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Teixeira KS, Custódio MGF, Sgorlon G, Roca TP, Queiroz JADS, Passos-Silva AM, Ribeiro J, Vieira D. Haplotypic Distribution of SARS-CoV-2 Variants in Cases of Intradomiciliary Infection in the State of Rondônia, Western Amazon. Bioinform Biol Insights 2024; 18:11779322241266354. [PMID: 39574519 PMCID: PMC11580058 DOI: 10.1177/11779322241266354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 06/09/2024] [Indexed: 11/24/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has a high transmissibility profile which favors the accumulation of mutations along its genome, providing the emergence of new variants. In this context, haplotype studies have allowed mapping specific regions and combining approaches and tracking phylogenetic changes. During the COVID-19 pandemic, it was notorious that home environments favored the circulation of SARS-CoV-2, in this study we evaluated 1,407 individuals positive for SARS-CoV-2, in which we located 53 families in the period from June 2021 to February 2023. The epidemiological data were collected in E-SUS notifica and SIVEP-gripe. Then, the genetic material was extracted using the commercial kit and the viral load was evaluated and the viral genomes were sequenced using the Illumina MiSeq methodology. In addition, the circulation of 3 variants and their respective subvariants was detected. The delta variant represented the highest number of cases with 45%, the Omicron variant 43% and the lowest number with 11% of cases the Gamma variants. There were cases of families infected by different subvariants, thus showing different sources of infection. The haplotype network showed a distribution divided into 6 large clusters that were established according to the genetic characteristics observed by the algorithm and 224 Parsimony informative sites were found. In addition, 92% of subjects were symptomatic and 8% asymptomatic. The secondary attack rate of this study was 8.32%. Therefore, we can infer that the home environment favors the spread of SARS-CoV-2, so it is of paramount importance to carry out genomic surveillance in specific groups such as intradomiciliary ones.
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Affiliation(s)
- Karolaine Santos Teixeira
- Laboratório de Virologia Molecular, Fundação Oswaldo Cruz Rondônia—FIOCRUZ/RO, Porto Velho, Brazil
- Instituto Nacional de Epidemiologia da Amazônia Ocidental—INCT EpiAmO, Porto Velho, Brazil
- Programa Institucional de Bolsas de Iniciação em Desenvolvimento Tecnológico e Inovação—PIBITI/FIOCRUZ, Rio de Janeiro, Brazil
| | | | - Gabriella Sgorlon
- Laboratório de Virologia Molecular, Fundação Oswaldo Cruz Rondônia—FIOCRUZ/RO, Porto Velho, Brazil
- Instituto Nacional de Epidemiologia da Amazônia Ocidental—INCT EpiAmO, Porto Velho, Brazil
- Programa de Pós-Graduação em Biologia Experimental, Universidade Federal de Rondônia – UNIR/FIOCRUZ/RO, Porto Velho, Brazil
- Rede Genômica FIOCRUZ, Rio de Janeiro, Brazil
| | - Tárcio Peixoto Roca
- Laboratório de Virologia Molecular, Fundação Oswaldo Cruz Rondônia—FIOCRUZ/RO, Porto Velho, Brazil
- Instituto Nacional de Epidemiologia da Amazônia Ocidental—INCT EpiAmO, Porto Velho, Brazil
- Laboratório de Hepatites Virais, Instituto Oswaldo Cruz/IOC, FIOCRUZ, Rio de Janeiro, Brazil
| | - Jackson Alves da Silva Queiroz
- Laboratório de Virologia Molecular, Fundação Oswaldo Cruz Rondônia—FIOCRUZ/RO, Porto Velho, Brazil
- Instituto Nacional de Epidemiologia da Amazônia Ocidental—INCT EpiAmO, Porto Velho, Brazil
- Programa de Pós-Graduação em Biologia Experimental, Universidade Federal de Rondônia – UNIR/FIOCRUZ/RO, Porto Velho, Brazil
- Rede Genômica FIOCRUZ, Rio de Janeiro, Brazil
| | - Ana Maisa Passos-Silva
- Laboratório de Virologia Molecular, Fundação Oswaldo Cruz Rondônia—FIOCRUZ/RO, Porto Velho, Brazil
- Instituto Nacional de Epidemiologia da Amazônia Ocidental—INCT EpiAmO, Porto Velho, Brazil
- Programa de Pós-Graduação em Biologia Experimental, Universidade Federal de Rondônia – UNIR/FIOCRUZ/RO, Porto Velho, Brazil
| | - Jessiane Ribeiro
- Laboratório de Virologia Molecular, Fundação Oswaldo Cruz Rondônia—FIOCRUZ/RO, Porto Velho, Brazil
- Instituto Nacional de Epidemiologia da Amazônia Ocidental—INCT EpiAmO, Porto Velho, Brazil
| | - Deusilene Vieira
- Laboratório de Virologia Molecular, Fundação Oswaldo Cruz Rondônia—FIOCRUZ/RO, Porto Velho, Brazil
- Instituto Nacional de Epidemiologia da Amazônia Ocidental—INCT EpiAmO, Porto Velho, Brazil
- Programa de Pós-Graduação em Biologia Experimental, Universidade Federal de Rondônia – UNIR/FIOCRUZ/RO, Porto Velho, Brazil
- Rede Genômica FIOCRUZ, Rio de Janeiro, Brazil
