Slipknot or Crystallographic Error: A Computational Analysis of the Plasmodium falciparum DHFR Structural Folds

The presence of protein structures with atypical folds in the Protein Data Bank (PDB) is rare and may result from naturally occurring knots or crystallographic errors. Proper characterisation of such folds is imperative to understanding the basis of naturally existing knots and correcting crystallographic errors. If left uncorrected, such errors can frustrate downstream experiments that depend on the structures containing them. An atypical fold has been identified in P. falciparum dihydrofolate reductase (PfDHFR) between residues 20–51 (loop 1) and residues 191–205 (loop 2). This enzyme is key to drug discovery efforts in the parasite, necessitating a thorough characterisation of these folds. Using multiple sequence alignments (MSA), a unique insert was identified in loop 1 that exacerbates the appearance of the atypical fold-giving it a slipknot-like topology. However, PfDHFR has not been deposited in the knotted proteins database, and processing its structure failed to identify any knots within its folds. The application of protein homology modelling and molecular dynamics simulations on the DHFR domain of P. falciparum and those of two other organisms (E. coli and M. tuberculosis) that were used as molecular replacement templates in solving the PfDHFR structure revealed plausible unentangled or open conformations of these loops. These results will serve as guides for crystallographic experiments to provide further insights into the atypical folds identified.

[1]  Oriol Vinyals,et al.  Highly accurate protein structure prediction with AlphaFold , 2021, Nature.

[2]  Olivier Sheik Amamuddy,et al.  MDM-TASK-web: MD-TASK and MODE-TASK web server for analyzing protein dynamics , 2021, bioRxiv.

[3]  A. Pantaleo,et al.  Syk Inhibitors: New Computational Insights into Their Intraerythrocytic Action in Plasmodium falciparum Malaria , 2020, International journal of molecular sciences.

[4]  P. Low,et al.  Syk Kinase Inhibitors Synergize with Artemisinins by Enhancing Oxidative Stress in Plasmodium falciparum-Parasitized Erythrocytes , 2020, Antioxidants.

[5]  Arnold Amusengeri,et al.  Understanding the Pyrimethamine Drug Resistance Mechanism via Combined Molecular Dynamics and Dynamic Residue Network Analysis , 2020, Molecules.

[6]  Özlem Tastan Bishop,et al.  Mechanism of Action of Non-Synonymous Single Nucleotide Variations Associated with α-Carbonic Anhydrase II Deficiency , 2019, Molecules.

[7]  Martin Fechner,et al.  More bang for your buck: Improved use of GPU nodes for GROMACS 2018 , 2019, J. Comput. Chem..

[8]  Eric J. Rawdon,et al.  KnotProt 2.0: a database of proteins with knots and other entangled structures , 2018, Nucleic Acids Res..

[9]  Paul Robustelli,et al.  Developing a molecular dynamics force field for both folded and disordered protein states , 2018, Proceedings of the National Academy of Sciences.

[10]  Wladek Minor,et al.  Detect, correct, retract: How to manage incorrect structural models , 2018, The FEBS journal.

[11]  Christopher J. Williams,et al.  MolProbity: More and better reference data for improved all‐atom structure validation , 2018, Protein science : a publication of the Protein Society.

[12]  David S. Goodsell,et al.  RCSB Protein Data Bank: A Resource for Chemical, Biochemical, and Structural Explorations of Large and Small Biomolecules , 2016 .

[13]  Patrícia F.N. Faísca,et al.  Knotted proteins: A tangled tale of Structural Biology , 2015, Computational and structural biotechnology journal.

[14]  Eric J. Rawdon,et al.  KnotProt: a database of proteins with knots and slipknots , 2014, Nucleic Acids Res..

[15]  Adam Godzik,et al.  Divergent evolution of protein conformational dynamics in dihydrofolate reductase , 2013, Nature Structural &Molecular Biology.

[16]  J. E. Hyde,et al.  Folate metabolism in human malaria parasites--75 years on. , 2013, Molecular and biochemical parasitology.

[17]  Yongyuth Yuthavong,et al.  Malarial dihydrofolate reductase as a paradigm for drug development against a resistance-compromised target , 2012, Proceedings of the National Academy of Sciences.

[18]  K. Silamut,et al.  Artemisinin resistance in Plasmodium falciparum malaria. , 2009, The New England journal of medicine.

[19]  Vincent Le Guilloux,et al.  Fpocket: An open source platform for ligand pocket detection , 2009, BMC Bioinformatics.

[20]  Geoffrey J. Barton,et al.  Jalview Version 2—a multiple sequence alignment editor and analysis workbench , 2009, Bioinform..

[21]  Yang Zhang,et al.  I-TASSER server for protein 3D structure prediction , 2008, BMC Bioinformatics.

[22]  Neil P King,et al.  Identification of rare slipknots in proteins and their implications for stability and folding. , 2007, Journal of molecular biology.

[23]  A. Sali,et al.  Statistical potential for assessment and prediction of protein structures , 2006, Protein science : a publication of the Protein Society.

[24]  Robert C. Edgar,et al.  Multiple sequence alignment. , 2006, Current opinion in structural biology.

[25]  Cathy H. Wu,et al.  The Universal Protein Resource (UniProt): an expanding universe of protein information , 2005, Nucleic Acids Res..

[26]  Erik L. L. Sonnhammer,et al.  Automatic assessment of alignment quality , 2005, Nucleic acids research.

[27]  Robert C. Edgar,et al.  MUSCLE: a multiple sequence alignment method with reduced time and space complexity , 2004, BMC Bioinformatics.

[28]  Yongyuth Yuthavong,et al.  Insights into antifolate resistance from malarial DHFR-TS structures , 2003, Nature Structural Biology.

[29]  Berk Hess,et al.  LINCS: A linear constraint solver for molecular simulations , 1997, J. Comput. Chem..

[30]  C. Sander,et al.  Errors in protein structures , 1996, Nature.

[31]  T. Darden,et al.  A smooth particle mesh Ewald method , 1995 .

[32]  M. Parrinello,et al.  Polymorphic transitions in single crystals: A new molecular dynamics method , 1981 .

[33]  Nick V Grishin,et al.  PROMALS3D: multiple protein sequence alignment enhanced with evolutionary and three-dimensional structural information. , 2014, Methods in molecular biology.

[34]  Michel Schneider,et al.  UniProtKB/Swiss-Prot. , 2007, Methods in molecular biology.

[35]  C. Notredame,et al.  Recent progress in multiple sequence alignment: a survey. , 2002, Pharmacogenomics.

[36]  T. N. Bhat,et al.  The Protein Data Bank , 2000, Nucleic Acids Res..

[37]  A. Sali,et al.  Modeling of loops in protein structures , 2000, Protein science : a publication of the Protein Society.