Life Beyond Kinases: Structure-Based Discovery of Sorafenib as Nanomolar Antagonist of 5-HT Receptors
- Xingyu Lin
- ,
- Xi-Ping Huang
- ,
- Gang Chen
- ,
- Ryan Whaley
- ,
- Shiming Peng
- ,
- Yanli Wang
- ,
- Guoliang Zhang
- ,
- Simon X. Wang
- ,
- Shaohui Wang
- ,
- Bryan L. Roth
- , and
- Niu Huang
Abstract

Of great interest in recent years has been computationally predicting the novel polypharmacology of drug molecules. Here, we applied an “induced-fit” protocol to improve the homology models of 5-HT2A receptor, and we assessed the quality of these models in retrospective virtual screening. Subsequently, we computationally screened the FDA approved drug molecules against the best induced-fit 5-HT2A models and chose six top scoring hits for experimental assays. Surprisingly, one well-known kinase inhibitor, sorafenib, has shown unexpected promiscuous 5-HTRs binding affinities, Ki = 1959, 56, and 417 nM against 5-HT2A, 5-HT2B, and 5-HT2C, respectively. Our preliminary SAR exploration supports the predicted binding mode and further suggests sorafenib to be a novel lead compound for 5HTR ligand discovery. Although it has been well-known that sorafenib produces anticancer effects through targeting multiple kinases, carefully designed experimental studies are desirable to fully understand whether its “off-target” 5-HTR binding activities contribute to its therapeutic efficacy or otherwise undesirable side effects.
Cited By
This article is cited by 56 publications.
- Marta Arimont, Shan-Liang Sun, Rob Leurs, Martine Smit, Iwan J. P. de Esch, and Chris de Graaf . Structural Analysis of Chemokine Receptor–Ligand Interactions. Journal of Medicinal Chemistry 2017, 60
(12)
, 4735-4779. https://doi.org/10.1021/acs.jmedchem.6b01309
- Ross McGuire, Stefan Verhoeven, Márton Vass, Gerrit Vriend, Iwan J. P. de Esch, Scott J. Lusher, Rob Leurs, Lars Ridder, Albert J. Kooistra, Tina Ritschel, and Chris de Graaf . 3D-e-Chem-VM: Structural Cheminformatics Research Infrastructure in a Freely Available Virtual Machine. Journal of Chemical Information and Modeling 2017, 57
(2)
, 115-121. https://doi.org/10.1021/acs.jcim.6b00686
- Haosen Yuan, Zhixian Guo, and Tuoping Luo . Synthesis of (+)-Lysergol and Its Analogues To Assess Serotonin Receptor Activity. Organic Letters 2017, 19
(3)
, 624-627. https://doi.org/10.1021/acs.orglett.6b03779
- Yu Zhou, Jing Ma, Xingyu Lin, Xi-Ping Huang, Kaichun Wu, and Niu Huang . Structure-Based Discovery of Novel and Selective 5-Hydroxytryptamine 2B Receptor Antagonists for the Treatment of Irritable Bowel Syndrome. Journal of Medicinal Chemistry 2016, 59
(2)
, 707-720. https://doi.org/10.1021/acs.jmedchem.5b01631
- Ran Cao, Yanli Wang, and Niu Huang . Discovery of 2-Acylaminothiophene-3-Carboxamides as Multitarget Inhibitors for BCR-ABL Kinase and Microtubules. Journal of Chemical Information and Modeling 2015, 55
(11)
, 2435-2442. https://doi.org/10.1021/acs.jcim.5b00540
- Trayder Thomas, Kimberley C. McLean, Fiona M. McRobb, David T. Manallack, David K. Chalmers, and Elizabeth Yuriev . Homology Modeling of Human Muscarinic Acetylcholine Receptors. Journal of Chemical Information and Modeling 2014, 54
(1)
, 243-253. https://doi.org/10.1021/ci400502u
- Xiaobo Wan, Wei Zhang, Li Li, Yuting Xie, Wei Li, and Niu Huang . A New Target for an Old Drug: Identifying Mitoxantrone as a Nanomolar Inhibitor of PIM1 Kinase via Kinome-Wide Selectivity Modeling. Journal of Medicinal Chemistry 2013, 56
