Inhibiting HSP90 to treat cancer: a strategy in evolution
Abstract
Since the identification of the first HSP90 inhibitor almost two decades ago, there has been substantial progress made in the development of potent and selective molecules that inhibit this chaperone and that have anticancer activity. In turn, these compounds have been invaluable for probing how HSP90 supports the profound changes in cellular physiology that characterize the malignant state. Unfortunately, when used as single agents HSP90 inhibitors have demonstrated disappointing activity against advanced cancers in most of the clinical trials reported to date. This problem may be due to the major pharmacological liabilities of the first-generation HSP90 inhibitors that have been most extensively studied. We suggest, however, that it may well be intrinsic to the target itself. Systemically tolerable exposure to HSP90 inhibitors may not be highly cytotoxic for the majority of common clinical cancers. Instead, HSP90 inhibitors might better be used to enhance the activity of other antineoplastic agents while simultaneously reducing the capacity of tumors to adapt and evolve drug resistance; the overall result being more durable disease control. This review will focus on these fundamental issues with the goal of suggesting ways to make the clinical development of HSP90 inhibitors become less empiric and ultimately more successful. Keywords: Cancer evolution, clinical trial, combination chemotherapy, drug resistance, tumorigenesis, proteomic, oncoproteins, HER2, chronic myeloid leukemia, Epidermal Growth Factor Receptor, chemotherapeutic agents, replication, drug efflux, heat shock protein, antineoplastic agents
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Pharmacological inhibition of Hsp90 is now being explored as a strategy to forestall the emergence of resistance in diverse malignancies.
“Indeed, pharmacological inhibition of Hsp90 is now being explored as a strategy to forestall the emergence of resistance in diverse malignancies [28].”
From Fitness Trade-offs Restrict the Evolution of Resistance to Amphotericin B (2013) · cites this paper as [28]
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Vincent, B. M., Lancaster, A. K., Scherz-Shouval, R., Whitesell, L., & Lindquist, S. (2013) · PLoS Biology · doi:10.1371/journal.pbio.1001692 · Cited by 322 · see citing works
“Indeed, pharmacological inhibition of Hsp90 is now being explored as a strategy to forestall the emergence of resistance in diverse malignancies [28].”
BackgroundSelf-citationMechanisms of protein-folding diseases at a glance
Valastyan, J. S., & Lindquist, S. L. (2014) · Disease Models & Mechanisms · doi:10.1242/dmm.013474 · Cited by 307 · see citing works
Tight Coordination of Protein Translation and HSF1 Activation Supports the Anabolic Malignant State
Santagata, S., Mendillo, M. L., Tang, Y., Subramanian, A., Perley, C. C., Roche, S. P., Wong, B., Narayan, R., Kwon, H., Koeva, M., et al. (2013) · Science · doi:10.1126/science.1238303 · Cited by 281 · see citing works
Self-citationArrigo, A. (2013) · FEBS Letters · doi:10.1016/j.febslet.2013.05.011 · Cited by 138 · see citing works
“These ‘‘clients’’ have a biochemical behavior close to that of some Hsp90 interacting partners [57].”
BackgroundInfluentialExperimental Milestones in the Discovery of Molecular Chaperones as Polypeptide Unfolding Enzymes
Finka, A., Mattoo, R. U. H., & Goloubinoff, P. (2016) · Annual Review of Biochemistry · doi:10.1146/annurev-biochem-060815-014124 · Cited by 132 · see citing works
Loss of tumor suppressor NF1 activates HSF1 to promote carcinogenesis
Dai, C., Santagata, S., Tang, Z., Shi, J., Cao, J., Kwon, H., Bronson, R. T., Whitesell, L. J., & Lindquist, S. L. (2012) · Journal of Clinical Investigation · doi:10.1172/jci62727 · Cited by 131 · see citing works
“By fostering an ability to thrive in unfavorable conditions, HSF1 ultimately can promote enhanced malignant behavior (63).”
Self-citationHeat shock proteins and cancer: intracellular chaperones or extracellular signalling ligands?
