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Spathopoulou A, Sauerwein GA, Marteau V, Podlesnic M, Lindlbauer T, Kipura T, Hotze M, Gabassi E, Kruszewski K, Koskuvi M, Réthelyi JM, Apáti Á, Conti L, Ku M, Koal T, Müller U, Talmazan RA, Ojansuu I, Vaurio O, Lähteenvuo M, Lehtonen Š, Mertens J, Kwiatkowski M, Günther K, Tiihonen J, Koistinaho J, Trajanoski Z, Edenhofer F. Integrative metabolomics-genomics analysis identifies key networks in a stem cell-based model of schizophrenia. Mol Psychiatry 2024:10.1038/s41380-024-02568-8. [PMID: 38684795 DOI: 10.1038/s41380-024-02568-8] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 04/12/2024] [Accepted: 04/17/2024] [Indexed: 05/02/2024]
Abstract
Schizophrenia (SCZ) is a neuropsychiatric disorder, caused by a combination of genetic and environmental factors. The etiology behind the disorder remains elusive although it is hypothesized to be associated with the aberrant response to neurotransmitters, such as dopamine and glutamate. Therefore, investigating the link between dysregulated metabolites and distorted neurodevelopment holds promise to offer valuable insights into the underlying mechanism of this complex disorder. In this study, we aimed to explore a presumed correlation between the transcriptome and the metabolome in a SCZ model based on patient-derived induced pluripotent stem cells (iPSCs). For this, iPSCs were differentiated towards cortical neurons and samples were collected longitudinally at various developmental stages, reflecting neuroepithelial-like cells, radial glia, young and mature neurons. The samples were analyzed by both RNA-sequencing and targeted metabolomics and the two modalities were used to construct integrative networks in silico. This multi-omics analysis revealed significant perturbations in the polyamine and gamma-aminobutyric acid (GABA) biosynthetic pathways during rosette maturation in SCZ lines. We particularly observed the downregulation of the glutamate decarboxylase encoding genes GAD1 and GAD2, as well as their protein product GAD65/67 and their biochemical product GABA in SCZ samples. Inhibition of ornithine decarboxylase resulted in further decrease of GABA levels suggesting a compensatory activation of the ornithine/putrescine pathway as an alternative route for GABA production. These findings indicate an imbalance of cortical excitatory/inhibitory dynamics occurring during early neurodevelopmental stages in SCZ. Our study supports the hypothesis of disruption of inhibitory circuits to be causative for SCZ and establishes a novel in silico approach that enables for integrative correlation of metabolic and transcriptomic data of psychiatric disease models.
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Affiliation(s)
- Angeliki Spathopoulou
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria
| | - Gabriella A Sauerwein
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria
| | - Valentin Marteau
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria
| | - Martina Podlesnic
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria
| | - Theresa Lindlbauer
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria
| | - Tobias Kipura
- Institute of Biochemistry and Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innsbruck, Austria
| | - Madlen Hotze
- Institute of Biochemistry and Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innsbruck, Austria
| | - Elisa Gabassi
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria
| | - Katharina Kruszewski
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria
| | - Marja Koskuvi
- Neuroscience Center, University of Helsinki, Helsinki, Finland
| | - János M Réthelyi
- Department of Psychiatry and Psychotherapy, Semmelweis University, Budapest, Hungary
