From 8bc0da611b05c5c5246f00876737ba39ea1629dc Mon Sep 17 00:00:00 2001 From: Trevor Bedford Date: Tue, 20 Jun 2023 16:43:09 -0700 Subject: [PATCH] Update sequence count dataset Switch to https://github.com/nextstrain/forecasts-ncov to provision data. Limit dataset to March 1, 2022 to March 1, 2023. --- mlr-fitness/data/README.md | 58 +- mlr-fitness/data/pango-relationships.nb | 1324 + mlr-fitness/data/pango_data-prep.nb | 8059 --- ...pango_location-variant-sequence-counts.tsv | 25367 -------- mlr-fitness/data/pango_seq_counts.tsv | 47766 ++++++++++++++++ mlr-fitness/data/pango_variant-graph.png | Bin 401172 -> 0 bytes mlr-fitness/data/pango_variant-tree.png | Bin 603333 -> 0 bytes mlr-fitness/data/pango_variant_graph.png | Bin 0 -> 454988 bytes ...ps.tsv => pango_variant_relationships.tsv} | 159 +- mlr-fitness/data/pango_variant_tree.png | Bin 0 -> 722158 bytes 10 files changed, 49284 insertions(+), 33449 deletions(-) create mode 100644 mlr-fitness/data/pango-relationships.nb delete mode 100644 mlr-fitness/data/pango_data-prep.nb delete mode 100644 mlr-fitness/data/pango_location-variant-sequence-counts.tsv create mode 100644 mlr-fitness/data/pango_seq_counts.tsv delete mode 100644 mlr-fitness/data/pango_variant-graph.png delete mode 100644 mlr-fitness/data/pango_variant-tree.png create mode 100644 mlr-fitness/data/pango_variant_graph.png rename mlr-fitness/data/{pango_variant-relationships.tsv => pango_variant_relationships.tsv} (56%) create mode 100644 mlr-fitness/data/pango_variant_tree.png diff --git a/mlr-fitness/data/README.md b/mlr-fitness/data/README.md index 9dd35aa18..21b505d07 100644 --- a/mlr-fitness/data/README.md +++ b/mlr-fitness/data/README.md @@ -1,25 +1,53 @@ ## Pango lineages dataset -This dataset only includes Pango lineages with >150 sequences in US dataset. Rarer Pango lineages are collapsed into parental lineages, ie BM.1 was collapsed into BA.2.75.3. +This dataset only includes Pango lineages with >150 sequences in US dataset. Rarer Pango lineages are collapsed into parental lineages, ie BM.1 was collapsed into BA.2.75.3. This collects sequences between 2022-03-01 and 2023-03-01. -Data preparation followed: +Dataset was provisioned by running https://github.com/nextstrain/forecasts-ncov with the following modified config: -1. Nextstrain-curated metadata TSV of GISAID database was downloaded. Uncompressing and renaming this file resulted in `gisaid_metadata.tsv` via: ``` -nextstrain remote download s3://nextstrain-ncov-private/metadata.tsv.gz -gzip -d metadata.tsv.gz -c > gisaid_metadata.tsv +data_provenances: + - gisaid +variant_classifications: + - pango_lineages +geo_resolutions: + - global + +# Params for the prepare data scripts +# Define params for each data_provenance / variant_classification / geo_resolution combination +# Include max_date if you don't want to use today as the max date +prepare_data: + gisaid: + pango_lineages: + global: + max_date: 2023-03-01 + included_days: 365 + location_min_seq: 500000 + location_min_seq_days: 365 + excluded_locations: "defaults/global_excluded_locations.txt" + prune_seq_days: 12 + clade_min_seq: 1 + clade_min_seq_days: 365 + collapse_threshold: 150 + +# Params for the model run scripts +models: + pango_lineages: + global: + pivot: "BA.2" + +# Model configs +mlr_config: "config/mlr-config.yaml" ``` -2. The