1
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Benak D, Holzerova K, Hrdlicka J, Kolar F, Olsen M, Karelson M, Hlavackova M. Epitranscriptomic regulation in fasting hearts: implications for cardiac health. RNA Biol 2024; 21:1-14. [PMID: 38326277 PMCID: PMC10854364 DOI: 10.1080/15476286.2024.2307732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/16/2024] [Indexed: 02/09/2024] Open
Abstract
Cardiac tolerance to ischaemia can be increased by dietary interventions such as fasting, which is associated with significant changes in myocardial gene expression. Among the possible mechanisms of how gene expression may be altered are epigenetic modifications of RNA - epitranscriptomics. N6-methyladenosine (m6A) and N6,2'-O-dimethyladenosine (m6Am) are two of the most prevalent modifications in mRNA. These methylations are reversible and regulated by proteins called writers, erasers, readers, and m6A-repelled proteins. We analysed 33 of these epitranscriptomic regulators in rat hearts after cardioprotective 3-day fasting using RT-qPCR, Western blot, and targeted proteomic analysis. We found that the most of these regulators were changed on mRNA or protein levels in fasting hearts, including up-regulation of both demethylases - FTO and ALKBH5. In accordance, decreased methylation (m6A+m6Am) levels were detected in cardiac total RNA after fasting. We also identified altered methylation levels in Nox4 and Hdac1 transcripts, both of which play a role in the cytoprotective action of ketone bodies produced during fasting. Furthermore, we investigated the impact of inhibiting demethylases ALKBH5 and FTO in adult rat primary cardiomyocytes (AVCMs). Our findings indicate that inhibiting these demethylases reduced the hypoxic tolerance of AVCMs isolated from fasting rats. This study showed that the complex epitranscriptomic machinery around m6A and m6Am modifications is regulated in the fasting hearts and might play an important role in cardiac adaptation to fasting, a well-known cardioprotective intervention.
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Affiliation(s)
- Daniel Benak
- Laboratory of Developmental Cardiology, Institute of Physiology of the Czech Academy of Sciences, Prague, Czech Republic
- Department of Physiology, Faculty of Science, Charles University, Prague, Czech Republic
| | - Kristyna Holzerova
- Laboratory of Developmental Cardiology, Institute of Physiology of the Czech Academy of Sciences, Prague, Czech Republic
| | - Jaroslav Hrdlicka
- Laboratory of Developmental Cardiology, Institute of Physiology of the Czech Academy of Sciences, Prague, Czech Republic
| | - Frantisek Kolar
- Laboratory of Developmental Cardiology, Institute of Physiology of the Czech Academy of Sciences, Prague, Czech Republic
| | - Mark Olsen
- Department of Pharmaceutical Sciences, College of Pharmacy-Glendale, Midwestern University, Glendale, Arizona, USA
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, Tartu, Estonia
| | - Marketa Hlavackova
- Laboratory of Developmental Cardiology, Institute of Physiology of the Czech Academy of Sciences, Prague, Czech Republic
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2
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Sikorski V, Selberg S, Lalowski M, Karelson M, Kankuri E. The structure and function of YTHDF epitranscriptomic m 6A readers. Trends Pharmacol Sci 2023; 44:335-353. [PMID: 37069041 DOI: 10.1016/j.tips.2023.03.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 03/12/2023] [Accepted: 03/13/2023] [Indexed: 04/19/2023]
Abstract
Specific RNA sequences modified by a methylated adenosine, N6-methyladenosine (m6A), contribute to the post-transcriptional regulation of gene expression. The quantity of m6A in RNA is orchestrated by enzymes that write and erase it, while its effects are mediated by proteins that bind to read this modification. Dysfunction of this post-transcriptional regulatory process has been linked to human disease. Although the initial focus has been on pharmacological targeting of the writer and eraser enzymes, interest in the reader proteins has been challenged by a lack of clear understanding of their functional roles and molecular mechanisms of action. Readers of m6A-modified RNA (m6A-RNA) - the YTH (YT521-B homology) domain-containing protein family paralogs 1-3 (YTHDF1-3, referred to here as DF1-DF3) - are emerging as therapeutic targets as their links to pathological processes such as cancer and inflammation and their roles in regulating m6A-RNA fate become clear. We provide an updated understanding of the modes of action of DF1-DF3 and review their structures to unlock insights into drug design approaches for DF paralog-selective inhibition.
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Affiliation(s)
- Vilbert Sikorski
- Faculty of Medicine, Department of Pharmacology, University of Helsinki, Finland
| | - Simona Selberg
- Institute of Chemistry, University of Tartu, Tartu, Estonia
| | - Maciej Lalowski
- Helsinki Institute of Life Science (HiLIFE), Meilahti Clinical Proteomics Core Facility, Department of Biochemistry and Developmental Biology, Faculty of Medicine, University of Helsinki, Helsinki, Finland; Department of Gene Expression, Institute of Molecular Biology and Biotechnology, Faculty of Biology, Adam Mickiewicz University, Poznan, Poland
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, Tartu, Estonia
| | - Esko Kankuri
- Faculty of Medicine, Department of Pharmacology, University of Helsinki, Finland.
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3
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Kovaleva V, Yu LY, Ivanova L, Shpironok O, Nam J, Eesmaa A, Kumpula EP, Sakson S, Toots U, Ustav M, Huiskonen JT, Voutilainen MH, Lindholm P, Karelson M, Saarma M. MANF regulates neuronal survival and UPR through its ER-located receptor IRE1α. Cell Rep 2023; 42:112066. [PMID: 36739529 DOI: 10.1016/j.celrep.2023.112066] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 10/20/2022] [Accepted: 01/19/2023] [Indexed: 02/05/2023] Open
Abstract
Mesencephalic astrocyte-derived neurotrophic factor (MANF) is an endoplasmic reticulum (ER)-located protein with cytoprotective effects in neurons and pancreatic β cells in vitro and in models of neurodegeneration and diabetes in vivo. However, the exact mode of MANF action has remained elusive. Here, we show that MANF directly interacts with the ER transmembrane unfolded protein response (UPR) sensor IRE1α, and we identify the binding interface between MANF and IRE1α. The expression of wild-type MANF, but not its IRE1α binding-deficient mutant, attenuates UPR signaling by decreasing IRE1α oligomerization; phosphorylation; splicing of Xbp1, Atf6, and Txnip levels; and protecting neurons from ER stress-induced death. MANF-IRE1α interaction and not MANF-BiP interaction is crucial for MANF pro-survival activity in neurons in vitro and is required to protect dopamine neurons in an animal model of Parkinson's disease. Our data show IRE1α as an intracellular receptor for MANF and regulator of neuronal survival.
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Affiliation(s)
- Vera Kovaleva
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland.
| | - Li-Ying Yu
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | - Larisa Ivanova
- Institute of Chemistry, University of Tartu, 50411 Tartu, Estonia
| | - Olesya Shpironok
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | - Jinhan Nam
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland; Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, 00014 Helsinki, Finland
| | - Ave Eesmaa
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | - Esa-Pekka Kumpula
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | - Sven Sakson
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | | | | | - Juha T Huiskonen
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | - Merja H Voutilainen
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland; Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, 00014 Helsinki, Finland
| | - Päivi Lindholm
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, 50411 Tartu, Estonia
| | - Mart Saarma
- Institute of Biotechnology, HiLIFE, University of Helsinki, 00014 Helsinki, Finland.
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4
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Orro K, Salk K, Abram K, Arshavskaja J, Meikas A, Karelson M, Neuman T, Kingo K, Spee P. 226 Non-invasive skin-surface biomarkers for psoriasis monitoring. J Invest Dermatol 2021. [DOI: 10.1016/j.jid.2021.08.231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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5
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Renko JM, Mahato AK, Visnapuu T, Valkonen K, Karelson M, Voutilainen MH, Saarma M, Tuominen RK, Sidorova YA. Neuroprotective Potential of a Small Molecule RET Agonist in Cultured Dopamine Neurons and Hemiparkinsonian Rats. J Parkinsons Dis 2021; 11:1023-1046. [PMID: 34024778 PMCID: PMC8461720 DOI: 10.3233/jpd-202400] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND Parkinson's disease (PD) is a progressive neurological disorder where loss of dopamine neurons in the substantia nigra and dopamine depletion in the striatum cause characteristic motor symptoms. Currently, no treatment is able to halt the progression of PD. Glial cell line-derived neurotrophic factor (GDNF) rescues degenerating dopamine neurons both in vitro and in animal models of PD. When tested in PD patients, however, the outcomes from intracranial GDNF infusion paradigms have been inconclusive, mainly due to poor pharmacokinetic properties. OBJECTIVE We have developed drug-like small molecules, named BT compounds that activate signaling through GDNF's receptor, the transmembrane receptor tyrosine kinase RET, both in vitro and in vivo and are able to penetrate through the blood-brain barrier. Here we evaluated the properties of BT44, a second generation RET agonist, in immortalized cells, dopamine neurons and rat 6-hydroxydopamine model of PD. METHODS We used biochemical, immunohistochemical and behavioral methods to evaluate the effects of BT44 on dopamine system in vitro and in vivo. RESULTS BT44 selectively activated RET and intracellular pro-survival AKT and MAPK signaling pathways in immortalized cells. In primary midbrain dopamine neurons cultured in serum-deprived conditions, BT44 promoted the survival of the neurons derived from wild-type, but not from RET knockout mice. BT44 also protected cultured wild-type dopamine neurons from MPP+-induced toxicity. In a rat 6-hydroxydopamine model of PD, BT44 reduced motor imbalance and seemed to protect dopaminergic fibers in the striatum. CONCLUSION BT44 holds potential for further development into a novel, possibly disease-modifying, therapy for PD.