| | - Ágota Apáti
- HUN-REN RCNS, Institute of Molecular Life Sciences, Budapest, Hungary
| | - Luciano Conti
- Department of Cellular, Computational and Integrative Biology-CIBIO, University of Trento, Trento, Italy
| | - Manching Ku
- Department of Pediatrics and Adolescent Medicine, Division of Pediatric Hematology and Oncology, Faculty of Medicine, Medical Center - University of Freiburg, Freiburg, Germany
| | | | - Udo Müller
- biocrates life sciences AG, Innsbruck, Austria
| | | | - Ilkka Ojansuu
- Department of Forensic Psychiatry, University of Kuopio, Niuvanniemi Hospital, Kuopio, Finland
| | - Olli Vaurio
- Department of Forensic Psychiatry, University of Kuopio, Niuvanniemi Hospital, Kuopio, Finland
| | - Markku Lähteenvuo
- Department of Forensic Psychiatry, University of Kuopio, Niuvanniemi Hospital, Kuopio, Finland
| | - Šárka Lehtonen
- Neuroscience Center, University of Helsinki, Helsinki, Finland
- A. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Jerome Mertens
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria
- Department of Neurosciences, Sanford Consortium for Regenerative Medicine, University of California San Diego, San Diego, USA
| | - Marcel Kwiatkowski
- Institute of Biochemistry and Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innsbruck, Austria
| | - Katharina Günther
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria
| | - Jari Tiihonen
- Department of Forensic Psychiatry, University of Kuopio, Niuvanniemi Hospital, Kuopio, Finland
- Department of Clinical Neuroscience, Karolinska Institutet, and Center for Psychiatry Research, Stockholm City Council, Stockholm, Sweden
| | - Jari Koistinaho
- Institute of Life Science, University of Helsinki, FI-00014, Helsinki, Finland
- Drug Research Program, Division of Pharmacology and Pharmacotherapy, University of Helsinki, Helsinki, Finland
| | - Zlatko Trajanoski
- Institute of Bioinformatics, Biocenter, Medical University Innsbruck, Innsbruck, Austria
| | - Frank Edenhofer
- Institute of Molecular Biology & CMBI, Department of Genomics, Stem Cell & Regenerative Medicine, University of Innsbruck, Innsbruck, Austria.
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Pecak J, Talmazan RA, Svatunek D, Kirchner K, Podewitz M. Is Mn(I) More Promising Than Fe(II)-A Comparison of Mn vs Fe Complexes for Olefin Metathesis. Organometallics 2024; 43:457-466. [PMID: 38425381 PMCID: PMC10900517 DOI: 10.1021/acs.organomet.3c00398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 01/05/2024] [Accepted: 01/11/2024] [Indexed: 03/02/2024]
Abstract
Olefin metathesis is one of the most significant transformations in organic chemistry and is an excellent example for efficient homogeneous catalysis. Although most currently used catalysts are primarily based on 4d and 5d metals, cycloaddition and cycloreversion reactions can also be attributed to first-row transition metals, such as Fe. Surprisingly, the potential of Mn(I)-based catalysts for olefin metathesis has been unexplored despite their prominence in homogeneous catalysis and their diagonal relationship to Ru(II). In the present study, we have investigated the prospective capabilities of Mn complexes for cycloaddition and reversion reactions using density functional theory. Therefore, we have initially compared the literature known iron model systems and their isoelectronic Mn counterparts regarding their reactivity and electronic structure. Next, we constructed potential Mn complexes derived from synthetically accessible species, including carbonyl ligands and obeying octahedral geometry. Based on thermodynamic parameters and the calculation of electronic descriptors, we were able to validate the isodiagonal relationship. Our study serves as guidance for the experimental chemist.
