1
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Adhikari N, Ayyannan SR. Development and validation of machine learning models for the prediction of SH-2 containing protein tyrosine phosphatase 2 inhibitors. Mol Divers 2023:10.1007/s11030-023-10710-x. [PMID: 37552436 DOI: 10.1007/s11030-023-10710-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 07/31/2023] [Indexed: 08/09/2023]
Abstract
Discovery and development of a new drug to the market is a highly challenging and resource consuming process. Although, modern drug discovery technologies have enabled the rapid identification of lead compounds, translation of the lead compounds into successful clinical candidates remains a big challenge. In recent years, the availability of massive structural and biological data of diverse small molecules and macromolecules has helped the researchers to deep mine the multidimensional data with the help of artificial intelligence-based predictive tools to draw useful insights on the structural features of biological or therapeutic significance. The aim of this study was to utilize the available data on small molecule (SH2)-containing protein tyrosine phosphatase 2 (SHP2) inhibitors to build and develop machine learning (ML) models that can predict the SHP2 inhibitory potential of new compounds. The dataset contained 2739 unique small molecule SHP2 inhibitors obtained from the BindingDB, ChEMBL and recent literature. After curation of the data, the predictive models such as XGBoost, K nearest neighbours, neural networks were developed and validated through a tenfold cross-validation testing procedure. Out of the seven models developed, the XGBoost model showed an excellent performance with ROC AUC score of 0.96 and accuracy of 0.97 on the test data. Moreover, the Shapley Additive Explanations method was applied to assess a more in-depth understanding of the influence of variables on the model's predictions. In summary, the XGBoost model developed in this study can be useful in the identification of novel SHP2 inhibitors and therefore, can accelerate the discovery of novel therapeutics for cancer therapy.
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Affiliation(s)
- Nilanjan Adhikari
- Pharmaceutical Chemistry Research Laboratory II, Department of Pharmaceutical Engineering and Technology, Indian Institute of Technology (Banaras Hindu University), Varanasi, UP, 221005, India
| | - Senthil Raja Ayyannan
- Pharmaceutical Chemistry Research Laboratory II, Department of Pharmaceutical Engineering and Technology, Indian Institute of Technology (Banaras Hindu University), Varanasi, UP, 221005, India.
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2
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Li Y, Zhou H, Liu P, Lv D, Shi Y, Tang B, Xu J, Zhong T, Xu W, Zhang J, Zhou J, Ying K, Zhao Y, Sun Y, Jiang Z, Cheng H, Zhang X, Ke Y. SHP2 deneddylation mediates tumor immunosuppression in colon cancer via the CD47/SIRPα axis. J Clin Invest 2023; 133:162870. [PMID: 36626230 PMCID: PMC9927946 DOI: 10.1172/jci162870] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Accepted: 01/05/2023] [Indexed: 01/11/2023] Open
Abstract
SIPRα on macrophages binds with CD47 to resist proengulfment signals, but how the downstream signal of SIPRα controls tumor-infiltrating macrophages (TIMs) is still poorly clarified. Here, we report that the CD47/signal regulatory protein α (SIRPα) axis requires the deneddylation of tyrosine phosphatase SHP2. Mechanistically, Src homology region 2-containing protein tyrosine phosphatase 2 (SHP2) was constitutively neddylated on K358 and K364 sites; thus, its autoinhibited conformation was maintained. In response to CD47-liganded SIRPα, SHP2 was deneddylated by sentrin-specific protease 8 (SENP8), which led to the dephosphorylation of relevant substrates at the phagocytic cup and subsequent inhibition of macrophage phagocytosis. Furthermore, neddylation inactivated myeloid-SHP2 and greatly boosted the efficacy of colorectal cancer (CRC) immunotherapy. Importantly, we observed that supplementation with SHP2 allosteric inhibitors sensitized immune treatment-resistant CRC to immunotherapy. Our results emphasize that the CRC subtype that is unresponsive to immunotherapy relies on SIRPαhiSHP2hiNEDD8lo TIMs and highlight the need to further explore the strategy of SHP2 targeting in CRC therapy.
