Skip to main content
Top
Published in: Journal of Hematology & Oncology 1/2019

Open Access 01-12-2019 | Research

Endothelial-mesenchymal transition harnesses HSP90α-secreting M2-macrophages to exacerbate pancreatic ductal adenocarcinoma

Authors: Chi-Shuan Fan, Li-Li Chen, Tsu-An Hsu, Chia-Chi Chen, Kee Voon Chua, Chung-Pin Li, Tze-Sing Huang

Published in: Journal of Hematology & Oncology | Issue 1/2019

Login to get access

Abstract

Background

Endothelial-to-mesenchymal transition (EndoMT) can provide a source of cancer-associated fibroblasts which contribute to desmoplasia of many malignancies including pancreatic ductal adenocarcinoma (PDAC). We investigated the clinical relevance of EndoMT in PDAC, and explored its underlying mechanism and therapeutic implication.

Methods

Expression levels of 29 long non-coding RNAs were analyzed from the cells undergoing EndoMT, and an EndoMT index was proposed to survey its clinical associations in the PDAC patients of The Cancer Genome Atlas database. The observed clinical correlation was further confirmed by a mouse model inoculated with EndoMT cells-involved PDAC cell grafts. In vitro co-culture with EndoMT cells or treatment with the conditioned medium were performed to explore the underlying mechanism. Because secreted HSP90α was involved, anti-HSP90α antibody was evaluated for its inhibitory efficacy against the EndoMT-involved PDAC tumor.

Results

A combination of low expressions of LOC340340, LOC101927256, and MNX1-AS1 was used as an EndoMT index. The clinical PDAC tissues with positive EndoMT index were significantly correlated with T4-staging and showed positive for M2-macrophage index. Our mouse model and in vitro cell-culture experiments revealed that HSP90α secreted by EndoMT cells could induce macrophage M2-polarization and more HSP90α secretion to promote PDAC tumor growth. Furthermore, anti-HSP90α antibody showed a potent therapeutic efficacy against the EndoMT and M2-macrophages-involved PDAC tumor growth.

