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Yang CH, Huang JL, Tsai LK, Taniar D, Pai TW. An Effective DNA Methylation Biomarker Screening Mechanism for Amyotrophic Lateral Sclerosis (ALS) Based on Comorbidities and Gene Function Analysis. Bioengineering (Basel) 2024; 11:1020. [PMID: 39451396 PMCID: PMC11505182 DOI: 10.3390/bioengineering11101020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2024] [Revised: 10/09/2024] [Accepted: 10/10/2024] [Indexed: 10/26/2024] Open
Abstract
This study used epigenomic methylation differential expression analysis to identify primary biomarkers in patients with amyotrophic lateral sclerosis (ALS). We combined electronic medical record datasets from MIMIC-IV (United States) and NHIRD (Taiwan) to explore ALS comorbidities in depth and discover any comorbidity-related biomarkers. We also applied word2vec to these two clinical diagnostic medical databases to measure similarities between ALS and other similar diseases and evaluated the statistical assessment of the odds ratio to discover significant comorbidities for ALS subjects. Important and representative DNA methylation biomarker candidates could be effectively selected by cross-comparing similar diseases to ALS, comorbidity-related genes, and differentially expressed methylation loci for ALS subjects. The screened epigenomic and comorbidity-related biomarkers were clustered based on their genetic functions. The candidate DNA methylation biomarkers associated with ALS were comprehensively discovered. Gene ontology annotations were then applied to analyze and cluster the candidate biomarkers into three different groups based on gene function annotations. The results showed that a potential testing kit for ALS detection can be composed of SOD3, CACNA1H, and ERBB4 for effective early screening of ALS using blood samples. By developing an effective DNA methylation biomarker screening mechanism, early detection and prophylactic treatment of high-risk ALS patients can be achieved.
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Affiliation(s)
- Cing-Han Yang
- Department of Computer Science and Engineering, National Taiwan Ocean University, Keelung City 202301, Taiwan; (C.-H.Y.); (J.-L.H.)
| | - Jhen-Li Huang
- Department of Computer Science and Engineering, National Taiwan Ocean University, Keelung City 202301, Taiwan; (C.-H.Y.); (J.-L.H.)
| | - Li-Kai Tsai
- Department of Neurology, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei City 100229, Taiwan;
| | - David Taniar
- Faculty of Information Technology, Monash University, Clayton, VIC 3800, Australia;
| | - Tun-Wen Pai
- Department of Computer Science and Engineering, National Taiwan Ocean University, Keelung City 202301, Taiwan; (C.-H.Y.); (J.-L.H.)
- Department of Computer Science and Information Engineering, National Taipei University of Technology, Taipei 106344, Taiwan
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He F, Kuwasako K, Takizawa M, Takahashi M, Tsuda K, Nagata T, Watanabe S, Tanaka A, Kobayashi N, Kigawa T, Güntert P, Shirouzu M, Yokoyama S, Muto Y. 1H, 13C and 15N resonance assignments and solution structures of the two RRM domains of Matrin-3. BIOMOLECULAR NMR ASSIGNMENTS 2022; 16:41-49. [PMID: 34783967 DOI: 10.1007/s12104-021-10057-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Accepted: 11/07/2021] [Indexed: 06/13/2023]
Abstract
Matrin-3 is a multifunctional protein that binds to both DNA and RNA. Its DNA-binding activity is linked to the formation of the nuclear matrix and transcriptional regulation, while its RNA-binding activity is linked to mRNA metabolism including splicing, transport, stabilization, and degradation. Correspondingly, Matrin-3 has two zinc finger domains for DNA binding and two consecutive RNA recognition motif (RRM) domains for RNA binding. Matrin-3 has been reported to cause amyotrophic lateral sclerosis (ALS) and frontotemporal dementia (FTD) when its disordered region contains pathogenic mutations. Simultaneously, it has been shown that the RNA-binding activity of Matrin-3 mediated by its RRM domains, affects the formation of insoluble cytoplasmic granules, which are related to the pathogenic mechanism of ALS/FTD. Thus, the effect of the RRM domains on the phase separation of condensed protein/RNA mixtures has to be clarified for a comprehensive understanding of ALS/FTD. Here, we report the 1H, 15N, and 13C resonance assignments of the two RNA binding domains and their solution structures. The resonance assignments and the solution structures obtained in this work will contribute to the elucidation of the molecular basis of Matrin-3 in the pathogenic mechanism of ALS and/or FTD.
