Please wait a minute...
Chin. Phys. B, 2026, Vol. 35(5): 058702    DOI: 10.1088/1674-1056/ae0898
INTERDISCIPLINARY PHYSICS AND RELATED AREAS OF SCIENCE AND TECHNOLOGY Prev   Next  

Exploring protein conformations by cluster-guided iterative multiple independent molecular dynamics simulations

Chengtao Ding(丁成涛)1,2,†, Guanglin Chen(陈光临)3,†, Qingguo Gong(龚庆国)2, and Zhiyong Zhang(张志勇)2,3,‡
1 Department of Clinical Laboratory Center, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei 230031, China;
2 Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230026, China;
3 Department of Physics and Anhui Center for Fundamental Science in Theoretical Physics, University of Science and Technology of China, Hefei 230026, China
Abstract  Enhanced sampling methods in molecular dynamics (MD) simulations have been gaining popularity in the past decades because they can explore conformations of proteins more efficiently than conventional MD simulations. In this paper, we implement a protocol of enhanced sampling that combines iterative multiple independent MD simulations and cluster analysis. After a set of independent simulations, the combined trajectory is divided into clusters. The representative structures picked from the clusters are utilized to start the next cycle of MD simulations. By using different strategies to pick the representative structures, the enhanced sampling can be either targeted or non-targeted. Two multi-domain proteins, Escherichia coli adenylate kinase (AdK) and the three-domain (PHD-Bromo-PWWP) structure in the BS69 protein, were selected to test the method. The data indicate that conformations of the proteins can be efficiently explored, and the results show better agreement with the experimental data than those obtained through conventional MD simulations.
Keywords:  enhanced sampling method      molecular dynamics simulation      cluster analysis      free energy calculation      multi-domain protein  
Received:  28 July 2025      Revised:  11 September 2025      Accepted manuscript online:  18 September 2025
PACS:  87.15.ap (Molecular dynamics simulation)  
  87.14.E- (Proteins)  
  87.15.B- (Structure of biomolecules)  
Fund: Research and Development Program of China (Grant No. 2021YFA1301504), Anhui University of Chinese Medicine 2024 Clinical Research Project (Grant No. 2024YFYLCZX26), the National Natural Science Foundation of China (Grant No. 91953101), and Chinese Academy of Sciences Strategic Priority Research Program (Grant No. XDB37040202).
Corresponding Authors:  Zhiyong Zhang     E-mail:  zzyzhang@ustc.edu.cn

Cite this article: 

Chengtao Ding(丁成涛), Guanglin Chen(陈光临), Qingguo Gong(龚庆国), and Zhiyong Zhang(张志勇) Exploring protein conformations by cluster-guided iterative multiple independent molecular dynamics simulations 2026 Chin. Phys. B 35 058702

