Energetic networks of lone pair–π interactions in phycobiliprotein interfaces: structural organization, geometry, and cooperative stabilization
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Abstract
Lone pair–π interactions represent an underexplored class of noncovalent forces in protein architecture, despite their fundamental electronic significance. Here, we present a comprehensive computational and bioinformatics analysis of lone pair–π interactions at phycobiliprotein interfaces based on 20 high-resolution X-ray crystal structures. Using defined geometric criteria and ab initio quantum-chemical calculations at the LMP2/cc-pVTZ++ level on reduced molecular models, we systematically characterized their distribution, geometry, topology, and energetic contributions. We identified 2,245 lone pair–π interactions, revealing a highly nonrandom and chemically selective interaction landscape dominated by oxygen-based lone pair donors and aromatic π acceptors, particularly Tyr and Phe. Geometric analysis showed strong distance and angular preferences, consistent with directional donor–acceptor orbital interactions rather than nonspecific packing effects. Energy calculations revealed a structured interaction potential surface, with stabilizing energies clustering in the −0.1 to −5.0 kJ mol⁻¹ range within defined geometric domains. Network analysis further demonstrated that more than half of the interactions participate in cooperative, furcated lone pair–π motifs, generating interfacial stabilization through multivalent interaction networks. Collectively, these results establish lone pair–π interactions as geometry-encoded, energetically selective, and cooperatively organized stabilizing elements that contribute to interfacial specificity, structural precision, and quaternary structure stability in phycobiliprotein assemblies.
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Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution license 4.0 that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
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Ministarstvo Prosvete, Nauke i Tehnološkog Razvoja
Grant numbers 451-03-136/2025-03/200026 and 451-03-136/2025-03/200168
References
M. Konstantinidou, J. M. Virta, M. R. Arkin, Acc. Chem. Res. 58 (2025) 2840 (https://doi.org/10.1021/acs.accounts.5c00441)
P. Schake, S. N. Bolz, K. Linnemann, M. Schroeder, Nucleic Acids Res. 53 (2025) W463 (https://doi.org/10.1093/nar/gkaf361)
G. J. Bartlett, A. Choudhary, R. T. Raines, D. N. Woolfson, Nat. Chem. Biol. 6 (2010) 615 (https://doi.org/10.1038/nchembio.406)
D. A. Dougherty, Acc. Chem. Res. 46 (2013) 885 (https://doi.org/10.1021/ar300265y)
R. W. Newberry, R. T. Raines, Acc. Chem. Res. 50 (2017) 1838 (https://doi.org/10.1021/acs.accounts.7b00121)
I. V. Alabugin, M. Manoharan, S. Peabody, F. Weinhold, J. Am. Chem. Soc. 125 (2003) 5973 (https://doi.org/10.1021/ja034656e)
E. A. Meyer, R. K. Castellano, F. Diederich, Angew. Chem. Int. Ed. 42 (2003) 1210 (https://doi.org/10.1002/anie.200390319)
G. J. Bartlett, D. N. Woolfson, Prot. Sci. 25 (2016) 887 (https://doi.org/10.1002/pro.2896)
J. Novotny, S. Bazzi, R. Marek, J. Kozelka, Phys. Chem. Chem. Phys. 18 (2016) 19472 (https://doi.org/10.1039/C6CP01524G)
J. Kozelka, Eur. Biophys. J. 46 (2017) 729 (https://doi.org/10.1007/s00249-017-1210-1)
S. K. Singh, A. Das, Phys. Chem. Chem. Phys. 17 (2015) 9596 (https://doi.org/10.1039/C4CP05536E)
S. Jena, J. Dutta, K. D. Tulsiyan, A. K. Sahu, S. S. Choudhury, H. S. Biswal, Chem. Soc. Rev. 51 (2022) 4261 (https://doi.org/10.1039/D2CS00133K)
L. Hahn, T. Zorn, J. Kehrein, T. Kielholz, A. L. Ziegler, S. Forster, B. Sochor, E. S. Lisitsyna, N. A. Durandin, T. Laaksonen, V. Aseyev, C. Sotriffer, K. Saalwächter, M. Windbergs, A. C. Pöppler, R. Luxenhofer, ACS Nano. 17 (2023) 6932 (https://doi.org/10.1021/acsnano.3c00722)
L. Chen, X. Ruan, X. Li, H. Fu, Comput. Mol. Biol. 14 (2024) 182 (https://doi.org/10.5376/cmb.2024.14.0021)
Y. Yuan, C. Chen, X. Guo, B. Li, N. He, S. Wang, Compr. Rev. Food Sci. Food Saf. 23 (2024) e13285 (https://doi.org/10.1111/1541-4337.13285)
C. García-Gómez, D. E. Aguirre-Cavazos, A. Chávez-Montes, J. M. Ballesteros-Torres, A. A. Orozco-Flores, R. Reyna-Martínez, Á. D. Torres-Hernández, G. M. González-Meza, S. L. Castillo-Hernández, M. A. Gloria-Garza, M. Kačániová, M. Ireneusz-Kluz, J. H. Elizondo-Luevano, Mar. Drugs. 23 (2025) 201 (https://doi.org/10.3390/md23050201)
P. W. Rose, B. Beran, C. Bi, W. F. Bluhm, D. Dimitropoulos, D. S. Goodsell, A. Prlić, M. Quesada, G. B. Quinn, J. D. Westbrook, J. Young, B. Yukich, C. Zardecki, H. M. Berman, P. E. Bourne, Nucleic Acids Res. 39 (2011) D392-D401 (https://doi.org/10.1093/nar/gkq1021)
A. G. Murzin, S. E. Brenner, T. Hubbard, C. Chothia, J. Mol. Biol. 247 (1995) 536 (https://doi.org/10.1016/S0022-2836(05)80134-2)
J. M. Word, S. C. Lovell, J. S. Richardson, D. C. Richardson, J. Mol. Biol. 285 (1999) 1735 (https://doi.org/10.1006/jmbi.1998.2401)
Biovia, D.S. (2025) Discovery Studio Visualizer. San Diego.