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Affiliation(s)
- Yiqing Li
- Department of Pathology and Pathophysiology, and Department of Respiratory Medicine at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Hui Zhou
- Department of Pathology and Pathophysiology, and Department of Respiratory Medicine at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Pan Liu
- Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, China
| | - Dandan Lv
- Department of Respiratory Medicine at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Yichun Shi
- Department of Pathology and Pathophysiology, and Department of Respiratory Medicine at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Bufu Tang
- Key Laboratory of Imaging Diagnosis and Minimally Invasive Intervention Research at The Lishui Hospital, Zhejiang University School of Medicine, Lishui, China
| | - Jiaqi Xu
- Department of Pathology at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangou, China
| | - Tingting Zhong
- Department of Pathology at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangou, China
| | - Wangting Xu
- Department of Respiratory Medicine at The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Jie Zhang
- Department of Urology at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Jianying Zhou
- Department of Respiratory Medicine at The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Kejing Ying
- Department of Respiratory Medicine at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Yongchao Zhao
- Cancer Institute of The Second Affiliated Hospital, and Institute of Translational Medicine, Zhejiang University School of Medicine, Hangzhou, China
| | - Yi Sun
- Cancer Institute of The Second Affiliated Hospital, and Institute of Translational Medicine, Zhejiang University School of Medicine, Hangzhou, China
| | - Zhinong Jiang
- Department of Pathology at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangou, China
| | - Hongqiang Cheng
- Department of Pathology and Pathophysiology, and Department of Cardiology at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Xue Zhang
- Department of Pathology and Pathophysiology, and Department of Respiratory Medicine at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Yuehai Ke
- Department of Pathology and Pathophysiology, and Department of Respiratory Medicine at Sir Run-Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
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3
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Structural insights into the pSer/pThr dependent regulation of the SHP2 tyrosine phosphatase in insulin and CD28 signaling. Nat Commun 2022; 13:5439. [PMID: 36114179 PMCID: PMC9481563 DOI: 10.1038/s41467-022-32918-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Accepted: 08/23/2022] [Indexed: 11/09/2022] Open
Abstract
Serine/threonine phosphorylation of insulin receptor substrate (IRS) proteins is well known to modulate insulin signaling. However, the molecular details of this process have mostly been elusive. While exploring the role of phosphoserines, we have detected a direct link between Tyr-flanking Ser/Thr phosphorylation sites and regulation of specific phosphotyrosine phosphatases. Here we present a concise structural study on how the activity of SHP2 phosphatase is controlled by an asymmetric, dual phosphorylation of its substrates. The structure of SHP2 has been determined with three different substrate peptides, unveiling the versatile and highly dynamic nature of substrate recruitment. What is more, the relatively stable pre-catalytic state of SHP2 could potentially be useful for inhibitor design. Our findings not only show an unusual dependence of SHP2 catalytic activity on Ser/Thr phosphorylation sites in IRS1 and CD28, but also suggest a negative regulatory mechanism that may also apply to other tyrosine kinase pathways as well. SHP2 is an important human tyrosine phosphatase with key roles in cancer, immune responses and insulin signaling. Here, the authors explore its substrate recognition mechanism in molecular detail and uncover a complex regulatory mechanism for this enzyme that marks specific target sites for dephosphorylation.
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4
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Zhang H, Gao Z, Meng C, Li X, Shi D. Inhibitor Binding Sites in the Protein Tyrosine Phosphatase SHP-2. Mini Rev Med Chem 2021; 20:1017-1030. [PMID: 32124695 DOI: 10.2174/1389557520666200303130833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Revised: 11/19/2019] [Accepted: 02/03/2020] [Indexed: 11/22/2022]
Abstract
Protein tyrosine phosphatase 2 (SHP-2) has long been proposed as a cancer drug target. Several small-molecule compounds with different mechanisms of SHP-2 inhibition have been reported, but none are commercially available. Pool selectivity over protein tyrosine phosphatase 1 (SHP-1) and a lack of cellular activity have hindered the development of selective SHP-2 inhibitors. In this review, we describe the binding modes of existing inhibitors and SHP-2 binding sites, summarize the characteristics of the sites involved in selectivity, and identify the suitable groups for interaction with the binding sites.
