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Huang W, Tang P, Mei J, Zhang Z, Lu G. Identification of molecular subtypes and a prognostic signature based on machine learning and purine metabolism-related genes in breast cancer. Medicine (Baltimore) 2025; 104:e42288. [PMID: 40419914 DOI: 10.1097/md.0000000000042288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/28/2025] Open
Abstract
Breast cancer (BC), one of the most prevalent malignant tumors worldwide, lacks efficacious diagnostic biomarkers and therapeutic targets. This study harnesses multi-omics data to identify novel purine metabolism-related genes (PMRG) as potential biomarkers and risk signatures. Univariate Cox regression was employed to assess the correlation between PMRGs and BC patient prognosis, while a Lasso Cox model was constructed to derive a prognostic signature. Gene set enrichment analysis was utilized to investigate functional differences. Kaplan-Meier survival curves were plotted to examine overall survival disparities between these 2 risk groups, with further exploration into the relationship between the prognostic signature, immune landscape, and drug sensitivity. Ultimately, a predictive nomogram was developed based on these findings. BC patients were stratified into 2 distinct molecular subtypes with significantly different prognoses using the identified PMRG-based signature, which comprised 17 PMRGs. This signature emerged as an independent prognosticator for BC and was integrated into a nomogram along with age, chemotherapy/radiotherapy treatment history, and clinical staging to accurately predict patient outcomes. Moreover, the signature showed associations with the tumor immune microenvironment and drug responsiveness, where lower-risk patients exhibited increased chemotherapeutic sensitivity, immune scores, and decreased tumor purity. Gene set enrichment analysis highlighted significant activation in pathways such as the complement and coagulation cascades, ribosome biogenesis, MAPK signaling, cAMP signaling, and drug metabolism pathways in the low-risk group. The derived PMRG-based signature holds promise for predicting the prognosis of BC patients and guiding their clinical management, including immunotherapy interventions.
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Affiliation(s)
- Wei Huang
- Department of Surgery, Ninghai Maternal and Child Health Hospital, Ningbo, Zhejiang, China
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Ding M, Ma C, Lin Y, Fang H, Xu Y, Wang S, Chen Y, Zhou J, Gao H, Shan Y, Yang L, Sun H, Tang Y, Wu X, Zhu L, Zheng L, Assaraf YG, Zhou BBS, Gu S, Li H. Therapeutic targeting de novo purine biosynthesis driven by β-catenin-dependent PPAT upregulation in hepatoblastoma. Cell Death Dis 2025; 16:179. [PMID: 40097378 PMCID: PMC11914223 DOI: 10.1038/s41419-025-07502-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2024] [Revised: 02/07/2025] [Accepted: 03/06/2025] [Indexed: 03/19/2025]
Abstract
De novo purine biosynthesis (DNPS) was previously shown to be aberrantly activated in many cancers. However, the activity of DNPS pathway and its underlying regulatory mechanism in hepatoblastoma (HB) remain poorly understood. Herein, we discovered that the expression of PPAT, the rate-limiting enzyme in DNPS, was markedly upregulated in HB, leading to an augmented purine flux via DNPS, thereby promoting both HB cell proliferation and migration. Furthermore, we found that activated mutant β-catenin, a dominant driver of HB, transcriptionally activated PPAT expression, hence stimulating DNPS and constituting a druggable metabolic vulnerability in HB. Consistently, pharmacological targeting using a DNPS inhibitor lometrexol or genetic repressing the enhanced DNPS markedly blocked HB progression in vitro and in vivo. Our findings suggest that HB patients harboring activated β-catenin mutations and consequent DNPS upregulation, may be treated efficaciously with DNPS enzyme inhibitors like lometrexol. These novel findings bear major therapeutic implications for targeted precision medicine of HB.
