From Protein Sequence to Structure: The Next Frontier in Cross-Species Extrapolation for Chemical Safety Evaluations

被引:9
作者
LaLone, Carlie A. [1 ]
Blatz, Donovan J. [1 ,2 ]
Jensen, Marissa A. [1 ,3 ]
Vliet, Sara M. F. [4 ]
Mayasich, Sally [1 ,5 ]
Mattingly, Kali Z. [1 ,6 ]
Transue, Thomas R. [7 ,8 ]
Melendez, Wilson [8 ]
Wilkinson, Audrey [8 ]
Simmons, Cody W. [8 ]
Ng, Carla [10 ]
Zhang, Chengxin [10 ]
Zhang, Yang [9 ,11 ]
机构
[1] US Environm Protect Agcy, Ctr Computat Toxicol & Exposure, Great Lakes Toxicol & Ecol Div, Off Res & Dev, Duluth, MN 55804 USA
[2] Oak Ridge Inst Sci & Educ, Duluth, MN USA
[3] Univ Minnesota Duluth, Swenson Coll Sci & Engn, Dept Biol, Duluth, MN USA
[4] US Environm Protect Agcy, Ctr Computat Toxicol & Exposure, Sci Comp & Data Curat Div, Off Res & Dev, Duluth, MN USA
[5] Univ Wisconsin Madison Duluth, Aquat Sci Ctr, USEPA Great Lakes Toxicol & Ecol Div, Duluth, MN USA
[6] SpecPro Profess Serv, San Antonio, TX USA
[7] Congruence Therapeut, Chapel Hill, NC USA
[8] Gen Dynam Informat Technol, Res Triangle Pk, NC USA
[9] Univ Pittsburgh, Dept Civil & Environm Engn & Environm & Occupat Hl, Pittsburgh, PA USA
[10] Univ Michigan, Dept Computat Med & Bioinformat, Ann Arbor, MI USA
[11] Univ Michigan, Dept Biol Chem, Ann Arbor, MI USA
关键词
Predictive toxicology; computational toxicology; species extrapolation; SeqAPASS; bioinformatics; protein structure; CONSERVATION; ALIGNMENT; PLATFORM; RECEPTOR; TARGETS; TOOL;
D O I
10.1002/etc.5537
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Computational screening for potentially bioactive molecules using advanced molecular modeling approaches including molecular docking and molecular dynamic simulation is mainstream in certain fields like drug discovery. Significant advances in computationally predicting protein structures from sequence information have also expanded the availability of structures for nonmodel species. Therefore, the objective of the present study was to develop an analysis pipeline to harness the power of these bioinformatics approaches for cross-species extrapolation for evaluating chemical safety. The Sequence Alignment to Predict Across Species Susceptibility (SeqAPASS) tool compares protein-sequence similarity across species for conservation of known chemical targets, providing an initial line of evidence for extrapolation of toxicity knowledge. However, with the development of structural models from tools like the Iterative Threading ASSEmbly Refinement (ITASSER), analyses of protein structural conservation can be included to add further lines of evidence and generate protein models across species. Models generated through such a pipeline could then be used for advanced molecular modeling approaches in the context of species extrapolation. Two case examples illustrating this pipeline from SeqAPASS sequences to I-TASSER-generated protein structures were created for human liver fatty acid-binding protein (LFABP) and androgen receptor (AR). Ninety-nine LFABP and 268 AR protein models representing diverse species were generated and analyzed for conservation using template modeling (TM)-align. The results from the structural comparisons were in line with the sequence-based SeqAPASS workflow, adding further evidence of LFABL and AR conservation across vertebrate species. The present study lays the foundation for expanding the capabilities of the web-based SeqAPASS tool to include structural comparisons for species extrapolation, facilitating more rapid and efficient toxicological assessments among species with limited or no existing toxicity data. Environ Toxicol Chem 2023;00:1-12. (c) 2022 SETAC. This article has been contributed to by U.S. Government employees and their work is in the public domain in the USA.
引用
收藏
页码:463 / 474
页数:12
相关论文
共 31 条
[21]   Vision of a near future: Bridging the human health-environment divide. Toward an integrated strategy to understand mechanisms across species for chemical safety assessment [J].
