Multi-tissue proteogenomic analysis for mechanistic toxicology studies in non-model species

New approach methodologies (NAM), including omics and in vitro approaches, are contributing to the implementation of 3R (reduction, refinement and replacement) strategies in regulatory science and risk assessment. In this study, we present an integrative transcriptomics and proteomics analysis workf...

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Published in:Environment International
Main Authors: M.S. Lin, M.S. Varunjikar, K.K. Lie, L. Søfteland, L. Dellafiora, R. Ørnsrud, M. Sanden, M.H.G. Berntssen, J.L.C.M. Dorne, V. Bafna, J.D. Rasinger
Format: Article in Journal/Newspaper
Language:English
Published: Elsevier 2023
Subjects:
Online Access:https://doi.org/10.1016/j.envint.2023.108309
https://doaj.org/article/1b9f8ec7e7b5439ca8460a7301fc16da
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spelling ftdoajarticles:oai:doaj.org/article:1b9f8ec7e7b5439ca8460a7301fc16da 2024-01-07T09:42:16+01:00 Multi-tissue proteogenomic analysis for mechanistic toxicology studies in non-model species M.S. Lin M.S. Varunjikar K.K. Lie L. Søfteland L. Dellafiora R. Ørnsrud M. Sanden M.H.G. Berntssen J.L.C.M. Dorne V. Bafna J.D. Rasinger 2023-12-01T00:00:00Z https://doi.org/10.1016/j.envint.2023.108309 https://doaj.org/article/1b9f8ec7e7b5439ca8460a7301fc16da EN eng Elsevier http://www.sciencedirect.com/science/article/pii/S0160412023005822 https://doaj.org/toc/0160-4120 0160-4120 doi:10.1016/j.envint.2023.108309 https://doaj.org/article/1b9f8ec7e7b5439ca8460a7301fc16da Environment International, Vol 182, Iss , Pp 108309- (2023) Toxicogenomics Proteomics transcriptomics Mechanistic toxicology Non-model species Chemical defensome New approach methodologies Environmental sciences GE1-350 article 2023 ftdoajarticles https://doi.org/10.1016/j.envint.2023.108309 2023-12-10T01:38:49Z New approach methodologies (NAM), including omics and in vitro approaches, are contributing to the implementation of 3R (reduction, refinement and replacement) strategies in regulatory science and risk assessment. In this study, we present an integrative transcriptomics and proteomics analysis workflow for the validation and revision of complex fish genomes and demonstrate how proteogenomics expression matrices can be used to support multi-level omics data integration in non-model species in vivo and in vitro. Using Atlantic salmon as an example, we constructed proteogenomic databases from publicly available transcriptomic data and in-house generated RNA-Seq and LC-MS/MS data. Our analysis identified ∼80,000 peptides, providing direct evidence of translation for over 40,000 RefSeq structures. The data also highlighted 183 co-located peptide groups that supported a single transcript each, and in each case, either corrected a previous annotation, supported Ensembl annotations not present in RefSeq, or identified novel previously unannotated genes. Proteogenomics data-derived expression matrices revealed distinct profiles for the different tissue types analyzed. Focusing on proteins involved in defense against xenobiotics, we detected distinct expression patterns across different salmon tissues and observed homology in the expression of chemical defense proteins between in vivo and in vitro liver systems. Our study demonstrates the potential of proteogenomic analyses in extending our understanding of complex fish genomes and provides an advanced bioinformatic toolkit to support the further development of NAMs and their application in regulatory science and (eco)toxicological studies of non-model species. Article in Journal/Newspaper Atlantic salmon Directory of Open Access Journals: DOAJ Articles Environment International 182 108309
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Toxicogenomics
Proteomics
transcriptomics
Mechanistic toxicology
Non-model species
Chemical defensome
New approach methodologies
Environmental sciences
GE1-350