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Affiliation(s)
- Fahu He
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- RIKEN, Systems and Structural Biology Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, 230-0045, Japan
| | - Kanako Kuwasako
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- RIKEN, Systems and Structural Biology Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, 230-0045, Japan
- Department of Pharmaceutical Sciences, Faculty of Pharmacy and Research Institute of Pharmaceutical Sciences, Musashino University, Tokyo, 202-8585, Japan
| | - Masayuki Takizawa
- Department of Pharmaceutical Sciences, Faculty of Pharmacy and Research Institute of Pharmaceutical Sciences, Musashino University, Tokyo, 202-8585, Japan
| | - Mari Takahashi
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- RIKEN, Systems and Structural Biology Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, 230-0045, Japan
| | - Kengo Tsuda
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- RIKEN, Systems and Structural Biology Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, 230-0045, Japan
| | - Takashi Nagata
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- Institute of Advanced Energy and Graduate School of Energy Science, Kyoto University, Gokasho, Uji, Kyoto, 611-0011, Japan
| | - Satoru Watanabe
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- RIKEN Yokohama NMR Facility, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
| | - Akiko Tanaka
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- RIKEN, Systems and Structural Biology Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, 230-0045, Japan
| | - Naohiro Kobayashi
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- RIKEN Yokohama NMR Facility, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
| | - Takanori Kigawa
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- RIKEN Quantitative Biology Center, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
| | - Peter Güntert
- Tatsuo Miyazawa Memorial Program, RIKEN Genomic Sciences Center, Yokohama, 230-0045, Japan
- Center for Biomolecular Magnetic Resonance, Institute of Biophysical Chemistry, Goethe-University Frankfurt am Main, Max-von-Laue-Str. 9, 60438, Frankfurt am Main, Germany
- Department of Chemistry, Tokyo Metropolitan University, 1-1 Minami-Ohsawa, Hachioji, Tokyo, 192-0397, Japan
| | - Mikako Shirouzu
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan
- RIKEN, Systems and Structural Biology Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, 230-0045, Japan
| | - Shigeyuki Yokoyama
- RIKEN, Systems and Structural Biology Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, 230-0045, Japan.
- RIKEN Structural Biology Laboratory, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan.
- RIKEN Cluster for Science, Technology and Innovation Hub, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, 230-0045, Japan.
| | - Yutaka Muto
- RIKEN Center for Life Science and Technologies, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, 230-0045, Japan.
- RIKEN, Systems and Structural Biology Center, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, 230-0045, Japan.
- Department of Pharmaceutical Sciences, Faculty of Pharmacy and Research Institute of Pharmaceutical Sciences, Musashino University, Tokyo, 202-8585, Japan.
