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Lomagno A, Yusuf I, Tosadori G, Bonanomi D, Luigi Mauri P, Di Silvestre D. CoPPIs algorithm: a tool to unravel protein cooperative strategies in pathophysiological conditions. Brief Bioinform 2025; 26:bbaf146. [PMID: 40194557 PMCID: PMC11975363 DOI: 10.1093/bib/bbaf146] [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: 12/16/2024] [Revised: 03/11/2025] [Accepted: 03/14/2025] [Indexed: 04/09/2025] Open
Abstract
We present here the co-expressed protein-protein interactions algorithm. In addition to minimizing correlation-causality imbalance and contextualizing protein-protein interactions to the investigated systems, it combines protein-protein interactions and protein co-expression networks to identify differentially correlated functional modules. To test the algorithm, we processed a set of proteomic profiles from different brain regions of controls and subjects affected by idiopathic Parkinson's disease or carrying a GBA1 mutation. Its robustness was supported by the extraction of functional modules, related to translation and mitochondria, whose involvement in Parkinson's disease pathogenesis is well documented. Furthermore, the selection of hubs and bottlenecks from the weightedprotein-protein interactions networks provided molecular clues consistent with the Parkinson pathophysiology. Of note, like quantification, the algorithm revealed less variations when comparing disease groups than when comparing diseased and controls. However, correlation and quantification results showed low overlap, suggesting the complementarity of these measures. An observation that opens the way to a new investigation strategy that takes into account not only protein expression, but also the level of coordination among proteins that cooperate to perform a given function.
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Affiliation(s)
- Andrea Lomagno
- Clinical Proteomics Laboratory, Elixir Infrastructure, Institute for Biomedical Technologies – National Research Council, F.lli Cervi 93, 20054 Segrate, Milan, Italy
| | - Ishak Yusuf
- Clinical Proteomics Laboratory, Elixir Infrastructure, Institute for Biomedical Technologies – National Research Council, F.lli Cervi 93, 20054 Segrate, Milan, Italy
| | - Gabriele Tosadori
- Institute of Microbiology, Czech Academy of Sciences, Vídeňská 1083, 14200 Praha 4, Czech Republic
| | - Dario Bonanomi
- Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Olgettina 60, 20132 Milan, Italy
| | - Pietro Luigi Mauri
- Clinical Proteomics Laboratory, Elixir Infrastructure, Institute for Biomedical Technologies – National Research Council, F.lli Cervi 93, 20054 Segrate, Milan, Italy
- Institute of Experimental Endocrinology and Oncology “G. Salvatore” – National Research Council, Pietro Castellino 111, 80131 Naples, Italy
| | - Dario Di Silvestre
- Clinical Proteomics Laboratory, Elixir Infrastructure, Institute for Biomedical Technologies – National Research Council, F.lli Cervi 93, 20054 Segrate, Milan, Italy
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2
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Yan R, Chen L, Cai Z, Tang J, Zhu Y, Li Y, Wang X, Ruan Y, Han Q. NIPSNAP3A regulates cellular homeostasis by modulating mitochondrial dynamics. Gene 2025; 933:148976. [PMID: 39362349 DOI: 10.1016/j.gene.2024.148976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Revised: 08/07/2024] [Accepted: 09/30/2024] [Indexed: 10/05/2024]
Abstract
Mitochondria are essential for cell metabolism and survival as they produce the majority of cellular ATP through oxidative phosphorylation as well as regulate critical processes such as cell proliferation and apoptosis. NIPSNAP family of proteins are predominantly mitochondrial matrix proteins. However, the molecular and cellular functions of the NIPSNAPs, particularly NIPSNAP3A, have remained elusive. Here, we demonstrated that NIPSNAP3A knockdown in HeLa cells inhibited their proliferation and migration and attenuated apoptosis induced by Actinomycin D (Act-D). These findings suggested a complex relationship between cellular processes and mitochondrial functions, mediated by NIPSNAP3A. Further investigations revealed that NIPSNAP3A knockdown not only inhibited mitochondrial fission through reduction of DRP1-S616, but also suppressed cytochrome c release in apoptosis. Collectively, our findings highlight the critical role of NIPSNAP3A in coordinating cellular processes, likely through its influence on mitochondrial dynamics.
