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Lopes R, Shi K, Fonseca NA, Gama A, Ramalho JS, Almeida L, Moura V, Simões S, Tidor B, Moreira JN. Modelling the impact of nucleolin expression level on the activity of F3 peptide-targeted pH-sensitive pegylated liposomes containing doxorubicin. Drug Deliv Transl Res 2022; 12:629-646. [PMID: 33860446 DOI: 10.1007/s13346-021-00972-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/29/2021] [Indexed: 01/06/2023]
Abstract
Strategies targeting nucleolin have enabled a significant improvement in intracellular bioavailability of their encapsulated payloads. In this respect, assessment of the impact of target cell heterogeneity and nucleolin homology across species (structurally and functionally) is of major importance. This work also aimed at mathematically modelling the nucleolin expression levels at the cell membrane, binding and internalization of pH-sensitive pegylated liposomes encapsulating doxorubicin and functionalized with the nucleolin-binding F3 peptide (PEGASEMP), and resulting cytotoxicity against cancer cells from mouse, rat, canine, and human origin. Herein, it was shown that nucleolin expression levels were not a limitation on the continuous internalization of F3 peptide-targeted liposomes, despite the saturable nature of the binding mechanism. Modeling enabled the prediction of nucleolin-mediated total doxorubicin exposure provided by the experimental settings of the assessment of PEGASEMP's impact on cell death. The former increased proportionally with nucleolin-binding sites, a measure relevant for patient stratification. This pattern of variation was observed for the resulting cell death in nonsaturating conditions, depending on the cancer cell sensitivity to doxorubicin. This approach differs from standard determination of cytotoxic concentrations, which normally report values of incubation doses rather than the actual intracellular bioactive drug exposure. Importantly, in the context of development of nucleolin-based targeted drug delivery, the structural nucleolin homology (higher than 84%) and functional similarity across species presented herein, emphasized the potential to use toxicological data and other metrics from lower species to infer the dose for a first-in-human trial.
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Affiliation(s)
- Rui Lopes
- CNC - Center for Neurosciences and Cell Biology, Center for Innovative Biomedicine and Biotechnology (CIBB), Faculty of Medicine (Polo 1), Rua Larga, University of Coimbra, 3004-504, Coimbra, Portugal
| | - Kevin Shi
- Department of Biological Engineering and Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
| | - Nuno A Fonseca
- CNC - Center for Neurosciences and Cell Biology, Center for Innovative Biomedicine and Biotechnology (CIBB), Faculty of Medicine (Polo 1), Rua Larga, University of Coimbra, 3004-504, Coimbra, Portugal
- TREAT U, SA - Parque Industrial de Taveiro, Lote 44, 3045-508, Coimbra, Portugal
| | - Adelina Gama
- Animal and Veterinary Research Centre (CECAV), University of Trás-Os-Montes and Alto Douro (UTAD), Quinta de Prados, Apartado 1013, 5000-801, Vila Real, Portugal
| | - José S Ramalho
- Laboratory of Cellular and Molecular Biology, NOVA Medical School, New University of Lisbon, Campo Mártires da Pátria, 130, 1169-056, Lisboa, Portugal
| | - Luís Almeida
- Blueclinical, Ltd, 4460-439, Senhora da Hora, Matosinhos, Portugal
| | - Vera Moura
- TREAT U, SA - Parque Industrial de Taveiro, Lote 44, 3045-508, Coimbra, Portugal
| | - Sérgio Simões
- CNC - Center for Neurosciences and Cell Biology, Center for Innovative Biomedicine and Biotechnology (CIBB), Faculty of Medicine (Polo 1), Rua Larga, University of Coimbra, 3004-504, Coimbra, Portugal
- UC - University of Coimbra, CIBB, Faculty of Pharmacy, Pólo das Ciências da Saúde, Azinhaga de Santa Comba, 3000-548, Coimbra, Portugal
| | - Bruce Tidor
- Department of Biological Engineering and Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.
