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František Potužník J, Nešuta O, Škríba A, Voleníková B, Mititelu MB, Mancini F, Serianni V, Fernandez H, Spustová K, Trylčová J, Vopalensky P, Cahová H. Diadenosine Tetraphosphate (Ap 4 A) Serves as a 5' RNA Cap in Mammalian Cells. Angew Chem Int Ed Engl 2024; 63:e202314951. [PMID: 37934413 DOI: 10.1002/anie.202314951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 11/02/2023] [Accepted: 11/07/2023] [Indexed: 11/08/2023]
Abstract
The recent expansion of the field of RNA chemical modifications has changed our understanding of post-transcriptional gene regulation. Apart from internal nucleobase modifications, 7-methylguanosine was long thought to be the only eukaryotic RNA cap. However, the discovery of non-canonical RNA caps in eukaryotes revealed a new niche of previously undetected RNA chemical modifications. We are the first to report the existence of a new non-canonical RNA cap, diadenosine tetraphosphate (Ap4 A), in human and rat cell lines. Ap4 A is the most abundant dinucleoside polyphosphate in eukaryotic cells and can be incorporated into RNA by RNA polymerases as a non-canonical initiating nucleotide (NCIN). Using liquid chromatography-mass spectrometry (LC-MS), we show that the amount of capped Ap4 A-RNA is independent of the cellular concentration of Ap4 A. A decapping enzyme screen identifies two enzymes cleaving Ap4 A-RNA,NUDT2 and DXO, both of which also cleave other substrate RNAs in vitro. We further assess the translatability and immunogenicity of Ap4 A-RNA and show that although it is not translated, Ap4 A-RNA is recognized as self by the cell and does not elicit an immune response, making it a natural component of the transcriptome. Our findings open a previously unexplored area of eukaryotic RNA regulation.
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Affiliation(s)
- Jiří František Potužník
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
- Department of Cell Biology, Faculty of Science, Charles University, Viničná 7, Prague, 2, Czechia
| | - Ondřej Nešuta
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
| | - Anton Škríba
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
| | - Barbora Voleníková
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
| | - Maria-Bianca Mititelu
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
- Department of Cell Biology, Faculty of Science, Charles University, Viničná 7, Prague, 2, Czechia
| | - Flaminia Mancini
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
- Department of Cell Biology, Faculty of Science, Charles University, Viničná 7, Prague, 2, Czechia
| | - Valentina Serianni
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
- Department of Cell Biology, Faculty of Science, Charles University, Viničná 7, Prague, 2, Czechia
| | - Henri Fernandez
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
| | - Kristína Spustová
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
| | - Jana Trylčová
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
| | - Pavel Vopalensky
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
| | - Hana Cahová
- Chemical Biology of Nucleic, Acids, Institute of Organic Chemistry and Biochemistry of the CAS, Flemingovo náměstí 2, Prague, 6, Czechia
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2
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Bi B, Chen X, Huang S, Peng M, Gu W, Zhu H, Ming Y. The first case of intellectual disability caused by novel compound heterozygosity for NUDT2 variants. BMC Pediatr 2024; 24:60. [PMID: 38243213 PMCID: PMC10797960 DOI: 10.1186/s12887-024-04542-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2023] [Accepted: 01/08/2024] [Indexed: 01/21/2024] Open
Abstract
NUDT2 is an enzyme important for maintaining the intracellular level of the diadenosine tetraphosphate (Ap4A). Bi-allelic loss of function variants in NUDT2 has recently been reported as a rare cause of intellectual disability (ID). Herein, we describe a Chinese girl with ID, attention deficit hyperactivity disorder (ADHD), and motor delays with abnormal walking posture and difficulty climbing stairs, who bears compound heterozygous variants c.34 C > T (p.R12*) and c.194T > G (p.I65R) in NUDT2. Homozygous variants c.34 C > T (p.R12*) or c.186del (p.A63Qfs*3) in NUDT2 were previously reported to cause ID. This is the first patient with ID due to compound heterozygous variants in NUDT2 and p.I65R is a novel missense variant. This study enriched the genotype and phenotype of NUDT2-related ID and supported the critical developmental involvement of NUDT2.
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Affiliation(s)
- Bo Bi
- Department of Rehabilitation, Wuhan Children's Hospital, Tongji Medical Colllege, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Xiaohong Chen
- Department of Rehabilitation, Wuhan Children's Hospital, Tongji Medical Colllege, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Shan Huang
- Department of Rehabilitation, Wuhan Children's Hospital, Tongji Medical Colllege, Huazhong University of Science and Technology, Wuhan, Hubei, China
- School of Medicine, Wuhan University of Science and Technology, Wuhan, Hubei, China
| | - Min Peng
- Chigene (Beijing) Translational Medical Research Center Co., Ltd, Beijing, China
| | - Weiyue Gu
- Chigene (Beijing) Translational Medical Research Center Co., Ltd, Beijing, China
| | - Hongmin Zhu
- Department of Rehabilitation, Wuhan Children's Hospital, Tongji Medical Colllege, Huazhong University of Science and Technology, Wuhan, Hubei, China.
| | - Yangcan Ming
- Department of Pediatrics, Traditional Chinese and Western Medicine Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, Wuhan No. 1 Hospital, Wuhan, Hubei, China.
- College of Chinese Medicine, Hubei University of Chinese Medicine, Wuhan, Hubei, China.
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3
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Hidmi S, Nechushtan H, Razin E, Tshori S. Role of Nudt2 in Anchorage-Independent Growth and Cell Migration of Human Melanoma. Int J Mol Sci 2023; 24:10513. [PMID: 37445693 PMCID: PMC10341887 DOI: 10.3390/ijms241310513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Revised: 06/18/2023] [Accepted: 06/20/2023] [Indexed: 07/15/2023] Open
Abstract
Nudt2 encodes a diadenosine tetraphosphate (Ap4A) hydrolase that catalyzes the hydrolysis of Ap4A and is involved in the lysyl tRNA synthetase-Ap4A-Nudt2 (LysRS-Ap4A-Nudt2) signaling pathway. We have previously demonstrated that this pathway is active in non-small cell lung cancer. Nudt2 was shown to be involved in cell proliferation in breast cancer, making it an important target in cancer therapy. Currently, the function of Nudt2 in malignant melanoma has not been demonstrated. Therefore, we investigated the role played by Nudt2 in the growth of human melanoma. Our study showed that Nudt2 knockdown suppressed anchorage-independent growth of human melanoma cells in vitro. The in vivo effect of Nudt2 was determined by investigating the role played by Nudt2 knockdown on the ability of the cells to form tumors in a mice xenograft model. Nudt2 knockdown significantly suppressed tumor growth in this model. Moreover, overexpression of Nudt2 resulted in an increase in anchorage-independent growth of these cells, whereas Nudt2 knockdown decreased their migration. In addition, Nudt2 knockdown reduced vimentin expression. Vimentin is one of the mesenchymal markers that are involved in the epithelial mesenchymal transition (EMT) process. Thus, Nudt2 plays an important role in promoting anchorage-independent growth and cell migration in melanoma.
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Affiliation(s)
- Sana’ Hidmi
- Department of Biochemistry and Molecular Biology, Institute for Medical Research Israel-Canada, The Hebrew University of Jerusalem, Jerusalem 91120, Israel; (S.H.); (S.T.)
| | - Hovav Nechushtan
- Department of Oncology, Hadassah Hebrew University Medical Center, Jerusalem 91120, Israel;
| | - Ehud Razin
- Department of Biochemistry and Molecular Biology, Institute for Medical Research Israel-Canada, The Hebrew University of Jerusalem, Jerusalem 91120, Israel; (S.H.); (S.T.)
| | - Sagi Tshori
- Department of Biochemistry and Molecular Biology, Institute for Medical Research Israel-Canada, The Hebrew University of Jerusalem, Jerusalem 91120, Israel; (S.H.); (S.T.)