[1] Yon J M, Perahia D and Ghelis C 1998 Biochimie 80 33
[2] Berendsen H J and Hayward S 2000 Curr. Opin. Struct. Biol. 10 165
[3] Kern D and Zuiderweg E R 2003 Curr. Opin. Struct. Biol. 13 748
[4] Lipfert J and Doniach S 2007 Annu. Rev. Biophys Biomol. Struct. 36 307
[5] Joo C, Balci H, Ishitsuka Y, Buranachai C and Ha T 2008 Annu. Rev. Biochem. 77 51
[6] Sinz A 2003 J. Mass Spectrom 38 1225
[7] Karplus M and McCammon J A 2002 Nat. Struct. Biol. 9 646
[8] Adcock S A and McCammon J A 2006 Chem. Rev. 106 1589
[9] Dror R O, Dirks R M, Grossman J P, Xu H and Shaw D E 2012 Annu. Rev. Biophys. 41 429
[10] Anderson J A, Lorenz C D and Travesset A 2008 J. Comput. Phys. 227 5342
[11] Friedrichs M S, Eastman P, Vaidyanathan V, Houston M, Legrand S, Beberg A L, Ensign D L, Bruns C M and Pande V S 2009 J. Comput. Chem. 30 864
[12] HarveyMJ, Giupponi G and Fabritiis G D 2009 J. Chem. Theory Comput. 5 1632
[13] Jung J, Naurse A, Kobayashi C and Sugita Y 2016 J. Chem. Theory Comput. 12 4947
[14] Bernardi R C, Melo M C R and Schulten K 2015 BBA-Gen. Subjects 1850 872
[15] Wang A H, Zhang Z C and Li G H 2019 Chinese Journal of Chemical Physics 32 277
[16] Tang Y, Yang Z, Yao Y, Zhou Y, Tan Y, Wang Z, Pan T, Xiong R, Sun J and Wei G 2024 Chin. Phys. B 33 030701
[17] Harada R and Kitao A 2013 J. Chem. Phys. 139 035103
[18] Harada R and Kitao A 2015 J. Chem. Theory Comput. 11 5493
[19] Harada R, Sladek V and Shigeta Y 2019 J. Chem. Theory Comput. 15 5144
[20] Shkurti A, Styliari I D, Balasubramanian V, Bethune I, Pedebos C, Jha S and Laughton C A 2019 J. Chem. Theory Comput. 15 2587
[21] Yuan Y, Zhu Q, Song R, Ma J and Dong H 2020 J. Chem. Theory Comput. 16 4631
[22] Zhang J and Gong H 2020 J. Chem. Theory Comput. 16 4813
[23] Harada R and Shigeta Y 2018 Journal of Molecular Graphics & Modelling 85 153
[24] Xu R and Wunsch D 2005 IEEE Transactions on Neural Networks 16 645
[25] Muller C W and Schulz G E 1992 J. Mol. Biol. 224 159
[26] Muller C W, Schlauderer G J, Reinstein J and Schulz G E 1996 Structure 4 147
[27] Wang J, Qin S, Li F, Li S, Zhang W, Peng J, Zhang Z, Gong Q, Wu J and Shi Y 2014 Cell Research 24 890
[28] Harada R and Shigeta Y 2018 Molecular Simulation 44 206
[29] Jain A K 2010 Pattern Recognition Letters 31 651
[30] Arora K and Brooks C L I 2007 Proc. Natl. Acad. Sci. USA 104 18496
[31] Ping J, Hao P, Li Y X and Wang J F 2013 Biomed Research International 2013 628536
[32] Li D, Liu M S and Ji B 2015 Biophysical Journal 109 647
[33] Zheng Y and Cui Q 2018 J. Chem. Theory Comput. 14 1716
[34] Abraham M J, Murtola T, Schulz R, Páll S, Smith J C, Hess B and Lindahl E 2015 SoftwareX 1-2 19
[35] Huang J, Rauscher S, Nawrocki G, Ran T, Feig M, de Groot B L, Grubmüller H and MacKerell A D 2017 Nature Methods 14 71
[36] Jorgensen W L, Chandrasekhar J, Madura J D, Impey R W and Klein M L 1983 J. Chem. Phys. 79 926
[37] Bussi G, Donadio D and Parrinello M 2007 J. Chem. Phys. 126 014101
[38] Hess B 2008 J. Chem. Theory Comput. 4 116
[39] Essmann U, Perera L, Berkowitz M L, Darden T, Lee H and Pedersen L G 1995 J. Chem. Phys. 103 8577
[40] Kumar S, Rosenberg J M, Bouzida D, Swendsen R H and Kollman P A 1992 J. Comput. Chem. 13 1011
[41] Hateboer G, Gennissen A, Ramos Y F, Kerkhoven R M, Sonntag-Buck V, Stunnenberg H G and Bernards R 1995 EMBO J. 14 3159
[42] Eswar N, Eramian D, Webb B, Shen M Y and Sali A 2008 Methods in molecular biology (Clifton, N.J.) 426 145
[43] Petoukhov M V and Svergun D I 2005 Biophysical Journal 89 1237
[44] Franke D, Petoukhov M V, Konarev P V, Panjkovich A, Tuukkanen A, Mertens H D T, Kikhney A G, Hajizadeh N R, Franklin J M, Jeffries C M and Svergun D I 2017 Journal of Applied Crystallography 50 1212
[45] Robustelli P, Piana S and Shaw D E 2018 Proc. Natl. Acad. Sci. USA 115 E4758
[46] Tria G, Mertens H D T, Kachala M and Svergun D I 2015 Iucrj 2 207
[47] Wolf-Watz M, Thai V, Henzler-Wildman K, Hadjipavlou G, Eisenmesser E Z and Kern D 2004 Nature Structural & Molecular Biology 11 945