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Affiliation(s)
- Jan Pecak
- Institute
of Materials Chemistry, TU Wien, Getreidemarkt 9, Vienna 1060, Austria
| | - Radu A. Talmazan
- Institute
of Materials Chemistry, TU Wien, Getreidemarkt 9, Vienna 1060, Austria
| | - Dennis Svatunek
- Institute
of Applied Synthetic Chemistry, TU Wien, Getreidemarkt 9, Vienna 1060, Austria
| | - Karl Kirchner
- Institute
of Applied Synthetic Chemistry, TU Wien, Getreidemarkt 9, Vienna 1060, Austria
| | - Maren Podewitz
- Institute
of Materials Chemistry, TU Wien, Getreidemarkt 9, Vienna 1060, Austria
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Talmazan RA, Refugio Monroy J, del Río‐Portilla F, Castillo I, Podewitz M. Encapsulation Enhances the Catalytic Activity of C-N Coupling: Reaction Mechanism of a Cu(I)/Calix[8]arene Supramolecular Catalyst. ChemCatChem 2022; 14:e202200662. [PMID: 36605358 PMCID: PMC9804476 DOI: 10.1002/cctc.202200662] [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] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 07/11/2022] [Indexed: 01/07/2023]
Abstract
Development of C-N coupling methodologies based on Earth-abundant metals is a promising strategy in homogeneous catalysis for sustainable processes. However, such systems suffer from deactivation and low catalytic activity. We here report that encapsulation of Cu(I) within the phenanthroyl-containing calix[8]arene derivative 1,5-(2,9-dimethyl-1,10-phenanthroyl)-2,3,4,6,7,8-hexamethyl-p-tert-butylcalix[8]arene (C8PhenMe6 ) significantly enhances C-N coupling activity up to 92 % yield in the reaction of aryl halides and aryl amines, with low catalyst loadings (2.5 % mol). A tailored multiscale computational protocol based on Molecular Dynamics simulations and DFT investigations revealed an oxidative addition/reductive elimination process of the supramolecular catalyst [Cu(C8PhenMe6)I]. The computational investigations uncovered the origins of the enhanced catalytic activity over its molecular analogues: Catalyst deactivation through dimerization is prevented, and product release facilitated. Capturing the dynamic profile of the macrocycle and the impact of non-covalent interactions on reactivity allows for the rationalization of the behavior of the flexible supramolecular catalysts employed.
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Affiliation(s)
- Radu A. Talmazan
- Institute of Materials ChemistryTU WienGetreidemarkt 91060ViennaAustria
- Institute of General, Inorganic, and Theoretical Chemistry and Center of Molecular BiosciencesUniversity of InnsbruckInnrain 80/826020InnsbruckAustria
| | - J. Refugio Monroy
- Instituto de QuímicaUniversidad Nacional Autónoma de MéxicoCircuito ExteriorCU, Ciudad de México04510México
- Present address: Department of ChemistryHumboldt Universität zu BerlinBrook-Taylor-Strasse 212489BerlinGermany
| | - Federico del Río‐Portilla
- Instituto de QuímicaUniversidad Nacional Autónoma de MéxicoCircuito ExteriorCU, Ciudad de México04510México
| | - Ivan Castillo
- Instituto de QuímicaUniversidad Nacional Autónoma de MéxicoCircuito ExteriorCU, Ciudad de México04510México
| | - Maren Podewitz
- Institute of Materials ChemistryTU WienGetreidemarkt 91060ViennaAustria
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Goetzfried SK, Gallati CM, Cziferszky M, Talmazan RA, Wurst K, Liedl KR, Podewitz M, Gust R. N-Heterocyclic Carbene Gold(I) Complexes: Mechanism of the Ligand Scrambling Reaction and Their Oxidation to Gold(III) in Aqueous Solutions. Inorg Chem 2020; 59:15312-15323. [PMID: 33006470 PMCID: PMC7581288 DOI: 10.1021/acs.inorgchem.0c02298] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
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N-Heterocyclic carbene (NHC) gold(I) complexes offer great
prospects in medicinal chemistry as antiproliferative, anticancer,
and antibacterial agents. However, further development requires a
thorough understanding of their reaction behavior in aqueous media.
Herein, we report the conversion of the bromido[3-ethyl-4-(4-methoxyphenyl)-5-(2-methoxypyridin-5-yl)-1-propylimidazol-2-ylidene]gold(I)
((NHC)AuIBr, 1) complex in acetonitrile/water
mixtures to the bis[3-ethyl-4-(4-methoxyphenyl)-5-(2-methoxypyridin-5-yl)-1-propylimidazol-2-ylidene]gold(I)
([(NHC)2AuI]+, 7), which
is subsequently oxidized to the dibromidobis[3-ethyl-4-(4-methoxyphenyl)-5-(2-methoxypyridin-5-yl)-1-propylimidazol-2-ylidene]gold(III)
([(NHC)2AuIIIBr2]+, 9). By combining experimental data from HPLC, NMR, and (LC-)/HR-MS
with computational results from DFT calculations, we outline a detailed
ligand scrambling reaction mechanism. The key step is the formation
of the stacked ((NHC)AuIBr)2 dimer (2) that rearranges to the T-shaped intermediate Br(NHC)2AuI–AuIBr (3). The dissociation
of Br– from 3 and recombination lead
to (NHC)2AuI–AuIBr2 (5) followed by the separation into [(NHC)2AuI]+ (7) and [AuIBr2]− (8). [AuIBr2]− is not stable in an aqueous environment
and degrades in an internal redox reaction to Au0 and Br2. The latter in turn oxidizes 7 to the gold(III)
species 9. The reported ligand rearrangement of the (NHC)AuIBr complex differs from that found for related silver(I) analogous.