(6)
, 2619-2629. https://doi.org/10.1021/jm400045y
- Dinesh Kumar, Pooja Sharma, Ayush Mahajan, Ravi Dhawan, Kamal Dua. Pharmaceutical interest of
in-silico
approaches. Physical Sciences Reviews 2023, 8
(9)
, 2547-2560. https://doi.org/10.1515/psr-2018-0157
- Yash Gupta, Neha Sharma, Snigdha Singh, Jesus G. Romero, Vinoth Rajendran, Reagan M. Mogire, Mohammad Kashif, Jordan Beach, Walter Jeske, Poonam, Bernhards R. Ogutu, Stefan M. Kanzok, Hoseah M. Akala, Jennifer Legac, Philip J. Rosenthal, David J. Rademacher, Ravi Durvasula, Agam P. Singh, Brijesh Rathi, Prakasha Kempaiah. The Multistage Antimalarial Compound Calxinin Perturbates P. falciparum Ca2+ Homeostasis by Targeting a Unique Ion Channel. Pharmaceutics 2022, 14
(7)
, 1371. https://doi.org/10.3390/pharmaceutics14071371
- Monika Marcinkowska, Monika Kubacka, Agnieszka Zagorska, Anna Jaromin, Nikola Fajkis-Zajaczkowska, Marcin Kolaczkowski. Exploring the antiplatelet activity of serotonin 5-HT2A receptor antagonists bearing 6-fluorobenzo[d]isoxazol-3-yl)propyl) motif– as potential therapeutic agents in the prevention of cardiovascular diseases. Biomedicine & Pharmacotherapy 2022, 145 , 112424. https://doi.org/10.1016/j.biopha.2021.112424
- Flavio Ballante, Albert J Kooistra, Stefanie Kampen, Chris de Graaf, Jens Carlsson, . Structure-Based Virtual Screening for Ligands of G Protein–Coupled Receptors: What Can Molecular Docking Do for You?. Pharmacological Reviews 2021, 73
(4)
, 1698-1736. https://doi.org/10.1124/pharmrev.120.000246
- Hongwei Jin, Jie Xia, Zhenming Liu, Xiang Simon Wang, Liangren Zhang. A unique ligand‐steered strategy for CC chemokine receptor 2 homology modeling to facilitate structure‐based virtual screening. Chemical Biology & Drug Design 2021, 97
(4)
, 944-961. https://doi.org/10.1111/cbdd.13820
- Rebecca E. Hughes, Richard J.R. Elliott, John C. Dawson, Neil O. Carragher. High-content phenotypic and pathway profiling to advance drug discovery in diseases of unmet need. Cell Chemical Biology 2021, 28
(3)
, 338-355. https://doi.org/10.1016/j.chembiol.2021.02.015
- Sabina Podlewska, Ryszard Bugno, Enza Lacivita, Marcello Leopoldo, Andrzej J. Bojarski, Jadwiga Handzlik. Low Basicity as a Characteristic for Atypical Ligands of Serotonin Receptor 5-HT2. International Journal of Molecular Sciences 2021, 22
(3)
, 1035. https://doi.org/10.3390/ijms22031035
- Neha Dhiman, Kamalpreet Kaur, Vikas Jaitak. Tetrazoles as anticancer agents: A review on synthetic strategies, mechanism of action and SAR studies. Bioorganic & Medicinal Chemistry 2020, 28
(15)
, 115599. https://doi.org/10.1016/j.bmc.2020.115599
- Youyou Zhou, Zunnan Huang, Juan Su, Jie Li, Shuang Zhao, Lisha Wu, JiangLing Zhang, Yijing He, Guigui Zhang, Juan Tao, Jianda Zhou, Xiang Chen, Cong Peng. Benserazide is a novel inhibitor targeting PKM2 for melanoma treatment. International Journal of Cancer 2020, 147
(1)
, 139-151. https://doi.org/10.1002/ijc.32756
- Lucas Paul, Celestin N. Mudogo, Kelvin M. Mtei, Revocatus L. Machunda, Fidele Ntie-Kang. A computer-based approach for developing linamarase inhibitory agents. Physical Sciences Reviews 2020, 5
(7)
https://doi.org/10.1515/psr-2019-0098