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Affiliation(s)
- Haonan Zhang
- School of Life Sciences, Shandong University of Technology, Zibo 255049, Shandong Province, China
| | - Zhengquan Gao
- School of Life Sciences, Shandong University of Technology, Zibo 255049, Shandong Province, China
| | - Chunxiao Meng
- School of Life Sciences, Shandong University of Technology, Zibo 255049, Shandong Province, China
| | - Xiangqian Li
- State Key Laboratory of Microbial Technology, Shandong University, Jinan, 250100, Shandong, China.,Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Dayong Shi
- State Key Laboratory of Microbial Technology, Shandong University, Jinan, 250100, Shandong, China.,Laboratory for Marine Drugs and Bioproducts, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
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5
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Mostinski Y, Heynen GJJE, López-Alberca MP, Paul J, Miksche S, Radetzki S, Schaller D, Shanina E, Seyffarth C, Kolomeets Y, Ziebart N, de Schryver J, Oestreich S, Neuenschwander M, Roske Y, Heinemann U, Rademacher C, Volkamer A, von Kries JP, Birchmeier W, Nazaré M. From Pyrazolones to Azaindoles: Evolution of Active-Site SHP2 Inhibitors Based on Scaffold Hopping and Bioisosteric Replacement. J Med Chem 2020; 63:14780-14804. [PMID: 33210922 DOI: 10.1021/acs.jmedchem.0c01265] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
The tyrosine phosphatase SHP2 controls the activity of pivotal signaling pathways, including MAPK, JAK-STAT, and PI3K-Akt. Aberrant SHP2 activity leads to uncontrolled cell proliferation, tumorigenesis, and metastasis. SHP2 signaling was recently linked to drug resistance against cancer medications such as MEK and BRAF inhibitors. In this work, we present the development of a novel class of azaindole SHP2 inhibitors. We applied scaffold hopping and bioisosteric replacement concepts to eliminate unwanted structural motifs and to improve the inhibitor characteristics of the previously reported pyrazolone SHP2 inhibitors. The most potent azaindole 45 inhibits SHP2 with an IC50 = 0.031 μM in an enzymatic assay and with an IC50 = 2.6 μM in human pancreas cells (HPAF-II). Evaluation in a series of cellular assays for metastasis and drug resistance demonstrated efficient SHP2 blockade. Finally, 45 inhibited proliferation of two cancer cell lines that are resistant to cancer drugs and diminished ERK signaling.
