Italian Network for Quality Assessment of Tumor Biomarkers (2002) Quality control for biomarker determination in oncology: the experience of the Italian Network for Quality Assessment of Tumor Biomarkers (INQAT). Int J Biol Markers 17(3):201–214PubMed
16.
go back to reference Bartlett JM, Munro AF, Dunn JA, McConkey C, Jordan S, Twelves CJ, Cameron DA, Thomas J, Campbell FM, Rea DW, Provenzano E, Caldas C, Pharoah P, Hiller L, Earl H, Poole CJ (2010) Predictive markers of anthracycline benefit: a prospectively planned analysis of the UK National Epirubicin Adjuvant Trial (NEAT/BR9601). Lancet Oncol 11(3):266–274. doi:10.1016/S1470-2045(10)70006 PubMedCrossRef Bartlett JM, Munro AF, Dunn JA, McConkey C, Jordan S, Twelves CJ, Cameron DA, Thomas J, Campbell FM, Rea DW, Provenzano E, Caldas C, Pharoah P, Hiller L, Earl H, Poole CJ (2010) Predictive markers of anthracycline benefit: a prospectively planned analysis of the UK National Epirubicin Adjuvant Trial (NEAT/BR9601). Lancet Oncol 11(3):266–274. doi:10.​1016/​S1470-2045(10)70006 PubMedCrossRef
17.
go back to reference Pritchard KI, Munro A, O’Malley FP, Tu D, Li X, Levine MN, Shepherd L, Chia S, Bartlett JM (2012) Chromosome 17 centromere (CEP17) duplication as a predictor of anthracycline response: evidence from the NCIC Clinical Trials Group (NCIC CTG) MA.5 Trial. Breast Cancer Res Treat 131(2):541–551. doi:10.1007/s10549-011-1840-4 PubMedCrossRef Pritchard KI, Munro A, O’Malley FP, Tu D, Li X, Levine MN, Shepherd L, Chia S, Bartlett JM (2012) Chromosome 17 centromere (CEP17) duplication as a predictor of anthracycline response: evidence from the NCIC Clinical Trials Group (NCIC CTG) MA.5 Trial. Breast Cancer Res Treat 131(2):541–551. doi:10.​1007/​s10549-011-1840-4 PubMedCrossRef
19.
go back to reference Swanton C, Nicke B, Schuett M, Eklund AC, Ng C, Li Q, Hardcastle T, Lee A, Roy R, East P, Kschischo M, Endesfelder D, Wylie P, Kim SN, Chen JG, Howell M, Ried T, Habermann JK, Auer G, Brenton JD, Szallasi Z, Downward J (2009) Chromosomal instability determines taxane response. Proc Natl Acad Sci USA 106(21):8671–8676. doi:10.1073/pnas.0811835106 PubMedCentralPubMedCrossRef Swanton C, Nicke B, Schuett M, Eklund AC, Ng C, Li Q, Hardcastle T, Lee A, Roy R, East P, Kschischo M, Endesfelder D, Wylie P, Kim SN, Chen JG, Howell M, Ried T, Habermann JK, Auer G, Brenton JD, Szallasi Z, Downward J (2009) Chromosomal instability determines taxane response. Proc Natl Acad Sci USA 106(21):8671–8676. doi:10.​1073/​pnas.​0811835106 PubMedCentralPubMedCrossRef
20.
go back to reference Pritchard KI, Shepherd LE, O’Malley FP, Andrulis IL, Tu D, Bramwell VH, Levine MN, National Cancer Institute of Canada Clinical Trials Group (2006) HER2 and responsiveness of breast cancer to adjuvant chemotherapy. N Engl J Med 354(20):2103–2111PubMedCrossRef Pritchard KI, Shepherd LE, O’Malley FP, Andrulis IL, Tu D, Bramwell VH, Levine MN, National Cancer Institute of Canada Clinical Trials Group (2006) HER2 and responsiveness of breast cancer to adjuvant chemotherapy. N Engl J Med 354(20):2103–2111PubMedCrossRef
21.
go back to reference Paik S, Bryant J, Park C, Fisher B, Tan-Chiu E, Hyams D, Fisher ER, Lippman ME, Wickerham DL, Wolmark N (1998) erbB-2 and response to doxorubicin in patients with axillary lymph node-positive, hormone receptor-negative breast cancer. J Natl Cancer Inst 90(18):1361–1370PubMedCrossRef Paik S, Bryant J, Park C, Fisher B, Tan-Chiu E, Hyams D, Fisher ER, Lippman ME, Wickerham DL, Wolmark N (1998) erbB-2 and response to doxorubicin in patients with axillary lymph node-positive, hormone receptor-negative breast cancer. J Natl Cancer Inst 90(18):1361–1370PubMedCrossRef
22.