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Affiliation(s)
- Ming Ding
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
- Fujian Children's Hospital, Fujian Branch of Shanghai Children's Medical Center Affiliated to Shanghai Jiao Tong University School of Medicine, Fuzhou, 350014, China
| | - Chunshuang Ma
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Yanyan Lin
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Houshun Fang
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Yan Xu
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Shuxuan Wang
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Yao Chen
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Jiquan Zhou
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Hongxiang Gao
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Yuhua Shan
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Liyuan Yang
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Huiying Sun
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Yabin Tang
- Department of Pharmacology and Chemical Biology, School of Basic Medicine and Shanghai Collaborative Innovation Center for Translational Medicine Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Xiaoyu Wu
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
| | - Liang Zhu
- Department of Pharmacology and Chemical Biology, School of Basic Medicine and Shanghai Collaborative Innovation Center for Translational Medicine Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Liang Zheng
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China
- Fujian Children's Hospital, Fujian Branch of Shanghai Children's Medical Center Affiliated to Shanghai Jiao Tong University School of Medicine, Fuzhou, 350014, China
| | - Yehuda G Assaraf
- The Fred Wyszkowski Cancer Research Laboratory, Faculty of Biology, Technion-Israel Institute of Technology, Haifa, 3200003, Israel.
| | - Bin-Bing S Zhou
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China.
- Fujian Children's Hospital, Fujian Branch of Shanghai Children's Medical Center Affiliated to Shanghai Jiao Tong University School of Medicine, Fuzhou, 350014, China.
- Department of Pharmacology and Chemical Biology, School of Basic Medicine and Shanghai Collaborative Innovation Center for Translational Medicine Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
| | - Song Gu
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China.
| | - Hui Li
- Pediatric Translational Medicine Institute, Key Laboratory of Pediatric Hematology & Oncology Ministry of Health, Department of General Surgery, Shanghai Children's Medical Center, Shanghai Jiao Tong University School of Medicine, Shanghai, 200127, China.
- Fujian Children's Hospital, Fujian Branch of Shanghai Children's Medical Center Affiliated to Shanghai Jiao Tong University School of Medicine, Fuzhou, 350014, China.
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Liu J, Wang H, Wan H, Yang J, Gao L, Wang Z, Zhang X, Han W, Peng J, Yang L, Hong L. NEK6 dampens FOXO3 nuclear translocation to stabilize C-MYC and promotes subsequent de novo purine synthesis to support ovarian cancer chemoresistance. Cell Death Dis 2024; 15:661. [PMID: 39256367 PMCID: PMC11387829 DOI: 10.1038/s41419-024-07045-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 08/28/2024] [Accepted: 08/29/2024] [Indexed: 09/12/2024]
Abstract
De novo purine synthesis metabolism plays a crucial role in tumor cell survival and malignant progression. However, the specific impact of this metabolic pathway on chemoresistance in ovarian cancer remains unclear. This study aims to elucidate the influence of de novo purine synthesis on chemoresistance in ovarian cancer and its underlying regulatory mechanisms. We analyzed metabolic differences between chemosensitive and chemoresistant ovarian cancer tissues using mass spectrometry-based metabolomics. Cell growth, metabolism, chemoresistance, and DNA damage repair characteristics were assessed in vitro using cell line models. Tumor growth and chemoresistance were assessed in vivo using ovarian cancer xenograft tumors. Intervention of purines and NEK6-mediated purine metabolism on chemoresistance was investigated at multiple levels. Chemoresistant ovarian cancers exhibited higher purine abundance and NEK6 expression. Inhibiting NEK6 led to decreased de novo purine synthesis, resulting in diminished chemoresistance in ovarian cancer cells. Mechanistically, NEK6 directly interacted with FOXO3, contributing to the phosphorylation of FOXO3 at S7 through its kinase activity, thereby inhibiting its nuclear translocation. Nuclear FOXO3 promoted FBXW7 transcription, leading to c-MYC ubiquitination and suppression of de novo purine synthesis. Paeonol, by inhibiting NEK6, suppressed de novo purine synthesis and enhanced chemosensitivity. The NEK6-mediated reprogramming of de novo purine synthesis emerges as a critical pathway influencing chemoresistance in ovarian cancer. Paeonol exhibits the potential to interfere with NEK6, thereby inhibiting chemoresistance.
