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Yabaji SM, Zhernovkov V, Araveti PB, Lata S, Rukhlenko OS, Al Abdullatif S, Vanvalkenburg A, Alekseev Y, Ma Q, Dayama G, Lau NC, Johnson WE, Bishai WR, Crossland NA, Campbell JD, Kholodenko BN, Gimelbrant AA, Kobzik L, Kramnik I. Lipid Peroxidation and Type I Interferon Coupling Fuels Pathogenic Macrophage Activation Causing Tuberculosis Susceptibility. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.05.583602. [PMID: 38496444 PMCID: PMC10942339 DOI: 10.1101/2024.03.05.583602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
A quarter of human population is infected with Mycobacterium tuberculosis, but less than 10% of those infected develop pulmonary TB. We developed a genetically defined sst1-susceptible mouse model that uniquely reproduces a defining feature of human TB: the development of necrotic lung granulomas and determined that the sst1-susceptible phenotype was driven by the aberrant macrophage activation. This study demonstrates that the aberrant response of the sst1-susceptible macrophages to prolonged stimulation with TNF is primarily driven by conflicting Myc and antioxidant response pathways leading to a coordinated failure 1) to properly sequester intracellular iron and 2) to activate ferroptosis inhibitor enzymes. Consequently, iron-mediated lipid peroxidation fueled IFNβ superinduction and sustained the Type I Interferon (IFN-I) pathway hyperactivity that locked the sst1-susceptible macrophages in a state of unresolving stress and compromised their resistance to Mtb. The accumulation of the aberrantly activated, stressed, macrophages within granuloma microenvironment led to the local failure of anti-tuberculosis immunity and tissue necrosis. The upregulation of Myc pathway in peripheral blood cells of human TB patients was significantly associated with poor outcomes of TB treatment. Thus, Myc dysregulation in activated macrophages results in an aberrant macrophage activation and represents a novel target for host-directed TB therapies.
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Affiliation(s)
- Shivraj M. Yabaji
- The National Emerging Infectious Diseases Laboratory, Boston University, Boston, MA
| | - Vadim Zhernovkov
- Systems Biology Ireland, School of Medicine, University College Dublin, Dublin 4, Ireland
| | | | - Suruchi Lata
- The National Emerging Infectious Diseases Laboratory, Boston University, Boston, MA
| | - Oleksii S. Rukhlenko
- Systems Biology Ireland, School of Medicine, University College Dublin, Dublin 4, Ireland
| | - Salam Al Abdullatif
- Department of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA
| | - Arthur Vanvalkenburg
- Rutgers University, New Jersey Medical School, Division of Infectious Disease, Department of Medicine
- Rutgers University, New Jersey Medical School, Center for Data Science
| | - Yuriy Alekseev
- The Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA 02118
| | - Qicheng Ma
- Department of Biochemistry, and Cell Biology and Genome Science Institute, Boston University Chobanian & Avedisian School of Medicine
| | - Gargi Dayama
- Department of Biochemistry, and Cell Biology and Genome Science Institute, Boston University Chobanian & Avedisian School of Medicine
| | - Nelson C. Lau
- The National Emerging Infectious Diseases Laboratory, Boston University, Boston, MA
- Department of Biochemistry, and Cell Biology and Genome Science Institute, Boston University Chobanian & Avedisian School of Medicine
| | - W. Evan Johnson
- Rutgers University, New Jersey Medical School, Division of Infectious Disease, Department of Medicine
- Rutgers University, New Jersey Medical School, Center for Data Science
| | - William R. Bishai
- Center for TB Research, Johns Hopkins School of Medicine, Baltimore, Maryland
| | - Nicholas A. Crossland
- The National Emerging Infectious Diseases Laboratory, Boston University, Boston, MA
- The Department of Pathology and Laboratory Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA 02118
| | - Joshua D. Campbell
- Department of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA
| | - Boris N. Kholodenko
- Systems Biology Ireland, School of Medicine, University College Dublin, Dublin 4, Ireland
- Conway Institute of Biomolecular & Biomedical Research, University College Dublin, Dublin 4, Ireland
- Department of Pharmacology, Yale University School of Medicine, New Haven CT, USA
| | | | | | - Igor Kramnik
- The National Emerging Infectious Diseases Laboratory, Boston University, Boston, MA
- Pulmonary Center, The Department of Medicine, Boston University Chobanian & Avedisian School of Medicine
- Dept. of Microbiology, Boston University Chobanian & Avedisian School of Medicine
- Lead Contact
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2