- Kaplan Medical Center, Rehovot 76100, Israel
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4
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Johnson N, Rodriguez Diaz D, Ganapathy S, Bass JS, Kutchan TM, Khan AL, Flavier AB. Evaluation of reference genes for qRT-PCR studies in the colchicine producing Gloriosa superba L. PLANT BIOTECHNOLOGY REPORTS 2023; 17:1-11. [PMID: 37359494 PMCID: PMC10195008 DOI: 10.1007/s11816-023-00840-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 04/28/2023] [Accepted: 05/09/2023] [Indexed: 06/28/2023]
Abstract
The flame lily, Gloriosa superba L., is one of the two primary sources of the anti-inflammatory drug, colchicine. Previous studies have shown that a higher level of colchicine production occurs in the rhizomes than in leaves and roots. Earlier precursor feeding and transcriptome analysis of G. superba have provided a putative pathway and candidate genes involved in colchicine biosynthesis. Comparative analysis of expression levels of candidate pathway genes in different tissues of G. superba using quantitative real-time reverse transcription-polymerase chain reaction (qRT-PCR) can reveal highly expressed genes in the rhizome compared to other tissues which could suggest roles of the gene products in colchicine biosynthesis. Normalization is an important step in effectively analyzing differential gene expression by qRT-PCR with broader applications. The current study selected candidate reference genes from the transcriptome datasets and analyzed them to determine the most stable genes for normalization of colchicine biosynthesis-related genes. Using RefFinder, one stable reference gene, UBC22, was selected to normalize gene expression levels of candidate methyltransferase (MT) genes in the leaves, roots, and rhizomes of G. superba. With UBC22 as reference gene, the methyltransferases, GsOMT1, GsOMT3, and GsOMT4 showed significantly higher expression levels in the rhizome of G. superba, while MT31794 was more highly expressed in the roots. In conclusion, the current results showed a viable reference gene expression analysis system that could help elucidate colchicine biosynthesis and its exploitation for increased production of the drug in G. superba. Supplementary Information The online version contains supplementary material available at 10.1007/s11816-023-00840-x.
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Affiliation(s)
- Nekha Johnson
- Department of Engineering Technology, Technology Division, Cullen College of Engineering, University of Houston, Houston, TX 77204 USA
- Present Address: Lonza Biologics, Inc., 14905 Kirby Dr, Houston, TX 77047 USA
| | - Diana Rodriguez Diaz
- Department of Engineering Technology, Technology Division, Cullen College of Engineering, University of Houston, Houston, TX 77204 USA
- Present Address: Lonza Biologics, Inc., 14905 Kirby Dr, Houston, TX 77047 USA
| | - Sivakumar Ganapathy
- Department of Engineering Technology, Technology Division, Cullen College of Engineering, University of Houston, Houston, TX 77204 USA
| | - John S. Bass
- Department of Engineering Technology, Technology Division, Cullen College of Engineering, University of Houston, Houston, TX 77204 USA
- Present Address: Solugen, Inc., 14549 Minetta St, Houston, TX 77035 USA
| | - Toni M. Kutchan
- Donald Danforth Plant Science Center, 975 North Warson Road, St. Louis, MO 63132 USA
| | - Abdul L. Khan
- Department of Engineering Technology, Technology Division, Cullen College of Engineering, University of Houston, Houston, TX 77204 USA
| | - Albert B. Flavier
- Department of Engineering Technology, Technology Division, Cullen College of Engineering, University of Houston, Houston, TX 77204 USA
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Doamekpor SK, Sharma S, Kiledjian M, Tong L. Recent insights into noncanonical 5' capping and decapping of RNA. J Biol Chem 2022; 298:102171. [PMID: 35750211 PMCID: PMC9283932 DOI: 10.1016/j.jbc.2022.102171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 06/15/2022] [Accepted: 06/16/2022] [Indexed: 11/30/2022] Open
Abstract
The 5' N7-methylguanosine cap is a critical modification for mRNAs and many other RNAs in eukaryotic cells. Recent studies have uncovered an RNA 5' capping quality surveillance mechanism, with DXO/Rai1 decapping enzymes removing incomplete caps and enabling the degradation of the RNAs, in a process we also refer to as "no-cap decay." It has also been discovered recently that RNAs in eukaryotes, bacteria, and archaea can have noncanonical caps (NCCs), which are mostly derived from metabolites and cofactors such as NAD, FAD, dephospho-CoA, UDP-glucose, UDP-N-acetylglucosamine, and dinucleotide polyphosphates. These NCCs can affect RNA stability, mitochondrial functions, and possibly mRNA translation. The DXO/Rai1 enzymes and selected Nudix (nucleotide diphosphate linked to X) hydrolases have been shown to remove NCCs from RNAs through their deNADding, deFADding, deCoAping, and related activities, permitting the degradation of the RNAs. In this review, we summarize the recent discoveries made in this exciting new area of RNA biology.
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Affiliation(s)
- Selom K. Doamekpor
- Department of Biological Sciences, Columbia University, New York, New York, USA
| | - Sunny Sharma
- Department of Cell Biology and Neuroscience, Rutgers University, Piscataway, New Jersey, USA
| | - Megerditch Kiledjian
- Department of Cell Biology and Neuroscience, Rutgers University, Piscataway, New Jersey, USA.
| | - Liang Tong
- Department of Biological Sciences, Columbia University, New York, New York, USA.
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6
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NUDT2 initiates viral RNA degradation by removal of 5'-phosphates. Nat Commun 2021; 12:6918. [PMID: 34824277 PMCID: PMC8616924 DOI: 10.1038/s41467-021-27239-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2020] [Accepted: 11/08/2021] [Indexed: 12/22/2022] Open
Abstract
While viral replication processes are largely understood, comparably little is known on cellular mechanisms degrading viral RNA. Some viral RNAs bear a 5′-triphosphate (PPP-) group that impairs degradation by the canonical 5′-3′ degradation pathway. Here we show that the Nudix hydrolase 2 (NUDT2) trims viral PPP-RNA into monophosphorylated (P)-RNA, which serves as a substrate for the 5′-3′ exonuclease XRN1. NUDT2 removes 5′-phosphates from PPP-RNA in an RNA sequence- and overhang-independent manner and its ablation in cells increases growth of PPP-RNA viruses, suggesting an involvement in antiviral immunity. NUDT2 is highly homologous to bacterial RNA pyrophosphatase H (RppH), a protein involved in the metabolism of bacterial mRNA, which is 5′-tri- or diphosphorylated. Our results show a conserved function between bacterial RppH and mammalian NUDT2, indicating that the function may have adapted from a protein responsible for RNA turnover in bacteria into a protein involved in the immune defense in mammals. RNA of some viruses is protected from degradation by a 5′ triphosphate group. Here the authors identify nudix hydrolase 2 (NUDT2) as novel antiviral defense protein that dephosphorylates viral RNA and thereby enables its degradation.
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7
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Krüger L, Albrecht CJ, Schammann HK, Stumpf FM, Niedermeier ML, Yuan Y, Stuber K, Wimmer J, Stengel F, Scheffner M, Marx A. Chemical proteomic profiling reveals protein interactors of the alarmones diadenosine triphosphate and tetraphosphate. Nat Commun 2021; 12:5808. [PMID: 34608152 PMCID: PMC8490401 DOI: 10.1038/s41467-021-26075-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Accepted: 09/10/2021] [Indexed: 01/14/2023] Open
Abstract
The nucleotides diadenosine triphosphate (Ap3A) and diadenosine tetraphosphate (Ap4A) are formed in prokaryotic and eukaryotic cells. Since their concentrations increase significantly upon cellular stress, they are considered to be alarmones triggering stress adaptive processes. However, their cellular roles remain elusive. To elucidate the proteome-wide interactome of Ap3A and Ap4A and thereby gain insights into their cellular roles, we herein report the development of photoaffinity-labeling probes and their employment in chemical proteomics. We demonstrate that the identified ApnA interactors are involved in many fundamental cellular processes including carboxylic acid and nucleotide metabolism, gene expression, various regulatory processes and cellular response mechanisms and only around half of them are known nucleotide interactors. Our results highlight common functions of these ApnAs across the domains of life, but also identify those that are different for Ap3A or Ap4A. This study provides a rich source for further functional studies of these nucleotides and depicts useful tools for characterization of their regulatory mechanisms in cells. Diadenosine polyphosphates (ApAs) are involved in cellular stress signaling but only a few molecular targets have been characterized so far. Here, the authors develop ApnA-based photoaffinity-labeling probes and use them to identify Ap3A and Ap4A binding proteins in human cell lysates.