Conclusions

EndoMT cells can secrete HSP90α to harness HSP90α-overproducing M2-type macrophages to promote PDAC tumor growth, and such effect can be targeted and abolished by anti-HSP90α antibody.
Appendix
Available only for authorised users
Literature
1.
go back to reference Pandol S, Edderkaoui M, Gukovsky I, Lugea A, Gukovskaya A. Desmoplasia of pancreatic ductal adenocarcinoma. Clin Gastroenterol Hepatol. 2009;7(11):S44–7.PubMedPubMedCentralCrossRef Pandol S, Edderkaoui M, Gukovsky I, Lugea A, Gukovskaya A. Desmoplasia of pancreatic ductal adenocarcinoma. Clin Gastroenterol Hepatol. 2009;7(11):S44–7.PubMedPubMedCentralCrossRef
2.
go back to reference Orimo A, Gupta PB, Sgroi DC, Arenzana-Seisdedos F, Delaunay T, Naeem R, et al. Stromal fibroblasts present in invasive human breast carcinomas promote tumor growth and angiogenesis through elevated SDF-1/CXCL12 secretion. Cell. 2005;121(3):335–48.PubMedCrossRef Orimo A, Gupta PB, Sgroi DC, Arenzana-Seisdedos F, Delaunay T, Naeem R, et al. Stromal fibroblasts present in invasive human breast carcinomas promote tumor growth and angiogenesis through elevated SDF-1/CXCL12 secretion. Cell. 2005;121(3):335–48.PubMedCrossRef
3.
go back to reference Lakins MA, Ghorani E, Munir H, Carla P. Martins CP, Shields JD. Cancer-associated fibroblasts induce antigen-specific deletion of CD8+ T cells to protect tumour cells. Nat Commun 2018;9(1):948. Lakins MA, Ghorani E, Munir H, Carla P. Martins CP, Shields JD. Cancer-associated fibroblasts induce antigen-specific deletion of CD8+ T cells to protect tumour cells. Nat Commun 2018;9(1):948.
4.
go back to reference Turley SJ, Cremasco V, Astarita JL. Immunological hallmarks of stromal cells in the tumour microenvironment. Nat Rev Immunol. 2015;15(11):669–82.PubMedCrossRef Turley SJ, Cremasco V, Astarita JL. Immunological hallmarks of stromal cells in the tumour microenvironment. Nat Rev Immunol. 2015;15(11):669–82.PubMedCrossRef
5.
go back to reference Beacham DA, Cukierman E. Stromagenesis: the changing face of fibroblastic microenvironments during tumor progression. Semin Cancer Biol. 2005;15(5):329–41.PubMedCrossRef Beacham DA, Cukierman E. Stromagenesis: the changing face of fibroblastic microenvironments during tumor progression. Semin Cancer Biol. 2005;15(5):329–41.PubMedCrossRef
6.
go back to reference Sugimoto H, Mundel TM, Kieran MW, Kalluri R. Identification of fibroblast heterogeneity in the tumor microenvironment. Cancer Biol Ther. 2006;5(12):1640–6.PubMedCrossRef Sugimoto H, Mundel TM, Kieran MW, Kalluri R. Identification of fibroblast heterogeneity in the tumor microenvironment. Cancer Biol Ther. 2006;5(12):1640–6.PubMedCrossRef
7.
go back to reference Zeisberg EM, Potenta S, Xie L, Zeisberg M, Kalluri R. Discovery of endothelial to mesenchymal transition as a source for carcinoma-associated fibroblasts. Cancer Res. 2007;67(21):10123–8.PubMedCrossRef Zeisberg EM, Potenta S, Xie L, Zeisberg M, Kalluri R. Discovery of endothelial to mesenchymal transition as a source for carcinoma-associated fibroblasts. Cancer Res. 2007;67(21):10123–8.PubMedCrossRef
8.
go back to reference Markwald RR, Fitzharris TP, Smith WN. Structural analysis of endocardial cytodifferentiation. Dev Biol. 1975;42(1):160–80.PubMedCrossRef Markwald RR, Fitzharris TP, Smith WN. Structural analysis of endocardial cytodifferentiation. Dev Biol. 1975;42(1):160–80.PubMedCrossRef
9.
go back to reference Markwald RR, Fitzharris TP, Manasek FJ. Structural development of endocardial cushions. Am J Anat. 1977;148(1):85–119.PubMedCrossRef Markwald RR, Fitzharris TP, Manasek FJ. Structural development of endocardial cushions. Am J Anat. 1977;148(1):85–119.PubMedCrossRef
11.