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Affiliation(s)
- Yelena Mostinski
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Guus J J E Heynen
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Maria Pascual López-Alberca
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Jerome Paul
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Sandra Miksche
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Silke Radetzki
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - David Schaller
- Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117 Berlin, Germany
| | - Elena Shanina
- Max-Planck-Institut für Kolloid- und Grenzflächenforschung, Am Mühlenberg, 1, 14476 Potsdam, Germany
| | - Carola Seyffarth
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Yuliya Kolomeets
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Nandor Ziebart
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Judith de Schryver
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Sylvia Oestreich
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Martin Neuenschwander
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Yvette Roske
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Udo Heinemann
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Christoph Rademacher
- Max-Planck-Institut für Kolloid- und Grenzflächenforschung, Am Mühlenberg, 1, 14476 Potsdam, Germany
| | - Andrea Volkamer
- Charité-Universitätsmedizin Berlin, Charitéplatz 1, 10117 Berlin, Germany
| | - Jens Peter von Kries
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Walter Birchmeier
- Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
| | - Marc Nazaré
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Campus Berlin-Buch, Robert-Rössle-Str. 10, 13125 Berlin, Germany
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6
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Hartman Z, Geldenhuys WJ, Agazie YM. Novel Small-Molecule Inhibitor for the Oncogenic Tyrosine Phosphatase SHP2 with Anti-Breast Cancer Cell Effects. ACS OMEGA 2020; 5:25113-25124. [PMID: 33043190 PMCID: PMC7542598 DOI: 10.1021/acsomega.0c02746] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Accepted: 09/14/2020] [Indexed: 05/08/2023]
Abstract
The oncogenic property of the Src homology phosphotyrosine phosphatase 2 (SHP2) is well-known, but developing specific inhibitors has been very difficult. Based on our previous reports that showed the importance of acidic residues surrounding SHP2 substrate phosphotyrosines for specific recognition, we have rationally designed and chemically synthesized a small-molecule SHP2 inhibitor named 4,4'-(4'-carboxy)-4-nonyloxy-[1,1'-biphenyl]-3,5-diyl)dibutanoic acid (CNBDA). Molecular modeling predicted that CNBDA packs well into the SHP2 active site and makes extended interactions primarily with positively charged and polar amino acids surrounding the active site. In vitro PTPase assays showed that CNBDA inhibits SHP2 with an IC50 of 5 μM. However, the IC50 of CNBDA toward SHP1, the close structural homologue of SHP2, was 125 μM, suggesting an approximately 25-fold effectiveness against SHP2 than SHP1. Because SHP2 is known for its positive role in breast cancer (BC) cell biology, we tested the effect of SHP2 inhibition with CNBDA in HER2-positive BC cells. Treatment with CNBDA suppressed cell proliferation in 2D culture, anchorage-independent growth in soft agar, and mammosphere (tumorisphere) formation in suspension cultures in a concentration-dependent manner. Furthermore, CNBDA inhibited EGF-induced signaling and expression of HER2 by inhibiting the PTPase activity of SHP2 in BC cells. These findings suggest that CNBDA is a promising anti-SHP2 lead compound with anti-BC cell effects.
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Affiliation(s)
- Zachary Hartman
- Department
of Biochemistry, West Virginia University, Morgantown, West Virginia 26506, United States
| | - Werner J. Geldenhuys
- School
of Medicine; Department of Basic Pharmaceutical Sciences, School of
Pharmacy, West Virginia University, Morgantown, West Virginia 26506, United States
| | - Yehenew M. Agazie
- Department
of Biochemistry, West Virginia University, Morgantown, West Virginia 26506, United States
- WVU
Cancer Institute, West Virginia University Morgantown, West Virginia 26506, United States
- . Phone: (304) 293-7756. Fax: (304) 293-6486
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7
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Phosphatase-independent functions of SHP2 and its regulation by small molecule compounds. J Pharmacol Sci 2020; 144:139-146. [PMID: 32921395 DOI: 10.1016/j.jphs.2020.06.002] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Revised: 06/03/2020] [Accepted: 06/08/2020] [Indexed: 12/13/2022] Open
Abstract
SHP2 is a non-receptor protein tyrosine phosphatase encoded by the PTPN11 gene in human. Clinically, SHP2 has been identified as a causal factor of several diseases, such as Noonan syndrome, LEOPARD syndrome as well as myeloid malignancies. Interestingly, both loss-of-function and gain-of-function mutations occur in the PTPN11 gene. Analyses by biochemical and cell biological means as well as probing with small molecule compounds have demonstrated that SHP2 has both phosphatase-dependent and independent functions. In comparison with its phosphatase activity, the non-phosphatase-like function of SHP2 has not been well introduced or summarized. This review mainly focuses on the phosphatase-independent functions and its regulation by small molecule compounds as well as their use for disease therapy.
