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Microphysiological systems in the evaluation of hematotoxicities during drug development. CURRENT OPINION IN TOXICOLOGY 2019. [DOI: 10.1016/j.cotox.2019.09.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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Mahalingaiah PK, Palenski T, Van Vleet TR. An In Vitro Model of Hematotoxicity: Differentiation of Bone Marrow-Derived Stem/Progenitor Cells into Hematopoietic Lineages and Evaluation of Lineage-Specific Hematotoxicity. ACTA ACUST UNITED AC 2018; 76:e45. [PMID: 30040226 DOI: 10.1002/cptx.45] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Hematotoxicity is a significant issue for drug safety and can result from direct cytotoxicity toward circulating mature blood cell types as well as targeting of immature blood-forming stem cells/progenitor cells in the bone marrow. In vitro models for understanding and investigating the hematotoxicity potential of new test items/drugs are critical in early preclinical drug development. The traditional method, colony forming unit (CFU) assay, is commonly used and has been validated as a method for hematotoxicity screening. The CFU assay has multiple limitations for its application in investigative work. In this paper, we describe a detailed protocol for a liquid-culture, microplate-based in vitro hematotoxicity assay to evaluate lineage-specific (myeloid, erythroid, and megakaryocytic) hematotoxicity at different stages of differentiation. This assay has multiple advantages over the traditional CFU assay, including being suitable for high-throughput screening and flexible enough to allow inclusion of additional endpoints for mechanistic studies. Therefore, it is an extremely useful tool for scientists in pharmaceutical discovery and development. © 2018 by John Wiley & Sons, Inc.
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Affiliation(s)
- Prathap Kumar Mahalingaiah
- Investigative Toxicology and Pathology Department, Preclinical Safety, AbbVie Inc., North Chicago, Illinois
| | - Tammy Palenski
- Clinical Oncology Department, AbbVie Inc., North Chicago, Illinois
| | - Terry R Van Vleet
- Investigative Toxicology and Pathology Department, Preclinical Safety, AbbVie Inc., North Chicago, Illinois
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Sewing S, Roth AB, Winter M, Dieckmann A, Bertinetti-Lapatki C, Tessier Y, McGinnis C, Huber S, Koller E, Ploix C, Reed JC, Singer T, Rothfuss A. Assessing single-stranded oligonucleotide drug-induced effects in vitro reveals key risk factors for thrombocytopenia. PLoS One 2017; 12:e0187574. [PMID: 29107969 PMCID: PMC5673186 DOI: 10.1371/journal.pone.0187574] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2017] [Accepted: 10/23/2017] [Indexed: 12/26/2022] Open
Abstract
Single-stranded oligonucleotides (ON) comprise a promising therapeutic platform that enables selective modulation of currently undruggable targets. The development of novel ON drug candidates has demonstrated excellent efficacy, but in certain cases also some safety liabilities were reported. Among them are events of thrombocytopenia, which have recently been evident in late stage trials with ON drugs. The underlying mechanisms are poorly understood and the risk for ON candidates causing such events cannot be sufficiently assessed pre-clinically. We investigated potential thrombocytopenia risk factors of ONs and implemented a set of in vitro assays to assess these risks. Our findings support previous observations that phosphorothioate (PS)-ONs can bind to platelet proteins such as platelet collagen receptor glycoprotein VI (GPVI) and activate human platelets in vitro to various extents. We also show that these PS-ONs can bind to platelet factor 4 (PF4). Binding to platelet proteins and subsequent activation correlates with ON length and connected to this, the number of PS in the backbone of the molecule. Moreover, we demonstrate that locked nucleic acid (LNA) ribosyl modifications in the wings of the PS-ONs strongly suppress binding to GPVI and PF4, paralleled by markedly reduced platelet activation. In addition, we provide evidence that PS-ONs do not directly affect hematopoietic cell differentiation in culture but at higher concentrations show a pro-inflammatory potential, which might contribute to platelet activation. Overall, our data confirm that certain molecular attributes of ONs are associated with a higher risk for thrombocytopenia. We propose that applying the in vitro assays discussed here during the lead optimization phase may aid in deprioritizing ONs with a potential to induce thrombocytopenia.