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Affiliation(s)
- Run Yan
- Department of Emergency and Critical Disease, Songjiang Research Institute, Songjiang Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 201600, China; Department of Anatomy and Physiology, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Liting Chen
- Department of Emergency and Critical Disease, Songjiang Research Institute, Songjiang Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 201600, China; Department of Anatomy and Physiology, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Zimu Cai
- Department of Anatomy and Physiology, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Jiyao Tang
- Cixi Biomedical Research Institute, Wenzhou Medical University, Zhejiang 315302, China
| | - Yanlin Zhu
- Cixi Biomedical Research Institute, Wenzhou Medical University, Zhejiang 315302, China
| | - Yanping Li
- Institute of Precision Medicine, Jining Medical University, Jining 272067, China
| | - Xuemin Wang
- Department of Emergency and Critical Disease, Songjiang Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai 201600, China.
| | - Yu Ruan
- Department of Emergency and Critical Disease, Songjiang Research Institute, Songjiang Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 201600, China; Department of Anatomy and Physiology, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China.
| | - Qi Han
- Department of Emergency and Critical Disease, Songjiang Research Institute, Songjiang Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 201600, China; Department of Anatomy and Physiology, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China; Co-innovation Center of Neuroregeneration, Nantong University, Nantong 226001, China.
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3
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Lee-Glover LP, Shutt TE. Mitochondrial quality control pathways sense mitochondrial protein import. Trends Endocrinol Metab 2024; 35:308-320. [PMID: 38103974 DOI: 10.1016/j.tem.2023.11.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 11/16/2023] [Accepted: 11/17/2023] [Indexed: 12/19/2023]
Abstract
Mitochondrial quality control (MQC) mechanisms are required to maintain a functional proteome, which enables mitochondria to perform a myriad of important cellular functions from oxidative phosphorylation to numerous other metabolic pathways. Mitochondrial protein homeostasis begins with the import of over 1000 nuclear-encoded mitochondrial proteins and the synthesis of 13 mitochondrial DNA-encoded proteins. A network of chaperones and proteases helps to fold new proteins and degrade unnecessary, damaged, or misfolded proteins, whereas more extensive damage can be removed by mitochondrial-derived vesicles (MDVs) or mitochondrial autophagy (mitophagy). Here, focusing on mechanisms in mammalian cells, we review the importance of mitochondrial protein import as a sentinel of mitochondrial function that activates multiple MQC mechanisms when impaired.
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Affiliation(s)
- Laurie P Lee-Glover
- Department of Biochemistry & Molecular Biology, Cumming School of Medicine, University of Calgary, Alberta, Canada
| | - Timothy E Shutt
- Department of Biochemistry & Molecular Biology, Cumming School of Medicine, University of Calgary, Alberta, Canada; Department of Medical Genetics, Cumming School of Medicine, University of Calgary, Alberta, Canada; Hotchkiss Brain Institute, Cumming School of Medicine, University of Calgary, Alberta, Canada; Alberta Children's Hospital Research Institute, Cumming School of Medicine, University of Calgary, Alberta, Canada; Snyder Institute for Chronic Diseases, Cumming School of Medicine, University of Calgary, Alberta, Canada.
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4
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Yang H, Zhao A, Chen Y, Cheng T, Zhou J, Li Z. Exploring the potential link between MitoEVs and the immune microenvironment of periodontitis based on machine learning and bioinformatics methods. BMC Oral Health 2024; 24:169. [PMID: 38308306 PMCID: PMC10838001 DOI: 10.1186/s12903-024-03912-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 01/18/2024] [Indexed: 02/04/2024] Open
Abstract
BACKGROUND Periodontitis is a chronic inflammatory condition triggered by immune system malfunction. Mitochondrial extracellular vesicles (MitoEVs) are a group of highly heterogeneous extracellular vesicles (EVs) enriched in mitochondrial fractions. The objective of this research was to examine the correlation between MitoEVs and the immune microenvironment of periodontitis. METHODS Data from MitoCarta 3.0, GeneCards, and GEO databases were utilized to identify differentially expressed MitoEV-related genes (MERGs) and conduct functional enrichment and pathway analyses. The random forest and LASSO algorithms were employed to identify hub MERGs. Infiltration levels of immune cells in periodontitis and healthy groups were estimated using the CIBERSORT algorithm, and phenotypic subgroups of periodontitis based on hub MERG expression levels were explored using a consensus clustering method. RESULTS A total of 44 differentially expressed MERGs were identified. The random forest and LASSO algorithms identified 9 hub MERGs (BCL2L11, GLDC, CYP24A1, COQ2, MTPAP, NIPSNAP3A, FAM162A, MYO19, and NDUFS1). ROC curve analysis showed that the hub gene and logistic regression model presented excellent diagnostic and discriminating abilities. Immune infiltration and consensus clustering analysis indicated that hub MERGs were highly correlated with various types of immune cells, and there were significant differences in immune cells and hub MERGs among different periodontitis subtypes. CONCLUSION The periodontitis classification model based on MERGs shows excellent performance and can offer novel perspectives into the pathogenesis of periodontitis. The high correlation between MERGs and various immune cells and the significant differences between immune cells and MERGs in different periodontitis subtypes can clarify the regulatory roles of MitoEVs in the immune microenvironment of periodontitis. Future research should focus on elucidating the functional mechanisms of hub MERGs and exploring potential therapeutic interventions based on these findings.