go back to reference Piera-Velazquez S, Li Z, Jimenez SA. Role of endothelial-mesenchymal transition (EndoMT) in the pathogenesis of fibrotic disorders. Am J Pathol. 2011;179(3):1074–80.PubMedPubMedCentralCrossRef Piera-Velazquez S, Li Z, Jimenez SA. Role of endothelial-mesenchymal transition (EndoMT) in the pathogenesis of fibrotic disorders. Am J Pathol. 2011;179(3):1074–80.PubMedPubMedCentralCrossRef
12.
go back to reference Fan CS, Chen WS, Chen LL, Chen CC, Hsu YT, Chua KV, et al. Osteopontin–integrin engagement induces HIF-1α–TCF12-mediated endothelial-mesenchymal transition to exacerbate colorectal cancer. Oncotarget. 2018;9(4):4998–5015.PubMedCrossRef Fan CS, Chen WS, Chen LL, Chen CC, Hsu YT, Chua KV, et al. Osteopontin–integrin engagement induces HIF-1α–TCF12-mediated endothelial-mesenchymal transition to exacerbate colorectal cancer. Oncotarget. 2018;9(4):4998–5015.PubMedCrossRef
14.
go back to reference Li W, Li Y, Guan S, Fan J, Cheng C-F, Bright AM, et al. Extracellular heat shock protein-90α: linking hypoxia to skin cell motility and wound healing. EMBO J. 2007;26(5):1221–33.PubMedPubMedCentralCrossRef Li W, Li Y, Guan S, Fan J, Cheng C-F, Bright AM, et al. Extracellular heat shock protein-90α: linking hypoxia to skin cell motility and wound healing. EMBO J. 2007;26(5):1221–33.PubMedPubMedCentralCrossRef
15.
go back to reference Xu A, Tian T, Hao J, Liu J, Zhang Z, Hao J, et al. Elevation of serum HSP90α correlated with the clinical stage of non-small cell lung cancer. J Cancer Mol. 2007;3(4):107–12. Xu A, Tian T, Hao J, Liu J, Zhang Z, Hao J, et al. Elevation of serum HSP90α correlated with the clinical stage of non-small cell lung cancer. J Cancer Mol. 2007;3(4):107–12.
16.
go back to reference Wang X, Song X, Zhuo W, Fu Y, Shi H, Liang Y, et al. The regulatory mechanism of HSP90α secretion and its function in tumor malignancy. Proc Natl Acad Sci USA. 2009;106(50):21288–93.PubMedCrossRefPubMedCentral Wang X, Song X, Zhuo W, Fu Y, Shi H, Liang Y, et al. The regulatory mechanism of HSP90α secretion and its function in tumor malignancy. Proc Natl Acad Sci USA. 2009;106(50):21288–93.PubMedCrossRefPubMedCentral
17.
go back to reference Chen JS, Hsu YM, Chen CC, Chen LL, Lee CC, Huang TS. Secreted heat shock protein 90α induces colorectal cancer cell invasion through CD91/LRP-1 and NF-κB-mediated integrin αV expression. J Biol Chem. 2010;285(33):25458–66.PubMedPubMedCentralCrossRef Chen JS, Hsu YM, Chen CC, Chen LL, Lee CC, Huang TS. Secreted heat shock protein 90α induces colorectal cancer cell invasion through CD91/LRP-1 and NF-κB-mediated integrin αV expression. J Biol Chem. 2010;285(33):25458–66.PubMedPubMedCentralCrossRef
18.
go back to reference Chen CC, Chen LL, Li CP, Hsu YT, Jiang SS, Fan CS, et al. Myeloid-derived macrophages and secreted HSP90α induce pancreatic ductal adenocarcinoma development. OncoImmunology. 2018;7(5):e1424612.PubMedPubMedCentralCrossRef Chen CC, Chen LL, Li CP, Hsu YT, Jiang SS, Fan CS, et al. Myeloid-derived macrophages and secreted HSP90α induce pancreatic ductal adenocarcinoma development. OncoImmunology. 2018;7(5):e1424612.PubMedPubMedCentralCrossRef
19.
go back to reference Pollard JW. Tumor-educated macrophages promote tumor progression and metastasis. Nat Rev Cancer. 2004;4(1):71–8.PubMedCrossRef Pollard JW. Tumor-educated macrophages promote tumor progression and metastasis. Nat Rev Cancer. 2004;4(1):71–8.PubMedCrossRef
20.
go back to reference Sica A, Schioppa T, Mantovani A, Allavena P. Tumor-associated macrophages are a distinct M2 polarised population promoting tumor progression: potential targets of anti-cancer therapy. Eur J Cancer. 2006;42(6):717–27.PubMedCrossRef Sica A, Schioppa T, Mantovani A, Allavena P. Tumor-associated macrophages are a distinct M2 polarised population promoting tumor progression: potential targets of anti-cancer therapy. Eur J Cancer. 2006;42(6):717–27.PubMedCrossRef