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Affiliation(s)
- Lena Krüger
- Department of Chemistry, University of Konstanz, Konstanz, Germany.,Konstanz Research School-Chemical Biology, University of Konstanz, Konstanz, Germany
| | - Christoph J Albrecht
- Department of Chemistry, University of Konstanz, Konstanz, Germany.,Konstanz Research School-Chemical Biology, University of Konstanz, Konstanz, Germany
| | | | - Florian M Stumpf
- Department of Chemistry, University of Konstanz, Konstanz, Germany.,Konstanz Research School-Chemical Biology, University of Konstanz, Konstanz, Germany
| | - Marie L Niedermeier
- Konstanz Research School-Chemical Biology, University of Konstanz, Konstanz, Germany.,Department of Biology, University of Konstanz, Konstanz, Germany
| | - Yizhi Yuan
- Department of Chemistry, University of Konstanz, Konstanz, Germany.,Konstanz Research School-Chemical Biology, University of Konstanz, Konstanz, Germany
| | - Katrin Stuber
- Department of Chemistry, University of Konstanz, Konstanz, Germany.,Konstanz Research School-Chemical Biology, University of Konstanz, Konstanz, Germany.,Department of Biology, University of Konstanz, Konstanz, Germany
| | - Josua Wimmer
- Department of Chemistry, University of Konstanz, Konstanz, Germany
| | - Florian Stengel
- Konstanz Research School-Chemical Biology, University of Konstanz, Konstanz, Germany.,Department of Biology, University of Konstanz, Konstanz, Germany
| | - Martin Scheffner
- Konstanz Research School-Chemical Biology, University of Konstanz, Konstanz, Germany.,Department of Biology, University of Konstanz, Konstanz, Germany
| | - Andreas Marx
- Department of Chemistry, University of Konstanz, Konstanz, Germany. .,Konstanz Research School-Chemical Biology, University of Konstanz, Konstanz, Germany.
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8
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Wright RHG, Beato M. Role of the NUDT Enzymes in Breast Cancer. Int J Mol Sci 2021; 22:2267. [PMID: 33668737 PMCID: PMC7956304 DOI: 10.3390/ijms22052267] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Revised: 02/18/2021] [Accepted: 02/23/2021] [Indexed: 02/07/2023] Open
Abstract
Despite global research efforts, breast cancer remains the leading cause of cancer death in women worldwide. The majority of these deaths are due to metastasis occurring years after the initial treatment of the primary tumor and occurs at a higher frequency in hormone receptor-positive (Estrogen and Progesterone; HR+) breast cancers. We have previously described the role of NUDT5 (Nudix-linked to moiety X-5) in HR+ breast cancer progression, specifically with regards to the growth of breast cancer stem cells (BCSCs). BCSCs are known to be the initiators of epithelial-to-mesenchyme transition (EMT), metastatic colonization, and growth. Therefore, a greater understanding of the proteins and signaling pathways involved in the metastatic process may open the door for therapeutic opportunities. In this review, we discuss the role of NUDT5 and other members of the NUDT family of enzymes in breast and other cancer types. We highlight the use of global omics data based on our recent phosphoproteomic analysis of progestin signaling pathways in breast cancer cells and how this experimental approach provides insight into novel crosstalk mechanisms for stratification and drug discovery projects aiming to treat patients with aggressive cancer.
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Affiliation(s)
- Roni H. G. Wright
- Center for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Dr. Aiguader 88, 08003 Barcelona, Spain
- Basic Sciences Department, Faculty of Medicine and Health Sciences, Universitat Internacional de Catalunya, 08003 Barcelona, Spain
| | - Miguel Beato
- Center for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Dr. Aiguader 88, 08003 Barcelona, Spain
- Department of Life Science, Universitat Pompeu Fabra (UPF), 08003 Barcelona, Spain
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9
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Ferguson F, McLennan AG, Urbaniak MD, Jones NJ, Copeland NA. Re-evaluation of Diadenosine Tetraphosphate (Ap 4A) From a Stress Metabolite to Bona Fide Secondary Messenger. Front Mol Biosci 2020; 7:606807. [PMID: 33282915 PMCID: PMC7705103 DOI: 10.3389/fmolb.2020.606807] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 10/19/2020] [Indexed: 01/14/2023] Open
Abstract
Cellular homeostasis requires adaption to environmental stress. In response to various environmental and genotoxic stresses, all cells produce dinucleoside polyphosphates (NpnNs), the best studied of which is diadenosine tetraphosphate (Ap4A). Despite intensive investigation, the precise biological roles of these molecules have remained elusive. However, recent studies have elucidated distinct and specific signaling mechanisms for these nucleotides in prokaryotes and eukaryotes. This review summarizes these key discoveries and describes the mechanisms of Ap4A and Ap4N synthesis, the mediators of the cellular responses to increased intracellular levels of these molecules and the hydrolytic mechanisms required to maintain low levels in the absence of stress. The intracellular responses to dinucleotide accumulation are evaluated in the context of the "friend" and "foe" scenarios. The "friend (or alarmone) hypothesis" suggests that ApnN act as bona fide secondary messengers mediating responses to stress. In contrast, the "foe" hypothesis proposes that ApnN and other NpnN are produced by non-canonical enzymatic synthesis as a result of physiological and environmental stress in critically damaged cells but do not actively regulate mitigating signaling pathways. In addition, we will discuss potential target proteins, and critically assess new evidence supporting roles for ApnN in the regulation of gene expression, immune responses, DNA replication and DNA repair. The recent advances in the field have generated great interest as they have for the first time revealed some of the molecular mechanisms that mediate cellular responses to ApnN. Finally, areas for future research are discussed with possible but unproven roles for intracellular ApnN to encourage further research into the signaling networks that are regulated by these nucleotides.
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Affiliation(s)
- Freya Ferguson
- Biomedical and Life Sciences, Faculty of Health and Medicine, Lancaster University, Lancaster, United Kingdom.,Materials Science Institute, Lancaster University, Lancaster, United Kingdom
| | - Alexander G McLennan
- Department of Molecular Physiology and Cell Signalling, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - Michael D Urbaniak
- Biomedical and Life Sciences, Faculty of Health and Medicine, Lancaster University, Lancaster, United Kingdom
| | - Nigel J Jones
- Department of Molecular Physiology and Cell Signalling, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - Nikki A Copeland
- Biomedical and Life Sciences, Faculty of Health and Medicine, Lancaster University, Lancaster, United Kingdom.,Materials Science Institute, Lancaster University, Lancaster, United Kingdom
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10
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Diaz F, Khosa S, Niyazov D, Lee H, Person R, Morrow MM, Signer R, Dorrani N, Zheng A, Herzog M, Freundlich R, Birath JB, Cervantes-Manzo Y, Martinez-Agosto JA, Palmer C, Nelson SF, Fogel BL, Mishra SK. Novel NUDT2 variant causes intellectual disability and polyneuropathy. Ann Clin Transl Neurol 2020; 7:2320-2325. [PMID: 33058507 PMCID: PMC7664258 DOI: 10.1002/acn3.51209] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Revised: 08/25/2020] [Accepted: 09/10/2020] [Indexed: 12/18/2022] Open
Abstract
Exome or genome sequencing was performed to identify the genetic etiology for the clinical presentation of global developmental delay, intellectual disability, and sensorimotor neuropathy with associated distal weakness in two unrelated families. A homozygous frameshift variant c.186delA (p.A63Qfs*3) in the NUDT2 gene was identified in cases 1 and 2 from one family and a third case from another family. Variants in NUDT2 were previously shown to cause intellectual disability, but here we expand the phenotype by demonstrating its association with distal upper and lower extremity weakness due to a sensorimotor polyneuropathy with demyelinating and/or axonal features.