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Jeong JS, Yoon Y, Kim W, Kim HJ, Park HJ, Park KH, Lee KB, Kim SR, Kim SH, Park YS, Hong SB, Hong SJ, Kim DI, Lee GH, Chae HJ, Lee YC. NecroX Improves Polyhexamethylene Guanidine-induced Lung Injury by Regulating Mitochondrial Oxidative Stress and Endoplasmic Reticulum Stress. Am J Respir Cell Mol Biol 2023; 69:57-72. [PMID: 36930952 DOI: 10.1165/rcmb.2021-0459oc] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 03/16/2023] [Indexed: 03/19/2023] Open
Abstract
Various environmental compounds are inducers of lung injury. Mitochondria are crucial organelles that can be affected by many lung diseases. NecroX is an indole-derived antioxidant that specifically targets mitochondria. We aimed to evaluate the therapeutic potential and related molecular mechanisms of NecroX in preclinical models of fatal lung injury. We investigated the therapeutic effects of NecroX on two different experimental models of lung injury induced by polyhexamethylene guanidine (PHMG) and bleomycin, respectively. We also performed transcriptome analysis of lung tissues from PHMG-exposed mice and compared the expression profiles with those from dozens of bleomycin-induced fibrosis public data sets. Respiratory exposure to PHMG and bleomycin led to fatal lung injury manifesting extensive inflammation followed by fibrosis. These specifically affected mitochondria regarding biogenesis, mitochondrial DNA integrity, and the generation of mitochondrial reactive oxygen species in various cell types. NecroX significantly improved the pathobiologic features of the PHMG- and bleomycin-induced lung injuries through regulation of mitochondrial oxidative stress. Endoplasmic reticulum stress was also implicated in PHMG-associated lung injuries of mice and humans, and NecroX alleviated PHMG-induced lung injury and the subsequent fibrosis, in part, via regulation of endoplasmic reticulum stress in mice. Gene expression profiles of PHMG-exposed mice were highly consistent with public data sets of bleomycin-induced lung injury models. Pathways related to mitochondrial activities, including oxidative stress, oxidative phosphorylation, and mitochondrial translation, were upregulated, and these patterns were significantly reversed by NecroX. These findings demonstrate that NecroX possesses therapeutic potential for fatal lung injury in humans.
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Affiliation(s)
- Jae Seok Jeong
- Department of Internal Medicine, Research Center for Pulmonary Disorders, Medical School
- Research Institute of Clinical Medicine, and
- Korea Zoonosis Research Institute, Jeonbuk National University, Iksan, South Korea
- Biomedical Research Institute, Jeonbuk National University Hospital, Jeonju, South Korea
| | - Yeogha Yoon
- Department of Life Sciences, Ewha Womans University, Seoul, South Korea
| | - Wankyu Kim
- Department of Life Sciences, Ewha Womans University, Seoul, South Korea
| | - Hee Jung Kim
- Department of Internal Medicine, Research Center for Pulmonary Disorders, Medical School
- Biomedical Research Institute, Jeonbuk National University Hospital, Jeonju, South Korea
| | - Hae Jin Park
- Department of Internal Medicine, Research Center for Pulmonary Disorders, Medical School
| | - Kyung Hwa Park
- Department of Internal Medicine, Research Center for Pulmonary Disorders, Medical School
| | - Kyung Bae Lee
- Functional Food Evaluation Center, National Food Cluster, Iksan, South Korea
| | - So Ri Kim
- Department of Internal Medicine, Research Center for Pulmonary Disorders, Medical School
- Research Institute of Clinical Medicine, and
- Biomedical Research Institute, Jeonbuk National University Hospital, Jeonju, South Korea
| | - Soon Ha Kim
- MitoImmnune Therapeutics, Seoul, South Korea
| | | | - Sang-Bum Hong
- Department of Pulmonology and Critical Care Medicine, and
| | - Soo-Jong Hong
- Department of Pediatrics, Childhood Asthma and Atopy Center, Environmental Health Center, Asan Medical Center, College of Medicine, University of Ulsan, Seoul, South Korea; and
| | - Dong Im Kim
- Inhalation Toxicology Research Center, Korea Institute of Toxicology, Jeongeup, South Korea
| | | | - Han-Jung Chae
- School of Pharmacy, Jeonbuk National University, Jeonju, South Korea
- Non-Clinical Evaluation Center, and
| | - Yong Chul Lee
- Department of Internal Medicine, Research Center for Pulmonary Disorders, Medical School
- Research Institute of Clinical Medicine, and
- Korea Zoonosis Research Institute, Jeonbuk National University, Iksan, South Korea
- Biomedical Research Institute, Jeonbuk National University Hospital, Jeonju, South Korea
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3
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Sohrabi SS, Rashidipour M, Sohrabi SM, Hadizadeh M, Shams MH, Mohammadi M. Genome-wide evaluation of transcriptomic responses of human tissues to smoke: A systems biology study. Gene X 2022; 820:146114. [PMID: 35077830 DOI: 10.1016/j.gene.2021.146114] [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: 07/30/2021] [Revised: 11/29/2021] [Accepted: 12/06/2021] [Indexed: 11/18/2022] Open