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Affiliation(s)
- Haoran Yang
- Affiliated Stomatology Hospital of Kunming Medical University, Kunming, Yunnan, China
- Yunnan Provincial Key Laboratory of Stomatology, Kunming, Yunnan, China
| | - Anna Zhao
- Affiliated Stomatology Hospital of Kunming Medical University, Kunming, Yunnan, China
- Yunnan Provincial Key Laboratory of Stomatology, Kunming, Yunnan, China
| | - Yuxiang Chen
- Affiliated Stomatology Hospital of Kunming Medical University, Kunming, Yunnan, China
- Yunnan Provincial Key Laboratory of Stomatology, Kunming, Yunnan, China
| | - Tingting Cheng
- Affiliated Stomatology Hospital of Kunming Medical University, Kunming, Yunnan, China
- Yunnan Provincial Key Laboratory of Stomatology, Kunming, Yunnan, China
| | | | - Ziliang Li
- Affiliated Stomatology Hospital of Kunming Medical University, Kunming, Yunnan, China.
- Yunnan Provincial Key Laboratory of Stomatology, Kunming, Yunnan, China.
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Yamamoto S, Ogasawara N, Mitsuhashi Y, Takano K, Yokota SI. The clarithromycin-binding proteins NIPSNAP1 and 2 regulate cytokine production through mitochondrial quality control. Sci Rep 2024; 14:2354. [PMID: 38287119 PMCID: PMC10824736 DOI: 10.1038/s41598-024-52582-7] [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: 09/26/2023] [Accepted: 01/20/2024] [Indexed: 01/31/2024] Open
Abstract
The mechanism underlying the anti-inflammatory effect of macrolide antibiotics, such as clarithromycin (CAM), remains to be clarified. The CAM-binding proteins 4-nitrophenylphosphatase domain and non-neuronal synaptosomal associated protein 25 (SNAP25)-like protein homolog (NIPSNAP) 1 and 2 are involved in the immune response and mitochondrial homeostasis. However, the axis between CAM-NIPSNAP-mitochondria and Toll-like receptor (TLR) and their molecular mechanisms remain unknown. In this study, we sought to elucidate the relationship between mitochondrial homeostasis mediated by NIPSNAP1 and 2 and the immunomodulatory effect of CAM. NIPSNAP1 or 2 knockdown (KD) by RNA interference impaired TLR4-mediated interleukin-8 (IL-8) production. Similar impairment was observed upon treatment with mitochondrial function inhibitors. However, IL-8 secretion was not impaired in NIPSNAP1 and 2 individual knockout (KO) and double KO (DKO) cells. Moreover, the oxygen consumption rate (OCR) in mitochondria measured using a flex analyzer was significantly reduced in NIPSNAP1 or 2 KD cells, but not in DKO cells. CAM also dose-dependently reduced the OCR. These results indicate that CAM suppresses the IL-8 production via the mitochondrial quality control regulated by temporary functional inhibition of NIPSNAP1 and 2. Our findings provide new insight into the mechanisms underlying cytokine production, including the TLR-mitochondria axis, and the immunomodulatory effects of macrolides.
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Affiliation(s)
- Soh Yamamoto
- Department of Microbiology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Noriko Ogasawara
- Department of Microbiology, Sapporo Medical University School of Medicine, Sapporo, Japan.