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Affiliation(s)
- Frank Diaz
- Department of Neurology, Olive View-UCLA Medical Center, Sylmar, California, USA.,Department of Neurology, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Shaweta Khosa
- Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Dmitriy Niyazov
- Department of Pediatrics, Ochsner Children's Health Center, New Orleans, Louisiana, USA.,The University of Queensland, Queensland, Australia
| | - Hane Lee
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, California, USA.,Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | | | | | - Rebecca Signer
- Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Naghmeh Dorrani
- Department of Pediatrics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Allison Zheng
- Department of Pediatrics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Matthew Herzog
- Department of Pediatrics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Robert Freundlich
- Department of Neurology, Olive View-UCLA Medical Center, Sylmar, California, USA.,Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | | | - J Brandon Birath
- Department of Neurology, Olive View-UCLA Medical Center, Sylmar, California, USA.,Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Yurivia Cervantes-Manzo
- Department of Neurology, Olive View-UCLA Medical Center, Sylmar, California, USA.,Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Julian A Martinez-Agosto
- Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA.,Department of Pediatrics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Christina Palmer
- Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Stanley F Nelson
- Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA.,Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, California, USA.,Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA.,Department of Pediatrics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA.,Department of Psychiatry and Biobehavioral Sciences, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Brent L Fogel
- Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA.,Department of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Shri K Mishra
- Department of Neurology, Olive View-UCLA Medical Center, Sylmar, California, USA.,Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
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11
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Guerra J, Valadao AL, Vlachakis D, Polak K, Vila IK, Taffoni C, Prabakaran T, Marriott AS, Kaczmarek R, Houel A, Auzemery B, Déjardin S, Boudinot P, Nawrot B, Jones NJ, Paludan SR, Kossida S, Langevin C, Laguette N. Lysyl-tRNA synthetase produces diadenosine tetraphosphate to curb STING-dependent inflammation. SCIENCE ADVANCES 2020; 6:eaax3333. [PMID: 32494729 PMCID: PMC7244319 DOI: 10.1126/sciadv.aax3333] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2019] [Accepted: 03/11/2020] [Indexed: 05/03/2023]
Abstract
Inflammation is an essential part of immunity against pathogens and tumors but can promote disease if not tightly regulated. Self and non-self-nucleic acids can trigger inflammation, through recognition by the cyclic GMP-AMP (cGAMP) synthetase (cGAS) and subsequent activation of the stimulator of interferon genes (STING) protein. Here, we show that RNA:DNA hybrids can be detected by cGAS and that the Lysyl-tRNA synthetase (LysRS) inhibits STING activation through two complementary mechanisms. First, LysRS interacts with RNA:DNA hybrids, delaying recognition by cGAS and impeding cGAMP production. Second, RNA:DNA hybrids stimulate LysRS-dependent production of diadenosine tetraphosphate (Ap4A) that in turn attenuates STING-dependent signaling. We propose a model whereby these mechanisms cooperate to buffer STING activation. Consequently, modulation of the LysRS-Ap4A axis in vitro or in vivo interferes with inflammatory responses. Thus, altogether, we establish LysRS and Ap4A as pharmacological targets to control STING signaling and treat inflammatory diseases.
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Affiliation(s)
- J. Guerra
- Institut de Génétique Humaine, CNRS, Université de Montpellier, Molecular Basis of Inflammation Laboratory, Montpellier, France
| | - A.-L. Valadao
- Institut de Génétique Humaine, CNRS, Université de Montpellier, Molecular Basis of Inflammation Laboratory, Montpellier, France
| | - D. Vlachakis
- Laboratory of Genetics, Department of Biotechnology, School of Food, Biotechnology and Development, Agricultural University of Athens, Athens, Greece
| | - K. Polak
- Institut de Génétique Humaine, CNRS, Université de Montpellier, Molecular Basis of Inflammation Laboratory, Montpellier, France
| | - I. K. Vila
- Institut de Génétique Humaine, CNRS, Université de Montpellier, Molecular Basis of Inflammation Laboratory, Montpellier, France
| | - C. Taffoni
- Institut de Génétique Humaine, CNRS, Université de Montpellier, Molecular Basis of Inflammation Laboratory, Montpellier, France
| | - T. Prabakaran
- Department of Biomedicine, Aarhus University, 8000 Aarhus C, Denmark
| | - A. S. Marriott
- Department of Biology, Edge Hill University, Ormskirk, L39 4QP, UK
| | - R. Kaczmarek
- Centre of Molecular and Macromolecular Studies, Polish Academy of Sciences, 112 Sienkiewicza Str., 90-363 Lodz, Poland
| | - A. Houel
- Université Paris-Saclay, INRAE, UVSQ, VIM, 78350 Jouy-en-Josas, France
| | - B. Auzemery
- Institut de Génétique Humaine, CNRS, Université de Montpellier, Molecular Basis of Inflammation Laboratory, Montpellier, France
| | - S. Déjardin
- Institut de Génétique Humaine, CNRS, Université de Montpellier, Molecular Basis of Inflammation Laboratory, Montpellier, France
| | - P. Boudinot
- Université Paris-Saclay, INRAE, UVSQ, VIM, 78350 Jouy-en-Josas, France
| | - B. Nawrot
- Centre of Molecular and Macromolecular Studies, Polish Academy of Sciences, 112 Sienkiewicza Str., 90-363 Lodz, Poland
| | - N. J. Jones
- Department of Biochemistry, Institute of Integrative Biology, University of Liverpool, Crown Street, Liverpool, L69 7ZB, UK
| | - S. R. Paludan
- Department of Biomedicine, Aarhus University, 8000 Aarhus C, Denmark
| | - S. Kossida
- Institut de Génétique Humaine, CNRS, Université de Montpellier, IMGT, the International ImMunoGeneTics Information System, Montpellier, France
| | - C. Langevin
- Université Paris-Saclay, INRAE, UVSQ, VIM, 78350 Jouy-en-Josas, France
| | - N. Laguette
- Institut de Génétique Humaine, CNRS, Université de Montpellier, Molecular Basis of Inflammation Laboratory, Montpellier, France
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12
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Wang J, Huang F, Jiang C, Chi P. Silencing Signal Transducer and Activator of Transcription 3 (STAT3) and Use of Anti-Programmed Cell Death-Ligand 1 (PD-L1) Antibody Induces Immune Response and Anti-Tumor Activity. Med Sci Monit 2020; 26:e915854. [PMID: 32343679 PMCID: PMC7201895 DOI: 10.12659/msm.915854] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND The treatment of cancer is still unable to meet the needs of patients and remains a huge challenge. This study investigated the immune response and anti-cancer effect of silencing STAT3 combined with the use of anti-PD-L1 antibody. MATERIAL AND METHODS Transfected CT26.WT cells were used to subcutaneously inoculate C57B/L6 mice, which were subsequently injected with anti-PD-L1 antibody. Treated mice were examined for tumor formation and inflammation using HE staining. Tumors were investigated for apoptosis using the TUNEL assay. The expression of STAT3, PD-L1, and C-met was studied immunohistochemistrially and by using PCR and Western blot analysis. RESULTS Four weeks after inoculation, tumors were observed in the inoculated mice. HE staining showed obvious inflammation in mice injected with cells that were silenced for STAT3 and injected with PD-L1 antibody. TUNEL assay showed low level of apoptosis in mice injected with cells silenced for STAT3 or injected with PD-L1 antibody, and higher level of apoptosis following combined treatment of STAT3 silencing and PD-L1 antibody injection. Immunohistochemistry, PCR, and Western blot analyses revealed that the expression of C-met, PD-L1, and STAT3 was significantly reduced in tumors following the combined treatment. Compared with treatment of STAT3 silencing or PD-L1 antibody injection, the combined treatment enhanced apoptosis. CONCLUSIONS Silencing STAT3 and PD-L1 antibody injection in combination increased apoptosis in tumor cells and thus offers better anti-cancer activity.
