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The relationship between the sequential and structural features of intrinsically disordered peptides (IDPs) has attracted much attention during the recent decade. One essential problem relating to sequence-structure relationship is how the distribution of charged residues affects the structure of IDP. In this work, we address this problem with simulations on a series of random peptides composed of arginine and aspartic acids. With the ABSINTH implicit solvation model, the structural ensembles are generated with Markov Chain Monte Carlo method and replica-exchange sampling. The relations between various structural features (including the gyration radius, the tail distance, the distance between residues, and asphericity) and the distribution of charged residues are analyzed. Several limit cases (with parts of interactions switched off) are also calculated for comparison. The conversion from extended conformations to compact structures is observed, following the demixing of negatively and positively charged residues along the sequence. For the cases with well-mixed charges, the intra-chain electrostatic repulsions and attractions are balanced, which results in a generic Flory random coil-like conformation. Differently, for the case with well-separated charged residues, the electrostatic attraction between residues distant along the sequence induces a semi-compact hairpin-like conformation. This is consistent with the observations of Pappu group. Our results suggest that the structural dependence on charge distribution would not be sensitive to the selection of amino acid, and is determined by the patterns of charges, which demonstrates the robustness of the mechanism that the charge distribution modulates the structural features in the IDP system. Our results may broaden our understanding of the sequence-structure relation of IDP system.
[1] Tantos A, Han K H, Tompa P 2012 Mol. Cell. Endocrinol. 348 457
[2] Dyson H J, Wright P E 2005 Nat. Rev. Mol. Cell Biol. 6 197
[3] Uversky V N 2002 Eur. J. Biochem. 69 2
[4] Das R K, Pappu R V 2013 Proc. Natl. Acad. Sci. USA 110 13392
[5] Yu J F, Dou X H, Sha Y J, Wang C L, Wang H B, Chen Y T, Zhang F, Zhou Y, Wang J H 2017 BMC Bioinform. 18 206
[6] Piovesan D, Tabaro F, Micetic I, et al. 2017 Nucl. Acids Res. 45 D1123
[7] Potenza E, Di Domenico T, Walsh I, Tosatto S C 2015 Nucl. Acids Res. 43 D315
[8] Varadi M, Kosol S, Lebrun P, Valentini E, Blackledge M, Dunker A K, Felli I C, Forman-Kay J D, Kriwacki R W, Pierattelli R, Sussman J, Svergun D I, Uversky V N, Vendruscolo M, Wishart D, Wright P E, Tompa P 2014 Nucl. Acids Res. 42 D326
[9] Sickmeier M, Hamilton J A, LeGall T, Vacic V, Cortese M S, Tantos A, Szabo B, Tompa P, Chen J, Uversky V N, Obradovic Z, Dunker A K 2007 Nucl. Acids Res. 35 D786