21.
go back to reference Kurahara H, Shinchi H, Mataki Y, Maemura K, Noma H, Kubo F, et al. Significance of M2-polarized tumor-associated macrophage in pancreatic cancer. J Surg Res. 2011;167(2):e211–9.PubMedCrossRef Kurahara H, Shinchi H, Mataki Y, Maemura K, Noma H, Kubo F, et al. Significance of M2-polarized tumor-associated macrophage in pancreatic cancer. J Surg Res. 2011;167(2):e211–9.PubMedCrossRef
22.
go back to reference Herrera M, Herrera A, Domínguez G, Silva J, García V, García JM, et al. Cancer-associated fibroblast and M2 macrophage markers together predict outcome in colorectal cancer patients. Cancer Sci. 2013;104(4):437–44.PubMedCrossRefPubMedCentral Herrera M, Herrera A, Domínguez G, Silva J, García V, García JM, et al. Cancer-associated fibroblast and M2 macrophage markers together predict outcome in colorectal cancer patients. Cancer Sci. 2013;104(4):437–44.PubMedCrossRefPubMedCentral
23.
go back to reference Chen CC, Chen LL, Hsu YT, Liu KJ, Fan CS, Huang TS. The endothelin-integrin axis is involved in macrophage-induced breast cancer cell chemotactic interactions with endothelial cells. J Biol Chem. 2014;289(14):10029–44.PubMedPubMedCentralCrossRef Chen CC, Chen LL, Hsu YT, Liu KJ, Fan CS, Huang TS. The endothelin-integrin axis is involved in macrophage-induced breast cancer cell chemotactic interactions with endothelial cells. J Biol Chem. 2014;289(14):10029–44.PubMedPubMedCentralCrossRef
24.
go back to reference Lu J, Ye X, Fan F, Xia L, Bhattacharya R, Bellister S, et al. Endothelial cells promote the colorectal cancer stem cell phenotype through a soluble form of Jagged-1. Cancer Cell. 2013;23(2):171–85.PubMedPubMedCentralCrossRef Lu J, Ye X, Fan F, Xia L, Bhattacharya R, Bellister S, et al. Endothelial cells promote the colorectal cancer stem cell phenotype through a soluble form of Jagged-1. Cancer Cell. 2013;23(2):171–85.PubMedPubMedCentralCrossRef
25.
go back to reference Hanahan D, Coussens LM. Accessories to the crime: functions of cells recruited to the tumor microenvironment. Cancer Cell. 2012;21(3):309–22.PubMedCrossRef Hanahan D, Coussens LM. Accessories to the crime: functions of cells recruited to the tumor microenvironment. Cancer Cell. 2012;21(3):309–22.PubMedCrossRef
26.
go back to reference Fang H, DeClerck YA. Targeting the tumor microenvironment: from understanding pathways to effective clinical trials. Cancer Res. 2013;73(16):4965–77.PubMedCrossRef Fang H, DeClerck YA. Targeting the tumor microenvironment: from understanding pathways to effective clinical trials. Cancer Res. 2013;73(16):4965–77.PubMedCrossRef
27.
go back to reference Li AH, Zhang HH. Overexpression of lncRNA MNX1-AS1 is associated with poor clinical outcome in epithelial ovarian cancer. Eur Rev Med Pharmacol Sci. 2017;21(24):5618–23.PubMed Li AH, Zhang HH. Overexpression of lncRNA MNX1-AS1 is associated with poor clinical outcome in epithelial ovarian cancer. Eur Rev Med Pharmacol Sci. 2017;21(24):5618–23.PubMed
28.
go back to reference Zhang W, Huang L, Lu X, Wang K, Ning X, Liu Z. Upregulated expression of MNX1-AS1 long noncoding RNA predicts poor prognosis in gastric cancer. Bosn J Basic Med Sci. 2019;19(2):164–71.PubMedPubMedCentral Zhang W, Huang L, Lu X, Wang K, Ning X, Liu Z. Upregulated expression of MNX1-AS1 long noncoding RNA predicts poor prognosis in gastric cancer. Bosn J Basic Med Sci. 2019;19(2):164–71.PubMedPubMedCentral
29.
go back to reference Cheng Y, Pan Y, Pan Y, Wang O. MNX1-AS1 is a functional oncogene that induces EMT and activates the AKT/mTOR pathway and MNX1 in breast cancer. Cancer Management Res. 2019;11:803–12.CrossRef Cheng Y, Pan Y, Pan Y, Wang O. MNX1-AS1 is a functional oncogene that induces EMT and activates the AKT/mTOR pathway and MNX1 in breast cancer. Cancer Management Res. 2019;11:803–12.CrossRef