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Affiliation(s)
- Juho-Matti Renko
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, Helsinki, Finland
| | - Arun Kumar Mahato
- Institute of Biotechnology, HiLIFE, University of Helsinki, Helsinki, Finland
| | - Tanel Visnapuu
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, Helsinki, Finland
| | - Konsta Valkonen
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, Helsinki, Finland.,Institute of Biotechnology, HiLIFE, University of Helsinki, Helsinki, Finland
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, Tartu, Estonia
| | - Merja H Voutilainen
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, Helsinki, Finland.,Institute of Biotechnology, HiLIFE, University of Helsinki, Helsinki, Finland
| | - Mart Saarma
- Institute of Biotechnology, HiLIFE, University of Helsinki, Helsinki, Finland
| | - Raimo K Tuominen
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, University of Helsinki, Helsinki, Finland
| | - Yulia A Sidorova
- Institute of Biotechnology, HiLIFE, University of Helsinki, Helsinki, Finland
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6
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Viisanen H, Nuotio U, Kambur O, Mahato AK, Jokinen V, Lilius T, Li W, Santos HA, Karelson M, Rauhala P, Kalso E, Sidorova YA. Novel RET agonist for the treatment of experimental neuropathies. Mol Pain 2021; 16:1744806920950866. [PMID: 32811276 PMCID: PMC7440726 DOI: 10.1177/1744806920950866] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
The glial cell line-derived neurotrophic factor (GDNF) family ligands (GFLs) alleviate symptoms of experimental neuropathy, protect and stimulate regeneration of sensory neurons in animal models of neuropathic pain, and restore their functional activity. However, clinical development of GFL proteins is complicated by their poor pharmacokinetic properties and multiple effects mediated by several receptors. Previously, we have identified a small molecule that selectively activates the major signal transduction unit of the GFL receptor complex, receptor tyrosine kinase RET, as an alternative to GFLs, for the treatment of neuropathic pain. We then introduced a series of chemical changes to improve the biological activity of these compounds and tested an optimized compound named BT44 in a panel of biological assays. BT44 efficiently and selectively stimulated the GFL receptor RET and activated the intracellular mitogene-activated protein kinase/extracellular signal-regulated kinase pathway in immortalized cells. In cultured sensory neurons, BT44 stimulated neurite outgrowth with an efficacy comparable to that of GFLs. BT44 alleviated mechanical hypersensitivity in surgery- and diabetes-induced rat models of neuropathic pain. In addition, BT44 normalized, to a certain degree, the expression of nociception-related neuronal markers which were altered by spinal nerve ligation, the neuropathy model used in this study. Our results suggest that the GFL mimetic BT44 is a promising new lead for the development of novel disease-modifying agents for the treatment of neuropathy and neuropathic pain.
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Affiliation(s)
- Hanna Viisanen
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Ulpukka Nuotio
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, University of Helsinki, Helsinki, Finland
| | - Oleg Kambur
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Arun Kumar Mahato
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, University of Helsinki, Helsinki, Finland
| | - Viljami Jokinen
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Tuomas Lilius
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Wei Li
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, University of Helsinki, Helsinki, Finland.,Drug Research Program, Division of Pharmaceutical Chemistry and Technology, University of Helsinki, Helsinki, Finland
| | - Hélder A Santos
- Drug Research Program, Division of Pharmaceutical Chemistry and Technology, University of Helsinki, Helsinki, Finland.,Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland
| | - Mati Karelson
- Institute of Chemistry, Tartu University, Tartu, Estonia
| | - Pekka Rauhala
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Eija Kalso
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.,Department of Anaesthesiology, Intensive Care Medicine and Pain Medicine, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Yulia A Sidorova
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, University of Helsinki, Helsinki, Finland.,Department of Anaesthesiology, Intensive Care Medicine and Pain Medicine, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
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7
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Selberg S, Žusinaite E, Herodes K, Seli N, Kankuri E, Merits A, Karelson M. HIV Replication Is Increased by RNA Methylation METTL3/METTL14/WTAP Complex Activators. ACS Omega 2021; 6:15957-15963. [PMID: 34179640 PMCID: PMC8223420 DOI: 10.1021/acsomega.1c01626] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Accepted: 06/03/2021] [Indexed: 05/04/2023]
Abstract
The N6-methyladenosine (m6A) modifications in both viral and host cell RNAs play an important role in HIV-1 virus genome transcription and virus replication. We demonstrate here that activators of the METTL3/METTL14/WTAP RNA methyltransferase complex enhance the production of virus particles in cells harboring HIV-1 provirus. In parallel, the amount of m6A residues in the host cell mRNA was increased in the presence of these activator compounds. Importantly, the m6A methylation of the HIV-1 RNA was also enhanced significantly (about 18%). The increase of virus replication by the small-molecule activators of the METTL3/METTL14/WTAP complex excludes them as potential anti-HIV-1 drug candidates. However, the compounds may be of large interest as activators for the latent HIV-1 provirus copies deposited in host cells' genome and the subsequent virus eradication by an antiviral compound.
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Affiliation(s)
- Simona Selberg
- Institute
of Chemistry, University of Tartu, Tartu 50411, Estonia
| | - Eva Žusinaite
- Institute
of Technology, University of Tartu, Tartu 50411, Estonia
| | - Koit Herodes
- Institute
of Chemistry, University of Tartu, Tartu 50411, Estonia
| | | | - Esko Kankuri
- Faculty
of Medicine, Department of Pharmacology, University of Helsinki, Helsinki 00014, Finland
| | - Andres Merits
- Institute
of Technology, University of Tartu, Tartu 50411, Estonia
- Email
| | - Mati Karelson
- Institute
of Chemistry, University of Tartu, Tartu 50411, Estonia
- Email
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8
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Sikorski V, Karjalainen P, Blokhina D, Oksaharju K, Khan J, Katayama S, Rajala H, Suihko S, Tuohinen S, Teittinen K, Nummi A, Nykänen A, Eskin A, Stark C, Biancari F, Kiss J, Simpanen J, Ropponen J, Lemström K, Savinainen K, Lalowski M, Kaarne M, Jormalainen M, Elomaa O, Koivisto P, Raivio P, Bäckström P, Dahlbacka S, Syrjälä S, Vainikka T, Vähäsilta T, Tuncbag N, Karelson M, Mervaala E, Juvonen T, Laine M, Laurikka J, Vento A, Kankuri E. Epitranscriptomics of Ischemic Heart Disease-The IHD-EPITRAN Study Design and Objectives. Int J Mol Sci 2021; 22:6630. [PMID: 34205699 PMCID: PMC8235045 DOI: 10.3390/ijms22126630] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 06/10/2021] [Accepted: 06/15/2021] [Indexed: 12/11/2022] Open
Abstract
Epitranscriptomic modifications in RNA can dramatically alter the way our genetic code is deciphered. Cells utilize these modifications not only to maintain physiological processes, but also to respond to extracellular cues and various stressors. Most often, adenosine residues in RNA are targeted, and result in modifications including methylation and deamination. Such modified residues as N-6-methyl-adenosine (m6A) and inosine, respectively, have been associated with cardiovascular diseases, and contribute to disease pathologies. The Ischemic Heart Disease Epitranscriptomics and Biomarkers (IHD-EPITRAN) study aims to provide a more comprehensive understanding to their nature and role in cardiovascular pathology. The study hypothesis is that pathological features of IHD are mirrored in the blood epitranscriptome. The IHD-EPITRAN study focuses on m6A and A-to-I modifications of RNA. Patients are recruited from four cohorts: (I) patients with IHD and myocardial infarction undergoing urgent revascularization; (II) patients with stable IHD undergoing coronary artery bypass grafting; (III) controls without coronary obstructions undergoing valve replacement due to aortic stenosis and (IV) controls with healthy coronaries verified by computed tomography. The abundance and distribution of m6A and A-to-I modifications in blood RNA are charted by quantitative and qualitative methods. Selected other modified nucleosides as well as IHD candidate protein and metabolic biomarkers are measured for reference. The results of the IHD-EPITRAN study can be expected to enable identification of epitranscriptomic IHD biomarker candidates and potential drug targets.
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Affiliation(s)
- Vilbert Sikorski
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, 00014 Helsinki, Finland; (V.S.); (D.B.); (E.M.)
| | - Pasi Karjalainen
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Daria Blokhina
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, 00014 Helsinki, Finland; (V.S.); (D.B.); (E.M.)
| | - Kati Oksaharju
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Jahangir Khan
- Tampere Heart Hospital, Tampere University Hospital, 33520 Tampere, Finland; (J.K.); (J.L.)
| | | | - Helena Rajala
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Satu Suihko
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Suvi Tuohinen
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Kari Teittinen
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Annu Nummi
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Antti Nykänen
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Arda Eskin
- Graduate School of Informatics, Department of Health Informatics, Middle East Technical University, 06800 Ankara, Turkey;
| | - Christoffer Stark
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Fausto Biancari
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
- Heart Center, Turku University Hospital and Department of Surgery, University of Turku, 20521 Turku, Finland
- Research Unit of Surgery, Anesthesiology and Critical Care, University of Oulu, 90014 Oulu, Finland
| | - Jan Kiss
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Jarmo Simpanen
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Jussi Ropponen
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Karl Lemström
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Kimmo Savinainen
- Clinical Biobank Tampere, Tampere University Hospital, 33520 Tampere, Finland;
| | - Maciej Lalowski
- Helsinki Institute of Life Science (HiLIFE), Meilahti Clinical Proteomics Core Facility, Department of Biochemistry and Developmental Biology, Faculty of Medicine, University of Helsinki, 00290 Helsinki, Finland;
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Department of Biomedical Proteomics, 61-704 Poznan, Poland
| | - Markku Kaarne
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Mikko Jormalainen
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Outi Elomaa
- Folkhälsan Research Center, 00250 Helsinki, Finland; (S.K.); (O.E.)