- Department of Otolaryngology-Head and Neck Surgery, Sapporo Medical University School of Medicine, Sapporo, Japan.
| | - Yukari Mitsuhashi
- Department of Microbiology, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Kenichi Takano
- Department of Otolaryngology-Head and Neck Surgery, Sapporo Medical University School of Medicine, Sapporo, Japan
| | - Shin-Ichi Yokota
- Department of Microbiology, Sapporo Medical University School of Medicine, Sapporo, Japan
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6
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Molinaro M, Torrente Y, Villa C, Farini A. Advancing Biomarker Discovery and Therapeutic Targets in Duchenne Muscular Dystrophy: A Comprehensive Review. Int J Mol Sci 2024; 25:631. [PMID: 38203802 PMCID: PMC10778889 DOI: 10.3390/ijms25010631] [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: 11/23/2023] [Revised: 12/25/2023] [Accepted: 12/28/2023] [Indexed: 01/12/2024] Open
Abstract
Mounting evidence underscores the intricate interplay between the immune system and skeletal muscles in Duchenne muscular dystrophy (DMD), as well as during regular muscle regeneration. While immune cell infiltration into skeletal muscles stands out as a prominent feature in the disease pathophysiology, a myriad of secondary defects involving metabolic and inflammatory pathways persist, with the key players yet to be fully elucidated. Steroids, currently the sole effective therapy for delaying onset and symptom control, come with adverse side effects, limiting their widespread use. Preliminary evidence spotlighting the distinctive features of T cell profiling in DMD prompts the immuno-characterization of circulating cells. A molecular analysis of their transcriptome and secretome holds the promise of identifying a subpopulation of cells suitable as disease biomarkers. Furthermore, it provides a gateway to unraveling new pathological pathways and pinpointing potential therapeutic targets. Simultaneously, the last decade has witnessed the emergence of novel approaches. The development and equilibrium of both innate and adaptive immune systems are intricately linked to the gut microbiota. Modulating microbiota-derived metabolites could potentially exacerbate muscle damage through immune system activation. Concurrently, genome sequencing has conferred clinical utility for rare disease diagnosis since innovative methodologies have been deployed to interpret the functional consequences of genomic variations. Despite numerous genes falling short as clinical targets for MD, the exploration of Tdark genes holds promise for unearthing novel and uncharted therapeutic insights. In the quest to expedite the translation of fundamental knowledge into clinical applications, the identification of novel biomarkers and disease targets is paramount. This initiative not only advances our understanding but also paves the way for the design of innovative therapeutic strategies, contributing to enhanced care for individuals grappling with these incapacitating diseases.
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Affiliation(s)
- Monica Molinaro
- Neurology Unit, Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico, Via Francesco Sforza 35, 20122 Milan, Italy; (M.M.); (Y.T.)
| | - Yvan Torrente
- Neurology Unit, Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico, Via Francesco Sforza 35, 20122 Milan, Italy; (M.M.); (Y.T.)
- Stem Cell Laboratory, Dino Ferrari Center, Department of Pathophysiology and Transplantation, University of Milan, 20100 Milan, Italy;
| | - Chiara Villa
- Stem Cell Laboratory, Dino Ferrari Center, Department of Pathophysiology and Transplantation, University of Milan, 20100 Milan, Italy;
| | - Andrea Farini
- Neurology Unit, Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico, Via Francesco Sforza 35, 20122 Milan, Italy; (M.M.); (Y.T.)
