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layout: post | ||
title: Deep mutational scanning of H5 influenza hemagglutinin | ||
date: 2024-05-25 | ||
author: Jesse Bloom | ||
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In [a new study](https://doi.org/10.1101/2024.05.23.595634), we have measured how all mutations to the hemagglutinin (HA) of clade 2.3.4.4b H5 influenza affect molecular phenotypes relevant to pandemic risk. | ||
The data can be interactively visualized at [https://dms-vep.org/Flu_H5_American-Wigeon_South-Carolina_2021-H5N1_DMS/](https://dms-vep.org/Flu_H5_American-Wigeon_South-Carolina_2021-H5N1_DMS/) | ||
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## Overview | ||
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H5 influenza from clade 2.3.4.4b [has been causing](https://wwwnc.cdc.gov/eid/article/30/7/24-0508_article) outbreaks in numerous animals, including wild birds, poultry, cats, and cattle. | ||
There is concern that this virus could pose a potential risk to humans if it acquires additional mutations that improve its ability to infect or transmit in humans. | ||
From prior work, several molecular phenotypes of HA are known to contribute to pandemic risk. | ||
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In [a new study led by Bernadeta Dadonaite](https://doi.org/10.1101/2024.05.23.595634), we used deep mutational scanning to measure how all HA amino-acid mutations affected key molecular phenotypes. | ||
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![molecular phenotypes measured](../assets/research/h5-dms/phenotypes.jpg) | ||
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To make these measurements safely, we used a previously described [pseudovirus deep mutational scanning system](https://www.sciencedirect.com/science/article/pii/S0092867423001034) that allows us to characterize the effects of mutations to viral entry proteins using single-cycle replicative lentiviral particles that can be safely studied at biosafety-level 2. | ||
Using this system, we made libraries that covered all amino-acid mutations to the current candidate vaccine strain HA for clade 2.3.4.4b H5 influenza. | ||
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![pseudovirus schematic](../assets/research/h5-dms/schematic.jpg) | ||
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First we measured how all mutations affected the ability of HA to mediate cell entry. | ||
These results can be visualized either using a heatmap or by projecting functional constraint onto the HA protein structure, as show below. | ||
Overall, these measurements identify functionally constrained regions of HA that are unlikely to mutate, and so form good targets for antibodies and other therapeutics. | ||
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![cell entry heatmap](../assets/research/h5-dms/cell_entry_heatmap.jpg) | ||
![cell entry structure](../assets/research/h5-dms/cell_entry_structure.jpg) | ||
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Next we measured how mutations affect HA's ability to mediate entry into 293T cells that express a2-6 versus a2-3 linked sialic acids, which is important because human transmissible viruses use a2-6. | ||
Below are mutations that increase a2-6 usage: | ||
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![a2-6 usage](../assets/research/h5-dms/a2-6.jpg) | ||
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We also measured how mutations affect HA stability, which is important as increased HA stability is associated with increased airborne transmissibility. | ||
Below is a map of stability enhancing mutations, which tend to be located in helices in the fusion machinery and interfaces between the head and stalk domains: | ||
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![stability](../assets/research/h5-dms/stability.jpg) | ||
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Finally, we measured how all the mutations affect neutralization by mouse and ferret sera. | ||
The key sites of neutralization escape are on the top of the HA head mostly in classically defined antigenic regions, although sites of escape differ a bit between mouse and ferret sera: | ||
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![escape](../assets/research/h5-dms/escape.jpg) | ||
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To aid in using these data in surveillance, our collaborators (Jordan Ort and Louise Moncla) have integrated them into nextstrain (see [here](https://nextstrain.org/groups/moncla-lab/h5nx/h5-dms/clade-2344b) to color a phylogenetic tree by the measured phenotypes). | ||
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Angie Hinrichs [has also integrated the data into the UShER H5 trees](https://x.com/AngieSHinrichs/status/1804270714570313873). | ||
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## How to visualize and access the data | ||
To make the data as accessible as possible for use by others, see | ||
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- An [interactive page](https://dms-vep.org/Flu_H5_American-Wigeon_South-Carolina_2021-H5N1_DMS/) that allows you to visually examine heatmaps showing the effects of all the mutations on each measured phenotype. | ||
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- An [interactive structure-based visualization](https://dms-viz.github.io/v0/?data=https%3A%2F%2Fraw.githubusercontent.com%2Fdms-vep%2FFlu_H5_American-Wigeon_South-Carolina_2021-H5N1_DMS%2Fmain%2Fresults%2Fdms-viz%2Fdms-viz.json) | ||
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- The [numerical values of the measurements](https://github.com/dms-vep/Flu_H5_American-Wigeon_South-Carolina_2021-H5N1_DMS/blob/main/results/summaries/phenotypes.csv) available. | ||
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- Note that there are multiple HA numbering schemes in use, so make sure [you understand how the mutations are being numbered](https://dms-vep.org/Flu_H5_American-Wigeon_South-Carolina_2021-H5N1_DMS/numbering.html). | ||
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## See also | ||
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See also [Jesse's Twitter thread](https://x.com/jbloom_lab/status/1794364494858346803) and [some slides about the study](https://slides.com/jbloom/h5-dms-short). | ||
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