| | - Pertti Koivisto
- Chemistry Unit, Finnish Food Authority, 00790 Helsinki, Finland;
| | - Peter Raivio
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Pia Bäckström
- Helsinki Biobank, Hospital District of Helsinki and Uusimaa, 00029 Helsinki, Finland;
| | - Sebastian Dahlbacka
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Simo Syrjälä
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Tiina Vainikka
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Tommi Vähäsilta
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Nurcan Tuncbag
- Department of Chemical and Biological Engineering, College of Engineering, Koç University, 34450 Istanbul, Turkey;
- School of Medicine, Koç University, 34450 Istanbul, Turkey
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, 50411 Tartu, Estonia;
| | - Eero Mervaala
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, 00014 Helsinki, Finland; (V.S.); (D.B.); (E.M.)
| | - Tatu Juvonen
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
- Research Unit of Surgery, Anesthesiology and Critical Care, University of Oulu, 90014 Oulu, Finland
| | - Mika Laine
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Jari Laurikka
- Tampere Heart Hospital, Tampere University Hospital, 33520 Tampere, Finland; (J.K.); (J.L.)
| | - Antti Vento
- Heart and Lung Center, Helsinki University Hospital, 00029 Helsinki, Finland; (P.K.); (K.O.); (H.R.); (S.S.); (S.T.); (K.T.); (A.N.); (A.N.); (C.S.); (F.B.); (J.K.); (J.S.); (J.R.); (K.L.); (M.K.); (M.J.); (P.R.); (S.D.); (S.S.); (T.V.); (T.V.); (T.J.); (M.L.); (A.V.)
| | - Esko Kankuri
- Department of Pharmacology, Faculty of Medicine, University of Helsinki, 00014 Helsinki, Finland; (V.S.); (D.B.); (E.M.)
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9
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Selberg S, Seli N, Kankuri E, Karelson M. Rational Design of Novel Anticancer Small-Molecule RNA m6A Demethylase ALKBH5 Inhibitors. ACS Omega 2021; 6:13310-13320. [PMID: 34056479 PMCID: PMC8158789 DOI: 10.1021/acsomega.1c01289] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Accepted: 05/05/2021] [Indexed: 05/05/2023]
Abstract
The RNA 6-N-methyladenosine (m6A) demethylase ALKBH5 has been shown to be oncogenic in several cancer types, including leukemia and glioblastoma. We present here the target-tailored development and first evaluation of the antiproliferative effects of new ALKBH5 inhibitors. Two compounds, 2-[(1-hydroxy-2-oxo-2-phenylethyl)sulfanyl]acetic acid (3) and 4-{[(furan-2-yl)methyl]amino}-1,2-diazinane-3,6-dione (6), with IC50 values of 0.84 μM and 1.79 μM, respectively, were identified in high-throughput virtual screening of the library of 144 000 preselected compounds and subsequent verification of hits in an m6A antibody-based enzyme-linked immunosorbent assay (ELISA) enzyme inhibition assay. The effect of these compounds on the proliferation of selected target cancer cell lines was then measured. In the case of three leukemia cell lines (HL-60, CCRF-CEM, and K562) the cell proliferation was suppressed at low micromolar concentrations of inhibitors, with IC50 ranging from 1.38 to 16.5 μM. However, the effect was low or negligible in the case of another leukemia cell line, Jurkat, and the glioblastoma cell line A-172. These results demonstrate the potential of ALKBH5 inhibition as a cancer-cell-type-selective antiproliferative strategy.
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Affiliation(s)
- Simona Selberg
- Institute of Chemistry, University of Tartu, Ravila 14a, Tartu 50411, Estonia
| | - Neinar Seli
- Chemestmed, Ltd., Riia tn 130b/2, Tartu 50411, Estonia
| | - Esko Kankuri
- Faculty of Medicine, Department of Pharmacology, University of Helsinki, Helsinki 00014, Finland
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, Ravila 14a, Tartu 50411, Estonia
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10
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Ivanova L, Rausalu K, Ošeka M, Kananovich DG, Žusinaite E, Tammiku-Taul J, Lopp M, Merits A, Karelson M. Novel Analogues of the Chikungunya Virus Protease Inhibitor: Molecular Design, Synthesis, and Biological Evaluation. ACS Omega 2021; 6:10884-10896. [PMID: 34056242 PMCID: PMC8153904 DOI: 10.1021/acsomega.1c00625] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Accepted: 04/02/2021] [Indexed: 05/10/2023]
Abstract
The Chikungunya virus (CHIKV) is an arbovirus belonging to the genus Alphavirus of the Togaviridae family. CHIKV is transmitted by the mosquitoes and causes Chikungunya fever. CHIKV outbreaks have occurred in Africa, Asia, Europe, and the countries of Indian and Pacific Oceans. In 2013, CHIKV cases were registered for the first time in the Americas on the Caribbean islands. There is currently no vaccine to prevent or medicines to treat CHIKV infection. The CHIKV nonstructural protease (nsP2) is a promising potential target for the development of drugs against CHIKV infection because this protein is one of the key components of the viral replication complex and is involved in multiple steps of virus infection. In this work, novel analogues of the potential CHIKV nsP2 protease inhibitor, first reported by Das et al. in 2016, were identified using molecular modeling methods, synthesized, and evaluated in vitro. The optimization of the structure of the inhibitor allowed to increase the antiviral activity of the compound 2-10 times. The possible mechanism of action of the identified potential inhibitors of the CHIKV nsP2 protease was studied in detail using molecular dynamics (MD) simulations. According to the MD results, the most probable mechanism of action is the blocking of conformational changes in the nsP2 protease required for substrate recognition and binding.
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Affiliation(s)
- Larisa Ivanova
- Institute
of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
| | - Kai Rausalu
- Institute
of Technology, University of Tartu, Nooruse 1, 50411 Tartu, Estonia
| | - Maksim Ošeka
- Department
of Chemistry and Biotechnology, Tallinn
University of Technology, Akadeemia Tee 15, 12618 Tallinn, Estonia
| | - Dzmitry G. Kananovich
- Department
of Chemistry and Biotechnology, Tallinn
University of Technology, Akadeemia Tee 15, 12618 Tallinn, Estonia
| | - Eva Žusinaite
- Institute
of Technology, University of Tartu, Nooruse 1, 50411 Tartu, Estonia
| | - Jaana Tammiku-Taul
- Institute
of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
| | - Margus Lopp
- Department
of Chemistry and Biotechnology, Tallinn
University of Technology, Akadeemia Tee 15, 12618 Tallinn, Estonia
| | - Andres Merits
- Institute
of Technology, University of Tartu, Nooruse 1, 50411 Tartu, Estonia
| | - Mati Karelson
- Institute
of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
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11
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Ivanova L, Rausalu K, Žusinaite E, Tammiku-Taul J, Merits A, Karelson M. 1,3-Thiazolbenzamide Derivatives as Chikungunya Virus nsP2 Protease Inhibitors. ACS Omega 2021; 6:5786-5794. [PMID: 33681617 PMCID: PMC7931429 DOI: 10.1021/acsomega.0c06191] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Accepted: 02/03/2021] [Indexed: 05/17/2023]
Abstract
Chikungunya fever results from an infection with Chikungunya virus (CHIKV, genus Alphavirus) that is prevalent in tropical regions and is spreading fast to temperate climates with documented outbreaks in Europe and the Americas. Currently, there are no available vaccines or antiviral drugs for prevention or treatment of Chikungunya fever. The nonstructural proteins (nsPs) of CHIKV responsible for virus replication are promising targets for the development of new antivirals. This study was attempted to find out new potential inhibitors of CHIKV nsP2 protease using the ligand-based drug design. Two compounds 10 and 10c, identified by molecular docking, showed antiviral activity against CHIKV with IC50 of 13.1 and 8.3 μM, respectively. Both compounds demonstrated the ability to inhibit the activity of nsP2 in a cell-free assay, and the impact of compound 10 on virus replication was confirmed by western blot. The molecular dynamics study of the interactions of compounds 10 and 10c with CHIKV nsP2 showed that a possible mechanism of action of these compounds is the blocking of the active site and the catalytic dyad of nsP2.
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Affiliation(s)
- Larisa Ivanova
- Institute
of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
| | - Kai Rausalu
- Institute
of Technology, University of Tartu, Nooruse 1, 50411 Tartu, Estonia
| | - Eva Žusinaite
- Institute
of Technology, University of Tartu, Nooruse 1, 50411 Tartu, Estonia
| | - Jaana Tammiku-Taul
- Institute
of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
| | - Andres Merits
- Institute
of Technology, University of Tartu, Nooruse 1, 50411 Tartu, Estonia
| | - Mati Karelson
- Institute
of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
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12
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Selberg S, Blokhina D, Aatonen M, Koivisto P, Siltanen A, Mervaala E, Kankuri E, Karelson M. Discovery of Small Molecules that Activate RNA Methylation through Cooperative Binding to the METTL3-14-WTAP Complex Active Site. Cell Rep 2020; 26:3762-3771.e5. [PMID: 30917327 DOI: 10.1016/j.celrep.2019.02.100] [Citation(s) in RCA: 110] [Impact Index Per Article: 27.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Revised: 10/19/2018] [Accepted: 02/22/2019] [Indexed: 12/22/2022] Open
Abstract
Chemical modifications of RNA provide an additional, epitranscriptomic, level of control over cellular functions. N-6-methylated adenosines (m6As) are found in several types of RNA, and their amounts are regulated by methyltransferases and demethylases. One of the most important enzymes catalyzing generation of m6A on mRNA is the trimer N-6-methyltransferase METTL3-14-WTAP complex. Its activity has been linked to such critical biological processes as cell differentiation, proliferation, and death. We used in silico-based discovery to identify small-molecule ligands that bind to METTL3-14-WTAP and determined experimentally their binding affinity and kinetics, as well as their effect on enzymatic function. We show that these ligands serve as activators of the METTL3-14-WTAP complex.