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7
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Liu Y, Qu Y, Cheng C, Tsai PY, Edwards K, Xue S, Pandit S, Eguchi S, Sanghera N, Barrow JJ. Nipsnap1-A regulatory factor required for long-term maintenance of non-shivering thermogenesis. Mol Metab 2023; 75:101770. [PMID: 37423391 PMCID: PMC10404556 DOI: 10.1016/j.molmet.2023.101770] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 06/29/2023] [Accepted: 06/30/2023] [Indexed: 07/11/2023] Open
Abstract
OBJECTIVE The activation of non-shivering thermogenesis (NST) has strong potential to combat obesity and metabolic disease. The activation of NST however is extremely temporal and the mechanisms surrounding how the benefits of NST are sustained once fully activated, remain unexplored. The objective of this study is to investigate the role of 4-Nitrophenylphosphatase Domain and Non-Neuronal SNAP25-Like 1 (Nipsnap1) in NST maintenance, which is a critical regulator identified in this study. METHODS The expression of Nipsnap1 was profiled by immunoblotting and RT-qPCR. We generated Nipsnap1 knockout mice (N1-KO) and investigated the function of Nipsnap1 in NST maintenance and whole-body metabolism using whole body respirometry analyses. We evaluate the metabolic regulatory role of Nipsnap1 using cellular and mitochondrial respiration assay. RESULTS Here, we show Nipsnap1 as a critical regulator of long-term thermogenic maintenance in brown adipose tissue (BAT). Nipsnap1 localizes to the mitochondrial matrix and increases its transcript and protein levels in response to both chronic cold and β3 adrenergic signaling. We demonstrated that these mice are unable to sustain activated energy expenditure and have significantly lower body temperature in the face of an extended cold challenge. Furthermore, when mice are exposed to the pharmacological β3 agonist CL 316, 243, the N1-KO mice exhibit significant hyperphagia and altered energy balance. Mechanistically, we demonstrate that Nipsnap1 integrates with lipid metabolism and BAT-specific ablation of Nipsnap1 leads to severe defects in beta-oxidation capacity when exposed to a cold environmental challenge. CONCLUSION Our findings identify Nipsnap1 as a potent regulator of long-term NST maintenance in BAT.
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Affiliation(s)
- Yang Liu
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14850, USA
| | - Yue Qu
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14850, USA
| | - Chloe Cheng
- Department of Veterinary Medicine, Cornell University, Ithaca, NY, 14850, USA
| | - Pei-Yin Tsai
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14850, USA
| | - Kaydine Edwards
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14850, USA
| | - Siwen Xue
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14850, USA
| | - Supriya Pandit
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14850, USA
| | - Sakura Eguchi
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14850, USA
| | - Navneet Sanghera
- Department of Biological Sciences, San Jose State University, San Jose, CA, 95192, USA
| | - Joeva J Barrow
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14850, USA.
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8
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Gao E, Sun X, Thorne RF, Zhang XD, Li J, Shao F, Ma J, Wu M. NIPSNAP1 directs dual mechanisms to restrain senescence in cancer cells. J Transl Med 2023; 21:401. [PMID: 37340421 DOI: 10.1186/s12967-023-04232-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 05/27/2023] [Indexed: 06/22/2023] Open
Abstract
BACKGROUND Although the executive pathways of senescence are known, the underlying control mechanisms are diverse and not fully understood, particularly how cancer cells avoid triggering senescence despite experiencing exacerbated stress conditions within the tumor microenvironment. METHODS Mass spectrometry (MS)-based proteomic screening was used to identify differentially regulated genes in serum-starved hepatocellular carcinoma cells and RNAi employed to determine knockdown phenotypes of prioritized genes. Thereafter, gene function was investigated using cell proliferation assays (colony-formation, CCK-8, Edu incorporation and cell cycle) together with cellular senescence assays (SA-β-gal, SAHF and SASP). Gene overexpression and knockdown techniques were applied to examine mRNA and protein regulation in combination with luciferase reporter and proteasome degradation assays, respectively. Flow cytometry was applied to detect changes in cellular reactive oxygen species (ROS) and in vivo gene function examined using a xenograft model. RESULTS Among the genes induced by serum deprivation, NIPSNAP1 was selected for investigation. Subsequent experiments revealed that NIPSNAP1 promotes cancer cell proliferation and inhibits P27-dependent induction of senescence via dual mechanisms. Firstly, NIPSNAP1 maintains the levels of c-Myc by sequestering the E3 ubiquitin ligase FBXL14 to prevent the proteasome-mediated turnover of c-Myc. Intriguingly, NIPSNAP1 levels are restrained by transcriptional repression mediated by c-Myc-Miz1, with repression lifted in response to serum withdrawal, thus identifying feedback regulation between NIPSNAP1 and c-Myc. Secondly, NIPSNAP1 was shown to modulate ROS levels by promoting interactions between the deacetylase SIRT3 and superoxide dismutase 2 (SOD2). Consequent activation of SOD2 serves to maintain cellular ROS levels below the critical levels required to induce cell cycle arrest and senescence. Importantly, the actions of NIPSNAP1 in promoting cancer cell proliferation and preventing senescence were recapitulated in vivo using xenograft models. CONCLUSIONS Together, these findings reveal NIPSNAP1 as an important mediator of c-Myc function and a negative regulator of cellular senescence. These findings also provide a theoretical basis for cancer therapy where targeting NIPSNAP1 invokes cellular senescence.