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Affiliation(s)
- Sabine Sewing
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
- * E-mail:
| | - Adrian B. Roth
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Michael Winter
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Andreas Dieckmann
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | | | - Yann Tessier
- Roche Pharma Research and Early Development, Roche Innovation Center Copenhagen A/S, Hørsholm, Denmark
| | - Claudia McGinnis
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Sylwia Huber
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Erich Koller
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Corinne Ploix
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - John C. Reed
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Thomas Singer
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Andreas Rothfuss
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
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Germolec D, Luebke R, Rooney A, Shipkowski K, Vandebriel R, van Loveren H. Immunotoxicology: A brief history, current status and strategies for future immunotoxicity assessment. CURRENT OPINION IN TOXICOLOGY 2017; 5:55-59. [PMID: 28989989 PMCID: PMC5629009 DOI: 10.1016/j.cotox.2017.08.002] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Affiliation(s)
- Dori Germolec
- Toxicology Branch, Division of the National Toxicology Program, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, NC
| | - Robert Luebke
- Cardiopulmonary and Immunotoxicology Branch, National Health and Environmental Effects Research Laboratory, U.S. Environmental Protection Agency, Research Triangle Park, NC
| | - Andrew Rooney
- Office of Health Assessment and Translation, Division of the National Toxicology Program, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, NC
| | - Kelly Shipkowski
- Toxicology Branch, Division of the National Toxicology Program, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, NC
| | - Rob Vandebriel
- Centre for Health Protection, National Institute for Public Health and the Environment (RIVM), Bilthoven, the Netherlands
| | - Henk van Loveren
- Department of Toxicogenomics, Maastricht University, Maastricht, the Netherlands
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Publisher's note. CURRENT OPINION IN TOXICOLOGY 2017. [DOI: 10.1016/j.cotox.2017.06.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Guo L, Hamre J, Davis M, Parchment RE. Human CD34(+) progenitor hematopoiesis in liquid culture for in vitro assessment of drug-induced myelotoxicity. Toxicol In Vitro 2015; 31:103-13. [PMID: 26616282 DOI: 10.1016/j.tiv.2015.11.017] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Revised: 11/12/2015] [Accepted: 11/21/2015] [Indexed: 12/21/2022]
Abstract
Utilization of validated CFU-GM assays for myelotoxicity screening is hampered by its labor-intensive and low-throughput nature. Herein, we transformed the defined CFU-GM assay conditions and IC90 endpoint into a higher throughput format. Human CD34(+) hematopoietic progenitors were cultured in a 96-well plate for 14 days with the same cytokine (rhGM-CSF) used in the CFU-GM assay. Expansion and differentiation toward myeloid lineages were manifested by characteristic changes in nuclear and cytoplasmic morphology and by temporal expression patterns of CD34, CD11b and CD13 markers. Inhibition of CD34(+) cell myelopoiesis by 12 anticancer drugs known to induce myelotoxicity in the clinic was quantifiable using either general cytotoxicity endpoints (cell growth area or total nucleus count) or lineage specific readouts (count of cells expressing CD11b and/or CD13). The IC50 and IC90 values derived from the concentration-response curves of 14-day drug exposure in CD34(+) cell culture were highly correlated with those from the international validation study of the CFU-GM assay, demonstrating capability to assess general cytotoxicity, cell proliferation and myelopoiesis simultaneously. These results suggest that this human CD34(+) hematopoietic progenitor cell assay can be used as a direct replacement for the validated, low throughput CFU-GM assay, and could expand application of in vitro myelotoxicity testing.
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Affiliation(s)
- Liang Guo
- Laboratory of Investigative Toxicology, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA.
| | - John Hamre
- Laboratory of Investigative Toxicology, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA.
| | - Myrtle Davis
- Laboratory of Investigative Toxicology, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA.
| | - Ralph E Parchment
- Laboratory of Investigative Toxicology, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA.
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Abstract
The potency of a drug is one of the most important parameters of a therapeutic. Besides providing the basis for manufacturing consistency and product stability, the potency can predict product failure or toxicity due to incorrect potency, provide release criteria, and the dose that will ensure that it can be used as intended. Recently, cellular therapeutics, in particular, stem cell therapy products, have being designated as "drugs" by regulatory agencies if they produce a systemic effect in the patient. Regulatory agencies are becoming increasingly stringent with respect to the manufacture, production, and testing of these products prior to being used in a patient. A clear understanding of what potency is and how it can be measured should help erase the misunderstandings and misconceptions that have accrued within the cellular therapy field. This protocol describes how the potency of hematopoietic stem cell therapy products is determined. The same principles apply to any proliferating stem cell therapeutic product.
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Affiliation(s)
- Holli Harper
- HemoGenix, Inc, 1485 Garden of the Gods Road, Suite 152, Colorado Springs, CO, 80907, USA
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Crivori P, Pennella G, Magistrelli M, Grossi P, Giusti AM. Predicting myelosuppression of drugs from in silico models. J Chem Inf Model 2011; 51:434-45. [PMID: 21275392 DOI: 10.1021/ci1003834] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Anticancer agents targeting proliferating cell populations in tumor as well as in normal tissues can lead to a number of side effects including hematotoxicity, a common dose-limiting toxicity associated with oncology drugs. Myelosuppression, regarded as unacceptable for other therapeutic indications, is considered a clinical risk also for new targeted anticancer drugs acting specifically on tumor cells. Thus, it becomes important not only to evaluate the potential toxicity of such new therapeutics to human hematopoietic tissue during preclinical development but also to anticipate this liability in early drug discovery. This could be achieved by using in silico models to guide the design of new lead compounds and the selection of analogs with reduced myelosuppressive potential. Hence, the purpose of this study was to develop computational models able to predict the potential myelotoxicity of drugs from their chemical structure. The data set analyzed included 38 drugs. The structural diversity and the drug-like space covered by these molecules were investigated using the ChemGPS methodology. Two sets of potentially relevant descriptors for modeling myelotoxicity (i.e., 3D Volsurf+ and 2D structural and electrotopological E-states descriptors) were selected and a Principal Component Analysis was carried out on the entire set of data. The first two PCs were able to discriminate the highest from the least myelotoxic compounds with a total accuracy of 95%. Then, a quantitative PLS model was developed by correlating a selected subset of in vitro hematotoxicity data with Volsurf+ descriptors. After variable selection, the PLS analysis resulted in a one-latent-variable model with r(2) of 0.79 and q(2) of 0.72. The inclusion of 2D descriptors in the PLS analysis improved only slightly the robustness and quality of the model that predicted the pIC(50) values of 21 drugs not included in the model with a RMSEP of 0.67 and a squared correlation coefficient (r(0)(2)) of 0.70. Furthermore, in order to investigate whether the highly myelotoxic compounds are characterized by common structural features, which should be taken into consideration in the design of new candidate drugs, the entire data set was analyzed using GRIND toxicophore-based descriptors. One toxicophore emerged from the interpretation of the model. The toxicophore elements, at least determined by the molecules used in this study, are a pattern of H-bond acceptor groups, presence of a H-bond donor and H-bond acceptor regions at ∼15 Å distance and a hydrophobic and H-bond acceptor interacting regions separated by a distance of ∼12.4 Å. Moreover, the dimensions of the molecule play a role in its recognition as a myelotoxic compound.