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Affiliation(s)
- Jingchun Liu
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- The First Clinical School of Wuhan University, Wuhan University, Wuhan, Hubei, China
| | - Haoyu Wang
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- The First Clinical School of Wuhan University, Wuhan University, Wuhan, Hubei, China
| | - Huanzhi Wan
- The First Clinical School of Wuhan University, Wuhan University, Wuhan, Hubei, China
| | - Jiang Yang
- Department of Obstetrics and Gynecology, Xiangyang Central Hospital, Xiangyang, Hubei, China
| | - Likun Gao
- Department of Pathology, Shenzhen People's Hospital, The Second Clinical Medical College of Jinan University, Shenzhen, 518020, China
| | - Zhi Wang
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- The First Clinical School of Wuhan University, Wuhan University, Wuhan, Hubei, China
| | - Xiaoyi Zhang
- The First Clinical School of Wuhan University, Wuhan University, Wuhan, Hubei, China
| | - Wuyue Han
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- The First Clinical School of Wuhan University, Wuhan University, Wuhan, Hubei, China
| | - Jiaxin Peng
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- The First Clinical School of Wuhan University, Wuhan University, Wuhan, Hubei, China
| | - Lian Yang
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
- The First Clinical School of Wuhan University, Wuhan University, Wuhan, Hubei, China
| | - Li Hong
- Department of Gynecology and Obstetrics, Renmin Hospital of Wuhan University, Wuhan, Hubei, China.
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Chen X, Wu W, Jeong JH, Rokavec M, Wei R, Feng S, Schroth W, Brauch H, Zhong S, Luo JL. Cytokines-activated nuclear IKKα-FAT10 pathway induces breast cancer tamoxifen-resistance. SCIENCE CHINA. LIFE SCIENCES 2024; 67:1413-1426. [PMID: 38565741 DOI: 10.1007/s11427-023-2460-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 09/26/2023] [Indexed: 04/04/2024]
Abstract
Endocrine therapy that blocks estrogen signaling is the most effective treatment for patients with estrogen receptor positive (ER+) breast cancer. However, the efficacy of agents such as tamoxifen (Tam) is often compromised by the development of resistance. Here we report that cytokines-activated nuclear IKKα confers Tam resistance to ER+ breast cancer by inducing the expression of FAT10, and that the expression of FAT10 and nuclear IKKα in primary ER+ human breast cancer was correlated with lymphotoxin β (LTB) expression and significantly associated with relapse and metastasis in patients treated with adjuvant mono-Tam. IKKα activation or enforced FAT10 expression promotes Tam-resistance while loss of IKKα or FAT10 augments Tam sensitivity. The induction of FAT10 by IKKα is mediated by the transcription factor Pax5, and coordinated via an IKKα-p53-miR-23a circuit in which activation of IKKα attenuates p53-directed repression of FAT10. Thus, our findings establish IKKα-to-FAT10 pathway as a new therapeutic target for the treatment of Tam-resistant ER+ breast cancer.
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Affiliation(s)
- Xueyan Chen
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, China
- Department of Molecular Medicine, The Scripps Research Institute, Jupiter, 33458, USA
| | - Weilin Wu
- Department of Molecular Medicine, The Scripps Research Institute, Jupiter, 33458, USA
| | - Ji-Hak Jeong
- Department of Molecular Medicine, The Scripps Research Institute, Jupiter, 33458, USA
| | - Matjaz Rokavec
- Department of Molecular Medicine, The Scripps Research Institute, Jupiter, 33458, USA
| | - Rui Wei
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, China
| | - Shaolong Feng
- Department of Molecular Medicine, The Scripps Research Institute, Jupiter, 33458, USA
| | - Werner Schroth
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, 70376, Germany
- iFIT Cluster of Excellence, University of Tübingen, Tübingen, 72074, Germany
| | - Hiltrud Brauch
- Dr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology, Stuttgart, 70376, Germany
- iFIT Cluster of Excellence, University of Tübingen, Tübingen, 72074, Germany
| | - Shangwei Zhong
- Department of Molecular Medicine, The Scripps Research Institute, Jupiter, 33458, USA.
- The Cancer Research Institute and the Second Affiliated Hospital, Henyang Medical School, University of South China, Hengyang, 421001, China.
| | - Jun-Li Luo
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, China.
- Department of Molecular Medicine, The Scripps Research Institute, Jupiter, 33458, USA.
- The Cancer Research Institute and the Second Affiliated Hospital, Henyang Medical School, University of South China, Hengyang, 421001, China.
- National Health Commission Key Laboratory of Birth Defect Research and Prevention, Hunan Provincial Maternal and Child Health Care Hospital, Changsha, 410008, China.