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Affiliation(s)
- Enyi Gao
- Translational Research Institute, Henan Provincial People's Hospital, School of Clinical Medicine, Henan University, Zhengzhou, 450046, China
- School of Basic Medical Sciences, Henan University, Zhengzhou, 450046, China
| | - Xiaoya Sun
- School of Basic Medical Sciences, Zhengzhou University, Zhengzhou, 450001, China
| | - Rick Francis Thorne
- Henan Provincial People's Hospital, Zhengzhou University, Zhengzhou, 450003, China
| | - Xu Dong Zhang
- Henan Provincial People's Hospital, Zhengzhou University, Zhengzhou, 450003, China
| | - Jinming Li
- Henan Provincial People's Hospital, Zhengzhou University, Zhengzhou, 450003, China
| | - Fengmin Shao
- Henan Provincial People's Hospital, Zhengzhou University, Zhengzhou, 450003, China.
| | - Jianli Ma
- Department of Radiation Oncology, Harbin Medical University Cancer Hospital, Harbin, China.
| | - Mian Wu
- Translational Research Institute, Henan Provincial People's Hospital, School of Clinical Medicine, Henan University, Zhengzhou, 450046, China.
- School of Basic Medical Sciences, Henan University, Zhengzhou, 450046, China.
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9
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Julca I, Mutwil-Anderwald D, Manoj V, Khan Z, Lai SK, Yang LK, Beh IT, Dziekan J, Lim YP, Lim SK, Low YW, Lam YI, Tjia S, Mu Y, Tan QW, Nuc P, Choo LM, Khew G, Shining L, Kam A, Tam JP, Bozdech Z, Schmidt M, Usadel B, Kanagasundaram Y, Alseekh S, Fernie A, Li HY, Mutwil M. Genomic, transcriptomic, and metabolomic analysis of Oldenlandia corymbosa reveals the biosynthesis and mode of action of anti-cancer metabolites. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2023. [PMID: 36807520 DOI: 10.1111/jipb.13469] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Accepted: 02/18/2023] [Indexed: 06/18/2023]
Abstract
Plants accumulate a vast array of secondary metabolites, which constitute a natural resource for pharmaceuticals. Oldenlandia corymbosa belongs to the Rubiaceae family, and has been used in traditional medicine to treat different diseases, including cancer. However, the active metabolites of the plant, their biosynthetic pathway and mode of action in cancer are unknown. To fill these gaps, we exposed this plant to eight different stress conditions and combined different omics data capturing gene expression, metabolic profiles, and anti-cancer activity. Our results show that O. corymbosa extracts are active against breast cancer cell lines and that ursolic acid is responsible for this activity. Moreover, we assembled a high-quality genome and uncovered two genes involved in the biosynthesis of ursolic acid. Finally, we also revealed that ursolic acid causes mitotic catastrophe in cancer cells and identified three high-confidence protein binding targets by Cellular Thermal Shift Assay (CETSA) and reverse docking. Altogether, these results constitute a valuable resource to further characterize the biosynthesis of active metabolites in the Oldenlandia group, while the mode of action of ursolic acid will allow us to further develop this valuable compound.