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Affiliation(s)
- Simona Selberg
- Institute of Chemistry, University of Tartu, Tartu, Estonia
| | - Daria Blokhina
- Faculty of Medicine, Department of Pharmacology, University of Helsinki, Helsinki, Finland
| | - Maria Aatonen
- Molecular and Integrative Biosciences Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland
| | - Pertti Koivisto
- Organic Residues Section, Laboratory and Research Division, Chemistry Unit, Finnish Food Authority, Helsinki, Finland
| | - Antti Siltanen
- Faculty of Medicine, Department of Pharmacology, University of Helsinki, Helsinki, Finland
| | - Eero Mervaala
- Faculty of Medicine, Department of Pharmacology, University of Helsinki, Helsinki, Finland
| | - Esko Kankuri
- Faculty of Medicine, Department of Pharmacology, University of Helsinki, Helsinki, Finland
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, Tartu, Estonia.
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13
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Mahato AK, Kopra J, Renko J, Visnapuu T, Korhonen I, Pulkkinen N, Bespalov MM, Domanskyi A, Ronken E, Piepponen TP, Voutilainen MH, Tuominen RK, Karelson M, Sidorova YA, Saarma M. Glial cell line-derived neurotrophic factor receptor Rearranged during transfection agonist supports dopamine neurons in Vitro and enhances dopamine release In Vivo. Mov Disord 2020; 35:245-255. [PMID: 31840869 PMCID: PMC7496767 DOI: 10.1002/mds.27943] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Revised: 10/25/2019] [Accepted: 11/06/2019] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Motor symptoms of Parkinson's disease (PD) are caused by degeneration and progressive loss of nigrostriatal dopamine neurons. Currently, no cure for this disease is available. Existing drugs alleviate PD symptoms but fail to halt neurodegeneration. Glial cell line-derived neurotrophic factor (GDNF) is able to protect and repair dopamine neurons in vitro and in animal models of PD, but the clinical use of GDNF is complicated by its pharmacokinetic properties. The present study aimed to evaluate the neuronal effects of a blood-brain-barrier penetrating small molecule GDNF receptor Rearranged in Transfection agonist, BT13, in the dopamine system. METHODS We characterized the ability of BT13 to activate RET in immortalized cells, to support the survival of cultured dopamine neurons, to protect cultured dopamine neurons against neurotoxin-induced cell death, to activate intracellular signaling pathways both in vitro and in vivo, and to regulate dopamine release in the mouse striatum as well as BT13's distribution in the brain. RESULTS BT13 potently activates RET and downstream signaling cascades such as Extracellular Signal Regulated Kinase and AKT in immortalized cells. It supports the survival of cultured dopamine neurons from wild-type but not from RET-knockout mice. BT13 protects cultured dopamine neurons from 6-Hydroxydopamine (6-OHDA) and 1-methyl-4-phenylpyridinium (MPP+ )-induced cell death only if they express RET. In addition, BT13 is absorbed in the brain, activates intracellular signaling cascades in dopamine neurons both in vitro and in vivo, and also stimulates the release of dopamine in the mouse striatum. CONCLUSION The GDNF receptor RET agonist BT13 demonstrates the potential for further development of novel disease-modifying treatments against PD. © 2019 International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Arun Kumar Mahato
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, Helsinki Institute of Life Science, Viikinkaari 5DUniversity of HelsinkiHelsinkiFinland
| | - Jaakko Kopra
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, Viikinkaari 5EUniversity of HelsinkiHelsinkiFinland
| | - Juho‐Matti Renko
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, Viikinkaari 5EUniversity of HelsinkiHelsinkiFinland
| | - Tanel Visnapuu
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, Viikinkaari 5EUniversity of HelsinkiHelsinkiFinland
| | - Ilari Korhonen
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, Viikinkaari 5EUniversity of HelsinkiHelsinkiFinland
| | - Nita Pulkkinen
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, Viikinkaari 5EUniversity of HelsinkiHelsinkiFinland
| | - Maxim M. Bespalov
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, Helsinki Institute of Life Science, Viikinkaari 5DUniversity of HelsinkiHelsinkiFinland
| | - Andrii Domanskyi
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, Helsinki Institute of Life Science, Viikinkaari 5DUniversity of HelsinkiHelsinkiFinland
| | | | - T. Petteri Piepponen
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, Viikinkaari 5EUniversity of HelsinkiHelsinkiFinland
| | - Merja H. Voutilainen
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, Helsinki Institute of Life Science, Viikinkaari 5DUniversity of HelsinkiHelsinkiFinland
| | - Raimo K. Tuominen
- Division of Pharmacology and Pharmacotherapy, Faculty of Pharmacy, Viikinkaari 5EUniversity of HelsinkiHelsinkiFinland
| | | | - Yulia A. Sidorova
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, Helsinki Institute of Life Science, Viikinkaari 5DUniversity of HelsinkiHelsinkiFinland
| | - Mart Saarma
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, Helsinki Institute of Life Science, Viikinkaari 5DUniversity of HelsinkiHelsinkiFinland
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14
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Ivanova L, Tammiku-Taul J, García-Sosa AT, Sidorova Y, Saarma M, Karelson M. Molecular Dynamics Simulations of the Interactions between Glial Cell Line-Derived Neurotrophic Factor Family Receptor GFRα1 and Small-Molecule Ligands. ACS Omega 2018; 3:11407-11414. [PMID: 30320260 PMCID: PMC6173496 DOI: 10.1021/acsomega.8b01524] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2018] [Accepted: 09/06/2018] [Indexed: 06/01/2023]
Abstract
The glial cell line-derived neurotrophic factor (GDNF) family ligands (GFLs) support the survival and functioning of various neuronal populations. Thus, they could be attractive therapeutic agents against a multitude of neurodegenerative diseases caused by progressive death of GFLs responsive neurons. Small-molecule ligands BT13 and BT18 show an effect on GDNF family receptor GFRα1 and RET receptor tyrosine kinase RetA function. Thus, their potential binding sites and interactions were explored in the GDNF-GFRα1-RetA complex using molecular docking calculations as well as molecular dynamics (MD) simulations. Three possible regions were examined: the interface between GDNF and GFRα1 (region A), the RetA interface with GFRα1 (region B), and a possible allosteric site in GFRα1 (region C). The results obtained by the docking calculations and the MD simulations indicate that the preferable binding occurs at the allosteric site. A less preferable binding site was detected on the RetA surface interfacing GFRα1. In the membrane-bound state of RetA this can enable compounds BT13 and BT18 to act as direct RetA agonists. The analysis of the MD simulations shows hydrogen bonds for BT13 and significant hydrophobic interactions with GFRα1 for BT13 and BT18 at the allosteric site.
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Affiliation(s)
- Larisa Ivanova
- Institute of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
| | - Jaana Tammiku-Taul
- Institute of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
| | | | - Yulia Sidorova
- Laboratory of Molecular
Neuroscience, Institute of Biotechnology, HiLIFE, University of Helsinki, Viikinkaari 5D, 00014 Helsinki, Finland
| | - Mart Saarma
- Laboratory of Molecular
Neuroscience, Institute of Biotechnology, HiLIFE, University of Helsinki, Viikinkaari 5D, 00014 Helsinki, Finland
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
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15
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Traks T, Keermann M, Karelson M, Rätsep R, Reimann E, Silm H, Vasar E, Kõks S, Kingo K. Polymorphisms in melanocortin system and MYG1 genes are associated with vitiligo. J Eur Acad Dermatol Venereol 2018; 33:e65-e67. [PMID: 30051642 DOI: 10.1111/jdv.15195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- T Traks
- Department of Dermatology and Venerology, University of Tartu, Tartu, Estonia
| | - M Keermann
- Department of Dermatology and Venerology, University of Tartu, Tartu, Estonia.,Clinic of Dermatology, Tartu University Hospital, Tartu, Estonia
| | - M Karelson
- Department of Dermatology and Venerology, University of Tartu, Tartu, Estonia.,Clinic of Dermatology, Tartu University Hospital, Tartu, Estonia
| | - R Rätsep
- Department of Physiology, University of Tartu, Tartu, Estonia
| | - E Reimann
- Department of Pathophysiology, University of Tartu, Tartu, Estonia.,Department of Reproductive Biology, Estonian University of Life Sciences, Tartu, Estonia
| | - H Silm
- Department of Dermatology and Venerology, University of Tartu, Tartu, Estonia.,Clinic of Dermatology, Tartu University Hospital, Tartu, Estonia
| | - E Vasar
- Department of Physiology, University of Tartu, Tartu, Estonia
| | - S Kõks
- Department of Pathophysiology, University of Tartu, Tartu, Estonia.,Department of Reproductive Biology, Estonian University of Life Sciences, Tartu, Estonia
| | - K Kingo
- Department of Dermatology and Venerology, University of Tartu, Tartu, Estonia.,Clinic of Dermatology, Tartu University Hospital, Tartu, Estonia
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16
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Ivanova L, Karelson M, Dobchev DA. Identification of Natural Compounds against Neurodegenerative Diseases Using In Silico Techniques. Molecules 2018; 23:E1847. [PMID: 30044400 PMCID: PMC6222649 DOI: 10.3390/molecules23081847] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Revised: 07/14/2018] [Accepted: 07/21/2018] [Indexed: 11/16/2022] Open
Abstract
The aim of this study was to identify new potentially active compounds for three protein targets, tropomyosin receptor kinase A (TrkA), N-methyl-d-aspartate (NMDA) receptor, and leucine-rich repeat kinase 2 (LRRK2), that are related to various neurodegenerative diseases such as Alzheimer's, Parkinson's, and neuropathic pain. We used a combination of machine learning methods including artificial neural networks and advanced multilinear techniques to develop quantitative structure⁻activity relationship (QSAR) models for all target proteins. The models were applied to screen more than 13,000 natural compounds from a public database to identify active molecules. The best candidate compounds were further confirmed by docking analysis and molecular dynamics simulations using the crystal structures of the proteins. Several compounds with novel scaffolds were predicted that could be used as the basis for development of novel drug inhibitors related to each target.