spellingShingle Toxicogenomics
Proteomics
transcriptomics
Mechanistic toxicology
Non-model species
Chemical defensome
New approach methodologies
Environmental sciences
GE1-350
M.S. Lin
M.S. Varunjikar
K.K. Lie
L. Søfteland
L. Dellafiora
R. Ørnsrud
M. Sanden
M.H.G. Berntssen
J.L.C.M. Dorne
V. Bafna
J.D. Rasinger
Multi-tissue proteogenomic analysis for mechanistic toxicology studies in non-model species
topic_facet Toxicogenomics
Proteomics
transcriptomics
Mechanistic toxicology
Non-model species
Chemical defensome
New approach methodologies
Environmental sciences
GE1-350
description New approach methodologies (NAM), including omics and in vitro approaches, are contributing to the implementation of 3R (reduction, refinement and replacement) strategies in regulatory science and risk assessment. In this study, we present an integrative transcriptomics and proteomics analysis workflow for the validation and revision of complex fish genomes and demonstrate how proteogenomics expression matrices can be used to support multi-level omics data integration in non-model species in vivo and in vitro. Using Atlantic salmon as an example, we constructed proteogenomic databases from publicly available transcriptomic data and in-house generated RNA-Seq and LC-MS/MS data. Our analysis identified ∼80,000 peptides, providing direct evidence of translation for over 40,000 RefSeq structures. The data also highlighted 183 co-located peptide groups that supported a single transcript each, and in each case, either corrected a previous annotation, supported Ensembl annotations not present in RefSeq, or identified novel previously unannotated genes. Proteogenomics data-derived expression matrices revealed distinct profiles for the different tissue types analyzed. Focusing on proteins involved in defense against xenobiotics, we detected distinct expression patterns across different salmon tissues and observed homology in the expression of chemical defense proteins between in vivo and in vitro liver systems. Our study demonstrates the potential of proteogenomic analyses in extending our understanding of complex fish genomes and provides an advanced bioinformatic toolkit to support the further development of NAMs and their application in regulatory science and (eco)toxicological studies of non-model species.
format Article in Journal/Newspaper
author M.S. Lin
M.S. Varunjikar
K.K. Lie
L. Søfteland
L. Dellafiora
R. Ørnsrud
M. Sanden
M.H.G. Berntssen
J.L.C.M. Dorne
V. Bafna
J.D. Rasinger
author_facet M.S. Lin
M.S. Varunjikar
K.K. Lie
L. Søfteland
L. Dellafiora
R. Ørnsrud
M. Sanden
M.H.G. Berntssen
J.L.C.M. Dorne
V. Bafna
J.D. Rasinger
author_sort M.S. Lin
title Multi-tissue proteogenomic analysis for mechanistic toxicology studies in non-model species
title_short Multi-tissue proteogenomic analysis for mechanistic toxicology studies in non-model species
title_full Multi-tissue proteogenomic analysis for mechanistic toxicology studies in non-model species
title_fullStr Multi-tissue proteogenomic analysis for mechanistic toxicology studies in non-model species
title_full_unstemmed Multi-tissue proteogenomic analysis for mechanistic toxicology studies in non-model species
title_sort multi-tissue proteogenomic analysis for mechanistic toxicology studies in non-model species
publisher Elsevier
publishDate 2023
url https://doi.org/10.1016/j.envint.2023.108309
https://doaj.org/article/1b9f8ec7e7b5439ca8460a7301fc16da
genre Atlantic salmon
genre_facet Atlantic salmon
op_source Environment International, Vol 182, Iss , Pp 108309- (2023)
op_relation http://www.sciencedirect.com/science/article/pii/S0160412023005822
https://doaj.org/toc/0160-4120
0160-4120
doi:10.1016/j.envint.2023.108309
https://doaj.org/article/1b9f8ec7e7b5439ca8460a7301fc16da
op_doi https://doi.org/10.1016/j.envint.2023.108309
container_title Environment International
container_volume 182
container_start_page 108309
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