In silico evolution of nucleic acid-binding proteins from a nonfunctional scaffold

被引:6
|
作者
Raven, Samuel A. [1 ,2 ]
Payne, Blake [1 ,2 ]
Bruce, Mitchell [3 ]
Filipovska, Aleksandra [1 ,2 ,4 ,5 ]
Rackham, Oliver [1 ,3 ,5 ,6 ]
机构
[1] Harry Perkins Inst Med Res, Nedlands, WA, Australia
[2] Univ Western Australia, Ctr Med Res, Nedlands, WA, Australia
[3] Curtin Univ, Curtin Med Sch, Bentley, WA, Australia
[4] Univ Western Australia, Sch Mol Sci, Crawley, WA, Australia
[5] Perth Childrens Hosp, Telethon Kids Inst, Nedlands, WA, Australia
[6] Curtin Univ, Curtin Hlth Innovat Res Inst, Bentley, WA, Australia
基金
澳大利亚研究理事会; 英国医学研究理事会;
关键词
DIRECTED EVOLUTION; RNA RECOGNITION; PUF; PRINCIPLES;
D O I
10.1038/s41589-022-00967-y
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
Directed evolution emulates the process of natural selection to produce proteins with improved or altered functions. These approaches have proven to be very powerful but are technically challenging and particularly time and resource intensive. To bypass these limitations, we constructed a system to perform the entire process of directed evolution in silico. We employed iterative computational cycles of mutation and evaluation to predict mutations that confer high-affinity binding activities for DNA and RNA to an initial de novo designed protein with no inherent function. Beneficial mutations revealed modes of nucleic acid recognition not previously observed in natural proteins, highlighting the ability of computational directed evolution to access new molecular functions. Furthermore, the process by which new functions were obtained closely resembles natural evolution and can provide insights into the contributions of mutation rate, population size and selective pressure on functionalization of macromolecules in nature.
引用
收藏
页码:403 / +
页数:22
相关论文
共 50 条
  • [1] In silico evolution of nucleic acid-binding proteins from a nonfunctional scaffold
    Samuel A. Raven
    Blake Payne
    Mitchell Bruce
    Aleksandra Filipovska
    Oliver Rackham
    Nature Chemical Biology, 2022, 18 : 403 - 411
  • [2] INHIBITION OF NUCLEIC ACID-BINDING PROTEINS BY AURINTRICARBOXYLIC ACID
    BLUMENTHAL, T
    LANDERS, TA
    BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 1973, 55 (03) : 680 - 688
  • [3] INTERMEDIATE FILAMENT SUBUNIT PROTEINS ARE NUCLEIC ACID-BINDING PROTEINS
    TRAUB, P
    NELSON, WJ
    VORGIAS, CE
    BIOLOGY OF THE CELL, 1982, 45 : 204 - 204
  • [4] Modem tools for identification of nucleic acid-binding proteins
    Hegarat, Nadia
    Francois, Jean-Christophe
    Praseuth, Daniele
    BIOCHIMIE, 2008, 90 (09) : 1265 - 1272
  • [5] THE SUBUNITS OF INTERMEDIATE FILAMENTS ARE NUCLEIC ACID-BINDING PROTEINS
    TRAUB, P
    NELSON, WJ
    VORGIAS, CE
    KUHN, S
    JOURNAL OF CELL BIOLOGY, 1982, 95 (02): : A229 - A229
  • [6] NUCLEIC ACID-BINDING PROTEINS - MORE METAL-BINDING FINGERS
    BERG, JM
    NATURE, 1986, 319 (6051) : 264 - 265
  • [7] Amino Acid Composition in Various Types of Nucleic Acid-Binding Proteins
    Bartas, Martin
    Cerven, Jiri
    Guziurova, Simona
    Slychko, Kristyna
    Pecinka, Petr
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2021, 22 (02) : 1 - 12
  • [8] ProbeRating: a recommender system to infer binding profiles for nucleic acid-binding proteins
    Yang, Shu
    Liu, Xiaoxi
    Ng, Raymond T.
    BIOINFORMATICS, 2020, 36 (18) : 4797 - 4804
  • [9] Functional cloning, sorting, and expression profiling of nucleic acid-binding proteins
    Ramanathan, Y
    Zhang, HB
    Aris, V
    Soteropoulos, P
    Aaronson, SA
    Tolias, PP
    GENOME RESEARCH, 2002, 12 (08) : 1175 - 1184
  • [10] Affinity regression predicts the recognition code of nucleic acid-binding proteins
    Pelossof, Raphael
    Singh, Irtisha
    Yang, Julie L.
    Weirauch, Matthew T.
    Hughes, Timothy R.
    Leslie, Christina S.
    NATURE BIOTECHNOLOGY, 2015, 33 (12) : 1242 - +