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8
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Tang K, Jia YN, Yu B, Liu HM. Medicinal chemistry strategies for the development of protein tyrosine phosphatase SHP2 inhibitors and PROTAC degraders. Eur J Med Chem 2020; 204:112657. [PMID: 32738411 DOI: 10.1016/j.ejmech.2020.112657] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Revised: 07/02/2020] [Accepted: 07/08/2020] [Indexed: 12/20/2022]
Abstract
As a non-receptor protein tyrosine phosphatase encoded by the PTPN11 gene, the Src homology 2 domain-containing protein tyrosine phosphatase (SHP2) is involved in mitogen-activated protein kinase (MAPK) signaling pathway and contributes to immune surveillance via programmed cell death pathway (PD-1/PD-L1). To date, numerous SHP2 inhibitors have been developed, some of them have advanced into clinical trials. Moreover, the first PROTAC degrader SHP2-D26 has been proved to effectively induce degradation of SHP2, which may open a new avenue for targeted SHP2 therapies. In this review, we systematically summarized the development of SHP2 inhibitors with a particular focus on the structure-activity relationships (SAR) studies, crystal structures or binding models, and their modes of action.
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Affiliation(s)
- Kai Tang
- School of Pharmaceutical Sciences, Key Laboratory of Advanced Drug Preparation Technologies, Military of Education, Zhengzhou University, Zhengzhou, 450001, China.
| | - Yao-Nan Jia
- School of Pharmaceutical Sciences, Key Laboratory of Advanced Drug Preparation Technologies, Military of Education, Zhengzhou University, Zhengzhou, 450001, China.
| | - Bin Yu
- School of Pharmaceutical Sciences, Key Laboratory of Advanced Drug Preparation Technologies, Military of Education, Zhengzhou University, Zhengzhou, 450001, China.
| | - Hong-Min Liu
- School of Pharmaceutical Sciences, Key Laboratory of Advanced Drug Preparation Technologies, Military of Education, Zhengzhou University, Zhengzhou, 450001, China.
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9
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Hartman Z, Geldenhuys WJ, Agazie YM. A specific amino acid context in EGFR and HER2 phosphorylation sites enables selective binding to the active site of Src homology phosphatase 2 (SHP2). J Biol Chem 2020; 295:3563-3575. [PMID: 32024694 DOI: 10.1074/jbc.ra119.011422] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Revised: 01/22/2020] [Indexed: 11/06/2022] Open
Abstract
The Src homology phosphatase 2 (SHP2) is a cytoplasmic enzyme that mediates signaling induced by multiple receptor tyrosine kinases, including signaling by the epidermal growth factor receptor (EGFR) family (EGFR1-4 or the human homologs HER1-4). In EGFR (HER1) and EGFR2 (HER2) signaling, SHP2 increases the half-life of activated Ras by blocking recruitment of Ras GTPase-activating protein (RasGAP) to the plasma membrane through dephosphorylation of docking sites on the receptors. However, it is unclear how SHP2 selectively recognizes RasGAP-binding sites on EGFR and HER2. In this report, we show that SHP2-targeted pTyr residues exist in a specific amino acid context that allows selective binding. More specifically, we show that acidic residues N-terminal to the substrate pTyr in EGFR and HER2 mediate specific binding by the SHP2 active site, leading to blockade of RasGAP binding and optimal signaling by the two receptors. Molecular modeling studies revealed that a peptide derived from the region of pTyr992-EGFR packs well and makes stronger interactions with the SHP2 active site than with the SHP1 active site, suggesting a built-in mechanism that enables selective substrate recognition by SHP2. A phosphorylated form of this peptide inhibits SHP2 activity in vitro and EGFR and HER2 signaling in cells, suggesting inhibition of SHP2 protein tyrosine phosphatase activity by this peptide. Although we do not expect this peptide to be a strong inhibitor by itself, we foresee that the insights into SHP2 selectivity described here will be useful in future development of active-site small molecule-based inhibitors.
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Affiliation(s)
- Zachary Hartman
- Department of Biochemistry, School of Medicine West Virginia University, Morgantown, West Virginia 26506
| | - Werner J Geldenhuys
- Department of Basic Pharmaceutical Sciences, School of Pharmacy, West Virginia University, Morgantown, West Virginia 26506
| | - Yehenew M Agazie
- Department of Biochemistry, School of Medicine West Virginia University, Morgantown, West Virginia 26506; WVU Cancer Institute, School of Medicine, West Virginia University, Morgantown, West Virginia 26506.