- Pei-Ming Yang, Li-Shan Lin, Tsang-Pai Liu. Sorafenib Inhibits Ribonucleotide Reductase Regulatory Subunit M2 (RRM2) in Hepatocellular Carcinoma Cells. Biomolecules 2020, 10
(1)
, 117. https://doi.org/10.3390/biom10010117
- Yorley Duarte, Valeria Márquez‐Miranda, Matthieu J. Miossec, Fernando González‐Nilo. Integration of target discovery, drug discovery and drug delivery: A review on computational strategies. WIREs Nanomedicine and Nanobiotechnology 2019, 11
(4)
https://doi.org/10.1002/wnan.1554
- Shiming Peng, Wen Xiao, Dapeng Ju, Baofa Sun, Nannan Hou, Qianlan Liu, Yanli Wang, Haijiao Zhao, Chunchun Gao, Song Zhang, Ran Cao, Pengfei Li, Huanwei Huang, Yongfen Ma, Yankai Wang, Weiyi Lai, Zhixiong Ma, Wei Zhang, Song Huang, Hailin Wang, Zhiyuan Zhang, Liping Zhao, Tao Cai, Yong-Liang Zhao, Fengchao Wang, Yongzhan Nie, Gang Zhi, Yun-Gui Yang, Eric Erquan Zhang, Niu Huang. Identification of entacapone as a chemical inhibitor of FTO mediating metabolic regulation through FOXO1. Science Translational Medicine 2019, 11
(488)
https://doi.org/10.1126/scitranslmed.aau7116
- A. A. Spasov, D. S. Yakovlev, A. A. Brigadirova, D. V. Maltsev, Y. V. Agatsarskaya. Novel Approaches to the Development of Antimigraine Drugs: A Focus on 5-HT2A Receptor Antagonists. Russian Journal of Bioorganic Chemistry 2019, 45
(2)
, 76-88. https://doi.org/10.1134/S1068162019020146
- Ye Tian, Simiao Yu, Lude Cai, Guowei Gong, Guodong Wu, Hongxia Qi, Yanfang Zhao, Mingze Qin. Synthesis and Antitumor Activity of Sorafenib Analogs Containing a Tetrazole Moiety. Chemical Research in Chinese Universities 2019, 35
(1)
, 41-46. https://doi.org/10.1007/s40242-018-8236-5
- Nevine M.Y. Elsayed, Rabah A.T. Serya, Mai F. Tolba, Marawan Ahmed, Khaled Barakat, Dalal A. Abou El Ella, Khaled A.M. Abouzid. Design, synthesis, biological evaluation and dynamics simulation of indazole derivatives with antiangiogenic and antiproliferative anticancer activity. Bioorganic Chemistry 2019, 82 , 340-359. https://doi.org/10.1016/j.bioorg.2018.10.071
- Michael Williams. Reagent Validation to Facilitate Experimental Reproducibility. Current Protocols in Pharmacology 2018, 81
(1)
https://doi.org/10.1002/cpph.40
- Márton Vass, Albert J. Kooistra, Dehua Yang, Raymond C. Stevens, Ming-Wei Wang, Chris de Graaf. Chemical Diversity in the G Protein-Coupled Receptor Superfamily. Trends in Pharmacological Sciences 2018, 39
(5)
, 494-512. https://doi.org/10.1016/j.tips.2018.02.004
- Tudor I. Oprea, Cristian G. Bologa, Søren Brunak, Allen Campbell, Gregory N. Gan, Anna Gaulton, Shawn M. Gomez, Rajarshi Guha, Anne Hersey, Jayme Holmes, Ajit Jadhav, Lars Juhl Jensen, Gary L. Johnson, Anneli Karlson, Andrew R. Leach, Avi Ma'ayan, Anna Malovannaya, Subramani Mani, Stephen L. Mathias, Michael T. McManus, Terrence F. Meehan, Christian von Mering, Daniel Muthas, Dac-Trung Nguyen, John P. Overington, George Papadatos, Jun Qin, Christian Reich, Bryan L. Roth, Stephan C. Schürer, Anton Simeonov, Larry A. Sklar, Noel Southall, Susumu Tomita, Ilinca Tudose, Oleg Ursu, Dušica Vidović, Anna Waller, David Westergaard, Jeremy J. Yang, Gergely Zahoránszky-Köhalmi. Unexplored therapeutic opportunities in the human genome. Nature Reviews Drug Discovery 2018, 17
(5)
, 317-332. https://doi.org/10.1038/nrd.2018.14
- Fleur M. Ferguson, Nathanael S. Gray. Kinase inhibitors: the road ahead. Nature Reviews Drug Discovery 2018, 17
(5)