Abstract
The harmful compounds in various sources of smoke threaten human health. So far, many studies have investigated the effects of compounds of smoke on transcriptome changes in different human tissues. However, no study has been conducted on the effects of these compounds on transcriptome changes in different human tissues simultaneously. Hence, the present study was conducted to identify smoke-related genes (SRGs) and their response mechanisms to smoke in various human cells and tissues using systems biology based methods. A total of 6,484 SRGs were identified in the studied tissues, among which 4,095 SRGs were up-regulated and 2,389 SRGs were down-regulated. Totally, 459 SRGs were smoke-related transcription factors (SRTFs). Gene regulatory network analysis showed that the studied cells and tissues have different gene regulation and responses to compounds of smoke. The comparison of different tissues revealed no common SRG among the all studied tissues. However, the CYP1B1 gene was common among seven cells and tissues, and had the same expression trend. Network analysis showed that the CYP1B1 is a hub gene among SRGs in various cells and tissues. To the best of our knowledge, for the first time, our results showed that compounds of smoke induce and increase the expression of CYP1B1 key gene in all target and non-target tissues of human. Moreover, despite the specific characteristics of CYP1B1 gene and its identical expression trend in target and non-target tissues, it can be used as a biomarker for diagnosis and prognosis.
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Affiliation(s)
- Seyed Sajad Sohrabi
- Department of Production Engineering and Plant Genetics, Faculty of Agriculture, Lorestan University, Khorramabad, Iran; Environmental Health Research Center, Lorestan University of Medical Sciences, Khorramabad, Iran
| | - Marzieh Rashidipour
- Environmental Health Research Center, Lorestan University of Medical Sciences, Khorramabad, Iran; Nutritional Health Research Center, Lorestan University of Medical Sciences, Khorramabad, Iran.
| | - Seyyed Mohsen Sohrabi
- Department of Production Engineering and Plant Genetics, Faculty of Agriculture, Shahid Chamran University of Ahvaz, Ahvaz, Iran
| | - Morteza Hadizadeh
- Physiology Research Center, Institute of Basic and Clinical Physiology Sciences, Kerman University of Medical Sciences, Kerman, Iran
| | - Mohammad-Hossein Shams
- Department of Immunology, Faculty of Medicine, Lorestan University of Medical Sciences, Khorramabad, Iran
| | - Mohsen Mohammadi
- Razi Herbal Medicines Research Center and Department of Pharmacognosy and Pharmaceutical Biotechnology, Faculty of Pharmacy, Lorestan University of Medical Sciences, Khorramabad, Iran
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4
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Seidel C, Zhernovkov V, Cassidy H, Kholodenko B, Matallanas D, Cosnier F, Gaté L. Inhaled multi-walled carbon nanotubes differently modulate global gene and protein expression in rat lungs. Nanotoxicology 2020; 15:238-256. [PMID: 33332178 DOI: 10.1080/17435390.2020.1851418] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Inhalation of multi-walled carbon nanotubes (MWCNTs) induces lung inflammation. Depending on industrial applications, CNTs with different physicochemical characteristics are produced and workers can potentially be exposed. This raises concerns about the long-term health effects of these nanomaterials. Because of the wide variety of MWCNTs, it is essential to study the toxicological effects of CNTs of various shapes and to better understand the impact physical and chemical properties have on their toxicity. In this study, rats were exposed by nose-only to two pristine MWCNTs with different morphologies: the long and thick NM-401 or the short and thin NM-403. After four weeks of inhalation, animals were euthanized at four different times during the recovery period: three days (short-term), 30 and 90 days (intermediate-term) and 180 days (long-term). Analyses of the transcriptome in the whole lung and the proteome in the bronchoalveolar lavage fluid of exposed animals were performed to understand the MWCNT underlying mechanisms of toxicity. Following inhalation of NM-401, we observed a dose-dependent increase in the number of differentially expressed genes and proteins, whereas there is no clear difference between the two concentrations of NM-403. After NM-403 inhalation, the number of differentially expressed genes and proteins varied less between the four post-exposure times compared to NM-401, which supports the postulation of a persistent effect of this type of CNT. Our toxicogenomics approaches give insights into the different toxicological profile following MWCNT exposure.