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10
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Kostrzewa T, Sahu KK, Gorska-Ponikowska M, Tuszynski JA, Kuban-Jankowska A. Synthesis of small peptide compounds, molecular docking, and inhibitory activity evaluation against phosphatases PTP1B and SHP2. DRUG DESIGN DEVELOPMENT AND THERAPY 2018; 12:4139-4147. [PMID: 30584278 PMCID: PMC6287413 DOI: 10.2147/dddt.s186614] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Background The protein tyrosine phosphatases PTP1B and SHP2 are promising drug targets in treatment design for breast cancer. Searching for specific inhibitors of their activity has recently become the challenge of many studies. Previous work has indicated that the promising PTP inhibitors may be small compounds that are able to bind and interact with amino residues from the binding site. Purpose The main goal of our study was to synthesize and analyze the effect of selected small peptide inhibitors on oncogenic PTP1B and SHP2 enzymatic activity and viability of MCF7 breast cancer cells. We also performed computational analysis of peptides binding with allosteric sites of PTP1B and SHP2 phosphatases. Methods We measured the inhibitory activity of compounds utilizing recombinant enzymes and MCF7 cell line. Computational analysis involved docking studies of binding conformation and interactions of inhibitors with allosteric sites of phosphatases. Results The results showed that the tested compounds decrease the enzymatic activity of phosphatases PTP1B and SHP2 with IC50 values in micromolar ranges. We observed higher inhibitory activity of dipeptides than tripeptides. Phe-Asp was the most effective against SHP2 enzymatic activity, with IC50=5.2±0.4 µM. Micromolar concentrations of tested dipeptides also decreased the viability of MCF7 breast cancer cells, with higher inhibitory activity observed for the Phe-Asp peptide. Moreover, the peptides tested were able to bind and interact with allosteric sites of PTP1B and SHP2 phosphatases. Conclusion Our research showed that small peptide compounds can be considered for the design of specific inhibitors of oncogenic protein tyrosine phosphatases.
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Affiliation(s)
- Tomasz Kostrzewa
- Department of Medical Chemistry, Medical University of Gdańsk, Gdańsk, Poland,
| | - Kamlesh K Sahu
- Department of Medical Microbiology and Immunology, University of Alberta, Edmonton, AB, Canada
| | | | - Jack A Tuszynski
- Department of Oncology, University of Alberta, Edmonton, AB, Canada
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11
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A tyrosine phosphatase SHP2 gain-of-function mutation enhances malignancy of breast carcinoma. Oncotarget 2016; 7:5664-76. [PMID: 26673822 PMCID: PMC4868712 DOI: 10.18632/oncotarget.6561] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2015] [Accepted: 11/25/2015] [Indexed: 11/25/2022] Open
Abstract
Background: Evidence suggests that Src homologous protein phosphotyrosyl phosphatase 2 (SHP2) mutations promote cancer development in several solid tumours. In this study, we focused on the in vivo and in vitro effects of an SHP2 mutation on the breast cancer phenotype to determine whether this mutation is correlated with a malignant phenotype. Methods: Mutant PTPN11 cDNA (D61G) was transduced into MDA-MB231 and MCF-7 cells. The effects of the D61G mutation on tumourigenesis and malignant behaviours, such as cell adhesion, proliferation, migration and invasion, were examined. Potential underlying molecular mechanisms, i.e., activation of the Gab1-Ras-Erk axis, were also examined. Results:In vitro experiments revealed that tumour adhesion, proliferation, migration and invasion were significantly increased in the SHP2 D61G mutant groups. Consistently, in vivo experiments also showed that the tumour sizes and weights were increased significantly in the SHP2 D61G-MB231 group (p < 0.001) in association with tumour metastasis. Mechanistically, the PTPN11 mutation resulted in activation of the Ras-ErK pathway. The binding between Gab1 and mutant SHP2 was significantly increased. Conclusion: Mutant SHP2 significantly promotes tumour migration and invasion at least partially through activation of the Gab1-Ras-Erk axis. This finding could have direct implications for breast cancer therapy.