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Affiliation(s)
- Larisa Ivanova
- Institute of Chemistry, University of Tartu, Ravila 14a, 50411 Tartu, Estonia.
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, Ravila 14a, 50411 Tartu, Estonia.
| | - Dimitar A Dobchev
- Institute of Chemistry, University of Tartu, Ravila 14a, 50411 Tartu, Estonia.
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Ivanova L, Tammiku-Taul J, Sidorova Y, Saarma M, Karelson M. Small-Molecule Ligands as Potential GDNF Family Receptor Agonists. ACS Omega 2018; 3:1022-1030. [PMID: 30023796 PMCID: PMC6045390 DOI: 10.1021/acsomega.7b01932] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2017] [Accepted: 01/09/2018] [Indexed: 06/02/2023]
Abstract
To find out potential GDNF family receptor α1 (GFRα1) agonists, small molecules were built up by molecular fragments according to the structure-based drug design approach. Molecular docking was used to identify their binding modes to the biological target GFRα1 in GDNF-binding pocket. Thereafter, commercially available compounds based on the best predicted structures were searched from ZINC and MolPort databases (similarity ≥ 80%). Five compounds from the ZINC library were tested in phosphorylation and luciferase assays to study their ability to activate GFRα1-RET. A bidental compound with two carboxyl groups showed the highest activity in molecular modeling and biological studies. However, the relative position of these groups was important. The meta-substituted structure otherwise identical to the most active compound 2-[4-(5-carboxy-1H-1,3-benzodiazol-2-yl)phenyl]-1H-1,3-benzodiazole-5-carboxylic acid was inactive. A weaker activity was detected for a compound with a single carboxyl group, that is, 4-(1,3-benzoxazol-2-yl)benzoic acid. The substitution of the carboxyl group by the amino or acetamido group also led to the loss of the activity.
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Affiliation(s)
- Larisa Ivanova
- Institute
of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
| | - Jaana Tammiku-Taul
- Institute
of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
| | - Yulia Sidorova
- Laboratory
of Molecular Neuroscience, Institute of
Biotechnology, HiLIFE, University of Helsinki, Viikinkaari 5D, 00014 Helsinki, Finland
| | - Mart Saarma
- Laboratory
of Molecular Neuroscience, Institute of
Biotechnology, HiLIFE, University of Helsinki, Viikinkaari 5D, 00014 Helsinki, Finland
| | - Mati Karelson
- Institute
of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
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Sidorova YA, Bespalov MM, Wong AW, Kambur O, Jokinen V, Lilius TO, Suleymanova I, Karelson G, Rauhala PV, Karelson M, Osborne PB, Keast JR, Kalso EA, Saarma M. A Novel Small Molecule GDNF Receptor RET Agonist, BT13, Promotes Neurite Growth from Sensory Neurons in Vitro and Attenuates Experimental Neuropathy in the Rat. Front Pharmacol 2017; 8:365. [PMID: 28680400 PMCID: PMC5478727 DOI: 10.3389/fphar.2017.00365] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2017] [Accepted: 05/26/2017] [Indexed: 12/25/2022] Open
Abstract
Neuropathic pain caused by nerve damage is a common and severe class of chronic pain. Disease-modifying clinical therapies are needed as current treatments typically provide only symptomatic relief; show varying clinical efficacy; and most have significant adverse effects. One approach is targeting either neurotrophic factors or their receptors that normalize sensory neuron function and stimulate regeneration after nerve damage. Two candidate targets are glial cell line-derived neurotrophic factor (GDNF) and artemin (ARTN), as these GDNF family ligands (GFLs) show efficacy in animal models of neuropathic pain (Boucher et al., 2000; Gardell et al., 2003; Wang et al., 2008, 2014). As these protein ligands have poor drug-like properties and are expensive to produce for clinical use, we screened 18,400 drug-like compounds to develop small molecules that act similarly to GFLs (GDNF mimetics). This screening identified BT13 as a compound that selectively targeted GFL receptor RET to activate downstream signaling cascades. BT13 was similar to NGF and ARTN in selectively promoting neurite outgrowth from the peptidergic class of adult sensory neurons in culture, but was opposite to ARTN in causing neurite elongation without affecting initiation. When administered after spinal nerve ligation in a rat model of neuropathic pain, 20 and 25 mg/kg of BT13 decreased mechanical hypersensitivity and normalized expression of sensory neuron markers in dorsal root ganglia. In control rats, BT13 had no effect on baseline mechanical or thermal sensitivity, motor coordination, or weight gain. Thus, small molecule BT13 selectively activates RET and offers opportunities for developing novel disease-modifying medications to treat neuropathic pain.
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Affiliation(s)
- Yulia A Sidorova
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, University of HelsinkiHelsinki, Finland
| | - Maxim M Bespalov
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, University of HelsinkiHelsinki, Finland
| | - Agnes W Wong
- Department of Anatomy and Neuroscience, The University of MelbourneMelbourne, VIC, Australia
| | - Oleg Kambur
- Department of Pharmacology, Faculty of Medicine, University of HelsinkiHelsinki, Finland
| | - Viljami Jokinen
- Department of Pharmacology, Faculty of Medicine, University of HelsinkiHelsinki, Finland
| | - Tuomas O Lilius
- Department of Pharmacology, Faculty of Medicine, University of HelsinkiHelsinki, Finland
| | - Ilida Suleymanova
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, University of HelsinkiHelsinki, Finland
| | | | - Pekka V Rauhala
- Department of Pharmacology, Faculty of Medicine, University of HelsinkiHelsinki, Finland
| | - Mati Karelson
- Department of Molecular Technology, Institute of Chemistry, University of TartuTartu, Estonia
| | - Peregrine B Osborne
- Department of Anatomy and Neuroscience, The University of MelbourneMelbourne, VIC, Australia
| | - Janet R Keast
- Department of Anatomy and Neuroscience, The University of MelbourneMelbourne, VIC, Australia
| | - Eija A Kalso
- Department of Pharmacology, Faculty of Medicine, University of HelsinkiHelsinki, Finland.,Pain Clinic, Department of Anesthesiology, Intensive Care and Pain Medicine, University of Helsinki and Helsinki University HospitalHelsinki, Finland
| | - Mart Saarma
- Laboratory of Molecular Neuroscience, Institute of Biotechnology, University of HelsinkiHelsinki, Finland
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Tammiku-Taul J, Park R, Jaanson K, Luberg K, Dobchev DA, Kananovich D, Noole A, Mandel M, Kaasik A, Lopp M, Timmusk T, Karelson M. Indole-like Trk receptor antagonists. Eur J Med Chem 2016; 121:541-552. [DOI: 10.1016/j.ejmech.2016.06.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2015] [Revised: 06/01/2016] [Accepted: 06/02/2016] [Indexed: 01/08/2023]
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Dowaidar M, Regberg J, Dobchev DA, Lehto T, Hällbrink M, Karelson M, Langel Ü. Refinement of a Quantitative Structure–Activity Relationship Model for Prediction of Cell-Penetrating Peptide Based Transfection Systems. Int J Pept Res Ther 2016. [DOI: 10.1007/s10989-016-9542-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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Abstract
INTRODUCTION Artificial neural networks (ANNs) are highly adaptive nonlinear optimization algorithms that have been applied in many diverse scientific endeavors, ranging from economics, engineering, physics, and chemistry to medical science. Notably, in the past two decades, ANNs have been used widely in the process of drug discovery. AREAS COVERED In this review, the authors discuss advantages and disadvantages of ANNs in drug discovery as incorporated into the quantitative structure-activity relationships (QSAR) framework. Furthermore, the authors examine the recent studies, which span over a broad area with various diseases in drug discovery. In addition, the authors attempt to answer the question about the expectations of the ANNs in drug discovery and discuss the trends in this field. EXPERT OPINION The old pitfalls of overtraining and interpretability are still present with ANNs. However, despite these pitfalls, the authors believe that ANNs have likely met many of the expectations of researchers and are still considered as excellent tools for nonlinear data modeling in QSAR. It is likely that ANNs will continue to be used in drug development in the future.
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Affiliation(s)
- Dimitar Dobchev
- a Department of Chemistry , Tallinn University of Technology , Tallinn , Estonia
| | - Mati Karelson
- b Institute of Chemistry , University of Tartu , Tartu , Estonia
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22
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Pillai GG, Sikk L, Tamm T, Karelson M, Burk P, Tämm K. Theoretical modeling of HPV: QSAR and novodesign with fragment approach. Curr Comput Aided Drug Des 2015; 10:303-14. [PMID: 25479379 DOI: 10.2174/1574886309666141126145756] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2013] [Revised: 10/13/2014] [Accepted: 11/25/2014] [Indexed: 11/22/2022]
Abstract
Structure-activity relationships in a data set of HPV6-E1 helicase ATPase inhibitors were investigated based on two different sets of descriptors. Statistically significant four parameter Quantitative Structure-Activity Relationships (QSAR) models were constructed and validated in both cases (R(2)=0.849; R(2) cv=0.811; F=52.20; s(2)=0.25; N=42). A Fragment based QSAR (FQSAR) approach was applied for developing a fragment-QSAR equation, which enabled the construction of virtual structures for novel ATPase inhibitors with desired or pre-defined activity.