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In vitro to in vivo concordance of a high throughput assay of bone marrow toxicity across a diverse set of drug candidates. Toxicol Lett 2009; 188:98-103. [PMID: 19446241 DOI: 10.1016/j.toxlet.2009.03.012] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2009] [Revised: 02/27/2009] [Accepted: 03/13/2009] [Indexed: 12/31/2022]
Abstract
The development of predictive toxicology assays is necessary to optimize the drug candidate selection process. The colony forming assay (CFA) is used routinely to assess bone marrow toxicity and represents a viable tool for the discovery toxicologist, but the assay is not widely accepted as a standard screening tool due to technical challenges. A higher throughput and standardized version of the assay recently was developed such that the proliferative capacity of a cell lineage is measured indirectly via ATP levels, replacing the cumbersome identification and enumeration of specific colonies. In this study, a high-throughput assay of bone marrow toxicity prediction using the granulocyte, erythrocyte, monocyte, and macrophage (GEMM) progenitor cell lineage was evaluated using a training set of 56 structurally diverse compounds with known in vivo bone marrow effects. In general, compounds identified as toxic in vivo had lower IC(50) values, whereas those identified as non-toxic had higher IC(50) values. Concordance (i.e., predictive accuracy) to in vivo bone marrow toxicity results was 82% when an in vitro toxicity threshold of 20 microM was used. Additional experiments in other hematopoietic lineages were conducted to determine if predictivity of several false positive and negative compounds in the GEMM lineage could be improved; however an increase in sensitivity or specificity was not observed. The high-throughput GEMM assay has good concordance to in vivo bone marrow toxicity results and, with the high-throughput and standardized format, can be incorporated readily into the pharmaceutical toxicological screening paradigm, aiding in the early identification of compounds that eventually may fail due to bone marrow toxicity.
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Reems JA, Hall KM, Gebru LH, Taber G, Rich IN. Development of a novel assay to evaluate the functional potential of umbilical cord blood progenitors. Transfusion 2008; 48:620-8. [PMID: 18194385 DOI: 10.1111/j.1537-2995.2007.01586.x] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
BACKGROUND Although the colony-forming cell (CFC) assay provides the most relevant information regarding the functional potential of progenitors in a unit of umbilical cord blood (UCB), technical challenges associated with this assay have made it difficult to standardize the assay among testing laboratories. The purpose of this study was to assess the reproducibility of a newly developed functional assay (HALO SPC-QC [HALO], HemoGenix, Inc.). This test is based on the principle that cellular proliferation responses to cytokine stimuli are proportional to intracellular ATP levels from progeny cells generated in culture from progenitors. STUDY DESIGN AND METHODS Results of the HALO assay were evaluated at two geographically distinct sites with matched aliquots from 12 different UCB units. RESULTS A significant correlation between the two sites for total nucleated cell counts was observed (r = 0.98, p < 0.001). Similarly, a strong correlation between HALO results from both sites was observed (r = 0.94, p < 0.001). Also, despite using different methods at each site for the CFC assay, results from the two sites correlated (r = 0.79, p = 0.002). A good correlation between the CFC and HALO assays (r = 0.73, p < 0.005), however, was only observed at the site with the same cytokine cocktail for both the CFC and the HALO assays. CONCLUSION These results support the notion that the HALO assay is a reasonable approach for measuring the functional potential of hematopoietic progenitors in UCB. Moreover, because the final readout for the HALO assay is instrument based, unlike the CFC assay, which requires a subjective enumeration of colonies, the HALO assay may be more amenable to standardization.
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Wang J, Urban L, Bojanic D. Maximising use ofin vitroADMET tools to predictin vivobioavailability and safety. Expert Opin Drug Metab Toxicol 2007; 3:641-65. [DOI: 10.1517/17425255.3.5.641] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
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