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Terakawa A, Hu Y, Kokaji T, Yugi K, Morita K, Ohno S, Pan Y, Bai Y, Parkhitko AA, Ni X, Asara JM, Bulyk ML, Perrimon N, Kuroda S. Trans-omics analysis of insulin action reveals a cell growth subnetwork which co-regulates anabolic processes. iScience 2022; 25:104231. [PMID: 35494245 PMCID: PMC9044165 DOI: 10.1016/j.isci.2022.104231] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Revised: 03/09/2022] [Accepted: 04/06/2022] [Indexed: 12/16/2022] Open
Abstract
Insulin signaling promotes anabolic metabolism to regulate cell growth through multi-omic interactions. To obtain a comprehensive view of the cellular responses to insulin, we constructed a trans-omic network of insulin action in Drosophila cells that involves the integration of multi-omic data sets. In this network, 14 transcription factors, including Myc, coordinately upregulate the gene expression of anabolic processes such as nucleotide synthesis, transcription, and translation, consistent with decreases in metabolites such as nucleotide triphosphates and proteinogenic amino acids required for transcription and translation. Next, as cell growth is required for cell proliferation and insulin can stimulate proliferation in a context-dependent manner, we integrated the trans-omic network with results from a CRISPR functional screen for cell proliferation. This analysis validates the role of a Myc-mediated subnetwork that coordinates the activation of genes involved in anabolic processes required for cell growth. A trans-omic network of insulin action in Drosophila cells was constructed Insulin co-regulates various anabolic processes in a time-dependent manner The trans-omic network and a CRISPR screen for cell proliferation were integrated A Myc-mediated subnetwork promoting anabolic processes is required for cell growth
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Affiliation(s)
- Akira Terakawa
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Yanhui Hu
- Department of Genetics, Blavatnik Institute, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
- Drosophila RNAi Screening Center, Department of Genetics, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
| | - Toshiya Kokaji
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
- Data Science Center, Nara Institute of Science and Technology, 8916-5 Takayama, Ikoma, Nara, Japan
| | - Katsuyuki Yugi
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
- Laboratory for Integrated Cellular Systems, RIKEN Center for Integrative Medical Sciences, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan
- Institute for Advanced Biosciences, Keio University, Fujisawa, 252-8520, Japan
| | - Keigo Morita
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
| | - Satoshi Ohno
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
- Molecular Genetics Research Laboratory, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, Japan
| | - Yifei Pan
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8562, Japan
| | - Yunfan Bai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8562, Japan
| | - Andrey A. Parkhitko
- Department of Genetics, Blavatnik Institute, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
- Aging Institute of UPMC and the University of Pittsburgh, Pittsburgh, PA, USA
| | - Xiaochun Ni
- Department of Genetics, Blavatnik Institute, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - John M. Asara
- Division of Signal Transduction, Beth Israel Deaconess Medical Center, Boston, MA 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02175, USA
| | - Martha L. Bulyk
- Division of Genetics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA 02115, USA
- Department of Pathology, Brigham & Women’s Hospital and Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
| | - Norbert Perrimon
- Department of Genetics, Blavatnik Institute, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
- Howard Hughes Medical Institute, 77 Avenue Louis Pasteur, Boston, MA 02115, USA
- Corresponding author
| | - Shinya Kuroda
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan
- Molecular Genetics Research Laboratory, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, Japan
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8562, Japan
- Corresponding author
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Hebert CG, Valdes JJ, Bentley WE. In vitro and in vivo RNA interference mediated suppression of Tn-caspase-1 for improved recombinant protein production in High Five cell culture with the baculovirus expression vector system. Biotechnol Bioeng 2009; 104:390-9. [PMID: 19557836 PMCID: PMC10960971 DOI: 10.1002/bit.22411] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/26/2024]
Abstract
While traditional metabolic engineering generally relies on the augmentation of specific genes and pathways in order to increase the yield of target proteins, the advent of RNA interference (RNAi) as a biological tool has given metabolic engineers another tool capable of rationally altering the host cell's biological landscape in order to achieve a specific goal. Given its broad applicability and potent specificity, RNAi has the ability to suppress genes whose function is contrary to the desired phenotype. In this study, RNAi has been used to increase recombinant protein production in a Trichoplusia ni derived cell line (BTI-TN-5B1-4-High Five) using the Baculovirus Expression Vector System. The specific target investigated is Tn-caspase-1, a protease involved in apoptosis that is likely the principal effector caspase present in T. ni cells. Experiments were first conducted using in vitro synthesized dsRNA to verify silencing of Tn-capase-1 and increased protein production as a result. Subsequent experiments were conducted using a cell line stably expressing in vivo RNAi in the form of an inverted repeat that results in a hairpin upon transcription. Using this construct, Tn-caspase-1 transcript levels were decreased by 50% and caspase enzymatic activity was decreased by 90%. This cell line, designated dsTncasp-2, demonstrates superior viability under low nutrient culture conditions and resulted in as much as two times the protein yield when compared to standard High Five cells.