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Affiliation(s)
| | | | | | | | | | - Kaido Tämm
- Institute of Chemistry, University of Tartu, Ravila 14a, Tartu 50411, Estonia.
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23
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Pillai GG, Mederos L, Panda CS, Gronski A, Burk P, Hall CD, Katritzky AR, Tämm K, Karelson M. Robust Modeling and Scaffold Hopping: Case Study Based on HIV Reverse Transcriptase Inhibitors Type-1 Data. Med Chem 2015; 12:513-26. [PMID: 26434799 DOI: 10.2174/1573406411666151005110141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2015] [Revised: 10/02/2015] [Accepted: 10/02/2015] [Indexed: 11/22/2022]
Abstract
BACKGROUND Human immunodeficiency virus type 1 (HIV-1) is the causative agent of AIDS occurs across mucosal surfaces or by direct inoculation. OBJECTIVE The objective of this study was to consider chemically diverse scaffold sets of HIV-1 Reverse Transcriptase Inhibitors (HIV-1 RTI) subjected to ideal oriented QSAR with large descriptor space. METHOD We generated a four-parameter QSAR model based on 111 data points, which provided an optimum prediction of HIV-1 RTI for overall 367 experimentally measured compounds. RESULTS The robustness of the model is demonstrated by its statistical validation (Ntraining = 111, R2 = 0.85, Q2lmo = 0.84) and by the prediction of HIV-1 inhibition activity for experimentally measured compounds. CONCLUSION Finally, 5 novel hit compounds were designed in silico by using a virtual screening approach. The new hits met all the pharmacophore constraints and predicted pIC50 values within the binding ability of HIV-1 RT protein targets.
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Affiliation(s)
- Girinath G Pillai
- Department of Chemistry, University of Tartu, Ravila 14a, Tartu 50411, Estonia.
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24
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Mutso M, Nikonov A, Pihlak A, Žusinaite E, Viru L, Selyutina A, Reintamm T, Kelve M, Saarma M, Karelson M, Merits A. RNA Interference-Guided Targeting of Hepatitis C Virus Replication with Antisense Locked Nucleic Acid-Based Oligonucleotides Containing 8-oxo-dG Modifications. PLoS One 2015; 10:e0128686. [PMID: 26039055 PMCID: PMC4454572 DOI: 10.1371/journal.pone.0128686] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2015] [Accepted: 04/29/2015] [Indexed: 12/23/2022] Open
Abstract
The inhibitory potency of an antisense oligonucleotide depends critically on its design and the accessibility of its target site. Here, we used an RNA interference-guided approach to select antisense oligonucleotide target sites in the coding region of the highly structured hepatitis C virus (HCV) RNA genome. We modified the conventional design of an antisense oligonucleotide containing locked nucleic acid (LNA) residues at its termini (LNA/DNA gapmer) by inserting 8-oxo-2'-deoxyguanosine (8-oxo-dG) residues into the central DNA region. Obtained compounds, designed with the aim to analyze the effects of 8-oxo-dG modifications on the antisense oligonucleotides, displayed a unique set of properties. Compared to conventional LNA/DNA gapmers, the melting temperatures of the duplexes formed by modified LNA/DNA gapmers and DNA or RNA targets were reduced by approximately 1.6-3.3°C per modification. Comparative transfection studies showed that small interfering RNA was the most potent HCV RNA replication inhibitor (effective concentration 50 (EC50): 0.13 nM), whereas isosequential standard and modified LNA/DNA gapmers were approximately 50-fold less efficient (EC50: 5.5 and 7.1 nM, respectively). However, the presence of 8-oxo-dG residues led to a more complete suppression of HCV replication in transfected cells. These modifications did not affect the efficiency of RNase H cleavage of antisense oligonucleotide:RNA duplexes but did alter specificity, triggering the appearance of multiple cleavage products. Moreover, the incorporation of 8-oxo-dG residues increased the stability of antisense oligonucleotides of different configurations in human serum.
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MESH Headings
- 8-Hydroxy-2'-Deoxyguanosine
- Base Pairing
- Cell Line, Tumor
- Deoxyguanosine/analogs & derivatives
- Deoxyguanosine/chemistry
- Genome, Viral
- Hepacivirus/genetics
- Hepacivirus/growth & development
- Hepatocytes/metabolism
- Hepatocytes/virology
- Humans
- Molecular Targeted Therapy
- Oligonucleotides/chemistry
- Oligonucleotides/metabolism
- Oligonucleotides, Antisense/chemical synthesis
- Oligonucleotides, Antisense/genetics
- Oligonucleotides, Antisense/metabolism
- RNA Cleavage
- RNA Interference
- RNA Stability
- RNA, Small Interfering/genetics
- RNA, Small Interfering/metabolism
- RNA, Viral/antagonists & inhibitors
- RNA, Viral/genetics
- RNA, Viral/metabolism
- Structure-Activity Relationship
- Virus Replication
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Affiliation(s)
- Margit Mutso
- Institute of Technology, University of Tartu, Tartu, Estonia
- GeneCode, Ltd., Tallinn, Estonia
| | - Andrei Nikonov
- Institute of Technology, University of Tartu, Tartu, Estonia
- GeneCode, Ltd., Tallinn, Estonia
| | | | - Eva Žusinaite
- Institute of Technology, University of Tartu, Tartu, Estonia
- GeneCode, Ltd., Tallinn, Estonia
| | - Liane Viru
- Institute of Technology, University of Tartu, Tartu, Estonia
- GeneCode, Ltd., Tallinn, Estonia
| | | | - Tõnu Reintamm
- GeneCode, Ltd., Tallinn, Estonia
- Department of Gene Technology, Tallinn University of Technology, Tallinn, Estonia
| | - Merike Kelve
- GeneCode, Ltd., Tallinn, Estonia
- Department of Gene Technology, Tallinn University of Technology, Tallinn, Estonia
| | - Mart Saarma
- Institute of Biotechnology, University of Helsinki, Helsinki, Finland
| | - Mati Karelson
- GeneCode, Ltd., Tallinn, Estonia
- Institute of Chemistry, University of Tartu, Tartu, Estonia
| | - Andres Merits
- Institute of Technology, University of Tartu, Tartu, Estonia
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Dobchev D, Pillai G, Karelson M. In Silico Machine Learning Methods in Drug Development. Curr Top Med Chem 2014; 14:1913-22. [DOI: 10.2174/1568026614666140929124203] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2013] [Revised: 11/01/2013] [Accepted: 11/14/2013] [Indexed: 11/22/2022]
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Katritzky AR, Dobchev DA, Karelson M. Physical, Chemical, and Technological Property Correlation with Chemical Structure: The Potential of QSPR. ACTA ACUST UNITED AC 2014. [DOI: 10.1515/znb-2006-0403] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Correlations of simple and complex physical, and chemical, biological and technological properties with chemical structure are reviewed. When an adequate training set of structures and experimentally determined property values are available, the equations produced enable the prediction of these properties of molecules as yet synthesized or indeed as yet unknown. Frequently they also offer considerable insights into the manner in which the structure controls the property. Many further applications of this methodology can be anticipated
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Affiliation(s)
- Alan R. Katritzky
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida, 32611, USA
| | - Dimitar A. Dobchev
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida, 32611, USA
- Department of Chemistry, University of Tartu, 2 Jakobi St., Tartu 51014, Estonia
| | - Mati Karelson
- Department of Chemistry, University of Tartu, 2 Jakobi St., Tartu 51014, Estonia
- Department of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia
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Kahn I, Lomaka A, Karelson M. Topological Fingerprints as an Aid in Finding Structural Patterns for LRRK2 Inhibition. Mol Inform 2014; 33:269-75. [DOI: 10.1002/minf.201300057] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2013] [Accepted: 11/12/2013] [Indexed: 11/12/2022]
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Regberg J, Srimanee A, Erlandsson M, Sillard R, Dobchev DA, Karelson M, Langel U. Rational design of a series of novel amphipathic cell-penetrating peptides. Int J Pharm 2014; 464:111-6. [PMID: 24463071 DOI: 10.1016/j.ijpharm.2014.01.018] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2013] [Revised: 01/08/2014] [Accepted: 01/10/2014] [Indexed: 12/17/2022]
Abstract
A series of novel, amphipathic cell-penetrating peptides was developed based on a combination of the model amphipathic peptide sequence and modifications based on the strategies developed for PepFect and NickFect peptides. The aim was to study the role of amphipathicity for peptide uptake and to investigate if the modifications developed for PepFect peptides could be used to improve the uptake of another class of cell-penetrating peptides. The peptides were synthesized by solid phase peptide synthesis and characterized by circular dichroism spectroscopy. Non-covalent peptide-plasmid complexes were formed by co-incubation of the peptides and plasmids in water solution. The complexes were characterized by dynamic light scattering and cellular uptake of the complexes was studied in a luciferase-based plasmid transfection assay. A quantitative structure-activity relationship (QSAR) model of cellular uptake was developed using descriptors including hydrogen bonding, peptide charge and positions of nitrogen atoms. The peptides were found to be non-toxic and could efficiently transfect cells with plasmid DNA. Cellular uptake data was correlated to QSAR predictions and the predicted biological effects obtained from the model correlated well with experimental data. The QSAR model could improve the understanding of structural requirements for cell penetration, or could potentially be used to predict more efficient cell-penetrating peptides.