Calderwood, S. K. (2017) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2016.0524 · Cited by 114 · see citing works
Jhaveri, K. L., Chandarlapaty, S., Lake, D. E., et al. (2014) · Clinical Breast Cancer · doi:10.1016/j.clbc.2013.12.012 · Cited by 104 · see citing works
Selection Transforms the Landscape of Genetic Variation Interacting with Hsp90
Geiler‐Samerotte, K., Zhu, Y. O., Goulet‐Scott, B. E., Hall, D. W., & Siegal, M. L. (2016) · PLoS Biology · doi:10.1371/journal.pbio.2000465 · Cited by 94 · see citing works
Extracellular Hsp90 (eHsp90) as the Actual Target in Clinical Trials
Li, W., Tsen, F., Sahu, D., Bhatia, A., Chen, M., Multhoff, G., & Woodley, D. T. (2013) · International review of cytology · doi:10.1016/b978-0-12-407697-6.00005-2 · Cited by 93 · see citing works
“activity have not been as promising as they were initially hoped to be (Drysdale et al., 2006; Miyata et al, 2013; Whitesell et al. 2012).”
BackgroundHsp70/Hsp90 chaperone machinery is involved in the assembly of the purinosome
French, J. B., Zhao, H., An, S., Niessen, S., Deng, Y., Cravatt, B. F., & Benkovic, S. J. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1300173110 · Cited by 82 · see citing works
“In addition, these chaperones have been demonstrated to participate in the formation and stabilization of protein complexes (16, 17) and have recently emerged as important targets for cancer chemotherapeutics (18, 19).”
BackgroundBhatia, S., Diedrich, D., Frieg, B., Ahlert, H., Stein, S., Bopp, B., Lang, F., Zang, T., Kröger, T., Ernst, T., et al. (2018) · Blood · doi:10.1182/blood-2017-10-810986 · Cited by 76 · see citing works
Lv, C., Zeng, H., Wang, J., Yuan, X., Zhang, C., Fang, T., Yang, P., Wu, T., Zhou, Y., Nagle, D. G., et al. (2018) · Cell Death and Disease · doi:10.1038/s41419-017-0247-5 · Cited by 70 · see citing works
Donnelly, B. F., Needham, P. G., Snyder, A. C., Roy, A., Khadem, S., Brodsky, J. L., & Subramanya, A. R. (2013) · Journal of Biological Chemistry · doi:10.1074/jbc.m113.455394 · Cited by 64 · see citing works
Combination of Anti-Cancer Drugs with Molecular Chaperone Inhibitors
Shevtsov, M. A., Multhoff, G., Mikhaylova, E. R., Shibata, A., Guzhova, I. V., & Margulis, B. A. (2019) · International Journal of Molecular Sciences · doi:10.3390/ijms20215284 · Cited by 59 · see citing works
HSP105 Recruits Protein Phosphatase 2A To Dephosphorylate β-Catenin
Yu, N., Kakunda, M., Pham, V. C., Lill, J. R., Du, P., Wongchenko, M. J., Yan, Y., Firestein, R., & Huang, X. (2015) · Molecular and Cellular Biology · doi:10.1128/mcb.01307-14 · Cited by 62 · see citing works
“Geldanamycin, a benzoquinone ansamycin antibiotic that inhibits the function of HSP90 by fitting into the ADP/ATP-binding pocket of the protein, induces the degradation of proteins that are mutated in tumor cells, such as BCR-ABL and p53 (46, 47), both of which are crucial players in many tumors, supporting further re…”
BackgroundCavenagh, J. D., Oakervee, H. E., Baetiong-Caguioa, P., et al. (2017) · British Journal of Cancer · doi:10.1038/bjc.2017.302 · Cited by 55 · see citing works
“Various Hsp90 inhibitors have shown antitumour activity in clinical trials, particularly when combined with other anticancer agents (Lu et al, 2012; Whitesell et al, 2012; Soga et al, 2013).”