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Affiliation(s)
- Irene Julca
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | | | - Vaishnervi Manoj
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Zahra Khan
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Soak Kuan Lai
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Lay K Yang
- Shared Analytics, Singapore Institute of Food and Biotechnology Innovation (SIFBI), Agency for Science, Technology and Research (A*STAR), Singapore, 138671, Singapore
| | - Ing T Beh
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Jerzy Dziekan
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Yoon P Lim
- Department of Biochemistry, National University of Singapore, Singapore, 117596, Singapore
| | - Shen K Lim
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
- Department of Biochemistry, National University of Singapore, Singapore, 117596, Singapore
| | - Yee W Low
- Singapore Botanic Gardens, Singapore, 259569, Singapore
| | - Yuen I Lam
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Seth Tjia
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Yuguang Mu
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Qiao W Tan
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Przemyslaw Nuc
- Department of Gene Expression, Faculty of Biology, Institute of Molecular Biology and Biotechnology, Adam Mickiewicz University, Poznan, 61-614, Poland
| | - Le M Choo
- Singapore Botanic Gardens, Singapore, 259569, Singapore
| | - Gillian Khew
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
- Singapore Botanic Gardens, Singapore, 259569, Singapore
| | - Loo Shining
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Antony Kam
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - James P Tam
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Zbynek Bozdech
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | | | - Bjoern Usadel
- IBG-4 Bioinformatics, Forschungszentrum Jülich, Jülich, 52428, Germany
| | - Yoganathan Kanagasundaram
- Shared Analytics, Singapore Institute of Food and Biotechnology Innovation (SIFBI), Agency for Science, Technology and Research (A*STAR), Singapore, 138671, Singapore
| | - Saleh Alseekh
- Max-Planck-Institut für Molekulare Pflanzenphysiologie, Potsdam-Golm, 14476, Germany
- Center of Plant Systems Biology and Biotechnology, Plovdiv, 4000, Bulgaria
| | - Alisdair Fernie
- Max-Planck-Institut für Molekulare Pflanzenphysiologie, Potsdam-Golm, 14476, Germany
- Center of Plant Systems Biology and Biotechnology, Plovdiv, 4000, Bulgaria
| | - Hoi Y Li
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
| | - Marek Mutwil
- School of Biological Sciences, Nanyang Technological University, Singapore, 639798, Singapore
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Onder S, van Grol M, Fidder A, Xiao G, Noort D, Yerramalla U, Tacal O, Schopfer LM, Lockridge O. Rabbit Antidiethoxyphosphotyrosine Antibody, Made by Single B Cell Cloning, Detects Chlorpyrifos Oxon-Modified Proteins in Cultured Cells and Immunopurifies Modified Peptides for Mass Spectrometry. J Proteome Res 2021; 20:4728-4745. [PMID: 34469172 PMCID: PMC8491160 DOI: 10.1021/acs.jproteome.1c00383] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
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Chronic low-dose
exposure to organophosphorus pesticides is associated
with the risk of neurodegenerative disease. The mechanism of neurotoxicity
is independent of acetylcholinesterase inhibition. Adducts on tyrosine,
lysine, threonine, and serine can occur after exposure to organophosphorus
pesticides, the most stable being adducts on tyrosine. Rabbit monoclonal
1C6 to diethoxyphosphate-modified tyrosine (depY) was created by single
B cell cloning. The amino acid sequence and binding constant (Kd 3.2 × 10–8 M) were
determined. Cultured human neuroblastoma SH-SY5Y and mouse neuroblastoma
N2a cells incubated with a subcytotoxic dose of 10 μM chlorpyrifos
oxon contained depY-modified proteins detected by monoclonal 1C6 on
Western blots. depY-labeled peptides from tryptic digests of cell
lysates were immunopurified by binding to immobilized 1C6. Peptides
released with 50% acetonitrile and 1% formic acid were analyzed by
liquid chromatography tandem mass spectrometry (LC-MS/MS) on an Orbitrap
Fusion Lumos mass spectrometer. Protein Prospector database searches
identified 51 peptides modified on tyrosine by diethoxyphosphate in
SH-SY5Y cell lysate and 73 diethoxyphosphate-modified peptides in
N2a cell lysate. Adducts appeared most frequently on the cytoskeleton
proteins tubulin, actin, and vimentin. It was concluded that rabbit
monoclonal 1C6 can be useful for studies that aim to understand the
mechanism of neurotoxicity resulting from low-dose exposure to organophosphorus
pesticides.
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Affiliation(s)
- Seda Onder
- Department of Biochemistry, School of Pharmacy, Hacettepe University, Ankara 06100, Turkey
| | - Marco van Grol
- TNO Organisation for Applied Scientific Research, 2280 AA Rijswijk, The Netherlands
| | - Alex Fidder
- TNO Organisation for Applied Scientific Research, 2280 AA Rijswijk, The Netherlands
| | - Gaoping Xiao
- Syd Labs, Inc., Hopkinton, Massachusetts 01748, United States
| | - Daan Noort
- TNO Organisation for Applied Scientific Research, 2280 AA Rijswijk, The Netherlands
| | | | - Ozden Tacal
- Department of Biochemistry, School of Pharmacy, Hacettepe University, Ankara 06100, Turkey
| | - Lawrence M Schopfer
- Eppley Institute, University of Nebraska Medical Center, Omaha, Nebraska 68198, United States
| | - Oksana Lockridge
- Eppley Institute, University of Nebraska Medical Center, Omaha, Nebraska 68198, United States
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