SARS-CoV-2 protein structure and sequence mutations: Evolutionary analysis and effects on virus variants

被引:5
作者
Lomoio, Ugo [1 ]
Puccio, Barbara [1 ]
Tradigo, Giuseppe [2 ]
Guzzi, Pietro Hiram [1 ]
Veltri, Pierangelo [3 ]
机构
[1] Univ Catanzaro, Dept Surg & Med Sci, Catanzaro, Italy
[2] e Campus Univ, Novedrate, Italy
[3] Univ Calabria, DIMES, Arcavacata Di Rende, Italy
来源
PLOS ONE | 2023年 / 18卷 / 07期
关键词
NETWORKS;
D O I
10.1371/journal.pone.0283400
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
The structure and sequence of proteins strongly influence their biological functions. New models and algorithms can help researchers in understanding how the evolution of sequences and structures is related to changes in functions. Recently, studies of SARS-CoV-2 Spike (S) protein structures have been performed to predict binding receptors and infection activity in COVID-19, hence the scientific interest in the effects of virus mutations due to sequence, structure and vaccination arises. However, there is the need for models and tools to study the links between the evolution of S protein sequence, structure and functions, and virus transmissibility and the effects of vaccination. As studies on S protein have been generated a large amount of relevant information, we propose in this work to use Protein Contact Networks (PCNs) to relate protein structures with biological properties by means of network topology properties. Topological properties are used to compare the structural changes with sequence changes. We find that both node centrality and community extraction analysis can be used to relate protein stability and functionality with sequence mutations. Starting from this we compare structural evolution to sequence changes and study mutations from a temporal perspective focusing on virus variants. Finally by applying our model to the Omicron variant we report a timeline correlation between Omicron and the vaccination campaign.
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页数:18
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共 47 条
  • [1] Anxiety and Gastrointestinal Symptoms Related to COVID-19 during Italian Lockdown
    Abenavoli, Ludovico
    Cinaglia, Pietro
    Lombardo, Giuditta
    Boffoli, Eduardo
    Scida, Miriam
    Procopio, Anna Caterina
    Larussa, Tiziana
    Boccuto, Luigi
    Zanza, Christian
    Longhitano, Yaroslava
    Fagoonee, Sharmila
    Luzza, Francesco
    [J]. JOURNAL OF CLINICAL MEDICINE, 2021, 10 (06) : 1 - 12
  • [2] Analysis of the mutation dynamics of SARS-CoV-2 genome in the samples from Georgia State of the United States
    Ahmad, Waqas
    Ahmad, Sarfraz
    Basha, Riyaz
    [J]. GENE, 2022, 841
  • [3] SARS-CoV-2 Variants Show a Gradual Declining Pathogenicity and Pro-Inflammatory Cytokine Stimulation, an Increasing Antigenic and Anti-Inflammatory Cytokine Induction, and Rising Structural Protein Instability: A Minimal Number Genome-Based Approach
    Barh, Debmalya
    Tiwari, Sandeep
    Rodrigues Gomes, Lucas Gabriel
    Ramalho Pinto, Cecilia Horta
    Andrade, Bruno Silva
    Ahmad, Shaban
    Aljabali, Alaa A. A.
    Alzahrani, Khalid J.
    Banjer, Hamsa Jameel
    Hassan, Sk Sarif
    Redwan, Elrashdy M.
    Raza, Khalid
    Goes-Neto, Aristoteles
    Sabino-Silva, Robinson
    Lundstrom, Kenneth
    Uversky, Vladimir N.
    Azevedo, Vasco
    Tambuwala, Murtaza M.
    [J]. INFLAMMATION, 2023, 46 (01) : 297 - 312
  • [4] Bisong E., 2019, Building Machine Learning and Deep Learning Models on Google Cloud Platform: A Comprehensive Guide for Beginners, P151, DOI [10.1007/978-1-4842-4470-8_12, DOI 10.1007/978-1-4842-4470-812]
  • [5] Fast unfolding of communities in large networks
    Blondel, Vincent D.
    Guillaume, Jean-Loup
    Lambiotte, Renaud
    Lefebvre, Etienne
    [J]. JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2008,
  • [6] Evolutionary origins of the SARS-CoV-2 sarbecovirus lineage responsible for the COVID-19 pandemic
    Boni, Maciej F.
    Lemey, Philippe
    Jiang, Xiaowei
    Lam, Tommy Tsan-Yuk
    Perry, Blair W.
    Castoe, Todd A.
    Rambaut, Andrew
    Robertson, David L.
    [J]. NATURE MICROBIOLOGY, 2020, 5 (11) : 1408 - +
  • [7] Data science in unveiling COVID-19 pathogenesis and diagnosis: evolutionary origin to drug repurposing
    Das, Jayanta Kumar
    Tradigo, Giuseppe
    Veltri, Pierangelo
    Guzzi, Pietro H.
    Roy, Swarup
    [J]. BRIEFINGS IN BIOINFORMATICS, 2021, 22 (02) : 855 - 872
  • [8] Protein Contact Networks: An Emerging Paradigm in Chemistry
    Di Paola, L.
    De Ruvo, M.
    Paci, P.
    Santoni, D.
    Giuliani, A.
    [J]. CHEMICAL REVIEWS, 2013, 113 (03) : 1598 - 1613
  • [9] Di Paola L, 2021, METHODS MOL BIOL, V2253, P7, DOI 10.1007/978-1-0716-1154-8_2
  • [10] The Discovery of a Putative Allosteric Site in the SARS-CoV-2 Spike Protein Using an Integrated Structural/Dynamic Approach
    Di Paola, Luisa
    Hadi-Alijanvand, Hamid
    Song, Xingyu
    Hu, Guang
    Giuliani, Alessandro
    [J]. JOURNAL OF PROTEOME RESEARCH, 2020, 19 (11) : 4576 - 4586