metadata file was pruned to only relevant columns via: -``` -tsv-select -H -f strain,date,country,division,QC_overall_status,Nextclade_pango gisaid_metadata.tsv > gisaid_metadata_pruned.tsv -``` +I also added `United Kingdom` to `defaults/global_excluded_locations.txt`. + +This produces the file `data/gisaid/pango_lineages/global/collapsed_seq_counts.tsv` that can be used in subsequent analyses. This file was renamed to `pango_seq_counts.tsv` and versioned here. -3. This `gisaid_metadata_pruned.tsv` is processed in Mathematica by running the notebook `pango_data-prep.nb`. This results in the files `pango_location-variant-sequence-counts.tsv` and `pango_variant-relationships.tsv` versioned here. These files represent heavily derived GISAID data and are equivalent to downloadable results from [outbreak.info](https://outbreak.info), [cov-spectrum.org](https://cov-spectrum.org) and [covariants.org](https://covariants.org). This use is allowable under the [GISAID Terms of Use](https://www.gisaid.org/registration/terms-of-use/). +These files represent heavily derived GISAID data and are equivalent to downloadable results from [outbreak.info](https://outbreak.info), [cov-spectrum.org](https://cov-spectrum.org) and [covariants.org](https://covariants.org). This use is allowable under the [GISAID Terms of Use](https://www.gisaid.org/registration/terms-of-use/). -There will be dates that are missing sequence counts. These should be assumed to be 0. +------------------------------------------ -The file `pango_variant-relationships.tsv` looks like +The file `pango_variant_relationships.tsv` is produced by running `pango-relationships.nb` and looks like: ``` BG.4 BA.2.12.1 BG.5 BA.2.12.1 @@ -28,8 +56,8 @@ BQ.1 BE.1.1.1 BQ.1.1 BQ.1 BU.2 BA.2 ``` -and contains a mapping of each collapsed Pango lineage to its parent lineage. I've set the reference here as BA.2, so that we have BA.2 → BA.1, BA.2 → BA.4 and BA.2 → BA.5 contrasts even if this is was not the historical evolutionary path. I've chosen this because we have immune escape and ACE-2 binding measured relative to BA.2 and so it makes the most sense to have BA.2 as baseline in the MLR model. Pictorial view below: +This contains a mapping of each collapsed Pango lineage to its parent lineage. I've set the reference here as BA.2, so that we have BA.2 → BA.1, BA.2 → BA.4 and BA.2 → BA.5 contrasts even if this is was not the historical evolutionary path. I've chosen this because we have immune escape and ACE-2 binding measured relative to BA.2 and so it makes the most sense to have BA.2 as baseline in the MLR model. Pictorial view below: -![](pango_variant-tree.png) +![](pango_variant_tree.png) -![](pango_variant-graph.png) +![](pango_variant_graph.png) diff --git a/mlr-fitness/data/pango-relationships.nb b/mlr-fitness/data/pango-relationships.nb new file mode 100644 index 000000000..1e8c9371a --- /dev/null +++ b/mlr-fitness/data/pango-relationships.nb @@ -0,0 +1,1324 @@ +(* Content-type: application/vnd.wolfram.mathematica *) + +(*** Wolfram Notebook File ***) +(* http://www.wolfram.com/nb *) + +(* CreatedBy='Mathematica 12.1' *) + +(*CacheID: 234*) +(* Internal cache information: +NotebookFileLineBreakTest +NotebookFileLineBreakTest +NotebookDataPosition[ 158, 7] +NotebookDataLength[ 68830, 1316] +NotebookOptionsPosition[ 62038, 