go back to reference Knoop AS, Knudsen H, Balslev E, Rasmussen BB, Overgaard J, Nielsen KV, Schonau A, Gunnarsdóttir K, Olsen KE, Mouridsen H, Ejlertsen B, Danish Breast Cancer Cooperative Group (2005) Retrospective analysis of topoisomerase IIa amplifications and deletions as predictive markers in primary breast cancer patients randomly assigned to cyclophosphamide, methotrexate, and fluorouracil or cyclophosphamide, epirubicin, and fluorouracil: Danish Breast Cancer Cooperative Group. J Clin Oncol 23(30):7483–7490PubMedCrossRef Knoop AS, Knudsen H, Balslev E, Rasmussen BB, Overgaard J, Nielsen KV, Schonau A, Gunnarsdóttir K, Olsen KE, Mouridsen H, Ejlertsen B, Danish Breast Cancer Cooperative Group (2005) Retrospective analysis of topoisomerase IIa amplifications and deletions as predictive markers in primary breast cancer patients randomly assigned to cyclophosphamide, methotrexate, and fluorouracil or cyclophosphamide, epirubicin, and fluorouracil: Danish Breast Cancer Cooperative Group. J Clin Oncol 23(30):7483–7490PubMedCrossRef
23.
go back to reference Bartlett JM, Munro A, Cameron DA, Thomas J, Prescott R, Twelves CJ (2008) Type 1 receptor tyrosine kinase profiles identify patients with enhanced benefit from anthracyclines in the BR9601 adjuvant breast cancer chemotherapy trial. J Clin Oncol 26(31):5027–5035. doi:10.1200/JCO.2007.14.6597 PubMedCrossRef Bartlett JM, Munro A, Cameron DA, Thomas J, Prescott R, Twelves CJ (2008) Type 1 receptor tyrosine kinase profiles identify patients with enhanced benefit from anthracyclines in the BR9601 adjuvant breast cancer chemotherapy trial. J Clin Oncol 26(31):5027–5035. doi:10.​1200/​JCO.​2007.​14.​6597 PubMedCrossRef
24.
go back to reference Konecny G, Fritz M, Untch M, Lebeau A, Felber M, Lude S, Beryt M, Hepp H, Slamon D, Pegram M (2001) HER-2/neu overexpression and in vitro chemosensitivity to CMF and FEC in primary breast cancer. Breast Cancer Res Treat 69(1):53–63PubMedCrossRef Konecny G, Fritz M, Untch M, Lebeau A, Felber M, Lude S, Beryt M, Hepp H, Slamon D, Pegram M (2001) HER-2/neu overexpression and in vitro chemosensitivity to CMF and FEC in primary breast cancer. Breast Cancer Res Treat 69(1):53–63PubMedCrossRef
25.
go back to reference Cheang MC, Voduc KD, Tu D, Jiang S, Leung S, Chia SK, Shepherd LE, Levine MN, Pritchard KI, Davies S, Stijleman IJ, Davis C, Ebbert MT, Parker JS, Ellis MJ, Bernard PS, Perou CM, Nielsen TO (2012) Responsiveness of intrinsic subtypes to adjuvant anthracycline substitution in the NCIC.CTG MA.5 randomized trial. Clin Cancer Res 18(8):2402–2412. doi:10.1158/1078-0432.CCR-11-2956 PubMedCentralPubMedCrossRef Cheang MC, Voduc KD, Tu D, Jiang S, Leung S, Chia SK, Shepherd LE, Levine MN, Pritchard KI, Davies S, Stijleman IJ, Davis C, Ebbert MT, Parker JS, Ellis MJ, Bernard PS, Perou CM, Nielsen TO (2012) Responsiveness of intrinsic subtypes to adjuvant anthracycline substitution in the NCIC.CTG MA.5 randomized trial. Clin Cancer Res 18(8):2402–2412. doi:10.​1158/​1078-0432.​CCR-11-2956 PubMedCentralPubMedCrossRef
Metadata
Title
Benefit from anthracyclines in relation to biological profiles in early breast cancer
Authors
Andrea Rocca
Sara Bravaccini
Emanuela Scarpi
Anita Mangia
Stella Petroni
Maurizio Puccetti
Laura Medri
Luigi Serra
Monica Ricci
Serenella Cerasoli
Nicoletta Biglia
Roberta Maltoni
Donata Casadei Giunchi
Lorenzo Gianni
Amelia Tienghi
Mario Brandi
Monica Faedi
Piero Sismondi
Angelo Paradiso
Rosella Silvestrini
Dino Amadori
Publication date
01-04-2014
Publisher
Springer US
Published in
Breast Cancer Research and Treatment / Issue 2/2014
Print ISSN: 0167-6806
Electronic ISSN: 1573-7217
DOI
https://doi.org/10.1007/s10549-013-2819-0

Other articles of this Issue 2/2014

Breast Cancer Research and Treatment 2/2014 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine