1
|
Zoehler B, de Aguiar AM, Silveira GF. SAEDC: Development of a technological solution for exploratory data analysis and statistics in cytotoxicity. Comput Struct Biotechnol J 2024; 23:483-490. [PMID: 38261941 PMCID: PMC10796974 DOI: 10.1016/j.csbj.2023.12.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 12/14/2023] [Accepted: 12/15/2023] [Indexed: 01/25/2024] Open
Abstract
INTRODUCTION The intergovernmental organizations Organisation for Economic Co-operation and Development (OECD) and Interagency Coordinating Committee on the Validation of Alternative Methods (ICCVAM) have developed guidelines for the use of in vitro models for toxicological evaluation of chemicals. However, the presence of manual steps and the requirement of multiple tools for data analysis, apart from being costly and time-consuming, can inadvertently introduce errors by researchers. OBJECTIVES We have developed the SAEDC platform (Technological Solution for Exploratory Data Analysis and Statistics for Cytotoxicity, in Portuguese), which enables analysis of cytotoxicity data from assays following OECD Guideline No. 129. METHODOLOGY In vitro experimental data were used to compare with the analysis methodology suggested in the Guideline. We analyzed 117 data sets covering chemicals from Category I to Unclassified according to GHS classification. RESULTS The four-parameters of non-linear regression (4PL) calculated by the SAEDC platform showed no significant differences compared to standard methodology in any of the data sets (p > 0.05). The coefficient of determination (R-squared) also demonstrated not only a good fit of the 4PL model to the data but also significant similarity to values obtained by the conventional methodology. Finally, the SAEDC platform predicted LD50 values for the chemicals from IC50, using the Registry of Cytotoxicity (RC) regression models. CONCLUSION The comparison with the standard data analysis methodology revealed that SAEDC platform fulfills the requirements for cytotoxicity data analysis, generating reliable and accurate results with fewer steps performed by researchers. The use of SAEDC platform for obtaining toxicity values can reduce analysis time compared to the standard methodology proposed by regulatory agencies. Thus, automation of the analysis using the SAEDC platform has the potential to save time and resources for cytotoxicity researchers and laboratories while generating reliable results.
Collapse
Affiliation(s)
- Bernardo Zoehler
- Instituto Carlos Chagas – ICC, Fundação Oswaldo Cruz – Fiocruz, Brazil
| | - Alessandra Melo de Aguiar
- Plataforma de Bioensaios com métodos alternativos em citotoxicidade, Instituto Carlos Chagas – ICC, Fundação Oswaldo Cruz – Fiocruz, Brazil
- Laboratório de Biologia Básica de Células-tronco, Instituto Carlos Chagas – ICC, Fundação Oswaldo Cruz – Fiocruz, Brazil
| | | |
Collapse
|
2
|
Farcas MT, McKinney W, Mandler WK, Knepp AK, Battelli L, Friend SA, Stefaniak AB, Service S, Kashon M, LeBouf RF, Thomas TA, Matheson J, Qian Y. Pulmonary evaluation of whole-body inhalation exposure of polycarbonate (PC) filament 3D printer emissions in rats. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART A 2024; 87:325-341. [PMID: 38314584 PMCID: PMC11208878 DOI: 10.1080/15287394.2024.2311170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2024]
Abstract
During fused filament fabrication (FFF) 3D printing with polycarbonate (PC) filament, a release of ultrafine particles (UFPs) and volatile organic compounds (VOCs) occurs. This study aimed to determine PC filament printing emission-induced toxicity in rats via whole-body inhalation exposure. Male Sprague Dawley rats were exposed to a single concentration (0.529 mg/m3, 40 nm mean diameter) of the 3D PC filament emissions in a time-course via whole body inhalation for 1, 4, 8, 15, and 30 days (4 hr/day, 4 days/week), and sacrificed 24 hr after the last exposure. Following exposures, rats were assessed for pulmonary and systemic responses. To determine pulmonary injury, total protein and lactate dehydrogenase (LDH) activity, surfactant proteins A and D, total as well as lavage fluid differential cells in bronchoalveolar lavage fluid (BALF) were examined, as well as histopathological analysis of lung and nasal passages was performed. To determine systemic injury, hematological differentials, and blood biomarkers of muscle, metabolic, renal, and hepatic functions were also measured. Results showed that inhalation exposure induced no marked pulmonary or systemic toxicity in rats. In conclusion, inhalation exposure of rats to a low concentration of PC filament emissions produced no significant pulmonary or systemic toxicity.
Collapse
Affiliation(s)
- Mariana T. Farcas
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
- Pharmaceutical and Pharmacological Sciences, School of
Pharmacy, West Virginia University, Morgantown, WV, USA
| | - Walter McKinney
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
| | - W. Kyle Mandler
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
| | - Alycia K. Knepp
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
| | - Lori Battelli
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
| | - Sherri A Friend
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
| | | | - Samantha Service
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
| | - Michael Kashon
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
| | - Ryan F. LeBouf
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
| | - Treye A. Thomas
- Office of Hazard Identification and Reduction, U.S.
Consumer Product Safety Commission, Rockville, MD, USA
| | - Joanna Matheson
- Office of Hazard Identification and Reduction, U.S.
Consumer Product Safety Commission, Rockville, MD, USA
| | - Yong Qian
- National Institute for Occupational Safety and Health,
Morgantown, WV, USA
| |
Collapse
|
3
|
Westhauser F, Arango-Ospina M, Hupa L, Renkawitz T, Boccaccini AR, Kunisch E. A comparative analysis of the cytocompatibility, protein adsorption, osteogenic and angiogenic properties of the 45S5- and S53P4-bioactive glass compositions. Biomed Mater 2024; 19:025027. [PMID: 38266275 DOI: 10.1088/1748-605x/ad2210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 01/24/2024] [Indexed: 01/26/2024]
Abstract
Despite their long history of application in orthopedics, the osteogenic and angiogenic properties as well as the cytocompatibility and protein adsorption of the 45S5- (in wt%: 45.0 SiO2, 24.5 Na2O, 24.5 CaO, 6.0 P2O5) and S53P4- (in wt%: 53.0 SiO2, 23.0 Na2O, 20.0 CaO, 4.0 P2O5) bioactive glass (BG) compositions have not yet been directly compared in one and the same experimental setting. In this study, the influence of morphologically equal granules of both BGs on proliferation, viability, osteogenic differentiation and angiogenic response of human bone-marrow-derived mesenchymal stromal cells (BMSCs) was assessed. Furthermore, their impact on vascular tube formation and adsorption of relevant proteins was evaluated. Both BGs showed excellent cytocompatibility and stimulated osteogenic differentiation of BMSCs. The 45S5-BG showed enhanced stimulation of bone morphogenic protein 2 (BMP2) gene expression and protein production compared to S53P4-BG. While gene expression and protein production of vascular endothelial growth factor (VEGF) were stimulated, both BGs had only limited influence on tubular network formation. 45S5-BG adsorbed a higher portion of proteins, namely BMP2 and VEGF, on its surface. In conclusion, both BGs show favorable properties with slight advantages for 45S5-BG. Since protein adsorption on BG surfaces is important for their biological performance, the composition of the proteome formed by osteogenic cells cultured on BGs should be analyzed in order to gain a deeper understanding of the mechanisms that are responsible for BG-mediated stimulation of osteogenic differentiation.
Collapse
Affiliation(s)
- Fabian Westhauser
- Department of Orthopedics, Heidelberg University Hospital, Heidelberg, Germany
| | | | - Leena Hupa
- Johan Gadolin Process Chemistry Centre, Åbo Akademi University, Turku, Finland
| | - Tobias Renkawitz
- Department of Orthopedics, Heidelberg University Hospital, Heidelberg, Germany
| | - Aldo R Boccaccini
- Institute of Biomaterials, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Elke Kunisch
- Department of Orthopedics, Heidelberg University Hospital, Heidelberg, Germany
| |
Collapse
|
4
|
Radheshyam, Gauniya P, Semalty M, Semalty A. Antiobesity Drug Discovery Research: In vitro Models for Shortening the Drug Discovery Pipeline. Curr Drug Targets 2024; 25:388-403. [PMID: 38500275 DOI: 10.2174/0113894501289136240312060838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 02/12/2024] [Accepted: 02/20/2024] [Indexed: 03/20/2024]
Abstract
Obesity is a growing global health problem, leading to various chronic diseases. Despite standard treatment options, the prevalence of obesity continues to rise, emphasizing the need for new drugs. in vitro methods of drug discovery research provide a time and cost-saving platform to identify new antiobesity drugs. The review covers various aspects of obesity and drug discovery research using in vitro models. Besides discussing causes, diagnosis, prevention, and treatment, the review focuses on the advantages and limitations of in vitro studies and exhaustively covers models based on enzymes and cell lines from different animal species and humans. In contrast to conventional in vivo animal investigations, in vitro preclinical tests using enzyme- and cell line-based assays provide several advantages in development of antiobesity drugs. These methods are quick, affordable, and provide high-throughput screening. They can also yield insightful information about drug-target interactions, modes of action, and toxicity profiles. By shedding light on the factors that lead to obesity, in vitro tests can also present a chance for personalized therapy. Technology will continue to evolve, leading to the creation of more precise and trustworthy in vitro assays, which will become more and more crucial in the search for novel antiobesity medications.
Collapse
Affiliation(s)
- Radheshyam
- Department of Pharmaceutical Sciences, Hemwati Nandan Bahuguna Garhwal University (A Central University) Srinagar (Garhwal), Uttarakhand, India
| | - Priyanka Gauniya
- Department of Pharmaceutical Sciences, Hemwati Nandan Bahuguna Garhwal University (A Central University) Srinagar (Garhwal), Uttarakhand, India
| | - Mona Semalty
- Department of Pharmaceutical Sciences, Hemwati Nandan Bahuguna Garhwal University (A Central University) Srinagar (Garhwal), Uttarakhand, India
| | - Ajay Semalty
- Department of Pharmaceutical Sciences, Hemwati Nandan Bahuguna Garhwal University (A Central University) Srinagar (Garhwal), Uttarakhand, India
| |
Collapse
|
5
|
Žmudová Z, Šanderová Z, Liegertová M, Vinopal S, Herma R, Sušický L, Müllerová M, Strašák T, Malý J. Biodistribution and toxicity assessment of methoxyphenyl phosphonium carbosilane dendrimers in 2D and 3D cell cultures of human cancer cells and zebrafish embryos. Sci Rep 2023; 13:15477. [PMID: 37726330 PMCID: PMC10509138 DOI: 10.1038/s41598-023-42850-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Accepted: 09/15/2023] [Indexed: 09/21/2023] Open
Abstract
The consideration of human and environmental exposure to dendrimers, including cytotoxicity, acute toxicity, and cell and tissue accumulation, is essential due to their significant potential for various biomedical applications. This study aimed to evaluate the biodistribution and toxicity of a novel methoxyphenyl phosphonium carbosilane dendrimer, a potential mitochondria-targeting vector for cancer therapeutics, in 2D and 3D cancer cell cultures and zebrafish embryos. We assessed its cytotoxicity (via MTT, ATP, and Spheroid growth inhibition assays) and cellular biodistribution. The dendrimer cytotoxicity was higher in cancer cells, likely due to its specific targeting to the mitochondrial compartment. In vivo studies using zebrafish demonstrated dendrimer distribution within the vascular and gastrointestinal systems, indicating a biodistribution profile that may be beneficial for systemic therapeutic delivery strategies. The methoxyphenyl phosphonium carbosilane dendrimer shows promise for applications in cancer cell delivery, but additional studies are required to confirm these findings using alternative labelling methods and more physiologically relevant models. Our results contribute to the growing body of evidence supporting the potential of carbosilane dendrimers as vectors for cancer therapeutics.
Collapse
Affiliation(s)
- Zuzana Žmudová
- CENAB, Faculty of Science, Jan Evangelista Purkyně University in Ústí Nad Labem, Ústí nad Labem, Czech Republic
| | - Zuzana Šanderová
- CENAB, Faculty of Science, Jan Evangelista Purkyně University in Ústí Nad Labem, Ústí nad Labem, Czech Republic
| | - Michaela Liegertová
- CENAB, Faculty of Science, Jan Evangelista Purkyně University in Ústí Nad Labem, Ústí nad Labem, Czech Republic.
| | - Stanislav Vinopal
- CENAB, Faculty of Science, Jan Evangelista Purkyně University in Ústí Nad Labem, Ústí nad Labem, Czech Republic
| | - Regina Herma
- CENAB, Faculty of Science, Jan Evangelista Purkyně University in Ústí Nad Labem, Ústí nad Labem, Czech Republic
| | - Luděk Sušický
- CENAB, Faculty of Science, Jan Evangelista Purkyně University in Ústí Nad Labem, Ústí nad Labem, Czech Republic
| | - Monika Müllerová
- CENAB, Faculty of Science, Jan Evangelista Purkyně University in Ústí Nad Labem, Ústí nad Labem, Czech Republic
- Institute of Chemical Process Fundamentals of the CAS, Prague, Czech Republic
| | - Tomáš Strašák
- CENAB, Faculty of Science, Jan Evangelista Purkyně University in Ústí Nad Labem, Ústí nad Labem, Czech Republic
- Institute of Chemical Process Fundamentals of the CAS, Prague, Czech Republic
| | - Jan Malý
- CENAB, Faculty of Science, Jan Evangelista Purkyně University in Ústí Nad Labem, Ústí nad Labem, Czech Republic
| |
Collapse
|
6
|
Petreski T, Varda L, Gradišnik L, Maver U, Bevc S. Renal Proximal Tubular Epithelial Cells: From Harvesting to Use in Studies. Nephron Clin Pract 2023; 147:650-654. [PMID: 37423209 DOI: 10.1159/000531291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2023] [Accepted: 05/01/2023] [Indexed: 07/11/2023] Open
Abstract
The kidneys are the body's main excretion organ with several additional functions, and the nephron represents their central structural unit. It is comprised of endothelial, mesangial, glomerular, and tubular epithelial cells, as well as podocytes. Treatment of acute kidney injury or chronic kidney disease (CKD) is complex due to broad etiopathogenic mechanisms and limited regeneration potential as kidney cells finish their differentiation after 34 weeks of gestation. Despite the ever-increasing prevalence of CKD, very limited treatment modalities are available. The medical community should therefore strive to improve existing treatments and develop new ones. Furthermore, polypharmacy is present in most CKD patients, while current pharmacologic study designs lack effectiveness in predicting potential drug-drug interactions and the resulting clinically relevant complications. An opportunity for addressing these issues lies in developing in vitro cell models based on patient-derived renal cells. Currently, several protocols have been described for isolating desired kidney cells, of which the most isolated are the proximal tubular epithelial cells. These play a significant role in water homeostasis, acid-base control, reabsorption of compounds, and secretion of xenobiotics and endogenous metabolites. When developing a protocol for the isolation and culture of such cells, one must focus on several steps. These include harvesting cells from biopsy specimens or after nephrectomies, using different digestion enzymes and culture mediums to facilitate the selective growth of only the desired cells. The literature reports several existing models, from simple 2D in vitro cultures to more complex ones created with bioengineering methods, such as kidney-on-a-chip models. While their creation and use depend on the target research, one should consider factors such as equipment, cost, and, even more importantly, source tissue quality and availability.
Collapse
Affiliation(s)
- Tadej Petreski
- Department of Nephrology, University Medical Centre Maribor, Maribor, Slovenia
| | - Luka Varda
- Department of Dialysis, University Medical Centre Maribor, Maribor, Slovenia
| | - Lidija Gradišnik
- Institute of Biomedical Sciences, Faculty of Medicine, University of Maribor, Maribor, Slovenia
| | - Uros Maver
- Institute of Biomedical Sciences, Faculty of Medicine, University of Maribor, Maribor, Slovenia
- Department of Pharmacology, Faculty of Medicine, University of Maribor, Maribor, Slovenia
| | - Sebastjan Bevc
- Department of Nephrology, University Medical Centre Maribor, Maribor, Slovenia
- Department of Pharmacology, Faculty of Medicine, University of Maribor, Maribor, Slovenia
| |
Collapse
|
7
|
Mumtaz S, Behera S, Joshi S, Mukhopadhyay K. Efficacy and Toxicity Studies of Novel α-MSH Analogues with Antibiofilm Action and β-Lactam Resensitization Potential against MRSA. ACS Infect Dis 2022; 8:2480-2493. [PMID: 36440863 DOI: 10.1021/acsinfecdis.2c00280] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Methicillin-resistant Staphylococcus aureus (MRSA), a biofilm-forming recalcitrant pathogen with a multidrug-resistant profile, poses a pandemic threat to human health and is the leading cause of severe infections in both healthcare and community settings. In this study, toward designing novel α-MSH-based peptides with enhanced activity and stability against MRSA, particularly its stationary phase and biofilm, we explored a design approach to augment the hydrophobicity of an 8-mer C-terminal α-MSH(6-13)-based peptide Ana-5 through the incorporation of a bulky unnatural amino acid. The designed Ana-peptides overcame the limitation of diminished activity in biological media and exhibited enhanced antistaphylococcal activity and cell selectivity. With membrane rupture as the primary mode of action, the peptides exhibited inhibitory potential against S. aureus biofilms. Importantly, the peptides did not exhibit any adverse effects in the in vivo toxicity studies and were also able to significantly alleviate bacterial infection in a systemic infection mice model study. Additionally, the peptides retained their activity in the presence of serum and displayed a low propensity toward resistance development in MRSA cells. Moreover, the observed synergistic potential of Ana-10 with conventional antibiotics could be vital in resurrecting discarded antibiotics. Thus, this study provides us with an exciting lead, Ana-10, for further development against biofilm-based chronic S. aureus infections.
Collapse
Affiliation(s)
- Sana Mumtaz
- Antimicrobial Research Laboratory, School of Environmental Sciences, Jawaharlal Nehru University, New Delhi110067, India
| | - Swastik Behera
- Antimicrobial Research Laboratory, School of Environmental Sciences, Jawaharlal Nehru University, New Delhi110067, India
| | - Seema Joshi
- Antimicrobial Research Laboratory, School of Environmental Sciences, Jawaharlal Nehru University, New Delhi110067, India
| | - Kasturi Mukhopadhyay
- Antimicrobial Research Laboratory, School of Environmental Sciences, Jawaharlal Nehru University, New Delhi110067, India
| |
Collapse
|
8
|
An efficient human stem cells derived cardiotoxicity testing platform for testing oncotherapeutic analogues of quercetin and cinnamic acid. Sci Rep 2022; 12:21362. [PMID: 36494370 PMCID: PMC9734143 DOI: 10.1038/s41598-022-21721-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Accepted: 09/30/2022] [Indexed: 12/13/2022] Open
Abstract
Oncotherapeutics research is progressing at a rapid pace, however, not many drugs complete the successful clinical trial because of severe off-target toxicity to cardiomyocytes which ultimately leads to cardiac dysfunction. It is thus important to emphasize the need for early testing for possible cardiotoxicity of emerging oncotherapeutics. In this study, we assessed a novel stem cell-derived cardiac model for testing for cardiotoxicity of novel oncotherapeutics. We evaluated the cardiotoxic effect of synthesized derivatives of oncotherapeutics, quercetin (QMJ-2, -5, and -6) and cinnamic acid (NMJ-1, -2, and -3) using human Wharton's jelly mesenchymal stem cells-derived cardiomyocytes (WJCM) against known cardiotoxic oncologic drugs, doxorubicin, 5-fluorouracil, cisplatin. QMJ-6, NMJ-2, and NMJ-3 were not cardiotoxic and had minimum cardiac side effects. They did not show any effect on cardiomyocyte viability, caused low LDH release, and intracellular ROS production kept the calcium flux minimal and protected the active mitochondrial status in cardiomyocytes. They persevered cardiac-specific gene expression as well. However, compounds QMJ-2, QMJ-5, and NMJ-1 were cardiotoxic and the concentration needs to be reduced to prevent toxic effects on cardiomyocytes. Significantly, we were able to demonstrate that WJCM is an efficient cardiac testing model to analyze the cardiotoxicity of drugs in a human context.
Collapse
|
9
|
Ding H, George S, Leng XI, Ihnat M, Ma JX, Jiang G, Margolis D, Dumond J, Zhang Y. Silk fibers assisted long-term 3D culture of human primary urinary stem cells via inhibition of senescence-associated genes: Potential use in the assessment of chronic mitochondrial toxicity. MATERIALS TODAY. ADVANCES 2022; 15:100261. [PMID: 36212078 PMCID: PMC9542430 DOI: 10.1016/j.mtadv.2022.100261] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Despite being widely applied in drug development, existing in vitro 2D cell-based models are not suitable to assess chronic mitochondrial toxicity. A novel in vitro assay system mimicking in vivo microenvironment for this purpose is urgently needed. The goal of this study is to establish a 3D cell platform as a reliable, sensitive, cost-efficient, and high-throughput assay to predict drug-induced mitochondrial toxicity. We evaluated a long-term culture of human primary urine-derived stem cells (USC) seeded in 3D silk fiber matrix (3D USC-SFM) and further tested chronic mitochondrial toxicity induced by Zalcitabine (ddC, a nucleoside reverse transcriptase inhibitor) as a test drug, compared to USC grown in spheroids. The numbers of USC remain steady in 3D spheroids for 4 weeks and 3D SFM for 6 weeks. However, the majority (95%) of USC survived in 3D SFM, while cell numbers significantly declined in 3D spheroids at 6 weeks. Highly porous SFM provides large-scale numbers of cells by increasing the yield of USC 125-fold/well, which enables the carrying of sufficient cells for multiple experiments with less labor and lower cost, compared to 3D spheroids. The levels of mtDNA content and mitochondrial superoxide dismutase2 [SOD2] as an oxidative stress biomarker and cell senescence genes (RB and P16, p21) of USC were all stably retained in 3D USC-SFM, while those were significantly increased in spheroids. mtDNA content and mitochondrial mass in both 3D culture models significantly decreased six weeks after treatment of ddC (0.2, 2, and 10 μM), compared to 0.1% DMSO control. Levels of complexes I, II, and III significantly decreased in 3D SFM-USC treated with ddC, compared to only complex I level which declined in spheroids. A dose- and time-dependent chronic MtT displayed in the 3D USC-SFM model, but not in spheroids. Thus, a long-term 3D culture model of human primary USC provides a cost-effective and sensitive approach potential for the assessment of drug-induced chronic mitochondrial toxicity.