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Affiliation(s)
- Jiaxing Wang
- Department of General Surgery, Union Hospital, Fujian Medical University, Fuzhou, Fujian, China (mainland)
| | - Fakun Huang
- Department of Gastroenterological Surgery, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, China (mainland)
| | - Caiyun Jiang
- Department of Colorectal Surgery, Union Hospital, Fujian Medical University, Fuzhou, Fujian, China (mainland)
| | - Pan Chi
- Department of General Surgery, Union Hospital, Fujian Medical University, Fuzhou, Fujian, China (mainland)
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13
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Pietrowska-Borek M, Dobrogojski J, Sobieszczuk-Nowicka E, Borek S. New Insight into Plant Signaling: Extracellular ATP and Uncommon Nucleotides. Cells 2020; 9:E345. [PMID: 32024306 PMCID: PMC7072326 DOI: 10.3390/cells9020345] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Revised: 01/27/2020] [Accepted: 01/30/2020] [Indexed: 12/15/2022] Open
Abstract
New players in plant signaling are described in detail in this review: extracellular ATP (eATP) and uncommon nucleotides such as dinucleoside polyphosphates (NpnN's), adenosine 5'-phosphoramidate (NH2-pA), and extracellular NAD+ and NADP+ (eNAD(P)+). Recent molecular, physiological, and biochemical evidence implicating concurrently the signaling role of eATP, NpnN's, and NH2-pA in plant biology and the mechanistic events in which they are involved are discussed. Numerous studies have shown that they are often universal signaling messengers, which trigger a signaling cascade in similar reactions and processes among different kingdoms. We also present here, not described elsewhere, a working model of the NpnN' and NH2-pA signaling network in a plant cell where these nucleotides trigger induction of the phenylpropanoid and the isochorismic acid pathways yielding metabolites protecting the plant against various types of stresses. Through these signals, the plant responds to environmental stimuli by intensifying the production of various compounds, such as anthocyanins, lignin, stilbenes, and salicylic acid. Still, more research needs to be performed to identify signaling networks that involve uncommon nucleotides, followed by omic experiments to define network elements and processes that are controlled by these signals.
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Affiliation(s)
- Małgorzata Pietrowska-Borek
- Department of Biochemistry and Biotechnology, Faculty of Agronomy and Bioengineering, Poznań University of Life Sciences, Dojazd 11, 60-632 Poznań, Poland;
| | - Jędrzej Dobrogojski
- Department of Biochemistry and Biotechnology, Faculty of Agronomy and Bioengineering, Poznań University of Life Sciences, Dojazd 11, 60-632 Poznań, Poland;
| | - Ewa Sobieszczuk-Nowicka
- Department of Plant Physiology, Faculty of Biology, Adam Mickiewicz University, Poznań, Uniwersytetu Poznańskiego 6, 61-614 Poznań, Poland; (E.S.-N.); (S.B.)
| | - Sławomir Borek
- Department of Plant Physiology, Faculty of Biology, Adam Mickiewicz University, Poznań, Uniwersytetu Poznańskiego 6, 61-614 Poznań, Poland; (E.S.-N.); (S.B.)
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14
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Formation of the Alarmones Diadenosine Triphosphate and Tetraphosphate by Ubiquitin- and Ubiquitin-like-Activating Enzymes. Cell Chem Biol 2019; 26:1535-1543.e5. [PMID: 31492597 DOI: 10.1016/j.chembiol.2019.08.004] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Revised: 07/19/2019] [Accepted: 08/08/2019] [Indexed: 01/14/2023]
Abstract
Diadenosine polyphosphates (ApnAs) such as diadenosine tri- and tetraphosphates are formed in prokaryotic as well as eukaryotic cells. Since upon stress intracellular ApnA concentrations increase, it was postulated that ApnAs are alarmones triggering stress-adaptive processes. The major synthesis pathway of ApnAs is assumed to be a side reaction of amino acid activation. How this process is linked to stress adaptation remains enigmatic. The first step of one of the most prominent eukaryotic post-translational modification systems-the conjugation of ubiquitin (Ub) and ubiquitin-like proteins (Ubl) to target proteins-involves the formation of an adenylate as intermediate. Like ApnA formation, Ub and Ubl conjugation is significantly enhanced during stress conditions. Here, we demonstrate that diadenosine tri- and tetraphosphates are indeed synthesized during activation of Ub and Ubls. This links one of the most prevalent eukaryotic protein-modification systems to ApnA formation for the first time.
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15
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Ap 4A Regulates Directional Mobility and Antigen Presentation in Dendritic Cells. iScience 2019; 16:524-534. [PMID: 31254530 PMCID: PMC6595237 DOI: 10.1016/j.isci.2019.05.045] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Revised: 02/25/2019] [Accepted: 05/30/2019] [Indexed: 12/14/2022] Open
Abstract
The significance of intracellular Ap4A levels over immune activity of dendritic cells (DCs) has been studied in Nudt2fl/fl/CD11c-cre mice. The transgenic mice have been generated by crossing floxed NUDT2 gene mice with DC marker CD11c recombinase (cre) mice. The DCs derived from these mice have higher levels of Ap4A (≈30-fold) compared with those derived from Nudt2+/+ mice. Interestingly, the elevated Ap4A in DCs has led them to possess higher motility and lower directional variability. In addition, the DCs are able to enhance immune protection indicated by the higher cross-presentation of antigen and priming of CD8+ OT-I T cells. Overall, the study denotes prominent impact of Ap4A over the functionality of DCs. The Nudt2fl/fl/CD11c-cre mice could serve as a useful tool to study the influence of Ap4A in the critical immune mechanisms of DCs. DCs of Nudt2fl/fl/CD11c-cre mice exhibit low directional variability and high motility DCs elevate proliferation of OVA-specific T cell receptor transgenic CD8+ T cells The escalation of Ap4A levels in DCs could enhance their immune protective activity Mice can serve as useful functional tool to study the role of Ap4A in various cells
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16
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Temporal Splicing Switches in Elements of the TNF-Pathway Identified by Computational Analysis of Transcriptome Data for Human Cell Lines. Int J Mol Sci 2019; 20:ijms20051182. [PMID: 30857150 PMCID: PMC6429354 DOI: 10.3390/ijms20051182] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Revised: 03/01/2019] [Accepted: 03/05/2019] [Indexed: 12/22/2022] Open
Abstract
Alternative splicing plays an important role in numerous cellular processes and aberrant splice decisions are associated with cancer. Although some studies point to a regulation of alternative splicing and its effector mechanisms in a time-dependent manner, the extent and consequences of such a regulation remains poorly understood. In the present work, we investigated the time-dependent production of isoforms in two Hodgkin lymphoma cell lines of different progression stages (HD-MY-Z, stage IIIb and L-1236, stage IV) compared to a B lymphoblastoid cell line (LCL-HO) with a focus on tumour necrosis factor (TNF) pathway-related elements. For this, we used newly generated time-course RNA-sequencing data from the mentioned cell lines and applied a computational pipeline to identify genes with isoform-switching behaviour in time. We analysed the temporal profiles of the identified events and evaluated in detail the potential functional implications of alterations in isoform expression for the selected top-switching genes. Our data indicate that elements within the TNF pathway undergo a time-dependent variation in isoform production with a putative impact on cell migration, proliferation and apoptosis. These include the genes TRAF1, TNFRSF12A and NFKB2. Our results point to a role of temporal alternative splicing in isoform production, which may alter the outcome of the TNF pathway and impact on tumorigenesis.