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Affiliation(s)
- Carole Seidel
- Institut National de Recherche et de Sécurité (INRS), Vandoeuvre-lès-Nancy Cedex, France
| | - Vadim Zhernovkov
- Systems Biology Ireland, School of Medicine and Medical Sciences, University College Dublin, Belfield, Ireland
| | - Hilary Cassidy
- Systems Biology Ireland, School of Medicine and Medical Sciences, University College Dublin, Belfield, Ireland.,School of Biomolecular and Biomedical Sciences, University College Dublin, Belfield, Ireland
| | - Boris Kholodenko
- Systems Biology Ireland, School of Medicine and Medical Sciences, University College Dublin, Belfield, Ireland.,Department of Pharmacology, Yale University School of Medicine, New Haven, CT, USA
| | - David Matallanas
- Systems Biology Ireland, School of Medicine and Medical Sciences, University College Dublin, Belfield, Ireland
| | - Frédéric Cosnier
- Institut National de Recherche et de Sécurité (INRS), Vandoeuvre-lès-Nancy Cedex, France
| | - Laurent Gaté
- Institut National de Recherche et de Sécurité (INRS), Vandoeuvre-lès-Nancy Cedex, France
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5
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Seoighe C, Bracken AP, Buckley P, Doran P, Green R, Healy S, Kavanagh D, Kenny E, Lawler M, Lowery M, Morris D, Morrissey D, O'Byrne JJ, Shields D, Smith O, Steward CA, Sweeney B, Kolch W. The future of genomics in Ireland - focus on genomics for health. HRB Open Res 2020; 3:89. [PMID: 33855271 PMCID: PMC7993626 DOI: 10.12688/hrbopenres.13187.1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/30/2020] [Indexed: 12/15/2022] Open
Abstract
Genomics is revolutionizing biomedical research, medicine and healthcare globally in academic, public and industry sectors alike. Concrete examples around the world show that huge benefits for patients, society and economy can be accrued through effective and responsible genomic research and clinical applications. Unfortunately, Ireland has fallen behind and needs to act now in order to catch up. Here, we identify key issues that have resulted in Ireland lagging behind, describe how genomics can benefit Ireland and its people and outline the measures needed to make genomics work for Ireland and Irish patients. There is now an urgent need for a national genomics strategy that enables an effective, collaborative, responsible, well-regulated, and patient centred environment where genome research and clinical genomics can thrive. We present eight recommendations that could be the pillars of a national genomics health strategy.
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Affiliation(s)
- Cathal Seoighe
- National University of Ireland Galway, Galway, H91 TK33, Ireland
| | | | | | - Peter Doran
- University College Dublin, Dublin, 4, Ireland
- Mater Misericordiae University Hospital, Dublin, 7, Ireland
| | - Robert Green
- Brigham Health, Broad Institute, Ariadne Labs, Harvard Medical School, Boston, MA, 02115, USA
| | - Sandra Healy
- National University of Ireland Galway, Galway, H91 TK33, Ireland
| | - David Kavanagh
- Genuity Science (Ireland) Ltd., Dublin, D18 K7W4, Ireland
| | - Elaine Kenny
- Trinity College Dublin, Dublin, 2, Ireland
- ELDA Biotech, Trinity Translational Medicine Institute, St James's Hospital, Dublin, D08 W9RT, Ireland
| | - Mark Lawler
- Queen's University Belfast, Belfast, Northern Ireland, BT7 1NN, Ireland
| | - Maeve Lowery
- Trinity College Dublin, Dublin, 2, Ireland
- Saint James' Hospital, Dublin, D08 NHY1, Ireland
| | - Derek Morris
- National University of Ireland Galway, Galway, H91 TK33, Ireland
| | - Darrin Morrissey
- National Institute for Bioprocessing Research and Training, Blackrock, A94 X099, Ireland
| | | | | | - Owen Smith
- University College Dublin, Dublin, 4, Ireland
- Children’s Health Ireland, Crumlin, Dublin, D12 N512, Ireland
| | | | | | - Walter Kolch
- National University of Ireland Galway, Galway, H91 TK33, Ireland
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6
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Gallud A, Delaval M, Kinaret P, Marwah VS, Fortino V, Ytterberg J, Zubarev R, Skoog T, Kere J, Correia M, Loeschner K, Al‐Ahmady Z, Kostarelos K, Ruiz J, Astruc D, Monopoli M, Handy R, Moya S, Savolainen K, Alenius H, Greco D, Fadeel B. Multiparametric Profiling of Engineered Nanomaterials: Unmasking the Surface Coating Effect. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2020; 7:2002221. [PMID: 33240770 PMCID: PMC7675037 DOI: 10.1002/advs.202002221] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Revised: 07/29/2020] [Indexed: 05/02/2023]
Abstract
Despite considerable efforts, the properties that drive the cytotoxicity of engineered nanomaterials (ENMs) remain poorly understood. Here, the authors inverstigate a panel of 31 ENMs with different core chemistries and a variety of surface modifications using conventional in vitro assays coupled with omics-based approaches. Cytotoxicity screening and multiplex-based cytokine profiling reveals a good concordance between primary human monocyte-derived macrophages and the human monocyte-like cell line THP-1. Proteomics analysis following a low-dose exposure of cells suggests a nonspecific stress response to ENMs, while microarray-based profiling reveals significant changes in gene expression as a function of both surface modification and core chemistry. Pathway analysis highlights that the ENMs with cationic surfaces that are shown to elicit cytotoxicity downregulated DNA replication and cell cycle responses, while inflammatory responses are upregulated. These findings are validated using cell-based assays. Notably, certain small, PEGylated ENMs are found to be noncytotoxic yet they induce transcriptional responses reminiscent of viruses. In sum, using a multiparametric approach, it is shown that surface chemistry is a key determinant of cellular responses to ENMs. The data also reveal that cytotoxicity, determined by conventional in vitro assays, does not necessarily correlate with transcriptional effects of ENMs.