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Affiliation(s)
- Colin G. Hebert
- Center for Biosystems Research, University of Maryland Biotechnology Institute, 5115 Plant Science Building, College Park, Maryland 20742; telephone: 301-405-4321; fax: 301-314-9075; e-mail:
- U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland
- Fischell Department of Bioengineering, University of Maryland College Park, College Park, Maryland
| | - James J. Valdes
- U.S. Army Edgewood Chemical Biological Center, Aberdeen Proving Ground, Maryland
| | - William E. Bentley
- Center for Biosystems Research, University of Maryland Biotechnology Institute, 5115 Plant Science Building, College Park, Maryland 20742; telephone: 301-405-4321; fax: 301-314-9075; e-mail:
- Fischell Department of Bioengineering, University of Maryland College Park, College Park, Maryland
- Department of Chemical and Biomolecular Engineering, University of Maryland College Park, College Park, Maryland
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Hebert CG, Valdes JJ, Bentley WE. Investigating apoptosis: characterization and analysis of Trichoplusia ni-caspase-1 through overexpression and RNAi mediated silencing. INSECT BIOCHEMISTRY AND MOLECULAR BIOLOGY 2009; 39:113-124. [PMID: 19027856 DOI: 10.1016/j.ibmb.2008.10.009] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2008] [Revised: 10/15/2008] [Accepted: 10/21/2008] [Indexed: 05/27/2023]
Abstract
In both mammals and invertebrates, caspases play a critical role in apoptosis. Although Lepidopteron caspases have been widely studied in Spodoptera frugiperda cells, this is not the case for Trichoplusia ni cells, despite their widespread use for the production of recombinant protein and differences in baculovirus infectivity between the two species. We have cloned, expressed, purified and characterized Tn-caspase-1 in several situations: in its overexpression, in silencing via RNA interference (RNAi), during baculovirus infection, and in interactions with baculovirus protein p35. Overexpression can transiently increase caspase activity in T. ni (High Five) cells, while silencing results in a greater than 6-fold decrease. The reduction in caspase activity resulted in a reduction in the level of apoptosis, demonstrating the ability to affect apoptosis by modulating Tn-caspase-1. During baculovirus infection, caspase activity remains low until approximately 5 days post infection, at which point it increases dramatically, though not in those cells treated with dsRNA. Our results demonstrate that Tn-caspase-1 is presumably the principal effector caspase present in High Five cells, and that it is inhibited by baculovirus protein p35. Finally, our results indicate differences between RNAi and p35 as effector molecules for modulating caspase activity and apoptosis during cell growth and baculovirus infection.
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Affiliation(s)
- Colin G Hebert
- Center for Biosystems Research, University of Maryland Biotechnology Institute, 5115 Plant Science Building, College Park, MD 20742, USA
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Kim EJ, Kramer SF, Hebert CG, Valdes JJ, Bentley WE. Metabolic engineering of the baculovirus-expression system via inverse “shotgun” genomic analysis and RNA interference (dsRNA) increases product yield and cell longevity. Biotechnol Bioeng 2007; 98:645-54. [PMID: 17274062 DOI: 10.1002/bit.21353] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
RNA interference (RNAi) is as powerful tool for characterizing gene function in eukaryotic organisms and cultured cell lines. Its use in metabolic engineering has been limited and few reports have targeted protein expression systems to increase yield. In this work, we examine the use of in vitro synthesized double stranded RNA (dsRNA) in the baculovirus expression vector system (BEVS), using commercially relevant cultured cells (Spodoptera frugiperda, Sf-9) and larvae (Trichoplusia ni) as hosts. First, we employed an inverse "shotgun" genomic analysis to "find" an array of 16 putative insect gene targets. We then synthesized dsRNA in vitro targeting these genes and investigated the effects of injected dsRNA on larval growth, development, and product yield. Growth and development was at times stunted and in several cases, the effects were lethal. However, dsRNA targeting an acidic juvenile hormone-suppressible protein (AJHSP1), and translational elongation factor 2 (Ef-2) resulted in significantly increased yield of model product, GFP. Next, we targeted known genes, v-cath and apoptosis inducer, sf-caspase 1, in cultured Sf-9 cells. We confirm RNAi-mediated sf-caspase 1 suppression in Sf-9 cells, but not in baculovirus-infected cells, likely due to the overriding effects of inhibitor of apoptosis protein, p35. We also demonstrate suppression of v-cath in infected cells, which leads to a approximately 3-fold increase in product yield. Overall, our results support the application of RNAi in metabolic engineering, specifically for enhancing protein productivity in the baculovirus expression vector system.
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Affiliation(s)
- Eun Jeong Kim
- Center for Biosystems Research, University of Maryland Biotechnology Institute, 5115 Plant Science Building, College Park, Maryland 20742, USA
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