BackgroundZhao, H., Garg, G., Zhao, J., et al. (2014) · European Journal of Medicinal Chemistry · doi:10.1016/j.ejmech.2014.10.034 · Cited by 45 · see citing works
Wu, L., Yu, J., Chen, R., Liu, Y., Lou, L., Wu, Y. C., Huang, L., Fan, Y., Gao, P., Huang, M., et al. (2014) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-13-3317 · Cited by 43 · see citing works
Identification of a New Scaffold for Hsp90 C-Terminal Inhibition
Zhao, H., Moroni, E., Colombo, G., & Blagg, B. S. J. (2013) · ACS Medicinal Chemistry Letters · doi:10.1021/ml400404s · Cited by 42 · see citing works
Decanalizing thinking on genetic canalization
Geiler‐Samerotte, K., Sartori, F. M. O., & Siegal, M. L. (2018) · Seminars in Cell and Developmental Biology · doi:10.1016/j.semcdb.2018.05.008 · Cited by 40 · see citing works
HSP90 inhibition targets autophagy and induces a CASP9-dependent resistance mechanism in NSCLC
Han, J., Goldstein, L. A., Hou, W., Chatterjee, S., Burns, T. F., & Rabinowich, H. (2018) · Autophagy · doi:10.1080/15548627.2018.1434471 · Cited by 41 · see citing works
“ubiquitin-proteasome mechanism, and thus, has the potential to target a variety of oncogenic pathways.(2) HSP90-client onco-”
BackgroundCalderwood, S. K. (2013) · PubMed · Cited by 38 · see citing works
Combined chemical–genetic approach identifies cytosolic HSP70 dependence in rhabdomyosarcoma
Sabnis, A. J., Guerriero, C. J., Olivas, V. R., Sayana, A., Shue, J., Flanagan, J., Asthana, S., Paton, A. W., Paton, J. C., Gestwicki, J. E., et al. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1603883113 · Cited by 36 · see citing works
“Despite promising early results, these HSP90 inhibitors do not show large-scale clinical success across the majority of cancers tested (4).”
BackgroundInfluentialDistinct Roles of Molecular Chaperones HSP90α and HSP90β in the Biogenesis of KCNQ4 Channels
Gao, Y., Yechikov, S., Vázquez, A. E., Chen, D., & Nie, L. (2013) · PLoS ONE · doi:10.1371/journal.pone.0057282 · Cited by 34 · see citing works
Topically Applied Hsp90 Inhibitor 17AAG Inhibits UVR-Induced Cutaneous Squamous Cell Carcinomas
Singh, A., Singh, A. K., Sand, J. M., Bauer, S. J., Hafeez, B. B., Meske, L. M., & Verma, A. K. (2014) · Journal of Investigative Dermatology · doi:10.1038/jid.2014.460 · Cited by 32 · see citing works
“Hsp90 is a highly conserved protein and comprises about 2% of the total number of expressed cell proteins (Whitesell et al., 2012; Den and Lu, 2012; Scaltriti et al., 2012).”
BackgroundEmerging strategies to overcome resistance to endocrine therapy for breast cancer
Ziauddin, M. F., Hua, D., & Tang, S.-C. (2014) · Cancer and Metastasis Reviews · doi:10.1007/s10555-014-9504-6 · Cited by 29 · see citing works
Zhang, L., Yu, Z., Wang, X., Wang, X., Zhang, L., Wang, C., Yue, Q., Wang, X., Deng, S., Huo, X., et al. (2016) · Oncotarget · doi:10.18632/oncotarget.10388 · Cited by 29 · see citing works
“Hsp90 is responsible for managing protein folding and quality control in the crowded environment of the eukaryotic cells, which facilitates the maturation and stabilization of over 200 oncogenic client proteins crucial for oncogenesis [21, 22].”
BackgroundZanphorlin, L. M., Alves, F. R., & Ramos, C. H. I. (2014) · Biochimica et Biophysica Acta (BBA) - General Subjects · doi:10.1016/j.bbagen.2014.06.008 · Cited by 28 · see citing works
“Consequently, studies on the interaction between recombinant Hsp90 and ligands have gained increased attention worldwide, due to the potential of this chaperone as a therapeutic target for cancer [3,4,24].”
