Ryan Hisner’s research while affiliated with University of Cape Town and other places

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Publications (5)


SARS-CoV-2 evolution in the Omicron era
  • Literature Review

October 2023

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155 Reads

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93 Citations

Nature Microbiology

Cornelius Roemer

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Ryan Hisner

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[...]

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Since SARS-CoV-2 BA.5 (Omicron) emerged and spread in 2022, Omicron lineages have markedly diversified. Here we review the evolutionary trajectories and processes that underpin the emergence of these lineages, and identify the most prevalent sublineages. We discuss the potential origins of second-generation BA.2 lineages. Simple and complex recombination, antigenic drift and convergent evolution have enabled SARS-CoV-2 to accumulate mutations that alter its antigenicity. We also discuss the potential evolutionary trajectories of SARS-CoV-2 in the future.


Timeline of number of high G-to-A branches, normalised for sequencing volumes, in 6 countries
The y-axis represents number of high G-to-A branches, divided by total sequencing volume for the year. This analysis demonstrates that the effects seen in raw numbers in Fig. 2d cannot be explained by changes in sequencing volume.
High G-to-A sequences with more than 20 private mutations identified from a Nextclade alignment of all available SARS-CoV-2 sequences
Nextclade was used to align sequences and identify private mutations. High G-to-A branches were identified on the basis of unlabelled private mutations. Usher.bio was then used to create a tree with high G-to-A branches highlighted on a downsampled global tree, with visualisation performed with Nextstrain.
Distribution of major SARS-CoV-2 variants between placebo and molnupiravir treatments in the AGILE trial dataset
The proportion of patients infected with each variant is shown. The proportions are similar suggesting that differences between placebo and molnupiravir spectra will not be influenced by previously observed spectrum differences between variants (Ruis et al., Bloom et al.). VOC = variant of concern.
Context locations within the mutational spectrum
The RNA mutational spectrum contains 12 mutation types, for example C-to-T, shown here. The spectrum also captures the nucleotides surrounding each mutation. There are four potential upstream nucleotides and four potential downstream nucleotides. This figure shows the location of each of the 16 contexts within an example mutation type. For example, the leftmost bar represents C-to-T mutations in the ACA context while the second leftmost bar represents C-to-T mutations in the ACC context. The spectrum represented is from AGILE trial data on monlupiravir.
Mutation spectrum analysis supports a molnupiravir origin for high G-to-A nodes
(A) Strong correlation for contexts in all transition mutation classes between Alteri et al. molnupiravir-treated patients and high G-to-A long branches. (B) Similar analysis, with clear correlation between Donovan-Banfield et al. dataset of molnupiravir treated individuals to long high G-to-A branches. (C) Little correlation seen between contexts in typical SARS-CoV-2 evolution (Ruis et al.) and high G-to-A branches. (D) In data from long branches, context proportions for G-to-A mutations correlate with context proportions for C-to-T mutations, indicating a common mutational process. Points are labelled with G-to-A context, then C-to-T context.

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A molnupiravir-associated mutational signature in global SARS-CoV-2 genomes
  • Article
  • Full-text available

September 2023

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217 Reads

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128 Citations

Nature

Molnupiravir, an antiviral medication widely used against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), acts by inducing mutations in the virus genome during replication. Most random mutations are likely to be deleterious to the virus and many will be lethal; thus, molnupiravir-induced elevated mutation rates reduce viral load 1,2 . However, if some patients treated with molnupiravir do not fully clear the SARS-CoV-2 infections, there could be the potential for onward transmission of molnupiravir-mutated viruses. Here we show that SARS-CoV-2 sequencing databases contain extensive evidence of molnupiravir mutagenesis. Using a systematic approach, we find that a specific class of long phylogenetic branches, distinguished by a high proportion of G-to-A and C-to-T mutations, are found almost exclusively in sequences from 2022, after the introduction of molnupiravir treatment, and in countries and age groups with widespread use of the drug. We identify a mutational spectrum, with preferred nucleotide contexts, from viruses in patients known to have been treated with molnupiravir and show that its signature matches that seen in these long branches, in some cases with onward transmission of molnupiravir-derived lineages. Finally, we analyse treatment records to confirm a direct association between these high G-to-A branches and the use of molnupiravir.