30.
go back to reference Gao Y, Xu Y, Wang J, Yang X, Wen L, Feng J. lncRNA MNX1-AS1 promotes glioblastoma progression through inhibition of miR-4443. Oncol Res. 2019;27(3):341–7.PubMedCrossRefPubMedCentral Gao Y, Xu Y, Wang J, Yang X, Wen L, Feng J. lncRNA MNX1-AS1 promotes glioblastoma progression through inhibition of miR-4443. Oncol Res. 2019;27(3):341–7.PubMedCrossRefPubMedCentral
31.
go back to reference Fish JE, Gutierrez MC, Dang LT, Khyzha N, Chen Z, Veitch S, et al. Dynamic regulation of VEGF-inducible genes by an ERK/ERG/p300 transcriptional network. Development. 2017;144(13):2428–44.PubMedPubMedCentralCrossRef Fish JE, Gutierrez MC, Dang LT, Khyzha N, Chen Z, Veitch S, et al. Dynamic regulation of VEGF-inducible genes by an ERK/ERG/p300 transcriptional network. Development. 2017;144(13):2428–44.PubMedPubMedCentralCrossRef
32.
go back to reference Byrd CA, Bornmann W, Erdjument-Bromage H, Tempst P, Pavletich N, Rosen N, et al. Heat shock protein 90 mediates macrophage activation by Taxol and bacterial lipopolysaccharide. Proc Natl Acad Sci USA. 1999;96(10):5645–50.PubMedCrossRefPubMedCentral Byrd CA, Bornmann W, Erdjument-Bromage H, Tempst P, Pavletich N, Rosen N, et al. Heat shock protein 90 mediates macrophage activation by Taxol and bacterial lipopolysaccharide. Proc Natl Acad Sci USA. 1999;96(10):5645–50.PubMedCrossRefPubMedCentral
33.
go back to reference Shang L, Tomasi TB. The heat shock protein 90-CDC37 chaperone complex is required for signaling by types I and II interferons. J Biol Chem. 2006;281(4):1876–84.PubMedCrossRef Shang L, Tomasi TB. The heat shock protein 90-CDC37 chaperone complex is required for signaling by types I and II interferons. J Biol Chem. 2006;281(4):1876–84.PubMedCrossRef
34.
go back to reference Cheng C-F, Fan J, Fedesco M, Guan S, Li Y, Bandyopadhyay B, et al. Transforming growth factor α (TGFα)-stimulated secretion of HSP90α: using the receptor LRP-1/CD91 to promote human skin cell migration against a TGFβ-rich environment during wound healing. Mol Cell Biol. 2008;28(10):3344–58.PubMedPubMedCentralCrossRef Cheng C-F, Fan J, Fedesco M, Guan S, Li Y, Bandyopadhyay B, et al. Transforming growth factor α (TGFα)-stimulated secretion of HSP90α: using the receptor LRP-1/CD91 to promote human skin cell migration against a TGFβ-rich environment during wound healing. Mol Cell Biol. 2008;28(10):3344–58.PubMedPubMedCentralCrossRef
35.
go back to reference Triantafilou M, Triantafilou K. Heat-shock protein 70 and heat-shock protein 90 associate with toll-like receptor 4 in response to bacterial lipopolysaccharide. Biochem Soc Trans. 2004;32(4):636–9.PubMedCrossRef Triantafilou M, Triantafilou K. Heat-shock protein 70 and heat-shock protein 90 associate with toll-like receptor 4 in response to bacterial lipopolysaccharide. Biochem Soc Trans. 2004;32(4):636–9.PubMedCrossRef
37.
go back to reference Wanderley CW, Colón DF, Luiz JPM, Oliveira FF, Viacava PR, Leite CA, et al. Paclitaxel reduces tumor growth by reprogramming tumor-associated macrophages to an M1 profile in a TLR4-dependent manner. Cancer Res. 2018;78(20):5891–900.PubMed Wanderley CW, Colón DF, Luiz JPM, Oliveira FF, Viacava PR, Leite CA, et al. Paclitaxel reduces tumor growth by reprogramming tumor-associated macrophages to an M1 profile in a TLR4-dependent manner. Cancer Res. 2018;78(20):5891–900.PubMed
38.
go back to reference Yancey PG, Blakemore J, Ding L, Fan D, Overton CD, Zhang Y, et al. Macrophage LRP-1 controls plaque cellularity by regulating efferocytosis and Akt activation. Arterioscler Thromb Vasc Biol. 2010;30(4):787–95.PubMedPubMedCentralCrossRef Yancey PG, Blakemore J, Ding L, Fan D, Overton CD, Zhang Y, et al. Macrophage LRP-1 controls plaque cellularity by regulating efferocytosis and Akt activation. Arterioscler Thromb Vasc Biol. 2010;30(4):787–95.PubMedPubMedCentralCrossRef