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Caetano-Anollés K, Aziz MF, Mughal F, Caetano-Anollés G. On Protein Loops, Prior Molecular States and Common Ancestors of Life. J Mol Evol 2024; 92:624-646. [PMID: 38652291 PMCID: PMC11458777 DOI: 10.1007/s00239-024-10167-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 03/22/2024] [Indexed: 04/25/2024]
Abstract
The principle of continuity demands the existence of prior molecular states and common ancestors responsible for extant macromolecular structure. Here, we focus on the emergence and evolution of loop prototypes - the elemental architects of protein domain structure. Phylogenomic reconstruction spanning superkingdoms and viruses generated an evolutionary chronology of prototypes with six distinct evolutionary phases defining a most parsimonious evolutionary progression of cellular life. Each phase was marked by strategic prototype accumulation shaping the structures and functions of common ancestors. The last universal common ancestor (LUCA) of cells and viruses and the last universal cellular ancestor (LUCellA) defined stem lines that were structurally and functionally complex. The evolutionary saga highlighted transformative forces. LUCA lacked biosynthetic ribosomal machinery, while the pivotal LUCellA lacked essential DNA biosynthesis and modern transcription. Early proteins therefore relied on RNA for genetic information storage but appeared initially decoupled from it, hinting at transformative shifts of genetic processing. Urancestral loop types suggest advanced folding designs were present at an early evolutionary stage. An exploration of loop geometric properties revealed gradual replacement of prototypes with α-helix and β-strand bracing structures over time, paving the way for the dominance of other loop types. AlphFold2-generated atomic models of prototype accretion described patterns of fold emergence. Our findings favor a ‛processual' model of evolving stem lines aligned with Woese's vision of a communal world. This model prompts discussing the 'problem of ancestors' and the challenges that lie ahead for research in taxonomy, evolution and complexity.
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Affiliation(s)
- Kelsey Caetano-Anollés
- Evolutionary Bioinformatics Laboratory, Department of Crop Sciences and Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
- Callout Biotech, Albuquerque, NM, 87112, USA
| | - M Fayez Aziz
- Evolutionary Bioinformatics Laboratory, Department of Crop Sciences and Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Fizza Mughal
- Evolutionary Bioinformatics Laboratory, Department of Crop Sciences and Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Gustavo Caetano-Anollés
- Evolutionary Bioinformatics Laboratory, Department of Crop Sciences and Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA.
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Ali MA, Caetano-Anollés G. AlphaFold2 Reveals Structural Patterns of Seasonal Haplotype Diversification in SARS-CoV-2 Nucleocapsid Protein Variants. Viruses 2024; 16:1358. [PMID: 39339835 PMCID: PMC11435742 DOI: 10.3390/v16091358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 08/10/2024] [Accepted: 08/21/2024] [Indexed: 09/30/2024] Open
Abstract
The COVID-19 pandemic saw the emergence of various Variants of Concern (VOCs) that took the world by storm, often replacing the ones that preceded them. The characteristic mutant constellations of these VOCs increased viral transmissibility and infectivity. Their origin and evolution remain puzzling. With the help of data mining efforts and the GISAID database, a chronology of 22 haplotypes described viral evolution up until 23 July 2023. Since the three-dimensional atomic structures of proteins corresponding to the identified haplotypes are not available, ab initio methods were here utilized. Regions of intrinsic disorder proved to be important for viral evolution, as evidenced by the targeted change to the nucleocapsid (N) protein at the sequence, structure, and biochemical levels. The linker region of the N-protein, which binds to the RNA genome and self-oligomerizes for efficient genome packaging, was greatly impacted by mutations throughout the pandemic, followed by changes in structure and intrinsic disorder. Remarkably, VOC constellations acted co-operatively to balance the more extreme effects of individual haplotypes. Our strategy of mapping the dynamic evolutionary landscape of genetically linked mutations to the N-protein structure demonstrates the utility of ab initio modeling and deep learning tools for therapeutic intervention.