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12
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Allen WJ, Balius TE, Mukherjee S, Brozell SR, Moustakas DT, Lang PT, Case DA, Kuntz ID, Rizzo RC. DOCK 6: Impact of new features and current docking performance. J Comput Chem 2015; 36:1132-56. [PMID: 25914306 DOI: 10.1002/jcc.23905] [Citation(s) in RCA: 445] [Impact Index Per Article: 49.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2014] [Revised: 03/01/2015] [Accepted: 03/07/2015] [Indexed: 12/11/2022]
Abstract
This manuscript presents the latest algorithmic and methodological developments to the structure-based design program DOCK 6.7 focused on an updated internal energy function, new anchor selection control, enhanced minimization options, a footprint similarity scoring function, a symmetry-corrected root-mean-square deviation algorithm, a database filter, and docking forensic tools. An important strategy during development involved use of three orthogonal metrics for assessment and validation: pose reproduction over a large database of 1043 protein-ligand complexes (SB2012 test set), cross-docking to 24 drug-target protein families, and database enrichment using large active and decoy datasets (Directory of Useful Decoys [DUD]-E test set) for five important proteins including HIV protease and IGF-1R. Relative to earlier versions, a key outcome of the work is a significant increase in pose reproduction success in going from DOCK 4.0.2 (51.4%) → 5.4 (65.2%) → 6.7 (73.3%) as a result of significant decreases in failure arising from both sampling 24.1% → 13.6% → 9.1% and scoring 24.4% → 21.1% → 17.5%. Companion cross-docking and enrichment studies with the new version highlight other strengths and remaining areas for improvement, especially for systems containing metal ions. The source code for DOCK 6.7 is available for download and free for academic users at http://dock.compbio.ucsf.edu/.
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Affiliation(s)
- William J Allen
- Department of Applied Mathematics & Statistics, Stony Brook University, Stony Brook, New York, 11794
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Zhen XL, Yin WH, Tian X, Ma ZJ, Fan SM, Han JR, Liu S. Synthesis and biological evaluation of open-chain analogs of cyclic peptides as inhibitors of cellular Shp2 activity. Bioorg Med Chem 2015; 23:2562-7. [DOI: 10.1016/j.bmc.2015.03.035] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2015] [Revised: 03/11/2015] [Accepted: 03/12/2015] [Indexed: 11/26/2022]
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Zeng LF, Zhang RY, Yu ZH, Li S, Wu L, Gunawan AM, Lane BS, Mali RS, Li X, Chan RJ, Kapur R, Wells CD, Zhang ZY. Therapeutic potential of targeting the oncogenic SHP2 phosphatase. J Med Chem 2014; 57:6594-609. [PMID: 25003231 PMCID: PMC4136714 DOI: 10.1021/jm5006176] [Citation(s) in RCA: 93] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
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The Src homology 2 domain containing
protein tyrosine phosphatase-2
(SHP2) is an oncogenic phosphatase associated with various kinds of
leukemia and solid tumors. Thus, there is substantial interest in
developing SHP2 inhibitors as potential anticancer and antileukemia
agents. Using a structure-guided and fragment-based library approach,
we identified a novel hydroxyindole carboxylic acid-based SHP2 inhibitor 11a-1, with an IC50 value of 200 nM
and greater than 5-fold selectivity against 20 mammalian PTPs. Structural
and modeling studies reveal that the hydroxyindole carboxylic acid
anchors the inhibitor to the SHP2 active site, while interactions
of the oxalamide linker and the phenylthiophene tail with residues
in the β5–β6 loop contribute
to 11a-1’s binding potency and selectivity.