Collapse
Affiliation(s)
- Huifen Ding
- Wake Forest Institute for Regenerative Medicine, Wake Forest University Health Sciences, Winston-Salem, NC, USA
- Stomatological Hospital of Chongqing Medical University, Chongqing Key Laboratory of Oral Diseases and Biomedical Sciences, Chongqing Municipal Key Laboratory of Oral Biomedical Engineering of Higher Education, Chongqing, China
| | - Sunil George
- Wake Forest Institute for Regenerative Medicine, Wake Forest University Health Sciences, Winston-Salem, NC, USA
| | - Xiaoyan Iris Leng
- Division of Public Health Sciences, Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Michael Ihnat
- Department of Pharmaceutical Sciences, University of Oklahoma College of Pharmacy, University of Oklahoma Health Sciences Center, Oklahoma City, OK, United States
| | - Jian-Xing Ma
- Department of Biochemistry, Wake Forest University Health Sciences, Winston-Salem, NC, USA
| | - Guochun Jiang
- University of North Carolina HIV Cure Center, UNC Chapel Hill, Chapel Hill, NC, USA
| | - David Margolis
- University of North Carolina HIV Cure Center, UNC Chapel Hill, Chapel Hill, NC, USA
| | - Julie Dumond
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, UNC Chapel Hill, Chapel Hill, NC, USA
| | - Yuanyuan Zhang
- Wake Forest Institute for Regenerative Medicine, Wake Forest University Health Sciences, Winston-Salem, NC, USA
| |
Collapse
|
10
|
Galletti C, Aguirre-Plans J, Oliva B, Fernandez-Fuentes N. Prediction of Adverse Drug Reaction Linked to Protein Targets Using Network-Based Information and Machine Learning. FRONTIERS IN BIOINFORMATICS 2022; 2:906644. [PMID: 36304303 PMCID: PMC9580901 DOI: 10.3389/fbinf.2022.906644] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 06/02/2022] [Indexed: 11/17/2022] Open
Abstract
Drug discovery attrition rates, particularly at advanced clinical trial stages, are high because of unexpected adverse drug reactions (ADR) elicited by novel drug candidates. Predicting undesirable ADRs produced by the modulation of certain protein targets would contribute to developing safer drugs, thereby reducing economic losses associated with high attrition rates. As opposed to the more traditional drug-centric approach, we propose a target-centric approach to predict associations between protein targets and ADRs. The implementation of the predictor is based on a machine learning classifier that integrates a set of eight independent network-based features. These include a network diffusion-based score, identification of protein modules based on network clustering algorithms, functional similarity among proteins, network distance to proteins that are part of safety panels used in preclinical drug development, set of network descriptors in the form of degree and betweenness centrality measurements, and conservation. This diverse set of descriptors were used to generate predictors based on different machine learning classifiers ranging from specific models for individual ADR to higher levels of abstraction as per MEDDRA hierarchy such as system organ class. The results obtained from the different machine-learning classifiers, namely, support vector machine, random forest, and neural network were further analyzed as a meta-predictor exploiting three different voting systems, namely, jury vote, consensus vote, and red flag, obtaining different models for each of the ADRs in analysis. The level of accuracy of the predictors justifies the identification of problematic protein targets both at the level of individual ADR as well as a set of related ADRs grouped in common system organ classes. As an example, the prediction of ventricular tachycardia achieved an accuracy and precision of 0.83 and 0.90, respectively, and a Matthew correlation coefficient of 0.70. We believe that this approach is a good complement to the existing methodologies devised to foresee potential liabilities in preclinical drug discovery. The method is available through the DocTOR utility at GitHub (https://github.com/cristian931/DocTOR).