, 353-377. https://doi.org/10.1038/nrd.2018.21
- Albert J. Kooistra, Márton Vass, Ross McGuire, Rob Leurs, Iwan J. P. de Esch, Gert Vriend, Stefan Verhoeven, Chris de Graaf. 3D‐e‐Chem: Structural Cheminformatics Workflows for Computer‐Aided Drug Discovery. ChemMedChem 2018, 13
(6)
, 614-626. https://doi.org/10.1002/cmdc.201700754
- Akhil Kumar, Ashok Sharma. Computational Modeling of Multi-target-Directed Inhibitors Against Alzheimer’s Disease. 2018, 533-571. https://doi.org/10.1007/978-1-4939-7404-7_19
- Kevin Mullane, Michael J. Curtis, Michael Williams. Experimental Planning and Execution. 2018, 67-106. https://doi.org/10.1016/B978-0-12-804725-5.00002-1
- Wei Li, Mengzhu Zheng, Shuangping Wu, Suyu Gao, Mei Yang, Zhimei Li, Qiuxia Min, Weiguang Sun, Lixia Chen, Guangya Xiang, Hua Li. Benserazide, a dopadecarboxylase inhibitor, suppresses tumor growth by targeting hexokinase 2. Journal of Experimental & Clinical Cancer Research 2017, 36
(1)
https://doi.org/10.1186/s13046-017-0530-4
- Luca Costantino, Daniela Barlocco. Designing Approaches to Multitarget Drugs. 2017, 161-205. https://doi.org/10.1002/9783527674381.ch7
- Miquel Duran-Frigola, Lydia Siragusa, Eytan Ruppin, Xavier Barril, Gabriele Cruciani, Patrick Aloy, . Detecting similar binding pockets to enable systems polypharmacology. PLOS Computational Biology 2017, 13
(6)
, e1005522. https://doi.org/10.1371/journal.pcbi.1005522
- R. Chaudhari, Z. Tan, S. Zhang. Overview of Drug Polypharmacology and Multitargeted Molecular Design. 2017, 259-275. https://doi.org/10.1016/B978-0-12-409547-2.12323-6
- Yisu Li, Binbin Guo, Zhijian Xu, Bo Li, Tingting Cai, Xinben Zhang, Yuqi Yu, Heyao Wang, Jiye Shi, Weiliang Zhu. Repositioning organohalogen drugs: a case study for identification of potent B-Raf V600E inhibitors via docking and bioassay. Scientific Reports 2016, 6
(1)
https://doi.org/10.1038/srep31074
- A. A. Spasov, D. S. Yakovlev, D. V. Maltsev, O. N. Zhukovskaya, V. A. Anisimova, G. I. Kovalev, I. A. Zimin, Y. V. Morkovina. The derivatives of imidazo[1,2-a]benzimidazole as 5-HT2A receptor antagonists. Russian Journal of Bioorganic Chemistry 2016, 42
(4)
, 397-403. https://doi.org/10.1134/S1068162016040178
- Ran Cao, Yanli Wang. Predicting Molecular Targets for Small‐Molecule Drugs with a Ligand‐Based Interaction Fingerprint Approach. ChemMedChem 2016, 11
(12)
, 1352-1361. https://doi.org/10.1002/cmdc.201500228
- Trayder Thomas, David K. Chalmers, Elizabeth Yuriev. Homology Modeling and Docking Evaluation of Human Muscarinic Acetylcholine Receptors. 2016, 15-35. https://doi.org/10.1007/978-1-4939-2858-3_2
- Francesca Spyrakis, Claudio N. Cavasotto. Open challenges in structure-based virtual screening: Receptor modeling, target flexibility consideration and active site water molecules description. Archives of Biochemistry and Biophysics 2015, 583 , 105-119. https://doi.org/10.1016/j.abb.2015.08.002
- Bryan L. Roth, Wesley K. Kroeze. Integrated Approaches for Genome-wide Interrogation of the Druggable Non-olfactory G Protein-coupled Receptor Superfamily. Journal of Biological Chemistry 2015, 290
(32)
, 19471-19477. https://doi.org/10.1074/jbc.R115.654764
- Ashutosh Kumar, Kam Y.J. Zhang. Hierarchical virtual screening approaches in small molecule drug discovery. Methods 2015, 71 , 26-37. https://doi.org/10.1016/j.ymeth.2014.07.007