Rivetti, Claudia ;
Allen, Timothy E. H. ;
Brown, James B. ;
Butler, Emma ;
Carmichael, Paul L. ;
Colbourne, John K. ;
Dent, Matthew ;
Falciani, Francesco ;
Gunnarsson, Lina ;
Gutsell, Steve ;
Harrill, Joshua A. ;
Hodges, Geoff ;
Jennings, Paul ;
Judson, Richard ;
Kienzler, Aude ;
Margiotta-Casaluci, Luigi ;
Muller, Iris ;
Owen, Stewart F. ;
Rendal, Cecilie ;
Russell, Paul J. ;
Scott, Sharon ;
Sewell, Fiona ;
Shah, Imran ;
Sorrel, Ian ;
Viant, Mark R. ;
Westmoreland, Carl ;
White, Andrew ;
Carnpos, Bruno .
TOXICOLOGY IN VITRO, 2020, 62
[22]   I-TASSER: a unified platform for automated protein structure and function prediction [J].
Roy, Ambrish ;
Kucukural, Alper ;
Zhang, Yang .
NATURE PROTOCOLS, 2010, 5 (04) :725-738
[23]   Molecular Dynamics Simulations in Drug Discovery and Pharmaceutical Development [J].
Salo-Ahen, Outi M. H. ;
Alanko, Ida ;
Bhadane, Rajendra ;
Bonvin, Alexandre M. J. J. ;
Honorato, Rodrigo Vargas ;
Hossain, Shakhawath ;
Juffer, Andre H. ;
Kabedev, Aleksei ;
Lahtela-Kakkonen, Maija ;
Larsen, Anders Stottrup ;
Lescrinier, Eveline ;
Marimuthu, Parthiban ;
Mirza, Muhammad Usman ;
Mustafa, Ghulam ;
Nunes-Alves, Ariane ;
Pantsar, Tatu ;
Saadabadi, Atefeh ;
Singaravelu, Kalaimathy ;
Vanmeert, Michiel .
PROCESSES, 2021, 9 (01) :1-63
[24]   A Systematic Evaluation of the Use of Physiologically Based Pharmacokinetic Modeling for Cross-Species Extrapolation [J].
Thiel, Christoph ;
Schneckener, Sebastian ;
Krauss, Markus ;
Ghallab, Ahmed ;
Hofmann, Ute ;
Kanacher, Tobias ;
Zellmer, Sebastian ;
Gebhardt, Rolf ;
Hengstler, Jan G. ;
Kuepfer, Lars .
JOURNAL OF PHARMACEUTICAL SCIENCES, 2015, 104 (01) :191-206
[25]  
Thomas Russell S., 2017, International Journal of Risk Assessment and Management, V20, P88
[26]   Cross-species extrapolation of chemical sensitivity [J].
van den Berg, Sanne J. P. ;
Maltby, Lorraine ;
Sinclair, Tom ;
Liang, Ruoyu ;
van den Brink, Paul J. .
SCIENCE OF THE TOTAL ENVIRONMENT, 2021, 753 (753)
[27]   A framework for establishing scientific confidence in new approach methodologies [J].
van der Zalm, Anna J. ;
Barroso, Joao ;
Browne, Patience ;
Casey, Warren ;
Gordon, John ;
Henry, Tala R. ;
Kleinstreuer, Nicole C. ;
Lowit, Anna B. ;
Perron, Monique ;
Clippinger, Amy J. .
ARCHIVES OF TOXICOLOGY, 2022, 96 (11) :2865-2879
[28]   ECOdrug: a database connecting drugs and conservation of their targets across species [J].
Verbruggen, Bas ;
Gunnarsson, Lina ;
Kristiansson, Erik ;
Osterlund, Tobias ;
Owen, Stewart F. ;
Snape, Jason R. ;
Tyler, Charles R. .
NUCLEIC ACIDS RESEARCH, 2018, 46 (D1) :D930-D936
[29]   Molecular docking: A potential tool to aid ecotoxicity testing in environmental risk assessment of pharmaceuticals [J].
Walker, Samantha Dawn ;
McEldowney, Sharron .
CHEMOSPHERE, 2013, 93 (10) :2568-2577
[30]   TM-align: a protein structure alignment algorithm based on the TM-score [J].
Zhang, Y ;
Skolnick, J .
NUCLEIC ACIDS RESEARCH, 2005, 33 (07) :2302-2309