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17
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Kramer S, McLennan AG. The complex enzymology of mRNA decapping: Enzymes of four classes cleave pyrophosphate bonds. WILEY INTERDISCIPLINARY REVIEWS. RNA 2019; 10:e1511. [PMID: 30345629 DOI: 10.1002/wrna.1511] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2018] [Revised: 09/26/2018] [Accepted: 09/27/2018] [Indexed: 12/16/2022]
Abstract
The 5' ends of most RNAs are chemically modified to enable protection from nucleases. In bacteria, this is often achieved by keeping the triphosphate terminus originating from transcriptional initiation, while most eukaryotic mRNAs and small nuclear RNAs have a 5'→5' linked N7 -methyl guanosine (m7 G) cap added. Several other chemical modifications have been described at RNA 5' ends. Common to all modifications is the presence of at least one pyrophosphate bond. To enable RNA turnover, these chemical modifications at the RNA 5' end need to be reversible. Dependent on the direction of the RNA decay pathway (5'→3' or 3'→5'), some enzymes cleave the 5'→5' cap linkage of intact RNAs to initiate decay, while others act as scavengers and hydrolyse the cap element of the remnants of the 3'→5' decay pathway. In eukaryotes, there is also a cap quality control pathway. Most enzymes involved in the cleavage of the RNA 5' ends are pyrophosphohydrolases, with only a few having (additional) 5' triphosphonucleotide hydrolase activities. Despite the identity of their enzyme activities, the enzymes belong to four different enzyme classes. Nudix hydrolases decap intact RNAs as part of the 5'→3' decay pathway, DXO family members mainly degrade faulty RNAs, members of the histidine triad (HIT) family are scavenger proteins, while an ApaH-like phosphatase is the major mRNA decay enzyme of trypanosomes, whose RNAs have a unique cap structure. Many novel cap structures and decapping enzymes have only recently been discovered, indicating that we are only beginning to understand the mechanisms of RNA decapping. This article is categorized under: RNA Turnover and Surveillance > Turnover/Surveillance Mechanisms RNA Turnover and Surveillance > Regulation of RNA Stability RNA Processing > Capping and 5' End Modifications.
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Affiliation(s)
- Susanne Kramer
- Cell and Developmental Biology, Biocenter, University of Würzburg, Würzburg, Germany
| | - Alexander G McLennan
- Department of Biochemistry, Institute of Integrative Biology, University of Liverpool, Liverpool, UK
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18
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Kaisers W, Schwender H, Schaal H. Hierarchical Clustering of DNA k-mer Counts in RNAseq Fastq Files Identifies Sample Heterogeneities. Int J Mol Sci 2018; 19:E3687. [PMID: 30469355 PMCID: PMC6274891 DOI: 10.3390/ijms19113687] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2018] [Accepted: 11/15/2018] [Indexed: 01/14/2023] Open
Abstract
We apply hierarchical clustering (HC) of DNA k-mer counts on multiple Fastq files. The tree structures produced by HC may reflect experimental groups and thereby indicate experimental effects, but clustering of preparation groups indicates the presence of batch effects. Hence, HC of DNA k-mer counts may serve as a diagnostic device. In order to provide a simple applicable tool we implemented sequential analysis of Fastq reads with low memory usage in an R package (seqTools) available on Bioconductor. The approach is validated by analysis of Fastq file batches containing RNAseq data. Analysis of three Fastq batches downloaded from ArrayExpress indicated experimental effects. Analysis of RNAseq data from two cell types (dermal fibroblasts and Jurkat cells) sequenced in our facility indicate presence of batch effects. The observed batch effects were also present in reads mapped to the human genome and also in reads filtered for high quality (Phred > 30). We propose, that hierarchical clustering of DNA k-mer counts provides an unspecific diagnostic tool for RNAseq experiments. Further exploration is required once samples are identified as outliers in HC derived trees.
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Affiliation(s)
- Wolfgang Kaisers
- Department of Anaesthesiology, HELIOS University Hospital Wuppertal, University of Witten/Herdecke, Heusnerstr. 40, 42283 Wuppertal, Germany.
- Institut fur Virologie, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, 40225 Düsseldorf, Germany.
| | - Holger Schwender
- Mathematisches Institut, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany.
| | - Heiner Schaal
- Institut fur Virologie, University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, 40225 Düsseldorf, Germany.
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19
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Yang L, Jin Y, Huang W, Sun Q, Liu F, Huang X. Full-length transcriptome sequences of ephemeral plant Arabidopsis pumila provides insight into gene expression dynamics during continuous salt stress. BMC Genomics 2018; 19:717. [PMID: 30261913 PMCID: PMC6161380 DOI: 10.1186/s12864-018-5106-y] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2018] [Accepted: 09/21/2018] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Arabidopsis pumila is native to the desert region of northwest China and it is extraordinarily well adapted to the local semi-desert saline soil, thus providing a candidate plant system for environmental adaptation and salt-tolerance gene mining. However, understanding of the salt-adaptation mechanism of this species is limited because of genomic sequences scarcity. In the present study, the transcriptome profiles of A. pumila leaf tissues treated with 250 mM NaCl for 0, 0.5, 3, 6, 12, 24 and 48 h were analyzed using a combination of second-generation sequencing (SGS) and third-generation single-molecule real-time (SMRT) sequencing. RESULTS Correction of SMRT long reads by SGS short reads resulted in 59,328 transcripts. We found 8075 differentially expressed genes (DEGs) between salt-stressed tissues and controls, of which 483 were transcription factors and 1157 were transport proteins. Most DEGs were activated within 6 h of salt stress and their expression stabilized after 48 h; the number of DEGs was greatest within 12 h of salt stress. Gene annotation and functional analyses revealed that expression of genes associated with the osmotic and ionic phases rapidly and coordinately changed during the continuous salt stress in this species, and salt stress-related categories were highly enriched among these DEGs, including oxidation-reduction, transmembrane transport, transcription factor activity and ion channel activity. Orphan, MYB, HB, bHLH, C3H, PHD, bZIP, ARF and NAC TFs were most enriched in DEGs; ABCB1, CLC-A, CPK30, KEA2, KUP9, NHX1, SOS1, VHA-A and VP1 TPs were extensively up-regulated in salt-stressed samples, suggesting that they play important roles in slat tolerance. Importantly, further experimental studies identified a mitogen-activated protein kinase (MAPK) gene MAPKKK18 as continuously up-regulated throughout salt stress, suggesting its crucial role in salt tolerance. The expression patterns of the salt-responsive 24 genes resulted from quantitative real-time PCR were basically consistent with their transcript abundance changes identified by RNA-Seq. CONCLUSION The full-length transcripts generated in this study provide a more accurate depiction of gene transcription of A. pumila. We identified potential genes involved in salt tolerance of A. pumila. These data present a genetic resource and facilitate better understanding of salt-adaptation mechanism for ephemeral plants.
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Affiliation(s)
- Lifei Yang
- Special Plant Genomics Laboratory, College of Life Sciences, Shihezi University, Shihezi, 832003, China
| | - Yuhuan Jin
- Special Plant Genomics Laboratory, College of Life Sciences, Shihezi University, Shihezi, 832003, China
| | - Wei Huang
- Special Plant Genomics Laboratory, College of Life Sciences, Shihezi University, Shihezi, 832003, China
| | - Qi Sun
- Special Plant Genomics Laboratory, College of Life Sciences, Shihezi University, Shihezi, 832003, China
| | - Fang Liu
- Special Plant Genomics Laboratory, College of Life Sciences, Shihezi University, Shihezi, 832003, China
| | - Xianzhong Huang
- Special Plant Genomics Laboratory, College of Life Sciences, Shihezi University, Shihezi, 832003, China.
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20
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Zhu Z, Li Y, Liu W, He J, Zhang L, Li H, Li P, Lv L. Comprehensive circRNA expression profile and construction of circRNA-associated ceRNA network in fur skin. Exp Dermatol 2018; 27:251-257. [DOI: 10.1111/exd.13502] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/14/2018] [Indexed: 01/01/2023]
Affiliation(s)
- Zhiwei Zhu
- College of Life Sciences; Shanxi Agricultural University; Taigu China
| | - Yuan Li
- College of Life Sciences; Shanxi Agricultural University; Taigu China
| | - Wenyan Liu
- College of Life Sciences; Shanxi Agricultural University; Taigu China
| | - Junping He
- College of Animal Science and Technology; Shanxi Agricultural University; Taigu China
| | - Lihuan Zhang
- College of Life Sciences; Shanxi Agricultural University; Taigu China
| | - Huifeng Li
- College of Life Sciences; Shanxi Agricultural University; Taigu China
| | - Pengfei Li
- College of Life Sciences; Shanxi Agricultural University; Taigu China
| | - Lihua Lv
- College of Animal Science and Technology; Shanxi Agricultural University; Taigu China
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21
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Guo XY, Sun F, Chen JN, Wang YQ, Pan Q, Fan JG. circRNA_0046366 inhibits hepatocellular steatosis by normalization of PPAR signaling. World J Gastroenterol 2018; 24:323-337. [PMID: 29391755 PMCID: PMC5776394 DOI: 10.3748/wjg.v24.i3.323] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2017] [Revised: 11/15/2017] [Accepted: 11/27/2017] [Indexed: 02/06/2023] Open
Abstract
AIM To investigate micro (mi)R-34a-antagonizing circular (circ)RNA that underlies hepatocellular steatosis.