| | - João N Moreira
- CNC - Center for Neurosciences and Cell Biology, Center for Innovative Biomedicine and Biotechnology (CIBB), Faculty of Medicine (Polo 1), Rua Larga, University of Coimbra, 3004-504, Coimbra, Portugal
- UC - University of Coimbra, CIBB, Faculty of Pharmacy, Pólo das Ciências da Saúde, Azinhaga de Santa Comba, 3000-548, Coimbra, Portugal
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Newaz K, Wright G, Piland J, Li J, Clark PL, Emrich SJ, Milenković T. Network analysis of synonymous codon usage. Bioinformatics 2020; 36:4876-4884. [PMID: 32609328 DOI: 10.1093/bioinformatics/btaa603] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2019] [Revised: 05/05/2020] [Accepted: 06/22/2020] [Indexed: 12/25/2022] Open
Abstract
MOTIVATION Most amino acids are encoded by multiple synonymous codons, some of which are used more rarely than others. Analyses of positions of such rare codons in protein sequences revealed that rare codons can impact co-translational protein folding and that positions of some rare codons are evolutionarily conserved. Analyses of their positions in protein 3-dimensional structures, which are richer in biochemical information than sequences alone, might further explain the role of rare codons in protein folding. RESULTS We model protein structures as networks and use network centrality to measure the structural position of an amino acid. We first validate that amino acids buried within the structural core are network-central, and those on the surface are not. Then, we study potential differences between network centralities and thus structural positions of amino acids encoded by conserved rare, non-conserved rare and commonly used codons. We find that in 84% of proteins, the three codon categories occupy significantly different structural positions. We examine protein groups showing different codon centrality trends, i.e. different relationships between structural positions of the three codon categories. We see several cases of all proteins from our data with some structural or functional property being in the same group. Also, we see a case of all proteins in some group having the same property. Our work shows that codon usage is linked to the final protein structure and thus possibly to co-translational protein folding. AVAILABILITY AND IMPLEMENTATION https://nd.edu/∼cone/CodonUsage/. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Khalique Newaz
- Department of Computer Science and Engineering.,Center for Network and Data Science.,Eck institute for Global Health
| | - Gabriel Wright
- Department of Computer Science and Engineering.,Eck institute for Global Health
| | - Jacob Piland
- Department of Computer Science and Engineering.,Center for Network and Data Science.,Eck institute for Global Health
| | - Jun Li
- Department of Applied and Computational Mathematics and Statistics
| | - Patricia L Clark
- Department of Chemistry and Biochemistry, University of Notre Dame, Notre Dame, IN 46556, USA
| | - Scott J Emrich
- Department of Electrical Engineering and Computer Science, University of Tennessee, Knoxville, TN 37996, USA
| | - Tijana Milenković
- Department of Computer Science and Engineering.,Center for Network and Data Science.,Eck institute for Global Health
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Sobol M, Gonzalez-Camacho F, Rodríguez-Vilariño V, Kordyum E, Medina FJ. Subnucleolar location of fibrillarin and NopA64 in Lepidium sativum root meristematic cells is changed in altered gravity. PROTOPLASMA 2006; 228:209-19. [PMID: 16838080 DOI: 10.1007/s00709-006-0157-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2005] [Accepted: 10/11/2005] [Indexed: 05/10/2023]
Abstract
Fibrillarin and the plant nucleolin homolog NopA64 are two important nucleolar proteins involved in pre-rRNA processing. In order to determine the effects of the altered gravity environment on the nucleolus, we have investigated the location of fibrillarin and NopA64 in nucleolar subcomponents of cress (Lepidium sativum L.) root meristematic cells grown under clinorotation, which reproduces an important feature of microgravity, namely, the absence of the orienting action of a gravity vector, and compared it to the location in control cells grown in normal 1 g conditions. Prior to these experiments, we report here the characterization of cress fibrillarin as a 41 kDa protein which can be isolated from meristematic cells in three nuclear fractions, namely, the soluble ribonucleoprotein fraction, the chromatin fraction, and the nuclear-matrix fraction. Furthermore, as reported for other species, the location of both fibrillarin and NopA64 in the cress cell nucleolus was in zones known to contain complex ribonucleoprotein particles involved in early pre-rRNA processing, i.e., processomes. Under altered gravity, a decrease in the quantity of both fibrillarin and NopA64 compared to controls was observed in the transition zone between fibrillar centers and the dense fibrillar component, as well as in the bulk of the dense fibrillar component. These data suggest that altered (reduced) gravity results in a lowered level of functional activity in the nucleolus.
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Affiliation(s)
- M Sobol
- Centro de Investigaciones Biológicas, Consejo Superior de Investigaciones Cientificas, Madrid, Spain
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McCain J, Danzy L, Hamdi A, Dellafosse O, DiMario P. Tracking nucleolar dynamics with GFP-Nopp140 during Drosophila oogenesis and embryogenesis. Cell Tissue Res 2005; 323:105-15. [PMID: 16158326 DOI: 10.1007/s00441-005-0044-9] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2005] [Accepted: 06/21/2005] [Indexed: 11/28/2022]
Abstract
We expressed two green fluorescent protein (GFP)-tagged Nopp140 isoforms in transgenic Drosophila melanogaster to study nucleolar dynamics during oogenesis and early embryogenesis. Specifically, we wanted to test whether the quiescent oocyte nucleus stored maternal Nopp140 and then to determine precisely when nucleoli formed during embryogenesis. During oogenesis nurse cell nucleoli accumulated GFP-Nopp140 gradually such that posterior nurse cell nucleoli in egg chambers at stage 10 were usually brighter than the more anterior nurse cell nucleoli. Nucleoli within apoptotic nurse cells disassembled in stages 12 and 13, but not all GFP-Nopp140 entered the oocyte through inter-connecting cytoplasmic bridges. Oocytes, on the other hand, lost their nucleoli by stage 3, but GFP-Nopp140 gradually accumulated in oocyte nuclei during stages 8-13. Most oocyte nuclei at stage 10 stored GFP-Nopp140 uniformly, but many stage 10 oocytes accumulated GFP-Nopp140 in presumed endobodies or in multiple smaller spheres. All oocyte nuclei at stages 11-12 were uniformly labeled, and GFP-Nopp140 diffused to the cytoplasm upon nuclear disassembly in stage 13. GFP-Nopp140 reappeared during embryogenesis; initial nucleologenesis occurred in peripheral somatic nuclei during embryonic stage 13, one stage earlier than reported previously. These GFP-Nopp140-containing foci disassembled at the 13th syncytial mitosis, and a second nucleologenesis occurred in early stage 14. The resulting nucleoli occupied nuclear regions closest to the periphery of the embryos. Pole cells contained GFP-Nopp140 during the syncytial embryonic stages, but their nucleologenesis started at gastrulation.
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Affiliation(s)
- Jennifer McCain
- Department of Biological Sciences, Louisiana State University, 202 Life Sciences Building, Baton Rouge, 70803-1715, USA
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