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Affiliation(s)
- Jakob Regberg
- Department of Neurochemistry, The Arrhenius Laboratories for Natural Sciences, Stockholm University, Svante Arrhenius väg 21A, SE-10691 Stockholm, Sweden.
| | - Artita Srimanee
- Department of Neurochemistry, The Arrhenius Laboratories for Natural Sciences, Stockholm University, Svante Arrhenius väg 21A, SE-10691 Stockholm, Sweden; Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Mahidol University, 447 Sri-Ayudhya Road, 10400 Bangkok, Thailand
| | - Mikael Erlandsson
- Department of Neurochemistry, The Arrhenius Laboratories for Natural Sciences, Stockholm University, Svante Arrhenius väg 21A, SE-10691 Stockholm, Sweden
| | - Rannar Sillard
- Department of Neurochemistry, The Arrhenius Laboratories for Natural Sciences, Stockholm University, Svante Arrhenius väg 21A, SE-10691 Stockholm, Sweden
| | - Dimitar A Dobchev
- Tallinn University of Technology, Chemistry Department, Akadeemia Tee 15, Tallinn, Estonia
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, Ravila 14a, Tartu 50411, Estonia; Tallinn University of Technology, Chemistry Department, Akadeemia Tee 15, Tallinn, Estonia
| | - Ulo Langel
- Department of Neurochemistry, The Arrhenius Laboratories for Natural Sciences, Stockholm University, Svante Arrhenius väg 21A, SE-10691 Stockholm, Sweden; Laboratory of Molecular Biotechnology, Institute of Technology, University of Tartu, Nooruse 1, 50411 Tartu, Estonia
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Kananovich DG, Reino A, Ilmarinen K, Rõõmusoks M, Karelson M, Lopp M. A general approach to the synthesis of 5-S-functionalized pyrimidine nucleosides and their analogues. Org Biomol Chem 2014; 12:5634-44. [DOI: 10.1039/c4ob00597j] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A palladium-catalyzed C–S coupling reaction has been used as a key step for the introduction of S-functionality at the C-5 position of the cytosine and uracil nucleosides and their analogues.
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Affiliation(s)
| | - Alli Reino
- Tallinn University of Technology
- Department of Chemistry
- Tallinn, Estonia
| | - Kaja Ilmarinen
- Tallinn University of Technology
- Department of Chemistry
- Tallinn, Estonia
| | - Marko Rõõmusoks
- Tallinn University of Technology
- Department of Chemistry
- Tallinn, Estonia
| | - Mati Karelson
- Tartu University
- Institute of Chemistry
- 50411 Tartu, Estonia
| | - Margus Lopp
- Tallinn University of Technology
- Department of Chemistry
- Tallinn, Estonia
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30
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Reimann E, Kingo K, Karelson M, Reemann P, Vasar E, Silm H, Kõks S. Whole Transcriptome Analysis (RNA Sequencing) of Peripheral Blood Mononuclear Cells of Vitiligo Patients. Dermatopathology (Basel) 2014; 1:11-23. [PMID: 27047918 PMCID: PMC4772995 DOI: 10.1159/000357402] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Vitiligo is an idiopathic disorder characterized by depigmented patches on the skin due to a loss of melanocytes. The cause of melanocyte destruction is not fully understood. The aim of this study was to detect the potential pathways involved in the vitiligo pathogenesis to further understand the causes and entity of vitiligo. For that the transcriptome of peripheral blood mononuclear cells of 4 vitiligo patients and 4 control subjects was analyzed using the SOLiD System platform and whole transcriptome RNA sequencing application. Altogether 2,470 genes were expressed differently and GRID2IP showed the highest deviation in patients compared to controls. Using functional analysis, altogether 993 associations between the gene groups and diseases were found. The analysis revealed associations between vitiligo and diseases such as lichen planus, limb-girdle muscular dystrophy type 2B, and facioscapulohumeral muscular dystrophy. Additionally, the gene groups with an altered expression pattern are participating in processes such as cell death, survival and signaling, inflammation, and oxidative stress. In conclusion, vitiligo is rather a systemic than a local skin disease; the findings from an enormous amount of RNA sequencing data support the previous findings about vitiligo and should be further analyzed.
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Affiliation(s)
- E Reimann
- Department of Physiology, Tartu, Estonia; Department of Dermatology and Venereology, Tartu, Estonia; Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, Tartu, Estonia
| | - K Kingo
- Department of Dermatology and Venereology, Tartu, Estonia; Department of Dermatology Clinic of Tartu University Hospital, Tartu, Estonia
| | - M Karelson
- Department of Dermatology and Venereology, Tartu, Estonia
| | - P Reemann
- Department of Physiology, Tartu, Estonia; Department of Dermatology and Venereology, Tartu, Estonia
| | - E Vasar
- Department of Physiology, Tartu, Estonia; Department of Centre of Translational Medicine, University of Tartu, Tartu, Estonia
| | - H Silm
- Department of Dermatology and Venereology, Tartu, Estonia
| | - S Kõks
- Department of Pathological Physiology, Tartu, Estonia; Department of Centre of Translational Medicine, University of Tartu, Tartu, Estonia; Institute of Veterinary Medicine and Animal Sciences, Estonian University of Life Sciences, Tartu, Estonia
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Karelson M, Dobchev DA, Karelson G, Tamm T, Tämm K, Nikonov A, Mutso M, Merits A. Fragment-based development of HCV protease inhibitors for the treatment of hepatitis C. Curr Comput Aided Drug Des 2012; 8:55-61. [PMID: 22242797 DOI: 10.2174/157340912799218516] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2011] [Revised: 09/30/2011] [Accepted: 11/02/2011] [Indexed: 11/22/2022]
Abstract
A novel computational technology based on fragmentation of the chemical compounds has been used for the fast and efficient prediction of activities of prospective protease inhibitors of the hepatitis C virus. This study spans over a discovery cycle from the theoretical prediction of new HCV NS3 protease inhibitors to the first cytotoxicity experimental tests of the best candidates. The measured cytotoxicity of the compounds indicated that at least two candidates would be suitable further development of drugs.
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34
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Katritzky AR, Stoyanova-Slavova IB, Tämm K, Tamm T, Karelson M. Application of the QSPR Approach to the Boiling Points of Azeotropes. J Phys Chem A 2011; 115:3475-9. [DOI: 10.1021/jp104287p] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Alan R. Katritzky
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, United States
| | - Iva B. Stoyanova-Slavova
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, United States
| | - Kaido Tämm
- Institute of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
| | - Tarmo Tamm
- Institute of Technology, University of Tartu, Nooruse 1, 50411 Tartu, Estonia
| | - Mati Karelson
- Institute of Chemistry, University of Tartu, Ravila 14A, 50411 Tartu, Estonia
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Reimann E, Kingo K, Karelson M, Salum T, Aunin E, Reemann P, Abram K, Vasar E, Silm H, Kõks S. Analysis of the expression profile of CRH–POMC system genes in vitiligo skin biopsies. J Dermatol Sci 2010; 60:125-8. [DOI: 10.1016/j.jdermsci.2010.08.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2010] [Revised: 07/26/2010] [Accepted: 08/04/2010] [Indexed: 11/17/2022]
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Martin D, Karelson M. The Quantitative Structure Activity Relationships for Predicting HIV Protease Inhibition by Substituted Fullerenes. LETT DRUG DES DISCOV 2010. [DOI: 10.2174/157018010792062759] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Katritzky AR, Kuanar M, Slavov S, Hall CD, Karelson M, Kahn I, Dobchev DA. Quantitative Correlation of Physical and Chemical Properties with Chemical Structure: Utility for Prediction. Chem Rev 2010; 110:5714-89. [DOI: 10.1021/cr900238d] [Citation(s) in RCA: 386] [Impact Index Per Article: 27.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Alan R. Katritzky
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611
| | - Minati Kuanar
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611
| | - Svetoslav Slavov
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611
| | - C. Dennis Hall
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611
| | - Mati Karelson
- Institute of Chemistry, Tallinn University of Technology, Akadeemia tee 15, Tallinn 19086, Estonia, and MolCode, Ltd., Soola 8, Tartu 51013, Estonia
| | - Iiris Kahn
- Institute of Chemistry, Tallinn University of Technology, Akadeemia tee 15, Tallinn 19086, Estonia, and MolCode, Ltd., Soola 8, Tartu 51013, Estonia
| | - Dimitar A. Dobchev
- Institute of Chemistry, Tallinn University of Technology, Akadeemia tee 15, Tallinn 19086, Estonia, and MolCode, Ltd., Soola 8, Tartu 51013, Estonia
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A. Dobchev D, Mager I, Tulp I, Karelson G, Tamm T, Tamm K, Janes J, Langel U, Karelson M. Prediction of Cell-Penetrating Peptides Using Artificial Neural Networks. Curr Comput Aided Drug Des 2010; 6:79-89. [DOI: 10.2174/157340910791202478] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Katritzky AR, Kasemets K, Slavov S, Radzvilovits M, Tämm K, Karelson M. Estimating the toxicities of organic chemicals in activated sludge process. Water Res 2010; 44:2451-2460. [PMID: 20153498 DOI: 10.1016/j.watres.2010.01.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2009] [Revised: 01/11/2010] [Accepted: 01/12/2010] [Indexed: 05/28/2023]
Abstract
The experimental logEC50 toxicity values of 104 compounds causing bioluminescent repression of the bacterium strain Pseudomonas isolated from an industrial wastewater were studied. Using the Best Multilinear Regression method implemented in CODESSA PRO, models with up to 8 theoretical descriptors were obtained. Utilizing a rigorous descriptor selection and validation procedure a reliable QSAR model with four parameters was selected as best. The proposed model emphasizes the importance of the halogen atoms presented in each compound, the possibility of H-bond formation and the flexibility and degree of branching of the molecules. As pointed out by many researchers, the contribution of the octanol-water partition coefficient to the explanation of the toxicity effect was also found to be significant. In addition, the model currently proposed was compared to those reported earlier and its advantages were discussed in detail.