METHODS The effect of circRNA on miR-34a was recognized by the miRNA response element (MRE), and validated by the dual-luciferase reporter assay. Its association with hepatocellular steatosis was investigated in HepG2-based hepatocellular steatosis induced by free fatty acids (FFAs; 2:1 oleate:palmitate) stimulation. After normalization of the steatosis-related circRNA by expression vector, analysis of miR-34a activity, peroxisome proliferator-activated receptor (PPAR)α level, and expression of downstream genes were carried out so as to reveal its impact on the miR-34a/PPARα regulatory system. Both triglyceride (TG) assessment and cytopathological manifestations uncovered the role of circRNA in miR-34a-dependent hepatosteatogenesis.
RESULTS Bioinformatic and functional analysis verified circRNA_0046366 to antagonize the activity of miR-34a via MRE-based complementation. In contrast to its lowered level during FFA-induced hepatocellular steatosis, circRNA_0046366 up-regulation abolished the miR-34a-dependent inhibition of PPARα that played a critical role in metabolic signaling pathways. PPARα restoration exerted transcriptional improvement to multiple genes responsible for lipid metabolism. TG-specific lipolytic genes [carnitine palmitoyltransferase 1A (CPT1A) and solute-carrier family 27A (SLC27A)] among these showed significant increase in their expression levels. The circRNA_0046366-related rebalancing of lipid homeostasis led to dramatic reduction of TG content, and resulted in the ameliorated phenotype of hepatocellular steatosis.
CONCLUSION Dysregulation of circRNA_0046366/miR-34a/PPARα signaling may be a novel epigenetic mechanism underlying hepatocellular steatosis. circRNA_0046366 serves as a potential target for the treatment of hepatic steatosis.
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Affiliation(s)
- Xing-Ya Guo
- Department of Gastroenterology, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, Shanghai 200092, China
| | - Fang Sun
- Department of Gastroenterology, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, Shanghai 200092, China
| | - Jian-Neng Chen
- Department of Hepatology, Zhengxing Hospital, Zhangzhou 363000, Fujian Province, China
| | - Yu-Qin Wang
- Department of Gastroenterology, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, Shanghai 200092, China
| | - Qin Pan
- Department of Gastroenterology, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, Shanghai 200092, China
| | - Jian-Gao Fan
- Department of Gastroenterology, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, Shanghai 200092, China
- Shanghai Key Laboratory of Children’s Digestion and Nutrition, Shanghai 200092, China
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22
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Poltronieri P, Čerekovic N. Roles of Nicotinamide Adenine Dinucleotide (NAD+) in Biological Systems. CHALLENGES 2018; 9:3. [DOI: 10.3390/challe9010003] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
Abstract
NAD+ has emerged as a crucial element in both bioenergetic and signaling pathways since it acts as a key regulator of cellular and organism homeostasis. NAD+ is a coenzyme in redox reactions, a donor of adenosine diphosphate-ribose (ADPr) moieties in ADP-ribosylation reactions, a substrate for sirtuins, a group of histone deacetylase enzymes that use NAD+ to remove acetyl groups from proteins; NAD+ is also a precursor of cyclic ADP-ribose, a second messenger in Ca++ release and signaling, and of diadenosine tetraphosphate (Ap4A) and oligoadenylates (oligo2′-5′A), two immune response activating compounds. In the biological systems considered in this review, NAD+ is mostly consumed in ADP-ribose (ADPr) transfer reactions. In this review the roles of these chemical products are discussed in biological systems, such as in animals, plants, fungi and bacteria. In the review, two types of ADP-ribosylating enzymes are introduced as well as the pathways to restore the NAD+ pools in these systems.
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Carreras-Puigvert J, Zitnik M, Jemth AS, Carter M, Unterlass JE, Hallström B, Loseva O, Karem Z, Calderón-Montaño JM, Lindskog C, Edqvist PH, Matuszewski DJ, Ait Blal H, Berntsson RPA, Häggblad M, Martens U, Studham M, Lundgren B, Wählby C, Sonnhammer ELL, Lundberg E, Stenmark P, Zupan B, Helleday T. A comprehensive structural, biochemical and biological profiling of the human NUDIX hydrolase family. Nat Commun 2017; 8:1541. [PMID: 29142246 PMCID: PMC5688067 DOI: 10.1038/s41467-017-01642-w] [Citation(s) in RCA: 94] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2016] [Accepted: 10/06/2017] [Indexed: 01/04/2023] Open
Abstract
The NUDIX enzymes are involved in cellular metabolism and homeostasis, as well as mRNA processing. Although highly conserved throughout all organisms, their biological roles and biochemical redundancies remain largely unclear. To address this, we globally resolve their individual properties and inter-relationships. We purify 18 of the human NUDIX proteins and screen 52 substrates, providing a substrate redundancy map. Using crystal structures, we generate sequence alignment analyses revealing four major structural classes. To a certain extent, their substrate preference redundancies correlate with structural classes, thus linking structure and activity relationships. To elucidate interdependence among the NUDIX hydrolases, we pairwise deplete them generating an epistatic interaction map, evaluate cell cycle perturbations upon knockdown in normal and cancer cells, and analyse their protein and mRNA expression in normal and cancer tissues. Using a novel FUSION algorithm, we integrate all data creating a comprehensive NUDIX enzyme profile map, which will prove fundamental to understanding their biological functionality.
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Affiliation(s)
- Jordi Carreras-Puigvert
- Division of Translational Medicine and Chemical Biology, Science for Life Laboratory, Department of Molecular Biochemistry and Biophysics, Karolinska Institutet, Stockholm, 171 65, Sweden.
| | - Marinka Zitnik
- Faculty of Computer and Information Science, University of Ljubljana, SI-1000, Ljubljana, Slovenia
- Department of Computer Science, Stanford University, Palo Alto, CA, 94305, USA
| | - Ann-Sofie Jemth
- Division of Translational Medicine and Chemical Biology, Science for Life Laboratory, Department of Molecular Biochemistry and Biophysics, Karolinska Institutet, Stockholm, 171 65, Sweden
| | - Megan Carter
- Department of Biochemistry and Biophysics, Stockholm University, 106 91, Stockholm, Sweden
| | - Judith E Unterlass
- Division of Translational Medicine and Chemical Biology, Science for Life Laboratory, Department of Molecular Biochemistry and Biophysics, Karolinska Institutet, Stockholm, 171 65, Sweden
| | - Björn Hallström
- Cell Profiling-Affinity Proteomics, Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, 17165, Sweden
| | - Olga Loseva
- Division of Translational Medicine and Chemical Biology, Science for Life Laboratory, Department of Molecular Biochemistry and Biophysics, Karolinska Institutet, Stockholm, 171 65, Sweden
| | - Zhir Karem
- Division of Translational Medicine and Chemical Biology, Science for Life Laboratory, Department of Molecular Biochemistry and Biophysics, Karolinska Institutet, Stockholm, 171 65, Sweden
| | - José Manuel Calderón-Montaño
- Division of Translational Medicine and Chemical Biology, Science for Life Laboratory, Department of Molecular Biochemistry and Biophysics, Karolinska Institutet, Stockholm, 171 65, Sweden
| | - Cecilia Lindskog
- Department of Immunology, Genetics and Pathology, Science for Life Laboratory, 751 85, Uppsala, Sweden
| | - Per-Henrik Edqvist
- Department of Immunology, Genetics and Pathology, Science for Life Laboratory, 751 85, Uppsala, Sweden
| | - Damian J Matuszewski
- Centre for Image Analysis and Science for Life Laboratory, Uppsala University, Uppsala, 751 05, Sweden
| | - Hammou Ait Blal
- Cell Profiling-Affinity Proteomics, Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, 17165, Sweden
| | - Ronnie P A Berntsson
- Department of Biochemistry and Biophysics, Stockholm University, 106 91, Stockholm, Sweden
| | - Maria Häggblad
- Biochemical and Cellular Screening Facility, Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Stockholm, 171 65, Sweden
| | - Ulf Martens
- Biochemical and Cellular Screening Facility, Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Stockholm, 171 65, Sweden
| | - Matthew Studham
- Stockholm Bioinformatics Center, Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Box 1031, 171 21, Solna, Sweden
| | - Bo Lundgren
- Biochemical and Cellular Screening Facility, Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Stockholm, 171 65, Sweden
| | - Carolina Wählby
- Centre for Image Analysis and Science for Life Laboratory, Uppsala University, Uppsala, 751 05, Sweden
| | - Erik L L Sonnhammer
- Stockholm Bioinformatics Center, Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Box 1031, 171 21, Solna, Sweden
| | - Emma Lundberg
- Cell Profiling-Affinity Proteomics, Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, 17165, Sweden
| | - Pål Stenmark
- Department of Biochemistry and Biophysics, Stockholm University, 106 91, Stockholm, Sweden
| | - Blaz Zupan
- Faculty of Computer and Information Science, University of Ljubljana, SI-1000, Ljubljana, Slovenia
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Thomas Helleday
- Division of Translational Medicine and Chemical Biology, Science for Life Laboratory, Department of Molecular Biochemistry and Biophysics, Karolinska Institutet, Stockholm, 171 65, Sweden.