Evidence suggests that 11a-1 specifically
attenuates the SHP2-dependent signaling inside the cell. Moreover, 11a-1 blocks growth factor mediated Erk1/2 and
Akt activation and exhibits excellent antiproliferative activity in
lung cancer and breast cancer as well as leukemia cell lines.
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Affiliation(s)
- Li-Fan Zeng
- Department of Biochemistry and Molecular Biology, ‡Herman B. Wells Center for Pediatric Research, and §Chemical Genomics Core Facility, Indiana University School of Medicine , 635 Barnhill Drive, Indianapolis, Indiana 46202 United States
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Muenst S, Obermann EC, Gao F, Oertli D, Viehl CT, Weber WP, Fleming T, Gillanders WE, Soysal SD. Src homology phosphotyrosyl phosphatase-2 expression is an independent negative prognostic factor in human breast cancer. Histopathology 2013; 63:74-82. [PMID: 23672411 DOI: 10.1111/his.12140] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2012] [Accepted: 03/18/2013] [Indexed: 12/01/2022]
Abstract
AIMS Src homology phosphotyrosyl phosphatase-2 (SHP2) is a ubiquitously expressed phosphatase that plays an essential role in the downstream signalling pathways of multiple growth factor receptors, thus representing a potential target for cancer therapy. Recent studies suggest that SHP2 contributes to tumour initiation, progression and metastasis in breast cancer, yet the impact of SHP2 expression on prognosis in human breast cancer has not been evaluated. METHODS AND RESULTS To explore further the role of SHP2 in breast cancer, we conducted an immunohistochemical study using a tissue microarray encompassing 1401 formalin-fixed breast cancer specimens with detailed clinical annotation and outcome data. Of 1401 evaluable breast cancers, 651 (46%) were positive for SHP2. SHP2 expression was associated positively with tumour grade, lymph node status and tumour stage. In univariate survival analysis, cases with SHP2 expression had a significantly worse overall survival (OS). In multivariate analysis, SHP2 remained an independent negative prognostic factor for OS. SHP2 expression was a negative prognostic factor for OS in the luminal A and the luminal B HER2(-) intrinsic subtypes. CONCLUSIONS Our data demonstrate for the first time that SHP2 is an independent predictor of survival in breast cancer, suggesting that SHP2 may be a potential target for therapy.
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Affiliation(s)
- Simone Muenst
- Institute of Pathology, University Hospital Basel, Basel, Switzerland.
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He R, Zeng LF, He Y, Zhang S, Zhang ZY. Small molecule tools for functional interrogation of protein tyrosine phosphatases. FEBS J 2012; 280:731-50. [PMID: 22816879 DOI: 10.1111/j.1742-4658.2012.08718.x] [Citation(s) in RCA: 108] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
The importance of protein tyrosine phosphatases (PTPs) in the regulation of cellular signalling is well established. Malfunction of PTP activity is also known to be associated with cancer, metabolic syndromes and autoimmune disorders, as well as neurodegenerative and infectious diseases. However, a detailed understanding of the roles played by the PTPs in normal physiology and in pathogenic conditions has been hampered by the absence of PTP-specific small molecule agents. In addition, the therapeutic benefits of modulating this target class are underexplored as a result of a lack of suitable chemical probes. Potent and specific PTP inhibitors could significantly facilitate functional analysis of the PTPs in complex cellular signal transduction pathways and may constitute valuable therapeutics in the treatment of several human diseases. We highlight the current challenges to and opportunities for developing PTP-specific small molecule agents. We also review available selective small molecule inhibitors developed for a number of PTPs, including PTP1B, TC-PTP, SHP2, lymphoid-specific tyrosine phosphatase, haematopoietic protein tyrosine phosphatase, CD45, PTPβ, PTPγ, PTPRO, Vaccinia H1-related phosphatase, mitogen-activated protein kinase phosphatase-1, mitogen-activated protein kinase phosphatase-3, Cdc25, YopH, mPTPA and mPTPB.
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Affiliation(s)
- Rongjun He
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
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