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Affiliation(s)
| | - Gustavo Caetano-Anollés
- Evolutionary Bioinformatics Laboratory, Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA;
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Ali MA, Caetano-Anollés G. AlphaFold2 Reveals Structural Patterns of Seasonal Haplotype Diversification in SARS-CoV-2 Spike Protein Variants. BIOLOGY 2024; 13:134. [PMID: 38534404 PMCID: PMC10968544 DOI: 10.3390/biology13030134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 02/07/2024] [Accepted: 02/16/2024] [Indexed: 03/28/2024]
Abstract
The slow experimental acquisition of high-quality atomic structures of the rapidly changing proteins of the COVID-19 virus challenges vaccine and therapeutic drug development efforts. Fortunately, deep learning tools such as AlphaFold2 can quickly generate reliable models of atomic structure at experimental resolution. Current modeling studies have focused solely on definitions of mutant constellations of Variants of Concern (VOCs), leaving out the impact of haplotypes on protein structure. Here, we conduct a thorough comparative structural analysis of S-proteins belonging to major VOCs and corresponding latitude-delimited haplotypes that affect viral seasonal behavior. Our approach identified molecular regions of importance as well as patterns of structural recruitment. The S1 subunit hosted the majority of structural changes, especially those involving the N-terminal domain (NTD) and the receptor-binding domain (RBD). In particular, structural changes in the NTD were much greater than just translations in three-dimensional space, altering the sub-structures to greater extents. We also revealed a notable pattern of structural recruitment with the early VOCs Alpha and Delta behaving antagonistically by suppressing regions of structural change introduced by their corresponding haplotypes, and the current VOC Omicron behaving synergistically by amplifying or collecting structural change. Remarkably, haplotypes altering the galectin-like structure of the NTD were major contributors to seasonal behavior, supporting its putative environmental-sensing role. Our results provide an extensive view of the evolutionary landscape of the S-protein across the COVID-19 pandemic. This view will help predict important regions of structural change in future variants and haplotypes for more efficient vaccine and drug development.
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Affiliation(s)
| | - Gustavo Caetano-Anollés
- Evolutionary Bioinformatics Laboratory, Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA;
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Zeng Y, Xia F, Guo C, Hu C, Li Y, Wang X, Wu Q, Chen Z, Lu J, Wang Z. Virological Characteristics of Five SARS-CoV-2 Variants, Including Beta, Delta and Omicron BA.1, BA.2, BA.5. Viruses 2023; 15:2394. [PMID: 38140635 PMCID: PMC10747097 DOI: 10.3390/v15122394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 12/02/2023] [Accepted: 12/05/2023] [Indexed: 12/24/2023] Open
Abstract
SARS-CoV-2 variants of concern (VOCs) show increasing transmissibility and infectivity and induce substantial injuries to human health and the ecology. Therefore, it is vital to understand the related features for controlling infection. In this study, SARS-CoV-2 WIV04 (prototype) and five VOCs (Beta, Delta, Omicron BA.1, BA.2 and BA.5 variants) were inoculated in Vero cells to observe their growth activities. Apart from evaluating the environmental stability at different temperatures, residual virus titers and infectivity at different temperatures (4 °C, room temperature (RT) and 37 °C) were measured over 7 days. The experiment also assessed the infectivity for different incubation durations. The growth capacity assay suggested that the WIV04, Beta and Delta variants replicated efficiently in Vero cells compared with Omicron Variants, and BA.2 replicated more efficiently in Vero cells than BA.1 and BA.5. In addition, all variants exhibited longer survivals at 4 °C and could remain infectious after 7 days, compared to RT' survival after 5 days and at 37 °C after 1 day. The virus infection assay indicated that the Omicron variant had a weaker ability to infect cells compared to the WIV04, Beta and Delta strains, and a longer infection time was required for these strains, except for BA.2.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Jia Lu
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430207, China; (Y.Z.); (F.X.); (C.G.); (C.H.); (Y.L.); (X.W.); (Q.W.); (Z.C.)
| | - Zejun Wang
- Wuhan Institute of Biological Products Co., Ltd., Wuhan 430207, China; (Y.Z.); (F.X.); (C.G.); (C.H.); (Y.L.); (X.W.); (Q.W.); (Z.C.)
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Caetano-Anollés G, Claverie JM, Nasir A. A critical analysis of the current state of virus taxonomy. Front Microbiol 2023; 14:1240993. [PMID: 37601376 PMCID: PMC10435761 DOI: 10.3389/fmicb.2023.1240993] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Accepted: 07/20/2023] [Indexed: 08/22/2023] Open
Abstract
Taxonomical classification has preceded evolutionary understanding. For that reason, taxonomy has become a battleground fueled by knowledge gaps, technical limitations, and a priorism. Here we assess the current state of the challenging field, focusing on fallacies that are common in viral classification. We emphasize that viruses are crucial contributors to the genomic and functional makeup of holobionts, organismal communities that behave as units of biological organization. Consequently, viruses cannot be considered taxonomic units because they challenge crucial concepts of organismality and individuality. Instead, they should be considered processes that integrate virions and their hosts into life cycles. Viruses harbor phylogenetic signatures of genetic transfer that compromise monophyly and the validity of deep taxonomic ranks. A focus on building phylogenetic networks using alignment-free methodologies and molecular structure can help mitigate the impasse, at least in part. Finally, structural phylogenomic analysis challenges the polyphyletic scenario of multiple viral origins adopted by virus taxonomy, defeating a polyphyletic origin and supporting instead an ancient cellular origin of viruses. We therefore, prompt abandoning deep ranks and urgently reevaluating the validity of taxonomic units and principles of virus classification.
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Affiliation(s)
- Gustavo Caetano-Anollés
- Evolutionary Bioinformatics Laboratory, Department of Crop Sciences and C.R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Jean-Michel Claverie
- Structural and Genomic Information Laboratory (UMR7256), Mediterranean Institute of Microbiology (FR3479), IM2B, IOM, Aix Marseille University, CNRS, Marseille, France
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