Collapse
Affiliation(s)
- Cristiano Galletti
- Department of Biosciences, U Science Tech, Universitat de Vic-Universitat Central de Catalunya, Barcelona, Spain
| | - Joaquim Aguirre-Plans
- Department of Physics, Network Science Institute, Northeastern University, Boston, MA, United States
| | - Baldo Oliva
- Department of Experimental and Health Sciences, Structural Bioinformatics Group, Research Programme on Biomedical Informatics, Universitat Pompeu Fabra, Barcelona, Spain
| | - Narcis Fernandez-Fuentes
- Department of Biosciences, U Science Tech, Universitat de Vic-Universitat Central de Catalunya, Barcelona, Spain
- *Correspondence: Narcis Fernandez-Fuentes,
| |
Collapse
|
11
|
The Influence of Betulin and Its Derivatives EB5 and ECH147 on the Antioxidant Status of Human Renal Proximal Tubule Epithelial Cells. Int J Mol Sci 2022; 23:ijms23052524. [PMID: 35269667 PMCID: PMC8910190 DOI: 10.3390/ijms23052524] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Revised: 02/22/2022] [Accepted: 02/23/2022] [Indexed: 01/27/2023] Open
Abstract
Betulin and its derivatives, 28-propyne derivative EB5 and 29-diethyl phosphonate analog ECH147, are promising compounds in anti-tumor activity studies. However, their effect on kidney cells has not yet been studied. The study aimed to determine whether betulin and its derivatives—EB5 and ECH147—influence the viability and oxidative status of human renal proximal tubule epithelial cells (RPTECs). The total antioxidant capacity of cells (TEAC), lipid peroxidation product malondialdehyde (MDA) level, and activity of antioxidant enzymes (SOD, CAT, and GPX) were evaluated. Additionally, the mRNA level of genes encoding antioxidant enzymes was assessed. Cisplatin and 5-fluorouracil were used as reference substances. Betulin and its derivatives affected the viability and antioxidant systems of RPTECs. Betulin strongly reduced TEAC in a concentration-dependent manner. All tested compounds caused an increase in MDA levels. The activity of SOD, CAT, and GPX, and the mRNA profiles of genes encoding antioxidant enzymes depended on the tested compound and its concentration. Betulin showed an cisplatin-like effect, indicating its nephrotoxic potential. Betulin derivatives EB5 and ECH147 showed different impacts on the antioxidant system, which gives hope that these compounds will not cause severe consequences for the kidneys in vivo.
Collapse
|
12
|
Xiang Y, Miller K, Guan J, Kiratitanaporn W, Tang M, Chen S. 3D bioprinting of complex tissues in vitro: state-of-the-art and future perspectives. Arch Toxicol 2022; 96:691-710. [PMID: 35006284 PMCID: PMC8850226 DOI: 10.1007/s00204-021-03212-y] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Accepted: 12/20/2021] [Indexed: 12/15/2022]
Abstract
The pharmacology and toxicology of a broad variety of therapies and chemicals have significantly improved with the aid of the increasing in vitro models of complex human tissues. Offering versatile and precise control over the cell population, extracellular matrix (ECM) deposition, dynamic microenvironment, and sophisticated microarchitecture, which is desired for the in vitro modeling of complex tissues, 3D bio-printing is a rapidly growing technology to be employed in the field. In this review, we will discuss the recent advancement of printing techniques and bio-ink sources, which have been spurred on by the increasing demand for modeling tactics and have facilitated the development of the refined tissue models as well as the modeling strategies, followed by a state-of-the-art update on the specialized work on cancer, heart, muscle and liver. In the end, the toxicological modeling strategies, substantial challenges, and future perspectives for 3D printed tissue models were explored.
Collapse
Affiliation(s)
- Yi Xiang
- Department of NanoEngineering, University of California San Diego, La Jolla, USA
| | - Kathleen Miller
- Department of NanoEngineering, University of California San Diego, La Jolla, USA
| | - Jiaao Guan
- Department of Electrical and Computer Engineering, University of California San Diego, La Jolla, USA
| | | | - Min Tang
- Department of NanoEngineering, University of California San Diego, La Jolla, USA
| | - Shaochen Chen
- Department of NanoEngineering, University of California San Diego, La Jolla, USA.
- Department of Electrical and Computer Engineering, University of California San Diego, La Jolla, USA.
| |
Collapse
|