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Affiliation(s)
- Audrey Gallud
- Institute of Environmental MedicineKarolinska InstitutetStockholm171 77Sweden
| | - Mathilde Delaval
- Institute of Environmental MedicineKarolinska InstitutetStockholm171 77Sweden
| | - Pia Kinaret
- Faculty of Medicine and Health TechnologyTampere UniversityTampere33720Finland
- Institute of BiotechnologyUniversity of HelsinkiHelsinki00790Finland
| | - Veer Singh Marwah
- Faculty of Medicine and Health TechnologyTampere UniversityTampere33720Finland
- Institute of BiotechnologyUniversity of HelsinkiHelsinki00790Finland
| | - Vittorio Fortino
- Institute of BiomedicineUniversity of Eastern FinlandKuopio70211Finland
| | - Jimmy Ytterberg
- Department of Medical Biochemistry & BiophysicsKarolinska InstitutetStockholm171 77Sweden
| | - Roman Zubarev
- Department of Medical Biochemistry & BiophysicsKarolinska InstitutetStockholm171 77Sweden
| | - Tiina Skoog
- Department of Biosciences & NutritionKarolinska InstitutetHuddinge141 83Sweden
| | - Juha Kere
- Department of Biosciences & NutritionKarolinska InstitutetHuddinge141 83Sweden
| | - Manuel Correia
- National Food InstituteTechnical University of DenmarkKongens Lyngby2800Denmark
| | - Katrin Loeschner
- National Food InstituteTechnical University of DenmarkKongens Lyngby2800Denmark
| | - Zahraa Al‐Ahmady
- Faculty of BiologyMedicine & HealthUniversity of ManchesterManchesterM20 4GJUK
- School of Science & TechnologyNottingham Trent UniversityNottinghamNG1 8NSUK
| | - Kostas Kostarelos
- Faculty of BiologyMedicine & HealthUniversity of ManchesterManchesterM20 4GJUK
- Catalan Institute of Nanoscience and Nanotechnology (ICN2)Barcelona08193Spain
| | - Jaime Ruiz
- ISMUMR CNRS No. 5255University of BordeauxTalence33 405France
| | - Didier Astruc
- ISMUMR CNRS No. 5255University of BordeauxTalence33 405France
| | - Marco Monopoli
- Department of Pharmaceutical & Medicinal ChemistryRoyal College of Surgeons in Ireland (RCSI)Dublin2Ireland
| | - Richard Handy
- School of Biological & Marine SciencesUniversity of PlymouthPlymouthPL4 8AAUK
| | - Sergio Moya
- Soft Matter Nanotechnology LaboratoryCIC biomaGUNEDonostia‐San Sebastián20014Spain
| | - Kai Savolainen
- Finnish Institute of Occupational HealthHelsinki00032Finland
| | - Harri Alenius
- Institute of Environmental MedicineKarolinska InstitutetStockholm171 77Sweden
- Institute of BiotechnologyUniversity of HelsinkiHelsinki00790Finland
| | - Dario Greco
- Faculty of Medicine and Health TechnologyTampere UniversityTampere33720Finland
- Institute of BiotechnologyUniversity of HelsinkiHelsinki00790Finland
| | - Bengt Fadeel
- Institute of Environmental MedicineKarolinska InstitutetStockholm171 77Sweden
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7
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Sohrabi SS, Sohrabi SM, Rashidipour M, Mohammadi M, Khalili Fard J, Mirzaei Najafgholi H. Identification of common key regulators in rat hepatocyte cell lines under exposure of different pesticides. Gene 2020; 739:144508. [DOI: 10.1016/j.gene.2020.144508] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Revised: 12/15/2019] [Accepted: 02/21/2020] [Indexed: 12/15/2022]
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8
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Lin L, Wan L, He H, Liu W. Drug vector representation: a tool for drug similarity analysis. Mol Genet Genomics 2020; 295:1055-1062. [PMID: 32222838 DOI: 10.1007/s00438-020-01665-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2019] [Accepted: 03/11/2020] [Indexed: 10/24/2022]
Abstract
DrugMatrix is a valuable toxicogenomic dataset, which provides in vivo transcriptome data corresponding to hundreds of chemical drugs. However, the relationships between drugs and how those drugs affect the biological process are still unknown. The high dimensionality of the microarray data hinders its application. The aims of this study are to (1) represent the transcriptome data by lower-dimensional vectors, (2) compare drug similarity, (3) represent drug combinations by adding vectors and (4) infer drug mechanism of action (MoA) and genotoxicity features. We borrowed the latent semantic analysis (LSA) technique from natural language processing to represent treatments (drugs with multiple concentrations and time points) by dense vectors, each dimension of which is an orthogonal biological feature. The gProfiler enrichment