[10] Sim K L, Uchida T, Miyano S 2001 Bioinformatics 17 379
[11] Forbes J G, Jin A J, Ma K, Gutierrez-Cruz G, Tsai W L, Wang K 2005 J. Muscle Res. Cell Motil. 26 291
[12] Uversky V N 2002 Protein Sci. 11 739
[13] Mao A H, Crick S L, Vitalis A, Chicoine C L, Pappu R V 2010 Proc. Natl. Acad. Sci. USA 107 8183
[14] Kumar S, Hoh J H 2004 Biochem. Biophys. Res. Commun. 324 489
[15] Hendus-Altenburger R, Lambrughi M, Terkelsen T, Pedersen S F, Papaleo E, Lindorff-Larsen K, Kragelund B B 2017 Cell. Signal 37 40
[16] Malka-Gibor E, Kornreich M, Laser-Azogui A, Doron O, Zingerman-Koladko I, Harapin J, Medalia O, Beck R 2017 Biophys. J. 112 892
[17] Khan S H, McLaughlin W A, Kumar R 2017 Sci. Rep. 7 15440
[18] Lousa P, Nedozralova H, Zupa E, Novacek J, Hritz J 2017 Biophys. Chem. 223 25
[19] Stakkestad O, Lyngstadaas S P, Thiede B, Vondrasek J, Skalhegg B S, Reseland J E 2017 Front. Physiol. 8 531
[20] Liu J J, Dai J, He J F, Niemi A J, Ilieva N 2017 Phys. Rev. E 95 032406
[21] Das R K, Huang Y, Phillips A H, Kriwacki R W, Pappu R V 2016 Proc. Natl. Acad. Sci. USA 113 5616
[22] Lange J, Wyrwicz L S, Vriend G 2016 Bioinformatics 32 932
[23] Arya S, Mukhopadhyay S 2014 J. Phys. Chem. B 118 9191
[24] Kister A E, Potapov V 2013 Biochem. Soc. Trans. 41 616
[25] Hoang T X, Trovato A, Seno F, Banavar J R, Maritan A 2012 Phys. Rev. E 86 050901
[26] Huang Y Q, Liu Z R 2010 Acta Phys. Chim. Sin. 26 2061 (in Chinese) [黄永棋, 刘志荣 2010 物理化学学报 26 2061]
[27] Dunker A K, Lawson J D, Brown C J, Williams R M, Romero P, Oh J S, Oldfield C J, Campen A M, Ratliff C M, Hipps K W, Ausio J, Nissen M S, Reeves R, Kang C, Kissinger C R, Bailey R W, Griswold M D, Chiu W, Garner E C, Obradovic Z 2001 J. Mol. Graph. Model. 19 26
[28] Wang J, Wang W 1999 Nat. Struct. Biol. 6 1033
[29] Li W F, Qin M, Tie Z X, Wang W 2011 Phys. Rev. E 84 041933
[30] Wang J, Wang W 2016 Adv. Phys. X 1 444
[31] Vitalis A, Pappu R V 2009 Annu. Rep. Comput. Chem. 5 49
[32] Vitalis A, Pappu R V 2009 J. Comput. Chem. 30 673
[33] Pappu R V, Wang X, Vitalis A, Crick S L 2008 Arch. Biochem. Biophys. 469 132
[34] Cragnell C, Durand D, Cabane B, Skepo M 2016 Proteins 84 777
[35] Venditto J G, Wolf S, Curotto E, Mella M 2015 Chem. Phys. Lett. 635 127
[36] Wu H H, Chen C C, Chen C M 2012 J. Comput. Aided Mol. Des. 26 363
[37] Liu Y, Kellogg E, Liang H J 2012 J. Chem. Phys. 137 045103
[38] Odriozola G, Berthier L 2011 J. Chem. Phys. 134 054504
[39] Turner C H, Brennan J K, Lisal M 2007 J. Phys. Chem. C 111 15706
[40] Kokubo H, Okamoto Y 2004 J. Chem. Phys. 120 10837
[41] Nakazawa T, Ban S, Okuda Y, Masuya M, Mitsutake A, Okamoto Y 2002 Biopolymers 63 273
[42] Uversky V N 2013 Intrinsically Disordered Proteins 1 e24684