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Liu YJ, Kuo HC, Chern Y. A system-wide mislocalization of RNA-binding proteins in motor neurons is a new feature of ALS. Neurobiol Dis 2021; 160:105531. [PMID: 34634461 DOI: 10.1016/j.nbd.2021.105531] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Revised: 09/28/2021] [Accepted: 10/07/2021] [Indexed: 01/01/2023] Open
Abstract
Amyotrophic lateral sclerosis (ALS) is a motor neuron disease characterized by progressive degeneration of motor neurons. Mislocalization of TAR DNA-binding protein 43 (TDP-43) is an early event in the formation of cytoplasmic TDP-43-positive inclusions in motor neurons and a hallmark of ALS. However, the underlying mechanism and the pathogenic impact of this mislocalization are relatively unexplored. We previously reported that abnormal AMPK activation mediates TDP-43 mislocalization in motor neurons of humans and mice with ALS. In the present study, we hypothesized that other nuclear proteins are mislocalized in the cytoplasm of motor neurons due to the AMPK-mediated phosphorylation of importin-α1 and subsequently contribute to neuronal degeneration in ALS. To test this hypothesis, we analyzed motor neurons of sporadic ALS patients and found that when AMPK is activated, importin-α1 is abnormally located in the nucleus. Multiple integrative molecular and cellular approaches (including proteomics, immunoprecipitation/western blot analysis, immunohistological evaluations and gradient analysis of preribosomal complexes) were employed to demonstrate that numerous RNA binding proteins are mislocalized in a rodent motor neuron cell line (NSC34) and human motor neurons derived from iPSCs during AMPK activation. We used comparative proteomic analysis of importin-α1 complexes that were immunoprecipitated with a phosphorylation-deficient mutant of importin-α1 (importin-α1-S105A) and a phosphomimetic mutant of importin-α1 (importin-α1-S105D) to identify 194 proteins that have stronger affinity for the unphosphorylated form than the phosphorylated form of importin-α1. Furthermore, GO and STRING analyses suggested that RNA processing and protein translation is the major machinery affected by abnormalities in the AMPK-importin-α1 axis. Consistently, the expression of importin-α1-S105D alters the assembly of preribosomal complexes and increases cell apoptosis. Collectively, we propose that by impairing importin-α1-mediated nuclear import, abnormal AMPK activation in motor neurons alters the cellular distribution of many RNA-binding proteins, which pathogenically affect multiple cellular machineries in motor neurons and contribute to ALS pathogenesis.
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Affiliation(s)
- Yu-Ju Liu
- Division of Neuroscience, Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
| | - Hung-Chih Kuo
- Institute of Cellular and Organismic Biology, Academia Sinica, Taipei, Taiwan
| | - Yijuang Chern
- Division of Neuroscience, Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan.
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Xu W, Kannan S, Verma CS, Nacro K. Update on the Development of MNK Inhibitors as Therapeutic Agents. J Med Chem 2021; 65:983-1007. [PMID: 34533957 DOI: 10.1021/acs.jmedchem.1c00368] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Mitogen-activated protein kinase-interacting kinases 1 and 2 (MNK1/2) represent a central class of enzymes that are activated by extracellular signal-regulated kinase (ERK) or p38 mitogen-activated protein (MAP) kinases. MNK1 and MNK2 coordinate cellular signaling, control production of inflammatory chemokines, and regulate cell proliferation and survival. MNK1/2 are referred to as serine/threonine kinases as they phosphorylate serine or threonine residues on their substrates. Upon activation, MNK1/2 phosphorylate eukaryotic translation initiation factor 4E (eIF4E) at Ser209, which in turn initiates ribosome assembly and protein translation. Deleterious overexpression of MNK1/2 and/or eIF4E have been reported in several diseases including cancers, neurological disorders, autism, and inflammation. Recently, there have been intense efforts toward the development of potent and selective inhibitors of MNK1/2 in both academia and industry. Herein, we review the current understanding of the structural and biological aspects of MNK1/2 and provide an update of pharmacological inhibitors of MNK1/2 including candidates in clinical trials.
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Affiliation(s)
- Weijun Xu
- Experimental Drug Development Centre (EDDC), A*STAR, 10 Biopolis Road, Chromos #05-01, 138670, Singapore
| | | | - Chandra S Verma
- Bioinformatics Institute (BII), A*STAR, 30 Biopolis Street, #07-01 Matrix, 138671, Singapore.,Department of Biological Sciences, National University of Singapore, 16 Science Drive 4, 117558, Singapore.,School of Biological Sciences, Nanyang Technological University, 60 Nanyang Drive, 637551, Singapore
| | - Kassoum Nacro
- Experimental Drug Development Centre (EDDC), A*STAR, 10 Biopolis Road, Chromos #05-01, 138670, Singapore
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