tool was used for the 100-dimensional vector feature annotation. The similarity between treatments vectors was calculated by the cosine function. Adding vectors may represent drug combinations, treatment times or treatment doses that are not presented in the original data. Drug-drug interaction pairs had a higher similarity than random drug pairs in the hepatocyte data. The vector features helped to reveal the MoA. Differential feature expression was also implicated for genotoxic and non-genotoxic carcinogens. An easy-to-use Web tool was developed by Shiny Web application framework for the exploration of treatment similarities and drug combinations (https://bioinformatics.fafu.edu.cn/drugmatrix/). We represented treatments by vectors and provided a tool that is useful for hypothesis generation in toxicogenomic, such as drug similarity, drug repurposing, combination therapy and MoA.
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Affiliation(s)
- Liping Lin
- School of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, 350002, People's Republic of China
| | - Luoyao Wan
- School of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, 350002, People's Republic of China
| | - Huaqin He
- School of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, 350002, People's Republic of China
| | - Wei Liu
- School of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, 350002, People's Republic of China.
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9
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Afantitis A, Melagraki G, Isigonis P, Tsoumanis A, Varsou DD, Valsami-Jones E, Papadiamantis A, Ellis LJA, Sarimveis H, Doganis P, Karatzas P, Tsiros P, Liampa I, Lobaskin V, Greco D, Serra A, Kinaret PAS, Saarimäki LA, Grafström R, Kohonen P, Nymark P, Willighagen E, Puzyn T, Rybinska-Fryca A, Lyubartsev A, Alstrup Jensen K, Brandenburg JG, Lofts S, Svendsen C, Harrison S, Maier D, Tamm K, Jänes J, Sikk L, Dusinska M, Longhin E, Rundén-Pran E, Mariussen E, El Yamani N, Unger W, Radnik J, Tropsha A, Cohen Y, Leszczynski J, Ogilvie Hendren C, Wiesner M, Winkler D, Suzuki N, Yoon TH, Choi JS, Sanabria N, Gulumian M, Lynch I. NanoSolveIT Project: Driving nanoinformatics research to develop innovative and integrated tools for in silico nanosafety assessment. Comput Struct Biotechnol J 2020; 18:583-602. [PMID: 32226594 PMCID: PMC7090366 DOI: 10.1016/j.csbj.2020.02.023] [Citation(s) in RCA: 52] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Revised: 02/18/2020] [Accepted: 02/29/2020] [Indexed: 01/26/2023] Open
Abstract
Nanotechnology has enabled the discovery of a multitude of novel materials exhibiting unique physicochemical (PChem) properties compared to their bulk analogues. These properties have led to a rapidly increasing range of commercial applications; this, however, may come at a cost, if an association to long-term health and environmental risks is discovered or even just perceived. Many nanomaterials (NMs) have not yet had their potential adverse biological effects fully assessed, due to costs and time constraints associated with the experimental assessment, frequently involving animals. Here, the available NM libraries are analyzed for their suitability for integration with novel nanoinformatics approaches and for the development of NM specific Integrated Approaches to Testing and Assessment (IATA) for human and environmental risk assessment, all within the NanoSolveIT cloud-platform. These established and well-characterized NM libraries (e.g. NanoMILE, NanoSolutions, NANoREG, NanoFASE, caLIBRAte, NanoTEST and the Nanomaterial Registry (>2000 NMs)) contain physicochemical characterization data as well as data for several relevant biological endpoints, assessed in part using harmonized Organisation for Economic Co-operation and Development (OECD) methods and test guidelines. Integration of such extensive NM information sources with the latest nanoinformatics methods will allow NanoSolveIT to model the relationships between NM structure (morphology), properties and their adverse effects and to predict the effects of other NMs for which less data is available. The project specifically addresses the needs of regulatory agencies and industry to effectively and rapidly evaluate the exposure, NM hazard and risk from nanomaterials and nano-enabled products, enabling implementation of computational 'safe-by-design' approaches to facilitate NM commercialization.