BackgroundWang, Y., & McAlpine, S. R. (2014) · Organic & Biomolecular Chemistry · doi:10.1039/c4ob02531h · Cited by 24 · see citing works
Pathology-Dependent Effects Linked to Small Heat Shock Proteins Expression: An Update
Arrigo, A. (2012) · Scientifica · doi:10.6064/2012/185641 · Cited by 23 · see citing works
Linking hsp90’s role as an evolutionary capacitator to the development of cancer
Lacey, T., & Lacey, H. (2021) · Cancer Treatment and Research Communications · doi:10.1016/j.ctarc.2021.100400 · Cited by 23 · see citing works
Chai, R. C. C., Vieusseux, J. L., Lang, B. J., Nguyen, C. H., Kouspou, M. M., Britt, K. L., & Price, J. T. (2017) · Molecular Oncology · doi:10.1002/1878-0261.12054 · Cited by 21 · see citing works
“…HSP90 as an anticancer strategy has been a highly active area of research in recent years and has resulted in the generation of a number of clinically relevant HSP90 inhibitors, many of which have, or are progressing through clinical trials (Tatokoro et al. , 2015; Whitesell et al. , 2012).”
Novel 1,6-naphthyridin-2(1H)-ones as potential anticancer agents targeting Hsp90
Montoir, D., Barillé‐Nion, S., Tonnerre, A., et al. (2016) · European Journal of Medicinal Chemistry · doi:10.1016/j.ejmech.2016.04.050 · Cited by 19 · see citing works
Molecular docking performance evaluated on the D3R Grand Challenge 2015 drug-like ligand datasets
Selwa, E., Martiny, V. Y., & Iorga, B. I. (2016) · Journal of Computer-Aided Molecular Design · doi:10.1007/s10822-016-9983-3 · Cited by 19 · see citing works
Wang, Y., & McAlpine, S. R. (2015) · Organic & Biomolecular Chemistry · doi:10.1039/c5ob00147a · Cited by 18 · see citing works
Zhao, H., Anyika, M., Girgis, A., & Blagg, B. S. J. (2014) · Bioorganic & Medicinal Chemistry Letters · doi:10.1016/j.bmcl.2014.05.020 · Cited by 17 · see citing works
Modified biphenyl Hsp90 C-terminal inhibitors for the treatment of cancer
Forsberg, L. K., Liu, W., Holzbeierlein, J. M., & Blagg, B. S. J. (2017) · Bioorganic & Medicinal Chemistry Letters · doi:10.1016/j.bmcl.2017.07.030 · Cited by 16 · see citing works
Zeng, D., Gao, M., Zheng, R., Qin, R., He, W., Liu, S., Wei, W., & Huang, Z. (2022) · Experimental Hematology and Oncology · doi:10.1186/s40164-022-00287-w · Cited by 16 · see citing works
“HSP90 acts on a broad repertoire of client proteins that play a vital role during tumorigenesis [38].”
BackgroundCai, A., Chen, Y., Wang, L. S., Cusick, J., & Shi, Y. H. (2024) · Cancers · doi:10.3390/cancers16152635 · Cited by 15 · see citing works
“The HSP90 chaperone complex functionally assists in signal protein folding and protein degradation [189].”
BackgroundHeat Shock Protein 90 (HSP90) and Her2 in Adenocarcinomas of the Esophagus
Slotta‐Huspenina, J., Becker, K., Feith, M., et al. (2014) · Cancers · doi:10.3390/cancers6031382 · Cited by 13 · see citing works
“On the other hand, inhibition of HSP90 may potentiate the effects of anti-cancer drugs targeting client proteins of this molecule [9–13].”
