In Silico Study of the Acquired Resistance Caused by the Secondary Mutations of KRAS G12C Protein Using Long Time Molecular Dynamics Simulation and Markov State Model Analysis

被引:7
作者
Tu, Gao [1 ]
Liu, Qing [1 ]
Qiu, Yue [1 ]
Leung, Elaine Lai-Han [2 ,3 ]
Yao, Xiaojun [1 ]
机构
[1] Macau Univ Sci & Technol, Macau Inst Appl Res Med & Hlth, Dr Nehers Biophys Lab Innovat Drug Discovery, State Key Lab Qual Res Chinese Med, Taipa 999078, Macau, Peoples R China
[2] Univ Macau, Fac Hlth Sci, Canc Ctr, Macau 999078, Peoples R China
[3] Univ Macau, MOE Frontiers Sci Ctr Precis Oncol, Macau 999078, Peoples R China
关键词
KRAS G12C inhibitor; drug resistance; molecular dynamics; Markov state model; AMG; 510; INHIBITORS; MECHANISM; BINDING; SYSTEM;
D O I
10.3390/ijms232213845
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Kirsten rat sarcoma viral oncogene homolog (KRAS) is a small GTPase protein which plays an important role in the treatment of KRAS mutant cancers. The FDA-approved AMG510 and MRTX849 (phase III clinical trials) are two potent KRASG12C-selective inhibitors that target KRAS G12C. However, the drug resistance caused by the second-site mutation in KRAS has emerged, and the mechanisms of drug resistance at atom level are still unclear. To clarify the mechanisms of drug resistance, we conducted long time molecular dynamics simulations (75 mu s in total) to study the structural and energetic features of KRAS G12C and its four drug resistant variants to inhibitors. The combined binding free energy calculation and protein-ligand interaction fingerprint revealed that these second-site mutations indeed caused KRAS to produce different degrees of resistance to AMG510 and MRTX849. Furthermore, Markov State Models and 2D-free energy landscapes analysis revealed the difference in conformational changes of mutated KRAS bound with and without inhibitors. Furthermore, the comparative analysis of these systems showed that there were differences in their allosteric signal pathways. These findings provide the molecular mechanism of drug resistance, which helps to guide novel KRAS G12C inhibitor design to overcome drug resistance.
引用
收藏
页数:26
相关论文
共 56 条
  • [1] [Anonymous], 2018, Amber
  • [2] [Anonymous], 2010, The PyMOL Molecular Graphics System
  • [3] [Anonymous], 2009, Maestro
  • [4] Acquired Resistance to KRASG12C Inhibition in Cancer
    Awad, M. M.
    Liu, S.
    Rybkin, I. I.
    Arbour, K. C.
    Dilly, J.
    Zhu, V. W.
    Johnson, M. L.
    Heist, R. S.
    Patil, T.
    Riely, G. J.
    Jacobson, J. O.
    Yang, X.
    Persky, N. S.
    Root, D. E.
    Lowder, K. E.
    Feng, H.
    Zhang, S. S.
    Haigis, K. M.
    Hung, Y. P.
    Sholl, L. M.
    Wolpin, B. M.
    Wiese, J.
    Christiansen, J.
    Lee, J.
    Schrock, A. B.
    Lim, L. P.
    Garg, K.
    Li, M.
    Engstrom, L. D.
    Waters, L.
    Lawson, J. D.
    Olson, P.
    Lito, P.
    Ou, S. -H. I.
    Christensen, J. G.
    Janne, P. A.
    Aguirre, A. J.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2021, 384 (25) : 2382 - 2393
  • [5] ProLIF: a library to encode molecular interactions as fingerprints
    Bouysset, Cedric
    Fiorucci, Sebastien
    [J]. JOURNAL OF CHEMINFORMATICS, 2021, 13 (01)
  • [6] The clinical KRAS(G12C) inhibitor AMG 510 drives anti-tumour immunity
    Canon, Jude
    Rex, Karen
    Saiki, Anne Y.
    Mohr, Christopher
    Cooke, Keegan
    Bagal, Dhanashri
    Gaida, Kevin
    Holt, Tyler
    Knutson, Charles G.
    Koppada, Neelima
    Lanman, Brian A.
    Werner, Jonathan
    Rapaport, Aaron S.
    San Miguel, Tisha
    Ortiz, Roberto
    Osgood, Tao
    Sun, Ji-Rong
    Zhu, Xiaochun
    McCarter, John D.
    Volak, Laurie P.
    Houk, Brett E.
    Fakih, Marwan G.
    O'Neil, Bert H.
    Price, Timothy J.
    Falchook, Gerald S.
    Desai, Jayesh
    Kuo, James
    Govindan, Ramaswamy
    Hong, David S.
    Ouyang, Wenjun
    Henary, Haby
    Arvedson, Tara
    Cee, Victor J.
    Lipford, J. Russell
    [J]. NATURE, 2019, 575 (7781) : 217 - +
  • [7] Kras as a key oncogene and therapeutic target in pancreatic cancer
    Collins, Meredith A.
    di Magliano, Marina Pasca
    [J]. FRONTIERS IN PHYSIOLOGY, 2014, 4
  • [8] Drugging the undruggable RAS: Mission Possible?
    Cox, Adrienne D.
    Fesik, Stephen W.
    Kimmelman, Alec C.
    Luo, Ji
    Der, Channing J.
    [J]. NATURE REVIEWS DRUG DISCOVERY, 2014, 13 (11) : 828 - 851
  • [9] PARTICLE MESH EWALD - AN N.LOG(N) METHOD FOR EWALD SUMS IN LARGE SYSTEMS
    DARDEN, T
    YORK, D
    PEDERSEN, L
    [J]. JOURNAL OF CHEMICAL PHYSICS, 1993, 98 (12) : 10089 - 10092
  • [10] Towards a theory of transition paths
    E, Weinan
    Vanden-Eijnden, Eric
    [J]. JOURNAL OF STATISTICAL PHYSICS, 2006, 123 (03) : 503 - 523