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Key Words
- (quantitative) Structure–activity relationships
- AI, Artificial Intelligence
- AOPs, Adverse Outcome Pathways
- API, Application Programming interface
- CG, coarse-grained (model)
- CNTs, carbon nanotubes
- Computational toxicology
- Engineered nanomaterials
- FAIR, Findable Accessible Inter-operable and Re-usable
- GUI, Graphical Processing Unit
- HOMO-LUMO, Highest Occupied Molecular Orbital Lowest Unoccupied Molecular Orbital
- Hazard assessment
- IATA, Integrated Approaches to Testing and Assessment
- Integrated approach for testing and assessment
- KE, key events
- MIE, molecular initiating events
- ML, machine learning
- MOA, mechanism (mode) of action
- MWCNT, multi-walled carbon nanotubes
- Machine learning
- NMs, nanomaterials
- Nanoinformatics
- OECD, Organisation for Economic Co-operation and Development
- PBPK, Physiologically Based PharmacoKinetics
- PC, Protein Corona
- PChem, Physicochemical
- PTGS, Predictive Toxicogenomics Space
- Predictive modelling
- QC, quantum-chemical
- QM, quantum-mechanical
- QSAR, quantitative structure-activity relationship
- QSPR, quantitative structure-property relationship
- RA, risk assessment
- REST, Representational State Transfer
- ROS, reactive oxygen species
- Read across
- SAR, structure-activity relationship
- SMILES, Simplified Molecular Input Line Entry System
- SOPs, standard operating procedures
- Safe-by-design
- Toxicogenomics
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Affiliation(s)
| | | | | | | | | | - Eugenia Valsami-Jones
- School of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, UK
| | - Anastasios Papadiamantis
- School of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, UK
| | - Laura-Jayne A. Ellis
- School of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, UK
| | - Haralambos Sarimveis
- School of Chemical Engineering, National Technical University of Athens, 157 80 Athens, Greece
| | - Philip Doganis
- School of Chemical Engineering, National Technical University of Athens, 157 80 Athens, Greece
| | - Pantelis Karatzas
- School of Chemical Engineering, National Technical University of Athens, 157 80 Athens, Greece
| | - Periklis Tsiros
- School of Chemical Engineering, National Technical University of Athens, 157 80 Athens, Greece
| | - Irene Liampa
- School of Chemical Engineering, National Technical University of Athens, 157 80 Athens, Greece
| | - Vladimir Lobaskin
- School of Physics, University College Dublin, Belfield, Dublin 4, Ireland
| | - Dario Greco
- Faculty of Medicine and Health Technology, University of Tampere, FI-33014, Finland
| | - Angela Serra
- Faculty of Medicine and Health Technology, University of Tampere, FI-33014, Finland
| | | | | | - Roland Grafström
- Misvik Biology OY, Itäinen Pitkäkatu 4, 20520 Turku, Finland
- Karolinska Institute, Institute of Environmental Medicine, Nobels väg 13, 17177 Stockholm, Sweden
| | - Pekka Kohonen
- Misvik Biology OY, Itäinen Pitkäkatu 4, 20520 Turku, Finland
- Karolinska Institute, Institute of Environmental Medicine, Nobels väg 13, 17177 Stockholm, Sweden
| | - Penny Nymark
- Misvik Biology OY, Itäinen Pitkäkatu 4, 20520 Turku, Finland
- Karolinska Institute, Institute of Environmental Medicine, Nobels väg 13, 17177 Stockholm, Sweden
| | - Egon Willighagen
- Department of Bioinformatics – BiGCaT, School of Nutrition and Translational Research in Metabolism, Maastricht University, Universiteitssingel 50, 6229 ER Maastricht, the Netherlands
| | - Tomasz Puzyn
- QSAR Lab Ltd., Aleja Grunwaldzka 190/102, 80-266 Gdansk, Poland
- University of Gdansk, Faculty of Chemistry, Wita Stwosza 63, 80-308 Gdansk, Poland
| | | | - Alexander Lyubartsev
- Institutionen för material- och miljökemi, Stockholms Universitet, 106 91 Stockholm, Sweden
| | - Keld Alstrup Jensen