- J Willem M Nissink, Sam Blackburn. Quantification of frequent-hitter behavior based on historical high-throughput screening data. Future Medicinal Chemistry 2014, 6
(10)
, 1113-1126. https://doi.org/10.4155/fmc.14.72
- Anat Levit, Stefanie Nowak, Maximilian Peters, Ayana Wiener, Wolfgang Meyerhof, Maik Behrens, Masha Y. Niv. The bitter pill: clinical drugs that activate the human bitter taste receptor TAS2R14. The FASEB Journal 2014, 28
(3)
, 1181-1197. https://doi.org/10.1096/fj.13-242594
- Albert J. Kooistra, Rob Leurs, Iwan J. P. de Esch, Chris de Graaf. From Three-Dimensional GPCR Structure to Rational Ligand Discovery. 2014, 129-157. https://doi.org/10.1007/978-94-007-7423-0_7
- Fiona P. Bailey, Veselin I. Andreev, Patrick A. Eyers. The Resistance Tetrad. 2014, 117-146. https://doi.org/10.1016/B978-0-12-397918-6.00005-7
- Terry Kenakin, David B. Bylund, Myron L. Toews, Kevin Mullane, Raymond J. Winquist, Michael Williams. Replicated, replicable and relevant–target engagement and pharmacological experimentation in the 21st century. Biochemical Pharmacology 2014, 87
(1)
, 64-77. https://doi.org/10.1016/j.bcp.2013.10.024
- Wei Li, Xiaobo Wan, Fanqi Zeng, Yuting Xie, Yanli Wang, Wei Zhang, Li Li, Niu Huang. More than just a GPCR ligand: structure-based discovery of thioridazine derivatives as Pim-1 kinase inhibitors. Med. Chem. Commun. 2014, 5
(4)
, 507-511. https://doi.org/10.1039/C4MD00030G
- Xavier Jalencas, Jordi Mestres. Identification of Similar Binding Sites to Detect Distant Polypharmacology. Molecular Informatics 2013, 32
(11-12)
, 976-990. https://doi.org/10.1002/minf.201300082
- A J Kooistra, S Kuhne, I J P de Esch, R Leurs, C de Graaf. A structural chemogenomics analysis of aminergic
GPCRs
: lessons for histamine receptor ligand design. British Journal of Pharmacology 2013, 170
(1)
, 101-126. https://doi.org/10.1111/bph.12248
- Ye Fang. Troubleshooting and deconvoluting label-free cell phenotypic assays in drug discovery. Journal of Pharmacological and Toxicological Methods 2013, 67
(2)
, 69-81. https://doi.org/10.1016/j.vascn.2013.01.004
- Andrew C. Emery. Catecholamine Receptors. 2013, 335-356. https://doi.org/10.1016/B978-0-12-411512-5.00016-6
- Stefan Knapp, Paulo Arruda, Julian Blagg, Stephen Burley, David H Drewry, Aled Edwards, Doriano Fabbro, Paul Gillespie, Nathanael S Gray, Bernhard Kuster, Karen E Lackey, Paulo Mazzafera, Nicholas C O Tomkinson, Timothy M Willson, Paul Workman, William J Zuercher. A public-private partnership to unlock the untargeted kinome. Nature Chemical Biology 2013, 9
(1)
, 3-6. https://doi.org/10.1038/nchembio.1113
- Xavier Jalencas, Jordi Mestres. On the origins of drug polypharmacology. MedChemComm 2013, 4
(1)
, 80-87. https://doi.org/10.1039/C2MD20242E
- Dik-Lung Ma, Daniel Shiu-Hin Chan, Chung-Hang Leung. Drug repositioning by structure-based virtual screening. Chemical Society Reviews 2013, 42
(5)
, 2130. https://doi.org/10.1039/c2cs35357a
- Luca Costantino, Daniela Barlocco. Challenges in the design of multitarget drugs against multifactorial pathologies: a new life for medicinal chemistry?. Future Medicinal Chemistry 2013, 5
(1)
, 5-7. https://doi.org/10.4155/fmc.12.193
- Doug Auld, Wendy Lea, Mindy I. Davis, Anton Simeonov. Literature Search and Review. ASSAY and Drug Development Technologies 2012, 10
(4)
, 297-312. https://doi.org/10.1089/adt.2012.1004.lr