BackgroundPark, J. H., Kim, S., Kim, O., & Kim, D. J. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms25168762 · Cited by 11 · see citing works
Graner, A. N., Hellwinkel, J. E., Lencioni, A., Madsen, H. J., Harland, T., Marchando, P., Nguyen, G. J., Wang, M. X., Russell, L. M., Bemis, L., et al. (2016) · International Journal of Hyperthermia · doi:10.1080/02656736.2016.1256503 · Cited by 12 · see citing works
Comprehensive analysis of resorcinyl-imidazole Hsp90 inhibitor design
Gedgaudas, M., Kaziukonytė, P., Kairys, V., Mickevičiu̅tė, A., Zubrienė, A., Brukstus, A., Matulis, D., & Kazlauskas, E. (2024) · European Journal of Medicinal Chemistry · doi:10.1016/j.ejmech.2024.116505 · Cited by 11 · see citing works
Biaoxue, R., Xiguang, C., Liu, H., et al. (2016) · PubMed · Cited by 10 · see citing works
Saha, T., van Vliet, A. A., Cui, C., Jimenez-Macias, J. L., Kulkarni, A., Pham, L. N., Lawler, S. E., Spanholtz, J., Georgoudaki, A., Duru, A. D., et al. (2021) · Frontiers in Molecular Biosciences · doi:10.3389/fmolb.2021.754443 · Cited by 10 · see citing works
“These failures tend to be associated with resistance, feedback activation, and redundant signaling pathways among other limitations (Whitesell et al., 2012) including toxicity and bioavailability in the clinic (Neckers and Workman, 2012).”
BackgroundPlant-Based HSP90 Inhibitors in Breast Cancer Models: A Systematic Review
Zarguan, I., Ghoul, S., Belayachi, L., & Benjouad, A. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms25105468 · Cited by 9 · see citing works
“…the so-called heat-shock response, leading to the activation of prosurvival mechanisms that allow cancer cells to escape apoptotic cell death [34,35]. prosurvival mechanisms that allow cancer cells to escape apoptotic cell inhibitors that do not induce the heat-shock response could potentially…”
BackgroundExploiting polarity and chirality to probe the Hsp90 C-terminus
Forsberg, L. K., Davis, R. E., Wimalasena, V. K., et al. (2018) · Bioorganic & Medicinal Chemistry · doi:10.1016/j.bmc.2018.04.028 · Cited by 7 · see citing works
Ernst, A., Hennel, R., Krombach, J., Kapfhammer, H., Brix, N., Zuchtriegel, G., Uhl, B., Reichel, C. A., Frey, B., Gaipl, U. S., et al. (2020) · Frontiers in Oncology · doi:10.3389/fonc.2020.01668 · Cited by 7 · see citing works
Hill, R. J., Lou, Y. C., & Tan, S. (2013) · International Reviews of Immunology · doi:10.3109/08830185.2013.818141 · Cited by 6 · see citing works
Targeting the C-Terminus of Hsp90 as a Cancer Therapy
McConnell, J. R., Wang, Y., & McAlpine, S. R. (2015) · Topics in medicinal chemistry · doi:10.1007/7355_2015_93 · Cited by 5 · see citing works
Thomas, J., Mariona, E., & Xu, Y. (2017) · The Journal of Chemical Physics · doi:10.1063/1.4977895 · Cited by 5 · see citing works
18F-Radiolabeling and Preliminary Evaluation of a HSP90 ligand
Nordeman, P., Jayendra, Z. P., Briard, E., et al. (2020) · European Journal of Pharmaceutical Sciences · doi:10.1016/j.ejps.2020.105647 · Cited by 4 · see citing works
Arrigo, A., Ducarouge, B., Lavial, F., & Gibert, B. (2015) · Heat shock proteins · doi:10.1007/978-3-319-16077-1_2 · Cited by 4 · see citing works
Park, S., Jeon, J.-H., Park, J.-A., Choi, J.-K., & Lee, Y. (2020) · Cell Stress and Chaperones · doi:10.1007/s12192-020-01161-6 · Cited by 4 · see citing works
Molecular Approaches to Target Heat Shock Proteins for Cancer Treatment
Ciocca, D. R., Cappello, F., Cuello-Carrión, F. D., & Arrigo, A. (2015) · BENTHAM SCIENCE PUBLISHERS eBooks · doi:10.2174/9781681080727115020006 · Cited by 3 · see citing works
High-throughput screening system for inhibitors of human Heat Shock Factor 2
Smith, L. M., Bhattacharya, D., Williams, D. J., et al. (2015) · Cell Stress and Chaperones · doi:10.1007/s12192-015-0605-0 · Cited by 3 · see citing works
“Protein homeostasis”
Evaluating Dual Hsp90 and Hsp70 Inhibition as a Cancer Therapy
Buckton, L. K., Wang, Y., McConnell, J. R., & McAlpine, S. R. (2015) · Topics in medicinal chemistry · doi:10.1007/7355_2015_96 · Cited by 3 · see citing works
“Second, Hsp70 is also induced and may compensate for some of Hsp90’s inhibited functions by assisting in protein folding, preventing protein aggregation and regulating protein complex assembly or disassembly [99, 100].”