V. R. Ribić, S. Đ. Stojanović, M. V. Zlatović, Int. J. Biol. Macromol. 106 (2018) 559 (https://doi.org/10.1016/j.ijbiomac.2017.08.050)
S. Đ. Stojanović, Z. Z. Petrović, M. V. Zlatović, J. Serb. Chem. Soc. 86, (2021) 781 (https://doi.org/10.2298/JSC210321042S)
Schrödinger Release 2018-1: Jaguar, Schrödinger, LLC, New York, NY, 2018.
T. H. Dunning, Jr., J. Chem. Phys. 90 (1989) 1007 (https://doi.org/10.1063/1.456153)
T. Clark, J. Chandrasekhar, G. W. Spitznagel, P. V. R. Schleyer, J. Comput. Chem. 4 (1983) 294 (https://doi.org/10.1002/jcc.540040303)
A. D. Bochevarov, E. Harder, T. F. Hughes, J. R. Greenwood, D. A. Braden, D. M. Philipp, D. Rinaldo, M. D. Halls, J. Zhang, R. A. Friesner, Int. J. Quantum Chem. 113 (2013) 2110 (https://doi.org/10.1002/qua.24481)
G. J. Jones, A. Robertazzi, J. A. Platts, J. Phys. Chem. B. 117 (2013) 3315 (https://doi.org/10.1021/jp400345s)
K. E. Riley, J. A. Platts, J. Řezáč, P. Hobza, J. G. Hill, J. Phys. Chem. A. 116 (2012) 4159 (https://doi.org/10.1021/jp211997b)
E. Cukuroglu, A. Gursoy, O. Keskin, Nucleic Acids Res. 40 (2012) D829-D833 (https://doi.org/10.1093/nar/gkr929)
M. Egli, S. Sarkhel, Acc. Chem. Res. 40 (2007) 197 (https://doi.org/10.1021/ar068174u)
T. Steiner, Angew. Chem. Int. Ed. 41 (2002) 48 (https://doi.org/10.1002/1521-3773(20020104)41:1%3C48::AID-ANIE48%3E3.0.CO;2-U)
T. J. Mooibroek, P. Gamez, J. Reedijk, CrystEngComm. 10 (2008) 1501 (https://doi.org/10.1039/B812026A)
R. W. Newberry, G. J. Bartlett, B. VanVeller, D. N. Woolfson, R. T. Raines, Prot. Sci. 23 (2014) 284 (https://doi.org/10.1002/pro.2413)
V. A. Adhav, K. Saikrishnan, ACS Omega 8 (2023) 22268 (https://doi.org/10.1021/acsomega.3c00205)
H. B. Bürgi, J. D. Dunitz, J. M. Lehn, G. Wipff, Tetrahedron 30 (1974) 1563 (https://doi.org/10.1016/S0040-4020(01)90678-7)
L. M. Salonen, M. Ellermann, F. Diederich, Angew. Chem. Int. Ed. 50 (2011) 4808 (https://doi.org/10.1002/anie.201007560)
H. B. Bürgi, J. D. Dunitz, E. Shefter, J. Am. Chem. Soc. 95 (1973) 5065 (https://doi.org/10.1021/ja00796a058)
P. A. Maury, D. N. Reinhoudt, J. Huskens, Curr. Opin. Colloid Interface Sci. 13 (2008) 74 (https://doi.org/10.1016/j.cocis.2007.08.013)
H. B. Bürgi, Inorg. Chem. 12 (1973) 2321 (https://doi.org/10.1021/ic50128a021).