[43] Childers M C, Towse C L, Daggett V 2016 Protein Eng. Des. Sel. 29 271
[44] Yu C, Niu X, Jin F, Liu Z, Jin C, Lai L 2016 Sci. Rep. 6 22298
[45] Guharoy M, Bhowmick P, Tompa P 2016 J. Biol. Chem. 291 6723
[46] Nagibina G S, Tin U F, Glukhov A S, Melnik T N, Melnik B S 2016 Protein Pept. Lett. 23 176
[47] Noivirt-Brik O, Horovitz A, Unger R 2009 PLoS Comput. Biol. 5 e1000592
[48] Cheng Y, LeGall T, Oldfield C J, Mueller J P, Van Y Y, Romero P, Cortese M S, Uversky V N, Dunker A K 2006 Trends Biotechnol. 24 435
[49] Ambroggio X I, Kuhlman B 2006 Curr. Opin. Struct. Biol. 16 525
[50] Meng G Z 1986 Prog. Biochem. Biophys. 13 3 (in Chinese) [盂广震 1986 生物化学与生物物理进展 13 3]
[51] Wang D C 2008 Protein Engineering (Vol. 1) (Beijing: Chemical Industry Press) p65 (in Chinese) [王大成 2008 蛋白质工程 (北京: 化学工业出版社) 第65页]
[52] Deng H Y, Jia Y, Zhang Y 2016 Acta Phys. Sin. 65 178701 (in Chinese) [邓海游, 贾亚, 张阳 2016 物理学报 65 178701]
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[1] Tantos A, Han K H, Tompa P 2012 Mol. Cell. Endocrinol. 348 457
[2] Dyson H J, Wright P E 2005 Nat. Rev. Mol. Cell Biol. 6 197
[3] Uversky V N 2002 Eur. J. Biochem. 69 2
[4] Das R K, Pappu R V 2013 Proc. Natl. Acad. Sci. USA 110 13392
[5] Yu J F, Dou X H, Sha Y J, Wang C L, Wang H B, Chen Y T, Zhang F, Zhou Y, Wang J H 2017 BMC Bioinform. 18 206
[6] Piovesan D, Tabaro F, Micetic I, et al. 2017 Nucl. Acids Res. 45 D1123
[7] Potenza E, Di Domenico T, Walsh I, Tosatto S C 2015 Nucl. Acids Res. 43 D315
[8] Varadi M, Kosol S, Lebrun P, Valentini E, Blackledge M, Dunker A K, Felli I C, Forman-Kay J D, Kriwacki R W, Pierattelli R, Sussman J, Svergun D I, Uversky V N, Vendruscolo M, Wishart D, Wright P E, Tompa P 2014 Nucl. Acids Res. 42 D326
[9] Sickmeier M, Hamilton J A, LeGall T, Vacic V, Cortese M S, Tantos A, Szabo B, Tompa P, Chen J, Uversky V N, Obradovic Z, Dunker A K 2007 Nucl. Acids Res. 35 D786
[10] Sim K L, Uchida T, Miyano S 2001 Bioinformatics 17 379
[11] Forbes J G, Jin A J, Ma K, Gutierrez-Cruz G, Tsai W L, Wang K 2005 J. Muscle Res. Cell Motil. 26 291
[12] Uversky V N 2002 Protein Sci. 11 739
[13] Mao A H, Crick S L, Vitalis A, Chicoine C L, Pappu R V 2010 Proc. Natl. Acad. Sci. USA 107 8183
[14] Kumar S, Hoh J H 2004 Biochem. Biophys. Res. Commun. 324 489
[15] Hendus-Altenburger R, Lambrughi M, Terkelsen T, Pedersen S F, Papaleo E, Lindorff-Larsen K, Kragelund B B 2017 Cell. Signal 37 40
[16] Malka-Gibor E, Kornreich M, Laser-Azogui A, Doron O, Zingerman-Koladko I, Harapin J, Medalia O, Beck R 2017 Biophys. J. 112 892
[17] Khan S H, McLaughlin W A, Kumar R 2017 Sci. Rep. 7 15440
[18] Lousa P, Nedozralova H, Zupa E, Novacek J, Hritz J 2017 Biophys. Chem. 223 25
[19] Stakkestad O, Lyngstadaas S P, Thiede B, Vondrasek J, Skalhegg B S, Reseland J E 2017 Front. Physiol. 8 531
