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README.Rmd

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pak::pak("rnabioco/clover")
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```
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## Features
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clover provides a complete toolkit for nanopore tRNA-seq analysis:
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- **Differential tRNA abundance** --- Test for expression changes between conditions using DESeq2, with volcano plots and tabular summaries.
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- **Charging analysis** --- Measure aminoacylation levels per tRNA and compare across conditions, including joint abundance-charging visualizations.
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- **Base-calling error profiles** --- Visualize per-position error rates that reflect RNA modifications, with annotation overlays from [MODOMICS](https://genesilico.pl/modomics/).
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- **Modification heatmaps** --- Map error rate differences to Sprinzl coordinates for cross-tRNA comparison of modification signatures.
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- **tRNA secondary structure** --- Render cloverleaf diagrams annotated with modifications, co-occurrence linkages, and custom highlights (shown above).
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- **Modification co-occurrence** --- Compute odds ratios for pairwise modification co-occurrence and visualize as chord diagrams, arc plots, or structure overlays.
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clover is very opinionated about file inputs and assumes that data have been processed by the [aa-tRNA-seq-pipeline](https://github.com/rnabioco/aa-tRNA-seq-pipeline).
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## Example
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clover reads output from the
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[aa-tRNA-seq-pipeline](https://github.com/rnabioco/aa-tRNA-seq-pipeline)
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and stores the results in a `SummarizedExperiment`.
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clover ships tRNA structure references for major expeirmental systems that enable
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structure-based tRNA annotation.
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```{r}
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#| label: example
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#| results: hide
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library(clover)
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library(dplyr)
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library(SummarizedExperiment)
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trna_fasta <- clover_example("ecoli/trna_only.fa.gz")
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mods <- modomics_mods(trna_fasta, organism = "Escherichia coli")
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<img src="man/figures/README-structure-annotated.svg" width="350" alt="Annotated tRNA cloverleaf structure showing known modifications, anticodon highlight, and discriminator base.">
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</p>
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## Features
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clover provides a complete toolkit for nanopore tRNA-seq analysis:
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- **Differential tRNA abundance** --- Test for expression changes between conditions using DESeq2, with volcano plots and tabular summaries.
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- **Charging analysis** --- Measure aminoacylation levels per tRNA and compare across conditions, including joint abundance-charging visualizations.
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- **Base-calling error profiles** --- Visualize per-position error rates that reflect RNA modifications, with annotation overlays from [MODOMICS](https://genesilico.pl/modomics/).
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- **Modification heatmaps** --- Map error rate differences to Sprinzl coordinates for cross-tRNA comparison of modification signatures.
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- **tRNA secondary structure** --- Render cloverleaf diagrams annotated with modifications, co-occurrence linkages, and custom highlights (shown above).
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- **Modification co-occurrence** --- Compute odds ratios for pairwise modification co-occurrence and visualize as chord diagrams, arc plots, or structure overlays.
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See `vignette("clover")` for a complete walkthrough.
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## Related work

README.md

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pak::pak("rnabioco/clover")
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```
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## Example
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clover reads output from the
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[aa-tRNA-seq-pipeline](https://github.com/rnabioco/aa-tRNA-seq-pipeline)
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and stores the results in a `SummarizedExperiment`.
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<p align="center">
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<img src="man/figures/README-structure-annotated.svg" width="350" alt="Annotated tRNA cloverleaf structure showing known modifications, anticodon highlight, and discriminator base.">
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</p>
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## Features
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clover provides a complete toolkit for nanopore tRNA-seq analysis:
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modification co-occurrence and visualize as chord diagrams, arc plots,
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or structure overlays.
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clover is very opinionated about file inputs and assumes that data have
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been processed by the
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[aa-tRNA-seq-pipeline](https://github.com/rnabioco/aa-tRNA-seq-pipeline).
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## Example
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clover ships tRNA structure references for major expeirmental systems
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that enable structure-based tRNA annotation.
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<p align="center">
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<img src="man/figures/README-structure-annotated.svg" width="350" alt="Annotated tRNA cloverleaf structure showing known modifications, anticodon highlight, and discriminator base.">
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</p>
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See `vignette("clover")` for a complete walkthrough.
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## Related work

man/figures/README-structure-annotated.svg

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