[48] Maragakis P and Karplus M 2005 Journal of Molecular Biology 352 807
[49] Henzler-Wildman K A, Thai V, Lei M, Ott M, Wolf-Watz M, Fenn T, Pozharski E, Wilson M A, Petsko G A, Karplus M, Hübner C G and Kern D 2007 Nature 450 838
[50] Grossfield A http://membrane.urmc.rochester.edu/wordpress/?page_id=126
[51] Braitbard M, Schneidman-Duhovny D and Kalisman N 2019 Annu. Rev. Biochem. 88 113
[1] Inhibitory effect of Relatlimab on LAG3-FGL1 interaction investigated by molecular dynamics simulation
Qing Xie(谢晴), Xue-Feng Liu(刘雪峰), Yu-Qing Wang(王雨晴), and Chen-Xiang Wang(王辰祥). Chin. Phys. B, 2026, 35(4): 048701.
[2] Be-B thin film growth: A deep potential and molecular dynamics study
Xilei Wang(王熙蕾) and Hong Zhang(张红). Chin. Phys. B, 2026, 35(4): 046801.
[3] Mechanism of loop-2 in facilitating microtubule depolymerase activity of kinesin-8 motors
Xiao-Xuan Shi(史晓璇), Yao Wang(王瑶), Jie Wang(王杰), Yu-Ru Liu(刘玉如), and Ping Xie(谢平). Chin. Phys. B, 2026, 35(2): 028701.
[4] Effect of chemical short-range order on primary radiation damage in TiVTaNb high-entropy alloys
Yong-Peng Zhao(赵永鹏), Yu-Ze Liu(刘禹泽), Yan-Kun Dou(豆艳坤), Zhong-Ao Zhang(张忠傲), Xin-Fu He(贺新福), and Wen Yang(杨文). Chin. Phys. B, 2026, 35(2): 026101.
[5] Yielding transition under oscillatory shear in metallic glasses
Nannan Ren(任楠楠), Tiantian Meng(孟天天), Hui Huang(黄慧), Qunshuang Ma(马群双), Jun Fang(房军), Qin Li(李勤), and Weihuo Li(李维火). Chin. Phys. B, 2026, 35(1): 016103.
[6] General-purpose moment tensor potential for Ga-In liquid alloys towards large-scale molecular dynamics with ab initio accuracy
Kai-Jie Zhao(赵凯杰) and Zhi-Gong Song(宋智功). Chin. Phys. B, 2025, 34(6): 066101.
[7] Depolymerization mechanism of microtubule revealed by nucleotide-dependent changes of longitudinal and lateral interactions
Bingbing Zhang(张冰冰), Ziling Huo(霍子玲), Jiaxi Li(李佳希), Jingyu Qin(覃静宇), and Yizhao Geng(耿轶钊). Chin. Phys. B, 2025, 34(6): 068702.
[8] Molecular dynamics evaluation of self-diffusion coefficients in two-dimensional dusty plasmas
Muhammad Asif Shakoori, Misbah Khan, Haipeng Li(李海鹏), Aamir Shahzad, Maogang He(何茂刚), and Syed Ali Raza. Chin. Phys. B, 2025, 34(4): 045202.
[9] Molecular dynamics simulations of collision cascades in polycrystalline tungsten
Lixia Liu(刘丽霞), Mingxuan Jiang(蒋明璇), Ning Gao(高宁), Yangchun Chen(陈阳春), Wangyu Hu(胡望宇), and Hiuqiu Deng(邓辉球). Chin. Phys. B, 2025, 34(4): 046103.
[10] Elastic-plastic behavior of nickel-based single crystal superalloys with γ-γ' phases based on molecular dynamics simulations
Jing-Zhao Cao(曹景昭), Yun-Guang Zhang(张云光), Zhong-Kui Zhang(张中奎), Jiang-Peng Fan(范江鹏), Qi Dong(董琪), and Ying-Ying Fang(方盈盈). Chin. Phys. B, 2025, 34(4): 046204.
[11] Structural and transport properties of (Mg,Fe)SiO3 at high temperature and high pressure
Shu Huang(黄澍), Zhiyang Xiang(向志洋), Shi He(何适), Luhan Yin(尹路寒), Shihe Zhang(张时赫), Chen Chen(陈晨), Kaihua He(何开华), and Cheng Lu(卢成). Chin. Phys. B, 2025, 34(3): 036102.
[12] Molecular dynamics simulations reveal the activation mechanism of human TMEM63A induced by lysophosphatidylcholine insertion
Zain Babar, Junaid Wahid, Xiaofei Ji(季晓飞), Huilin Zhao(赵慧琳), Hua Yu(于华), and Dali Wang(王大力). Chin. Phys. B, 2025, 34(12): 128704.
[13] Interfacial thermal resistance in amorphous Mo/Si structures: A molecular dynamics study
Weiwu Miao(苗未午), Hongyu He(贺虹羽), Yi Tao(陶毅), Qiong Wu(吴琼), Chao Wu(吴超), and Chenhan Liu(刘晨晗). Chin. Phys. B, 2025, 34(10): 106501.
[14] Plastic deformation mechanism of γ-phase U-Mo alloy studied by molecular dynamics simulations
Chang Wang(王畅), Peng Peng(彭芃), and Wen-Sheng Lai(赖文生). Chin. Phys. B, 2025, 34(1): 018101.
[15] Influence of temperature, stress, and grain size on behavior of nano-polycrystalline niobium
Yu-Ping Yan(晏玉平), Liu-Ting Zhang(张柳亭), Li-Pan Zhang(张丽攀), Gang Lu(芦刚), and Zhi-Xin Tu(涂志新). Chin. Phys. B, 2024, 33(7): 076201.
No Suggested Reading articles found!