A detailed understanding of this scrambling mechanism is of utmost
importance for the interpretation of their biological activity and
will help to further optimize them for biomedical and other applications. By means of experimental data from HPLC
and (LC-)MS in combination with DFT calculations, we present a detailed
mechanism for the ligand scrambling reaction of (NHC)AuIBr to the corresponding [(NHC)2AuI]+ complex and the oxidation to the [(NHC)2AuIIIBr2]+ species in aqueous solutions.
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Affiliation(s)
- Sina K Goetzfried
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innrain 80/82, Innsbruck, Tyrol 6020, Austria
| | - Caroline M Gallati
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innrain 80/82, Innsbruck, Tyrol 6020, Austria
| | - Monika Cziferszky
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innrain 80/82, Innsbruck, Tyrol 6020, Austria
| | - Radu A Talmazan
- Institute of General, Inorganic and Theoretical Chemistry, Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innrain 80/82, Innsbruck, Tyrol 6020, Austria
| | - Klaus Wurst
- Institute of General, Inorganic and Theoretical Chemistry, Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innrain 80/82, Innsbruck, Tyrol 6020, Austria
| | - Klaus R Liedl
- Institute of General, Inorganic and Theoretical Chemistry, Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innrain 80/82, Innsbruck, Tyrol 6020, Austria
| | - Maren Podewitz
- Institute of General, Inorganic and Theoretical Chemistry, Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innrain 80/82, Innsbruck, Tyrol 6020, Austria
| | - Ronald Gust
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innrain 80/82, Innsbruck, Tyrol 6020, Austria
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Talmazan RA, Liedl KR, Kräutler B, Podewitz M. The intermolecular anthracene-transfer in a regiospecific antipodal C 60 difunctionalization. Org Biomol Chem 2020; 18:4090-4103. [PMID: 32428053 DOI: 10.1039/d0ob00520g] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [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
Ever since the discovery of fullerenes, their mono- and multi-functionalization by exohedral addition chemistry has been a fundamental topic. A few years ago, a topochemically controlled regiospecific difunctionalization of C60 fullerene by anthracene in the solid state was discovered. In the present work, we analyse the mechanism of this unique reaction, where an anthracene molecule is transferred from one C60 mono-adduct to another one, under exclusive formation of equal amounts of C60 and of the difficult to make, highly useful, antipodal C60 bis-adduct. Our herein disclosed dispersion corrected DFT studies show the anthracene transfer to take place in a synchronous retro Diels-Alder/Diels-Alder reaction: an anthracene molecule dissociates from one fullerene under formation of an intermediate, while undergoing stabilizing interactions with both neighbouring fullerene molecules, facilitating the reaction kinetically. In the intermediate, a planar anthracene molecule is sandwiched between two neighbouring fullerenes and forms equally strong 'double-decker' type π-π stacking interactions with both of these fullerenes. Analysis with the distortion interaction model shows that the anthracene unit of the intermediate is almost planar with minimal distortion. This analysis highlights the existence of simultaneous noncovalent interactions engaging both faces of a planar polyunsaturated ring and two convex fullerene surfaces in an unprecedented 'inverted sandwich' structure. Hence, it sheds light on new strategies to design functional fullerene based materials.
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Affiliation(s)
- Radu A Talmazan
- Institute of General, Inorganic and Theoretical Chemistry, and Centre of Molecular Biosciences, University of Innsbruck, Innrain 80/82, 6020 Innsbruck, Austria.
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