Literature DB >> 28380293

Network Analysis Reveals Similar Transcriptomic Responses to Intrinsic Properties of Carbon Nanomaterials in Vitro and in Vivo.

Pia Kinaret, Veer Marwah, Vittorio Fortino, Marit Ilves, Henrik Wolff1, Lasse Ruokolainen, Petri Auvinen, Kai Savolainen1, Harri Alenius2, Dario Greco.   

Abstract

Understanding the complex molecular alterations related to engineered nanomaterial (ENM) exposure is essential for carrying out toxicity assessment. Current experimental paradigms rely on both in vitro and in vivo exposure setups that often are difficult to compare, resulting in questioning the real efficacy of cell models to mimic more complex exposure scenarios at the organism level. Here, we have systematically investigated transcriptomic responses of the THP-1 macrophage cell line and lung tissues of mice, after exposure to several carbon nanomaterials (CNMs). Under the assumption that the CNM exposure related molecular alterations are mixtures of signals related to their intrinsic properties, we inferred networks of responding genes, whose expression levels are coordinately altered in response to specific CNM intrinsic properties. We observed only a minute overlap between the sets of intrinsic property-correlated genes at different exposure scenarios, suggesting specific transcriptional programs working in different exposure scenarios. However, when the effects of the CNM were investigated at the level of significantly altered molecular functions, a broader picture of substantial commonality emerged. Our results imply that in vitro exposures can efficiently recapitulate the complex molecular functions altered in vivo. In this study, altered molecular pathways in response to specific CNM intrinsic properties have been systematically characterized from transcriptomic data generated from multiple exposure setups. Our computational approach to the analysis of network response modules further revealed similarities between in vitro and in vivo exposures that could not be detected by traditional analysis of transcriptomics data. Our analytical strategy also opens a possibility to look for pathways of toxicity and understanding the molecular and cellular responses identified across predefined biological themes.

Entities:  

Keywords:  carbon nanomaterials; gene networks; mechanism of action; network response modules; pathways of toxicity; toxicogenomics; transcriptomics

Mesh:

Substances:

Year:  2017        PMID: 28380293     DOI: 10.1021/acsnano.6b08650

Source DB:  PubMed          Journal:  ACS Nano        ISSN: 1936-0851            Impact factor:   15.881


  14 in total

1.  Manually curated transcriptomics data collection for toxicogenomic assessment of engineered nanomaterials.

Authors:  Laura Aliisa Saarimäki; Antonio Federico; Iseult Lynch; Anastasios G Papadiamantis; Andreas Tsoumanis; Georgia Melagraki; Antreas Afantitis; Angela Serra; Dario Greco
Journal:  Sci Data       Date:  2021-02-08       Impact factor: 6.444

2.  Network Analysis of Microarray Data.

Authors:  Alisa Pavel; Angela Serra; Luca Cattelani; Antonio Federico; Dario Greco
Journal:  Methods Mol Biol       Date:  2022

3.  Biomarkers of nanomaterials hazard from multi-layer data.

Authors:  Vittorio Fortino; Pia Anneli Sofia Kinaret; Michele Fratello; Angela Serra; Laura Aliisa Saarimäki; Audrey Gallud; Govind Gupta; Gerard Vales; Manuel Correia; Omid Rasool; Jimmy Ytterberg; Marco Monopoli; Tiina Skoog; Peter Ritchie; Sergio Moya; Socorro Vázquez-Campos; Richard Handy; Roland Grafström; Lang Tran; Roman Zubarev; Riitta Lahesmaa; Kenneth Dawson; Katrin Loeschner; Erik Husfeldt Larsen; Fritz Krombach; Hannu Norppa; Juha Kere; Kai Savolainen; Harri Alenius; Bengt Fadeel; Dario Greco
Journal:  Nat Commun       Date:  2022-07-01       Impact factor: 17.694

4.  RNA-sequencing reveals long-term effects of silver nanoparticles on human lung cells.

Authors:  Anda R Gliga; Sebastiano Di Bucchianico; Jessica Lindvall; Bengt Fadeel; Hanna L Karlsson
Journal:  Sci Rep       Date:  2018-04-27       Impact factor: 4.379

5.  eUTOPIA: solUTion for Omics data PreprocessIng and Analysis.

Authors:  Veer Singh Marwah; Giovanni Scala; Pia Anneli Sofia Kinaret; Angela Serra; Harri Alenius; Vittorio Fortino; Dario Greco
Journal:  Source Code Biol Med       Date:  2019-01-29

6.  INSIdE NANO: a systems biology framework to contextualize the mechanism-of-action of engineered nanomaterials.

Authors:  Angela Serra; Ivica Letunic; Vittorio Fortino; Richard D Handy; Bengt Fadeel; Roberto Tagliaferri; Dario Greco
Journal:  Sci Rep       Date:  2019-01-17       Impact factor: 4.379

Review 7.  Transcriptomics in Toxicogenomics, Part III: Data Modelling for Risk Assessment.

Authors:  Angela Serra; Michele Fratello; Luca Cattelani; Irene Liampa; Georgia Melagraki; Pekka Kohonen; Penny Nymark; Antonio Federico; Pia Anneli Sofia Kinaret; Karolina Jagiello; My Kieu Ha; Jang-Sik Choi; Natasha Sanabria; Mary Gulumian; Tomasz Puzyn; Tae-Hyun Yoon; Haralambos Sarimveis; Roland Grafström; Antreas Afantitis; Dario Greco
Journal:  Nanomaterials (Basel)       Date:  2020-04-08       Impact factor: 5.076

Review 8.  Transcriptomics in Toxicogenomics, Part I: Experimental Design, Technologies, Publicly Available Data, and Regulatory Aspects.

Authors:  Pia Anneli Sofia Kinaret; Angela Serra; Antonio Federico; Pekka Kohonen; Penny Nymark; Irene Liampa; My Kieu Ha; Jang-Sik Choi; Karolina Jagiello; Natasha Sanabria; Georgia Melagraki; Luca Cattelani; Michele Fratello; Haralambos Sarimveis; Antreas Afantitis; Tae-Hyun Yoon; Mary Gulumian; Roland Grafström; Tomasz Puzyn; Dario Greco
Journal:  Nanomaterials (Basel)       Date:  2020-04-15       Impact factor: 5.076

9.  Multi-hierarchical profiling the structure-activity relationships of engineered nanomaterials at nano-bio interfaces.

Authors:  Xiaoming Cai; Jun Dong; Jing Liu; Huizhen Zheng; Chitrada Kaweeteerawat; Fangjun Wang; Zhaoxia Ji; Ruibin Li
Journal:  Nat Commun       Date:  2018-10-24       Impact factor: 14.919

10.  Covid-19 acute responses and possible long term consequences: What nanotoxicology can teach us.

Authors:  Pia A S Kinaret; Giusy Del Giudice; Dario Greco
Journal:  Nano Today       Date:  2020-08-10       Impact factor: 18.962

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