[20] Liu J J, Dai J, He J F, Niemi A J, Ilieva N 2017 Phys. Rev. E 95 032406
[21] Das R K, Huang Y, Phillips A H, Kriwacki R W, Pappu R V 2016 Proc. Natl. Acad. Sci. USA 113 5616
[22] Lange J, Wyrwicz L S, Vriend G 2016 Bioinformatics 32 932
[23] Arya S, Mukhopadhyay S 2014 J. Phys. Chem. B 118 9191
[24] Kister A E, Potapov V 2013 Biochem. Soc. Trans. 41 616
[25] Hoang T X, Trovato A, Seno F, Banavar J R, Maritan A 2012 Phys. Rev. E 86 050901
[26] Huang Y Q, Liu Z R 2010 Acta Phys. Chim. Sin. 26 2061 (in Chinese) [黄永棋, 刘志荣 2010 物理化学学报 26 2061]
[27] Dunker A K, Lawson J D, Brown C J, Williams R M, Romero P, Oh J S, Oldfield C J, Campen A M, Ratliff C M, Hipps K W, Ausio J, Nissen M S, Reeves R, Kang C, Kissinger C R, Bailey R W, Griswold M D, Chiu W, Garner E C, Obradovic Z 2001 J. Mol. Graph. Model. 19 26
[28] Wang J, Wang W 1999 Nat. Struct. Biol. 6 1033
[29] Li W F, Qin M, Tie Z X, Wang W 2011 Phys. Rev. E 84 041933
[30] Wang J, Wang W 2016 Adv. Phys. X 1 444
[31] Vitalis A, Pappu R V 2009 Annu. Rep. Comput. Chem. 5 49
[32] Vitalis A, Pappu R V 2009 J. Comput. Chem. 30 673
[33] Pappu R V, Wang X, Vitalis A, Crick S L 2008 Arch. Biochem. Biophys. 469 132
[34] Cragnell C, Durand D, Cabane B, Skepo M 2016 Proteins 84 777
[35] Venditto J G, Wolf S, Curotto E, Mella M 2015 Chem. Phys. Lett. 635 127
[36] Wu H H, Chen C C, Chen C M 2012 J. Comput. Aided Mol. Des. 26 363
[37] Liu Y, Kellogg E, Liang H J 2012 J. Chem. Phys. 137 045103
[38] Odriozola G, Berthier L 2011 J. Chem. Phys. 134 054504
[39] Turner C H, Brennan J K, Lisal M 2007 J. Phys. Chem. C 111 15706
[40] Kokubo H, Okamoto Y 2004 J. Chem. Phys. 120 10837
[41] Nakazawa T, Ban S, Okuda Y, Masuya M, Mitsutake A, Okamoto Y 2002 Biopolymers 63 273
[42] Uversky V N 2013 Intrinsically Disordered Proteins 1 e24684
[43] Childers M C, Towse C L, Daggett V 2016 Protein Eng. Des. Sel. 29 271
[44] Yu C, Niu X, Jin F, Liu Z, Jin C, Lai L 2016 Sci. Rep. 6 22298
[45] Guharoy M, Bhowmick P, Tompa P 2016 J. Biol. Chem. 291 6723
[46] Nagibina G S, Tin U F, Glukhov A S, Melnik T N, Melnik B S 2016 Protein Pept. Lett. 23 176
[47] Noivirt-Brik O, Horovitz A, Unger R 2009 PLoS Comput. Biol. 5 e1000592
[48] Cheng Y, LeGall T, Oldfield C J, Mueller J P, Van Y Y, Romero P, Cortese M S, Uversky V N, Dunker A K 2006 Trends Biotechnol. 24 435
[49] Ambroggio X I, Kuhlman B 2006 Curr. Opin. Struct. Biol. 16 525
[50] Meng G Z 1986 Prog. Biochem. Biophys. 13 3 (in Chinese) [盂广震 1986 生物化学与生物物理进展 13 3]
[51] Wang D C 2008 Protein Engineering (Vol. 1) (Beijing: Chemical Industry Press) p65 (in Chinese) [王大成 2008 蛋白质工程 (北京: 化学工业出版社) 第65页]
[52] Deng H Y, Jia Y, Zhang Y 2016 Acta Phys. Sin. 65 178701 (in Chinese) [邓海游, 贾亚, 张阳 2016 物理学报 65 178701]
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