- The National Research Center for the Work Environment, Lersø Parkallé 105, 2100 Copenhagen, Denmark
| | - Jan Gerit Brandenburg
- Interdisciplinary Center for Scientific Computing, Heidelberg University, Germany
- Chief Digital Organization, Merck KGaA, Frankfurter Str. 250, 64293 Darmstadt, Germany
| | - Stephen Lofts
- UK Centre for Ecology and Hydrology, Library Ave, Bailrigg, Lancaster LA1 4AP, UK
| | - Claus Svendsen
- UK Centre for Ecology and Hydrology, MacLean Bldg, Benson Ln, Crowmarsh Gifford, Wallingford OX10 8BB, UK
| | - Samuel Harrison
- UK Centre for Ecology and Hydrology, Library Ave, Bailrigg, Lancaster LA1 4AP, UK
| | - Dieter Maier
- Biomax Informatics AG, Robert-Koch-Str. 2, 82152 Planegg, Germany
| | - Kaido Tamm
- Department of Chemistry, University of Tartu, Ülikooli 18, 50090 Tartu, Estonia
| | - Jaak Jänes
- Department of Chemistry, University of Tartu, Ülikooli 18, 50090 Tartu, Estonia
| | - Lauri Sikk
- Department of Chemistry, University of Tartu, Ülikooli 18, 50090 Tartu, Estonia
| | - Maria Dusinska
- NILU-Norwegian Institute for Air Research, Instituttveien 18, 2002 Kjeller, Norway
| | - Eleonora Longhin
- NILU-Norwegian Institute for Air Research, Instituttveien 18, 2002 Kjeller, Norway
| | - Elise Rundén-Pran
- NILU-Norwegian Institute for Air Research, Instituttveien 18, 2002 Kjeller, Norway
| | - Espen Mariussen
- NILU-Norwegian Institute for Air Research, Instituttveien 18, 2002 Kjeller, Norway
| | - Naouale El Yamani
- NILU-Norwegian Institute for Air Research, Instituttveien 18, 2002 Kjeller, Norway
| | - Wolfgang Unger
- Federal Institute for Material Testing and Research (BAM), Unter den Eichen 44-46, 12203 Berlin, Germany
| | - Jörg Radnik
- Federal Institute for Material Testing and Research (BAM), Unter den Eichen 44-46, 12203 Berlin, Germany
| | - Alexander Tropsha
- Eschelman School of Pharmacy, University of North Carolina at Chapel Hill, 100K Beard Hall, CB# 7568, Chapel Hill, NC 27955-7568, USA
| | - Yoram Cohen
- Samueli School Of Engineering, University of California, Los Angeles, 5531 Boelter Hall, Los Angeles, CA 90095, USA
| | - Jerzy Leszczynski
- Interdisciplinary Nanotoxicity Center, Jackson State University, 1400 J. R. Lynch Street, Jackson, MS 39217, USA
| | - Christine Ogilvie Hendren
- Center for Environmental Implications of Nanotechnologies, Duke University, 121 Hudson Hall, Durham, NC 27708-0287, USA
| | - Mark Wiesner
- Center for Environmental Implications of Nanotechnologies, Duke University, 121 Hudson Hall, Durham, NC 27708-0287, USA
| | - David Winkler
- La Trobe Institute of Molecular Sciences, La Trobe University, Plenty Rd & Kingsbury Dr, Bundoora, VIC 3086, Australia
- Monash Institute of Pharmaceutical Sciences, Monash University, Parkville 3052, Australia
- CSIRO Data61, Clayton 3168, Australia
- School of Pharmacy, University of Nottingham, Nottingham, UK
| | - Noriyuki Suzuki
- National Institute for Environmental Studies, 16-2 Onogawa, Tsukuba, Ibaraki 305-0053, Japan
| | - Tae Hyun Yoon
- Department of Chemistry, College of Natural Sciences, Hanyang University, Seoul 04763, Republic of Korea
- Institute of Next Generation Material Design, Hanyang University, Seoul 04763, Republic of Korea
| | - Jang-Sik Choi
- Institute of Next Generation Material Design, Hanyang University, Seoul 04763, Republic of Korea
| | - Natasha Sanabria
- National Health Laboratory Services, 1 Modderfontein Rd, Sandringham, Johannesburg 2192, South Africa
| | - Mary Gulumian
- National Health Laboratory Services, 1 Modderfontein Rd, Sandringham, Johannesburg 2192, South Africa
- Haematology and Molecular Medicine, University of the Witwatersrand, Johannesburg, South Africa
| | - Iseult Lynch
- School of Geography, Earth and Environmental Sciences, University of Birmingham, B15 2TT Birmingham, UK
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