Structural dynamics is a determinant of the functional significance of missense variants

被引:65
作者
Ponzoni, Luca [1 ]
Bahar, Ivet [1 ]
机构
[1] Univ Pittsburgh, Sch Med, Dept Computat & Syst Biol, Pittsburgh, PA 15261 USA
关键词
structural dynamics; missense variants; elastic network models; machine learning; PROTEIN STRUCTURES; CONSEQUENCES; PREDICTION; MUTATIONS; IMPACT;
D O I
10.1073/pnas.1715896115
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Accurate evaluation of the effect of point mutations on protein function is essential to assessing the genesis and prognosis of many inherited diseases and cancer types. Currently, a wealth of computational tools has been developed for pathogenicity prediction. Two major types of data are used to this aim: sequence conservation/evolution and structural properties. Here, we demonstrate in a systematic way that another determinant of the functional impact of missense variants is the protein's structural dynamics. Measurable improvement is shown in pathogenicity prediction by taking into consideration the dynamical context and implications of the mutation. Our study suggests that the class of dynamics descriptors introduced here may be used in conjunction with existing features to not only increase the prediction accuracy of the impact of variants on biological function, but also gain insight into the physical basis of the effect of missense variants.
引用
收藏
页码:4164 / 4169
页数:6
相关论文
共 50 条
  • [1] Impact of deleterious missense PRKCI variants on structural and functional dynamics of protein
    Shah, Hania
    Khan, Khushbukhat
    Khan, Naila
    Badshah, Yasmin
    Ashraf, Naeem Mahmood
    Shabbir, Maria
    SCIENTIFIC REPORTS, 2022, 12 (01):
  • [2] Structural and Functional Impact of Seven Missense Variants of Phenylalanine Hydroxylase
    Pecimonova, Martina
    Kluckova, Daniela
    Csicsay, Frantisek
    Reblova, Kamila
    Krahulec, Jan
    Prochazkova, Dagmar
    Skultety, Ludovit
    Kadasi, Ludevit
    Soltysova, Andrea
    GENES, 2019, 10 (06):
  • [3] A functional assay to classify ZBTB24 missense variants of unknown significance
    Wu, Haoyu
    Vonk, Kelly K. D.
    van der Maarel, Silvere M.
    Santen, Gijs W. E.
    Daxinger, Lucia
    HUMAN MUTATION, 2019, 40 (08) : 1077 - 1083
  • [4] TET2 missense variants in human neoplasia. A proposal of structural and functional classification
    Bussaglia, Elena
    Anton, Rosa
    Nomdedeu, Josep F.
    Fuentes-Prior, Pablo
    MOLECULAR GENETICS & GENOMIC MEDICINE, 2019, 7 (07):
  • [5] A domain damage index to prioritizing the pathogenicity of missense variants
    Chen, Hua-Chang
    Wang, Jing
    Liu, Qi
    Shyr, Yu
    HUMAN MUTATION, 2021, 42 (11) : 1503 - 1517
  • [6] DVA: predicting the functional impact of single nucleotide missense variants
    Wang, Dong
    Li, Jie
    Wang, Edwin
    Wang, Yadong
    BMC BIOINFORMATICS, 2024, 25 (SUPPL 1)
  • [7] Functional assessment of missense variants of uncertain significance in the cancer susceptibility gene PALB2
    Wu, Shijie
    Qi, Lina
    Chen, Huihui
    Zhang, Kun
    He, Jiapan
    Guo, Xianan
    Shen, Lu
    Zhou, Yunxiang
    Zhong, Xi
    Zheng, Shu
    Zhou, Jiaojiao
    Chen, Yiding
    NPJ BREAST CANCER, 2022, 8 (01)
  • [8] Unlocking the Door for Precision Medicine in Rare Conditions: Structural and Functional Consequences of Missense ACVR1 Variants
    Nagar, Garima
    Gupta, Shradheya R. R.
    Rustagi, Vanshika
    Pramod, Ravindran Kumar
    Singh, Archana
    Pahuja, Monika
    Singh, Indrakant Kumar
    OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY, 2024, 28 (10) : 526 - 536
  • [9] A framework for exhaustively mapping functional missense variants
    Weile, Jochen
    Sun, Song
    Cote, Atina G.
    Knapp, Jennifer
    Verby, Marta
    Mellor, Joseph C.
    Wu, Yingzhou
    Pons, Carles
    Wong, Cassandra
    van Lieshout, Natascha
    Yang, Fan
    Tasan, Murat
    Tan, Guihong
    Yang, Shan
    Fowler, Douglas M.
    Nussbaum, Robert
    Bloom, Jesse D.
    Vidal, Marc
    Hill, David E.
    Aloy, Patrick
    Roth, Frederick P.
    MOLECULAR SYSTEMS BIOLOGY, 2017, 13 (12)
  • [10] Functional analysis of BRCA1 missense variants of uncertain significance in Japanese breast cancer families
    Kawaku, Shogo
    Sato, Rieko
    Song, Hao
    Bando, Yuko
    Arinami, Tadao
    Noguchi, Emiko
    JOURNAL OF HUMAN GENETICS, 2013, 58 (09) : 618 - 621