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Affiliation(s)
- Alan R Katritzky
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, USA.
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Katritzky AR, Slavov SH, Stoyanova-Slavova IB, Karelson M. Correlation of the Photolysis Half-Lives of Polychlorinated Dibenzo-p-dioxins and Dibenzofurans with Molecular Structure. J Phys Chem A 2010; 114:2684-8. [DOI: 10.1021/jp910470e] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Alan R. Katritzky
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611 and Department of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia
| | - Svetoslav H. Slavov
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611 and Department of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia
| | - Iva B. Stoyanova-Slavova
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611 and Department of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia
| | - Mati Karelson
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611 and Department of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia
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Karelson M, Karelson G, Tamm T, Tulp I, Jänes J, Tämm K, Lomaka A, Savchenko D, Dobchev D. QSAR study of pharmacological permeabilities. ARKIVOC 2009. [DOI: 10.3998/ark.5550190.0010.222] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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Katritzky AR, Ren Y, Slavov SH, Karelson M. A comparative QSAR study of SVM and PPR in the correlation of lithium cation basicities. ACTA ACUST UNITED AC 2009. [DOI: 10.1135/cccc2008191] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Correlation of gas-phase lithium cation basicities (LCB) of 259 diverse compounds extends the published datasets utilizing multilinear, support vector machine (SVM) and projection pursuit regression (PPR) modeling. The best multiple linear regression (BMLR) method implemented in CODESSA was used to: (i) build multiparameter linear QSPR models and (ii) select set of descriptors for further treatment by the SVM and PPR. The external predictivity and the performance of each of the above methods was estimated and compared to those of the other techniques. The PPR method produced results superior to SVM, which in turn outperformed MLR. The physico-chemical interpretation of each of the descriptors provides new insight into the mechanism of LCB interactions.
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Katritzky AR, Slavov SH, Stoyanova-Slavova IS, Kahn I, Karelson M. Quantitative structure-activity relationship (QSAR) modeling of EC50 of aquatic toxicities for Daphnia magna. J Toxicol Environ Health A 2009; 72:1181-1190. [PMID: 20077186 DOI: 10.1080/15287390903091863] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
The experimental EC(50) toxicities toward Daphnia magna for a series of 130 benzoic acids, benzaldehydes, phenylsulfonyl acetates, cycloalkane-carboxylates, benzanilides, and other esters were studied using the Best multilinear regression algorithm (BMLR) implemented in CODESSA. A modified quantitative structure-activity relationships (QSAR) procedure was applied guaranteeing the stability and reproducibility of the results. Separating the initial data set into training and test subsets generated three independent models with an average R(2) of .735. A five-descriptor general model including all 130 compounds, constructed using the descriptors found effective for the independent subsets, was characterized by the following statistical parameters: R(2) = .712; R(2)(cv) = .676; F = 61.331; s(2) = 0.6. The removal of two extreme outliers improved significantly the statistical parameters: R(2) = .759; R(2)(cv) = .728; F = 77.032; s(2) = 0.499. The sensitivity of the general model to chance correlations was estimated by applying a scrambling procedure involving 20 randomizations of the original property values. The resulting R(2) = .192 demonstrated the high robustness of the model proposed. The descriptors appearing in the obtained models are related to the biochemical nature of the adverse effects. An additional study of the EC(50)/LC(50) relationship for a series of 28 compounds (part of our general data set) revealed that these endpoints correlated with R(2) = .98.
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Affiliation(s)
- Alan R Katritzky
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida, USA.
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Katritzky AR, Pacureanu LM, Slavov SH, Dobchev DA, Shah DO, Karelson M. QSPR study of the first and second critical micelle concentrations of cationic surfactants. Comput Chem Eng 2009. [DOI: 10.1016/j.compchemeng.2008.09.011] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Karelson M, Dobchev D, Tamm T, Tulp I, Jänes J, Tämm K, Lomaka A, Savchenko D, Karelson G. Correlation of blood-brain penetration and human serum albumin binding with theoretical descriptors. ARKIVOC 2008. [DOI: 10.3998/ark.5550190.0009.g05] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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Katritzky AR, Pacureanu LM, Slavov SH, Dobchev DA, Karelson M. QSPR Study of Critical Micelle Concentrations of Nonionic Surfactants. Ind Eng Chem Res 2008. [DOI: 10.1021/ie800954k] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Alan R. Katritzky
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, Institute of Chemistry of Romanian Academy, M. Viteazul 24, Timisoara 300223, Romania, Institute of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia, and MolCode Ltd., Soola 8, Tartu 51013, Estonia
| | - Liliana M. Pacureanu
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, Institute of Chemistry of Romanian Academy, M. Viteazul 24, Timisoara 300223, Romania, Institute of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia, and MolCode Ltd., Soola 8, Tartu 51013, Estonia
| | - Svetoslav H. Slavov
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, Institute of Chemistry of Romanian Academy, M. Viteazul 24, Timisoara 300223, Romania, Institute of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia, and MolCode Ltd., Soola 8, Tartu 51013, Estonia
| | - Dimitar A. Dobchev
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, Institute of Chemistry of Romanian Academy, M. Viteazul 24, Timisoara 300223, Romania, Institute of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia, and MolCode Ltd., Soola 8, Tartu 51013, Estonia
| | - Mati Karelson
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, Institute of Chemistry of Romanian Academy, M. Viteazul 24, Timisoara 300223, Romania, Institute of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia, and MolCode Ltd., Soola 8, Tartu 51013, Estonia
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Affiliation(s)
- Alan R. Katritzky
- Institute of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia, Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, and Molcode, Ltd., Soola 8, Tartu 51014, Estonia
| | - Dimitar A. Dobchev
- Institute of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia, Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, and Molcode, Ltd., Soola 8, Tartu 51014, Estonia
| | - Svetoslav Slavov
- Institute of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia, Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, and Molcode, Ltd., Soola 8, Tartu 51014, Estonia
| | - Mati Karelson
- Institute of Chemistry, Tallinn University of Technology, Ehitajate tee 5, Tallinn 19086, Estonia, Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, Florida 32611, and Molcode, Ltd., Soola 8, Tartu 51014, Estonia
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Rätsep R, Kingo K, Karelson M, Reimann E, Raud K, Silm H, Vasar E, Kõks S. Gene expression study of IL10 family genes in vitiligo skin biopsies, peripheral blood mononuclear cells and sera. Br J Dermatol 2008; 159:1275-81. [PMID: 18717682 DOI: 10.1111/j.1365-2133.2008.08785.x] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
BACKGROUND Vitiligo is a pigmentation disorder, the cause of which is complex and not yet fully understood. There is a significant change of epidermal cytokines in involved skin of patients with vitiligo compared with uninvolved skin and skin of healthy controls, thus suggesting a possible involvement of cytokines in the pathogenesis of vitiligo. OBJECTIVES To evaluate potential roles of IL10 family cytokines (IL10, IL19, IL20, IL22 and IL24) in vitiligo. Along with the selected cytokines, we investigated subunits of the receptors (IL10RA, IL10RB, IL20RA and IL22RA1) which are involved in the signalling pathway of the cytokines. METHODS Quantitative real-time polymerase chain reaction was used to detect mRNA expression levels in samples extracted from skin biopsies and peripheral blood mononuclear cells and an enzyme-linked immunosorbent assay was used to measure protein concentrations in serum from patients with vitiligo and healthy controls. RESULTS IL22 is significantly associated with vitiligo, especially with the active stage of vitiligo, as shown by results of mRNA expression and supported by results of protein level in sera. IL22 may provoke inflammation which leads to destruction of melanocytes. CONCLUSIONS The actual role of IL22 during pathogenesis of vitiligo remains to be better characterized. Signal transductions of other investigated cytokines seem to be regulated on the expression level of their receptor complex subunits.
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Affiliation(s)
- R Rätsep
- Department of Physiology, University of Tartu, 50411 Tartu, Estonia
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Katritzky AR, Slavov SH, Dobchev DA, Karelson M. QSAR modeling of the antifungal activity against Candida albicans for a diverse set of organic compounds. Bioorg Med Chem 2008; 16:7055-69. [DOI: 10.1016/j.bmc.2008.05.014] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2008] [Revised: 05/02/2008] [Accepted: 05/05/2008] [Indexed: 10/22/2022]
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Colombo A, Benfenati E, Karelson M, Maran U. The proposal of architecture for chemical splitting to optimize QSAR models for aquatic toxicity. Chemosphere 2008; 72:772-780. [PMID: 18471854 DOI: 10.1016/j.chemosphere.2008.03.016] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2007] [Revised: 02/20/2008] [Accepted: 03/11/2008] [Indexed: 05/26/2023]
Abstract
One of the challenges in the field of quantitative structure-activity relationship (QSAR) analysis is the correct classification of a chemical compound to an appropriate model for the prediction of activity. Thus, in previous studies, compounds have been divided into distinct groups according to their mode of action or chemical class. In the current study, theoretical molecular descriptors were used to divide 568 organic substances into subsets with toxicity measured for the 96-h lethal median concentration for the Fathead minnow (Pimephales promelas). Simple constitutional descriptors such as the number of aliphatic and aromatic rings and a quantum chemical descriptor, maximum bond order of a carbon atom divide compounds into nine subsets. For each subset of compounds the automatic forward selection of descriptors was applied to construct QSAR models. Significant correlations were achieved for each subset of chemicals and all models were validated with the leave-one-out internal validation procedure (R(2)(cv) approximately 0.80). The results encourage to consider this alternative way for the prediction of toxicity using QSAR subset models without direct reference to the mechanism of toxic action or the traditional chemical classification.
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Affiliation(s)
- Andrea Colombo
- Institute of Chemistry, University of Tartu, Tartu, Estonia
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