39.
go back to reference Zhu L, Giunzioni I, Tavori H, Covarrubias R, Ding L, Zhang Y, et al. Loss of macrophage low-density lipoprotein receptor-related protein 1 confers resistance to the antiatherogenic effects of Tumor Necrosis Factor-α inhibition. Arterioscler Thromb Vasc Biol. 2016;36(8):1483–95.PubMedPubMedCentralCrossRef Zhu L, Giunzioni I, Tavori H, Covarrubias R, Ding L, Zhang Y, et al. Loss of macrophage low-density lipoprotein receptor-related protein 1 confers resistance to the antiatherogenic effects of Tumor Necrosis Factor-α inhibition. Arterioscler Thromb Vasc Biol. 2016;36(8):1483–95.PubMedPubMedCentralCrossRef
41.
go back to reference Lin Y, Xu J, Lan H. Tumor-associated macrophages in tumor metastasis: biological roles and clinical therapeutic applications. J Hematol Oncol. 2019;12:76.PubMedPubMedCentralCrossRef Lin Y, Xu J, Lan H. Tumor-associated macrophages in tumor metastasis: biological roles and clinical therapeutic applications. J Hematol Oncol. 2019;12:76.PubMedPubMedCentralCrossRef
42.
go back to reference Gomez-Brouchet A, Illac C, Gilhodes J, Bouvier C, Aubert S, Guinebretiere J, et al. CD163-positive tumor-associated macrophages and CD8-positive cytotoxic lymphocytes are powerful diagnostic markers for the therapeutic stratification of osteosarcoma patients: an immunohistochemical analysis of the biopsies fromthe French OS2006 phase 3 trial. OncoImmunology. 2017;6(9):e1331193.PubMedPubMedCentralCrossRef Gomez-Brouchet A, Illac C, Gilhodes J, Bouvier C, Aubert S, Guinebretiere J, et al. CD163-positive tumor-associated macrophages and CD8-positive cytotoxic lymphocytes are powerful diagnostic markers for the therapeutic stratification of osteosarcoma patients: an immunohistochemical analysis of the biopsies fromthe French OS2006 phase 3 trial. OncoImmunology. 2017;6(9):e1331193.PubMedPubMedCentralCrossRef
43.
go back to reference Nam SJ, Kim S, Kwon D, Kim H, Kim S, Lee E, et al. Prognostic implications of tumor-infiltrating macrophages, M2 macrophages, regulatory T-cells, and indoleamine 2,3-dioxygenase-positive cells in primary diffuse large B-cell lymphoma of the central nervous system. OncoImmunology. 2018;7(7):e1442164.PubMedPubMedCentralCrossRef Nam SJ, Kim S, Kwon D, Kim H, Kim S, Lee E, et al. Prognostic implications of tumor-infiltrating macrophages, M2 macrophages, regulatory T-cells, and indoleamine 2,3-dioxygenase-positive cells in primary diffuse large B-cell lymphoma of the central nervous system. OncoImmunology. 2018;7(7):e1442164.PubMedPubMedCentralCrossRef
44.
go back to reference Zou M, Bhatia A, Dong H, Jayaprakash P, Guo J, Sahu D, et al. Evolutionarily conserved dual lysine motif determines the non-chaperone function of secreted Hsp90α in tumour progression. Oncogene. 2017;36(15):2160–71.PubMedCrossRef Zou M, Bhatia A, Dong H, Jayaprakash P, Guo J, Sahu D, et al. Evolutionarily conserved dual lysine motif determines the non-chaperone function of secreted Hsp90α in tumour progression. Oncogene. 2017;36(15):2160–71.PubMedCrossRef
Metadata
Title
Endothelial-mesenchymal transition harnesses HSP90α-secreting M2-macrophages to exacerbate pancreatic ductal adenocarcinoma
Authors
Chi-Shuan Fan
Li-Li Chen
Tsu-An Hsu
Chia-Chi Chen
Kee Voon Chua
Chung-Pin Li
Tze-Sing Huang
Publication date
01-12-2019
Publisher
BioMed Central
Published in
Journal of Hematology & Oncology / Issue 1/2019
Electronic ISSN: 1756-8722
DOI
https://doi.org/10.1186/s13045-019-0826-2

Other articles of this Issue 1/2019

Journal of Hematology & Oncology 1/2019 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