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Zhang H, Liu Y, Liu J, Chen J, Wang J, Hua H, Jiang Y. cAMP-PKA/EPAC signaling and cancer: the interplay in tumor microenvironment. J Hematol Oncol 2024; 17:5. [PMID: 38233872 PMCID: PMC10792844 DOI: 10.1186/s13045-024-01524-x] [Citation(s) in RCA: 34] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 01/02/2024] [Indexed: 01/19/2024] Open
Abstract
Cancer is a complex disease resulting from abnormal cell growth that is induced by a number of genetic and environmental factors. The tumor microenvironment (TME), which involves extracellular matrix, cancer-associated fibroblasts (CAF), tumor-infiltrating immune cells and angiogenesis, plays a critical role in tumor progression. Cyclic adenosine monophosphate (cAMP) is a second messenger that has pleiotropic effects on the TME. The downstream effectors of cAMP include cAMP-dependent protein kinase (PKA), exchange protein activated by cAMP (EPAC) and ion channels. While cAMP can activate PKA or EPAC and promote cancer cell growth, it can also inhibit cell proliferation and survival in context- and cancer type-dependent manner. Tumor-associated stromal cells, such as CAF and immune cells, can release cytokines and growth factors that either stimulate or inhibit cAMP production within the TME. Recent studies have shown that targeting cAMP signaling in the TME has therapeutic benefits in cancer. Small-molecule agents that inhibit adenylate cyclase and PKA have been shown to inhibit tumor growth. In addition, cAMP-elevating agents, such as forskolin, can not only induce cancer cell death, but also directly inhibit cell proliferation in some cancer types. In this review, we summarize current understanding of cAMP signaling in cancer biology and immunology and discuss the basis for its context-dependent dual role in oncogenesis. Understanding the precise mechanisms by which cAMP and the TME interact in cancer will be critical for the development of effective therapies. Future studies aimed at investigating the cAMP-cancer axis and its regulation in the TME may provide new insights into the underlying mechanisms of tumorigenesis and lead to the development of novel therapeutic strategies.
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Affiliation(s)
- Hongying Zhang
- Cancer Center, Laboratory of Oncogene, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Yongliang Liu
- Cancer Center, Laboratory of Oncogene, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Jieya Liu
- Cancer Center, Laboratory of Oncogene, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Jinzhu Chen
- Cancer Center, Laboratory of Oncogene, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China
| | - Jiao Wang
- School of Basic Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, 610075, China
| | - Hui Hua
- Laboratory of Stem Cell Biology, West China Hospital, Sichuan University, Chengdu, 610041, China.
| | - Yangfu Jiang
- Cancer Center, Laboratory of Oncogene, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, 610041, China.
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Dziubańska-Kusibab PJ, Nevedomskaya E, Haendler B. Preclinical Anticipation of On- and Off-Target Resistance Mechanisms to Anti-Cancer Drugs: A Systematic Review. Int J Mol Sci 2024; 25:705. [PMID: 38255778 PMCID: PMC10815614 DOI: 10.3390/ijms25020705] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 12/22/2023] [Accepted: 12/28/2023] [Indexed: 01/24/2024] Open
Abstract
The advent of targeted therapies has led to tremendous improvements in treatment options and their outcomes in the field of oncology. Yet, many cancers outsmart precision drugs by developing on-target or off-target resistance mechanisms. Gaining the ability to resist treatment is the rule rather than the exception in tumors, and it remains a major healthcare challenge to achieve long-lasting remission in most cancer patients. Here, we discuss emerging strategies that take advantage of innovative high-throughput screening technologies to anticipate on- and off-target resistance mechanisms before they occur in treated cancer patients. We divide the methods into non-systematic approaches, such as random mutagenesis or long-term drug treatment, and systematic approaches, relying on the clustered regularly interspaced short palindromic repeats (CRISPR) system, saturated mutagenesis, or computational methods. All these new developments, especially genome-wide CRISPR-based screening platforms, have significantly accelerated the processes for identification of the mechanisms responsible for cancer drug resistance and opened up new avenues for future treatments.
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Affiliation(s)
| | | | - Bernard Haendler
- Research and Early Development Oncology, Pharmaceuticals, Bayer AG, Müllerstr. 178, 13353 Berlin, Germany; (P.J.D.-K.); (E.N.)
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