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Figure 1. Placement of hCoV-19/Russia/KLU-RII-MH107906S/2022 in the phylogenetic tree by UShER 11 , with population downsampled to 2000 sequences. The inset shows the local phylogenetic vicinity of the patient K sample (tree visualization by IToL 15 ).
Figure 2. Regression of root-to-tip distance on sampling date. The regression lines are calculated for all non-Omicron, non-patient K samples (slope = 6.3x10 -4 ) and just for the B.1.1 samples (slope = 4.7x10 -4 ). The patient K sample is high above both regression lines, indicating accelerated evolution at this lineage.
Figure 4. Growth curve of the KLU virus and the B.1 ancestral strain in Caco-2. (А) Cells were infected at indicated moi (TCID50/cell) and incubated at 34 or 37℃. (B) Cells were infected at moi = 0.01 TCID50/cell and incubated at 37℃ in the culture medium with indicated pH. Samples of culture medium taken with an 8-24 hour interval after inoculation were titrated for virus infectious activity in the VeroE6/TMPRSS2 cell line.
A highly divergent SARS-CoV-2 lineage B.1.1 sample in a patient with long-term COVID-19

September 2023

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144 Reads

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2 Citations

We report the genomic analysis of a highly divergent SARS-CoV-2 sample obtained in October 2022 from an HIV+ patient with presumably long-term COVID-19 infection. Phylogenetic analysis indicates that the sample is characterized by a gain of 89 mutations since divergence from its nearest sequenced neighbor, which had been collected in September 2020 and belongs to the B.1.1 lineage, largely extinct in 2022. 33 of these mutations were coding and occurred in the Spike protein. Of these, 17 are lineage-defining in some of the variants of concern (VOCs) or are in sites where another mutation is lineage-defining in a variant of concern, and/or shown to be involved in antibody evasion, and/or detected in other cases of persistent COVID-19; these include some “usual suspects,” such as Spike:L452R, E484Q, K417T, Y453F, and N460K. Molecular clock analysis indicates that mutations in this lineage accumulated at an increased rate compared to the ancestral B.1.1 strain. This increase is driven by the accumulation of nonsynonymous mutations, for an average dN/dS value of 2.2, indicating strong positive selection during within-patient evolution. Additionally, there is reason to believe that the virus had persisted for at least some time in the gastrointestinal tract, as evidenced by the presence of mutations that are rare in the general population samples but common in samples from wastewater. Our analysis adds to the growing body of research on evolution of SARS-CoV-2 in chronically infected patients and its relationship to the emergence of variants of concern.


Figure 1. Placement of hCoV-19/Russia/KLU-RII-MH107906S/2022 in the phylogenetic tree by UShER 11 , with population downsampled to 2000 sequences. The inset shows the local phylogenetic vicinity of the patient K sample (tree visualization by IToL 15 ).
Figure 2. Regression of root-to-tip distance on sampling date. The regression lines are calculated for all non-Omicron, non-patient K samples (slope = 6.3x10 -4 ) and just for the B.1.1 samples (slope = 4.7x10 -4 ). The patient K sample is high above both regression lines, indicating accelerated evolution at this lineage.
Figure 4. Growth curve of the KLU virus and the B.1 ancestral strain in Caco-2. (А) Cells were infected at indicated moi (TCID50/cell) and incubated at 34 or 37℃. (B) Cells were infected at moi = 0.01 TCID50/cell and incubated at 37℃ in the culture medium with indicated pH. Samples of culture medium taken with an 8-24 hour interval after inoculation were titrated for virus infectious activity in the VeroE6/TMPRSS2 cell line.
Select Spike mutations in the patient K sample
A highly divergent SARS-CoV-2 lineage B.1.1 sample in a patient with long-term COVID-19

July 2023

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57 Reads

We report the genomic analysis of a highly divergent SARS-CoV-2 sample obtained in October 2022 from an HIV+ patient with presumably long-term COVID-19 infection. Phylogenetic analysis indicates that the sample is characterized by a gain of 89 mutations since divergence from its nearest sequenced neighbor, which had been collected in September 2020 and belongs to the B.1.1 lineage, largely extinct in 2022. 33 of these mutations were coding and occurred in the Spike protein. Of these, 17 are lineage-defining in some of the variants of concern (VOCs) or are in sites where another mutation is lineage-defining in a variant of concern, and/or shown to be involved in antibody evasion, and/or detected in other cases of persistent COVID-19; these include some “usual suspects,” such as Spike:L452R, E484Q, K417T, Y453F, and N460K. Molecular clock analysis indicates that mutations in this lineage accumulated at an increased rate compared to the ancestral B.1.1 strain. This increase is driven by the accumulation of nonsynonymous mutations, for an average dN/dS value of 2.2, indicating strong positive selection during within-patient evolution. Additionally, there is reason to believe that the virus had persisted for at least some time in the gastrointestinal tract, as evidenced by the presence of mutations that are rare in the general population samples but common in samples from wastewater. Our analysis adds to the growing body of research on evolution of SARS-CoV-2 in chronically infected patients and its relationship to the emergence of variants of concern.