BackgroundAcquired Resistance to Targeted MAPK Inhibition in Melanoma
Gowrishankar, K., Matteo, S., & Rizos, H. (2013) · InTech eBooks · doi:10.5772/53629 · Cited by 2 · see citing works
“Hsp90 proteins regu‐ late the conformation, stability and function of many RTKs and kinases, including IGF-1R, BRAF, CRAF, CDK4, AKT and cyclin D1 [77, 78].”
BackgroundStructural Basis of Hsp90 Function
Prodromou, C., & Pearl, L. H. (2013) · Royal Society of Chemistry eBooks · doi:10.1039/9781849739689-00037 · Cited by 2 · see citing works
Therapeutic Implications of Heat Shock Proteins in Cancer
Shevtsov, M. A., & Multhoff, G. (2019) · Heat shock proteins · doi:10.1007/978-3-030-02254-9_11 · Cited by 2 · see citing works
Proteomic analysis of 17-DMAG effects on colon cancer HT-29 cells
Ma, F., Jia, X. F., Xia, X. J., et al. (2015) · Cited by 1 · see citing works
Protein Folding: From Normal Cellular Function to Pathophysiology
Rasool, M., Malik, A., Manan, A., Sultana, M., Qazi, M. H., & Pushparaj, P. N. (2015) · Springer eBooks · doi:10.1007/978-81-322-2467-9_5
On the TRAIL of a killer: mechanisms of action of an allogeneic NK cell therapy
van Vliet, A. A. (2024) · doi:10.5463/thesis.720
Zeng, D., Gao, M., Zheng, R., et al. (2022) · Figshare · doi:10.6084/m9.figshare.19915371
Lu, Z., Wang, J., Li, S., Jiang, W., Zhang, X., Ning, Y., Xu, Y., 焦炳华, Hu, B., Yu, H., et al. (2026) · Biochemical Pharmacology · doi:10.1016/j.bcp.2026.118195
- Authors
- Whitesell, L., Santagata, S., & Lin, N. U.
- Affiliations
- Whitehead Institute for Biomedical Research (US)
- Venue
- Current Molecular Medicine
- Publisher
- Bentham Science Publishers Ltd.
- Published
- 2012-10-01
- Volume
- 12
- Issue
- 9
- Pages
- 1108-1124
- ISSN
- 1566-5240 (ISSN-L)
- OpenAlex
- W1979592611
- Cited by
- 67
- References
- 0
- Citations by year
- 2026: 1 · 2025: 1 · 2024: 5 · 2022: 2 · 2021: 2 · 2020: 3 · 2019: 2 · 2018: 5 · 2017: 5 · 2016: 8 · 2015: 9 · 2014: 10 · 2013: 12 · 2012: 2
- FWCI
- 4.25
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Current Molecular Medicine (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Brain Science Foundation
- National Institutes of Health
- Johnson and Johnson
- National Institute of Neurological Disorders and Stroke (K08NS064168)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Heat shock proteins research
- Health Sciences › Medicine › Pathology and Forensic Medicine › Cancer Mechanisms and Therapy
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Ubiquitin and proteasome pathways
- Keywords
- Hsp90 inhibitors, tumor evolution, drug resistance, combination chemotherapy, anticancer drug development, molecular chaperones, HER2, chronic myeloid leukemia, epidermal growth factor receptor, drug efflux, oncoprotein, carcinogenesis, clinical trials
- MeSH terms
- Animals, Antineoplastic Agents, Humans, Models, Biological, Neoplasms, Drug Design, Molecular Chaperones, HSP90 Heat-Shock Proteins
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