1195] +NotebookOutlinePosition[ 62506, 1213] +CellTagsIndexPosition[ 62463, 1210] +WindowFrame->Normal*) + +(* Beginning of Notebook Content *) +Notebook[{ + +Cell[CellGroupData[{ +Cell["Preparing dataframe of Pango sequence counts", "Title", + 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zRarUvxi%w1^d_B5ikLd=G(*l7{o*6P@TiRNxEZm;VP1>RP}W0W&`fJ*F%6!2rrg=e zhL{OM^)Qz5@BHhTPa^_Qci=e15LE*u6H%!GGgO#zt5#U}N=8$t&EHC0>gs?PiVuvj zB`j;+RMQt;@O6d1@Z-13nOgI|0xN4|2=o7WiTjR4I^vRFa{v9{!ux=#5`*$0tMwsM u&>{yxZXNgEVb$%}1q+}5@4v8fZmGBU%-PF)ds>M*QdUqSrOKbZ@_zv1A;EG0 literal 0 HcmV?d00001 diff --git a/mlr-fitness/data/pango_variant-relationships.tsv b/mlr-fitness/data/pango_variant_relationships.tsv similarity index 56% rename from mlr-fitness/data/pango_variant-relationships.tsv rename to mlr-fitness/data/pango_variant_relationships.tsv index 80bafac09..106416ad0 100644 --- a/mlr-fitness/data/pango_variant-relationships.tsv +++ b/mlr-fitness/data/pango_variant_relationships.tsv @@ -1,6 +1,6 @@ variant parent -other BA.2 -B.1.1.529 BA.2 +B.1 BA.2 +B.1.1.529 B.1 BA.1 BA.2 BA.1.1 BA.1 BA.1.1.1 BA.1.1 @@ -21,7 +21,6 @@ BA.2.12 BA.2 BA.2.12.1 BA.2.12 BA.2.13 BA.2 BA.2.13.1 BA.2.13 -BA.2.16 BA.2 BA.2.18 BA.2 BA.2.20 BA.2 BA.2.21 BA.2 @@ -58,6 +57,7 @@ BA.2.73 BA.2 BA.2.75 BA.2 BA.2.75.1 BA.2.75 BA.2.75.2 BA.2.75 +BA.2.75.3 BA.2.75 BA.2.75.5 BA.2.75 BA.2.76 BA.2 BA.2.8 BA.2 @@ -75,13 +75,16 @@ BA.4.2 BA.4 BA.4.3 BA.4 BA.4.4 BA.4 BA.4.6 BA.4 +BA.4.6.2 BA.4.6 BA.4.6.5 BA.4.6 BA.5 BA.2 BA.5.1 BA.5 BA.5.10.1 BA.5 BA.5.1.1 BA.5.1 +BA.5.11 BA.5 BA.5.1.10 BA.5.1 BA.5.1.12 BA.5.1 +BA.5.1.15 BA.5.1 BA.5.1.18 BA.5.1 BA.5.1.2 BA.5.1 BA.5.1.21 BA.5.1 @@ -92,6 +95,8 @@ BA.5.1.25 BA.5.1 BA.5.1.27 BA.5.1 BA.5.1.3 BA.5.1 BA.5.1.30 BA.5.1 +BA.5.1.33 BA.5.1 +BA.5.1.35 BA.5.1 BA.5.1.5 BA.5.1 BA.5.1.6 BA.5.1 BA.5.1.7 BA.5.1 @@ -99,8 +104,8 @@ BA.5.1.8 BA.5.1 BA.5.2 BA.5 BA.5.2.1 BA.5.2 BA.5.2.13 BA.5.2 +BA.5.2.14 BA.5.2 BA.5.2.16 BA.5.2 -BA.5.2.18 BA.5.2 BA.5.2.19 BA.5.2 BA.5.2.2 BA.5.2 BA.5.2.20 BA.5.2 @@ -108,6 +113,7 @@ BA.5.2.21 BA.5.2 BA.5.2.22 BA.5.2 BA.5.2.23 BA.5.2 BA.5.2.24 BA.5.2 +BA.5.2.25 BA.5.2 BA.5.2.26 BA.5.2 BA.5.2.27 BA.5.2 BA.5.2.28 BA.5.2 @@ -116,12 +122,17 @@ BA.5.2.31 BA.5.2 BA.5.2.33 BA.5.2 BA.5.2.34 BA.5.2 BA.5.2.35 BA.5.2 +BA.5.2.47 BA.5.2 +BA.5.2.53 BA.5.2 +BA.5.2.57 BA.5.2 +BA.5.2.59 BA.5.2 BA.5.2.6 BA.5.2 BA.5.2.7 BA.5.2 BA.5.2.8 BA.5.2 BA.5.2.9 BA.5.2 BA.5.3 BA.5 BA.5.3.1 BA.5.3 +BA.5.3.5 BA.5.3 BA.5.5 BA.5 BA.5.5.1 BA.5.5 BA.5.5.2 BA.5.5 @@ -132,6 +143,7 @@ BA.5.6.2 BA.5.6 BA.5.8 BA.5 BA.5.9 BA.5 BE.1 BA.5.3.1 +BE.10 BA.5.3.1 BE.1.1 BE.1 BE.1.1.1 BE.1.1 BE.1.1.2 BE.1.1 @@ -143,6 +155,9 @@ BE.1.4.2 BE.1.4 BE.2 BA.5.3.1 BE.3 BA.5.3.1 BE.4 BA.5.3.1 +BE.4.1 BE.4 +BE.4.2 BE.4 +BE.9 BA.5.3.1 BF.1 BA.5.2.1 BF.10 BA.5.2.1 BF.1.1 BF.1 @@ -152,21 +167,29 @@ BF.14 BA.5.2.1 BF.16 BA.5.2.1 BF.2 BA.5.2.1 BF.21 BA.5.2.1 -BF.24 BA.5.2.1 BF.25 BA.5.2.1 BF.26 BA.5.2.1 BF.27 BA.5.2.1 BF.28 BA.5.2.1 -BF.3 BA.5.2.1 +BF.3.1 BA.5.2.1 +BF.31 BA.5.2.1 BF.32 BA.5.2.1 +BF.36 BA.5.2.1 +BF.39 BA.5.2.1 BF.4 BA.5.2.1 +BF.40 BA.5.2.1 +BF.41 BA.5.2.1 BF.5 BA.5.2.1 BF.6 BA.5.2.1 BF.7 BA.5.2.1 +BF.7.20 BF.7 +BF.7.21 BF.7 +BF.7.27 BF.7 BF.7.4 BF.7 BF.7.4.1 BF.7.4 BF.7.5 BF.7 BF.7.6 BF.7 +BF.7.7 BF.7 BF.8 BA.5.2.1 BF.9 BA.5.2.1 BG.2 BA.2.12.1 @@ -174,40 +197,160 @@ BG.4 BA.2.12.1 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