Identification of a molnupiravir-associated mutational signature in SARS-CoV-2 sequencing databases

January 2023

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311 Reads

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17 Citations

Molnupiravir, an antiviral medication that has been widely used against SARS-CoV-2, acts by inducing mutations in the virus genome during replication. Most random mutations are likely to be deleterious to the virus, and many will be lethal. Molnupiravir-induced elevated mutation rates have been shown to decrease viral load in animal models. However, it is possible that some patients treated with molnupiravir might not fully clear SARS-CoV-2 infections, with the potential for onward transmission of molnupiravir-mutated viruses. We set out to systematically investigate global sequencing databases for a signature of molnupiravir mutagenesis. We find that a specific class of long phylogenetic branches appear almost exclusively in sequences from 2022, after the introduction of molnupiravir treatment, and in countries and age-groups with widespread usage of the drug. We calculate a mutational spectrum from the AGILE placebo-controlled clinical trial of molnupiravir and show that its signature, with elevated G-to-A and C-to-T rates, largely corresponds to the mutational spectrum seen in these long branches. Our data suggest a signature of molnupiravir mutagenesis can be seen in global sequencing databases, in some cases with onwards transmission.

Citations (4)


... In turn, the calculator is likely to initially overestimate the immune escape of highly divergent strains that may have evolved via more dramatic evolutionary events, such as recombination or chronic spillovers. Such variants usually encode a large number of S and RBD mutations and manifest as long branches on phylogenetic trees (Fig. 4C), potentially representing saltation events that are difficult to predict or model and which could require urgent vaccine updates 33 Second, a large fraction of the global population is now likely exposed to multiple SARS-CoV-2 strains, either via repeated infections or vaccinations or both [34][35][36] . The order of infections and vaccinations also differs at the population level; infants are now primed only with the most recently approved vaccines, which may impact the specificity and target of the serum neutralization response 37 . ...

Reference:

Predictive Modeling of Immune Escape and Antigenic Grouping of SARS-CoV-2 Variants
SARS-CoV-2 evolution in the Omicron era
  • Citing Article
  • October 2023

Nature Microbiology

... Worse still, these resistant viruses, coupled with their respective compensatory mutants, have the potential for transmission 127 . Aside from resistance, if doses of the drug are not sufficient to clear the viral load, the drug could have the opposing action of accelerating viral evolution rather than viral extinction 14,128 (Fig. 5D). ...

A molnupiravir-associated mutational signature in global SARS-CoV-2 genomes

Nature

... Unlike the aforementioned amino acid changes, NSP3:K977Q has previously been observed in a VOC (Gamma, P.1) and has been detected in the context of chronic infections as well as within cryptic lineages sampled from wastewater (Faria et al. 2021;Gregory et al. 2022;Nabieva et al. 2023). This amino acid change enhances the activity of the SARS-CoV-2 papain-like protease, potentially modulating the host's innate immune response (Patchett et al. 2021). ...

A highly divergent SARS-CoV-2 lineage B.1.1 sample in a patient with long-term COVID-19

... 121 An examination of the global population structure of SARS-CoV-2 genome sequences revealed long phylogenetic branches enriched for transition mutations that occurred almost exclusively after 2022 when molnupiravir treatment was introduced, and that were also localized to countries and age groups in which molnupiravir was more heavily prescribed. 122 Molnupiravir is thought to have a high barrier to resistance, and to date no studies have reported numerically significant, lineage-fixed mutations with clinical molnupiravir resistance. 123 However, given its limited clinical performance and the inherent risk of inducing mutagenesis towards accelerated adaptive evolution, clinical usage of this agent over other alternative therapeutics is under question. ...

Identification of a molnupiravir-associated mutational signature in SARS-CoV-2 sequencing databases