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Hacker SM, Backus KM, Lazear MR, Forli S, Correia BE, Cravatt BF. Global profiling of lysine reactivity and ligandability in the human proteome. Nat Chem 2017; 9:1181-1190. [PMID: 29168484 DOI: 10.1038/nchem.2826] [Citation(s) in RCA: 292] [Impact Index Per Article: 41.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2017] [Accepted: 06/07/2017] [Indexed: 12/28/2022]
Abstract
Nucleophilic amino acids make important contributions to protein function, including performing key roles in catalysis and serving as sites for post-translational modification. Electrophilic groups that target amino-acid nucleophiles have been used to create covalent ligands and drugs, but have, so far, been mainly limited to cysteine and serine. Here, we report a chemical proteomic platform for the global and quantitative analysis of lysine residues in native biological systems. We have quantified, in total, more than 9,000 lysines in human cell proteomes and have identified several hundred residues with heightened reactivity that are enriched at protein functional sites and can frequently be targeted by electrophilic small molecules. We have also discovered lysine-reactive fragment electrophiles that inhibit enzymes by active site and allosteric mechanisms, as well as disrupt protein-protein interactions in transcriptional regulatory complexes, emphasizing the broad potential and diverse functional consequences of liganding lysine residues throughout the human proteome.
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Affiliation(s)
- Stephan M Hacker
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, California 92307, USA
| | - Keriann M Backus
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, California 92307, USA
| | - Michael R Lazear
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, California 92307, USA
| | - Stefano Forli
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California 92307, USA
| | - Bruno E Correia
- Laboratory of Protein Design & Immunoengineering, Ecole Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland
| | - Benjamin F Cravatt
- Department of Chemical Physiology, The Scripps Research Institute, La Jolla, California 92307, USA
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Circular RNA Profiling and Bioinformatic Modeling Identify Its Regulatory Role in Hepatic Steatosis. BIOMED RESEARCH INTERNATIONAL 2017; 2017:5936171. [PMID: 28717649 PMCID: PMC5499244 DOI: 10.1155/2017/5936171] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/08/2017] [Accepted: 03/07/2017] [Indexed: 12/14/2022]
Abstract
Circular RNAs (circRNAs) exhibit a wide range of physiological and pathological activities. To uncover their role in hepatic steatosis, we investigated the expression profile of circRNAs in HepG2-based hepatic steatosis induced by high-fat stimulation. Differentially expressed circRNAs were subjected to validation using QPCR and functional analyses using principal component analysis, hierarchical clustering, target prediction, gene ontology (GO), and pathway annotation, respectively. Bioinformatic integration established the circRNA-miRNA-mRNA regulatory network so as to identify the mechanisms underlying circRNAs' metabolic effect. Here we reported that hepatic steatosis was associated with a total of 357 circRNAs. Enrichment of transcription-related GOs, especially GO: 0006355, GO: 004589, GO: 0045944, GO: 0045892, and GO: 0000122, demonstrated their specific actions in transcriptional regulation. Lipin 1 (LPIN1) was recognized to mediate the transcriptional regulatory effect of circRNAs on metabolic pathways. circRNA-miRNA-mRNA network further identified the signaling cascade of circRNA_021412/miR-1972/LPIN1, which was characterized by decreased level of circRNA_021412 and miR-1972-based inhibition of LPIN1. LPIN1-induced downregulation of long chain acyl-CoA synthetases (ACSLs) expression finally resulted in the hepatosteatosis. These findings identify circRNAs to be important regulators of hepatic steatosis. Transcription-dependent modulation of metabolic pathways may underlie their effects, partially by the circRNA_021412/miR-1972/LPIN1 signaling.
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Kwon O, Kwak D, Ha SH, Jeon H, Park M, Chang Y, Suh PG, Ryu SH. Nudix-type motif 2 contributes to cancer proliferation through the regulation of Rag GTPase-mediated mammalian target of rapamycin complex 1 localization. Cell Signal 2017; 32:24-35. [PMID: 28089905 DOI: 10.1016/j.cellsig.2017.01.015] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2016] [Revised: 12/19/2016] [Accepted: 01/06/2017] [Indexed: 01/14/2023]
Abstract
Lysosomal localization of mammalian target of rapamycin complex 1 (mTORC1) is a critical step for activation of the molecule. Rag GTPases are essential for this translocation. Here, we demonstrate that Nudix-type motif 2 (NUDT2) is a novel positive regulator of mTORC1 activation. Activation of mTORC1 is impaired in NUDT2-silenced cells. Mechanistically, NUDT2 binds to Rag GTPase and controls mTORC1 translocation to the lysosomal membrane. Furthermore, NUDT2-dependent mTORC1 regulation is critical for proliferation of breast cancer cells, as NUDT2-silenced cells arrest in G0/G1 phases. Taken together, these results show that NUDT2 is a novel complex formation enhancing factor regulating mTORC1-Rag GTPase signaling that is crucial for cell growth control.
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Affiliation(s)
- Ohman Kwon
- School of Interdisciplinary Bioscience and Bioengineering, Pohang University of Science and Technology (POSTECH), Pohang 790-784, Republic of Korea
| | - Dongoh Kwak
- Department of Life Sciences, Pohang University of Science and Technology (POSTECH), Pohang 790-784, Republic of Korea
| | - Sang Hoon Ha
- Department of Life Sciences, Pohang University of Science and Technology (POSTECH), Pohang 790-784, Republic of Korea
| | - Hyeona Jeon
- Department of Life Sciences, Pohang University of Science and Technology (POSTECH), Pohang 790-784, Republic of Korea
| | - Mangeun Park
- School of Interdisciplinary Bioscience and Bioengineering, Pohang University of Science and Technology (POSTECH), Pohang 790-784, Republic of Korea
| | - Yeonho Chang
- Department of Life Sciences, Pohang University of Science and Technology (POSTECH), Pohang 790-784, Republic of Korea
| | - Pann-Ghill Suh
- School of Nano-Biotechnology and Chemical Engineering, Ulsan National Institute of Science and Technology (UNIST), Ulsan 689-798, Republic of Korea
| | - Sung Ho Ryu
- School of Interdisciplinary Bioscience and Bioengineering, Pohang University of Science and Technology (POSTECH), Pohang 790-784, Republic of Korea; Department of Life Sciences, Pohang University of Science and Technology (POSTECH), Pohang 790-784, Republic of Korea.
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