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4.5.7 Metaplot

Purpose

Generate metagene profiles around translation initiation sites (TIS) and translation termination sites (TTS) from a merged RPF density file, and optionally merge metaplot tables from multiple samples or analyses. Metaplot analysis helps evaluate positional density patterns, offset quality, initiation/termination enrichment, and possible boundary artifacts.

rpf_Metaplot     # Calculate TIS/TTS metaplot profiles and draw per-sample figures + heatmap
merge_metagene   # Merge *_tis_tts_metaplot.txt tables from multiple samples or analyses

Both current JSONL density files and the legacy TXT density files are supported. The workflow aligns reads around start/stop codons, aggregates the density over a user-defined window (--utr5 / --cds / --utr3), and outputs per-sample bar or line figures together with a heatmap of all samples.

Step 1: Run rpf_Metaplot

Calculate metaplot profiles around TIS/TTS from a merged density file.

1.1 Parameters

Parameter Required Description
-r, --rpf Yes Input RPF density file in JSONL or TXT format, usually the merged density file generated by rpf_Merge.
-o, --output Yes Output prefix.
-t, --transcript No Optional transcript filter table in TXT format. When provided, transcript_id is used if available.
-m, --min No Retain transcripts with at least this sample-specific CDS RPF count. Default is 50.
--utr5 No Number of codons upstream of the start codon. Default is 20.
--cds No Number of CDS codons used around start and stop codons. Default is 50.
--utr3 No Number of codons downstream of the stop codon. Default is 20.
-n, --normal No Normalize RPF counts to RPM before metaplot aggregation. Disabled by default.
--mode No Metaplot style for per-sample figures. Choices are line, bar, and both. Default is bar.
--plot-transform No Transform plotted density values without changing output tables. Choices are none, sqrt, log, log1p, log2, log10. log is an alias of log1p. Default is none.
--scale No Heatmap scaling method. row applies row-wise min-max scaling to emphasize each sample profile shape. Choices are none and row. Default is none.
--remove-outlier No Remove extreme gene-position RPF pileups before aggregation. Useful for rRNA-like or mis-mapped fragments. Disabled by default.
--outlier-iqr No IQR multiplier for extreme pileup detection. Default is 8.0.
--outlier-window No Number of neighboring codons on each side used to estimate local background. Default is 5.
--outlier-local-fold No Minimum fold over local background for dynamic isolated-pileup filtering. Default is 10.0.

1.2 Example

cd ./sce/4.ribo-seq/07.metaplot/

rpf_Metaplot \
    -t /path/to/norm/sce.genepred \
    -r ../05.merge/sce_rpf_merged.jsonl.gz \
    -n --scale row --remove-outlier --plot-transform sqrt \
    -m 50 --utr5 20 --cds 40 --utr3 20 --mode bar \
    -o sce \
    &> sce.log

1.3 Output

Output Description
<prefix>_tis_tts_metaplot.txt Merged TIS/TTS metaplot table for all samples.
<prefix>_metaplot.sample_summary.txt Per-sample summary of the metaplot aggregation.
<prefix>_metaplot.outliers.txt Outlier table listing removed pileup points. Only written when --remove-outlier is enabled.
<prefix>_{sample}_meta_{mode}_plot.pdf / .png Per-sample metaplot figure in the chosen mode (bar and/or line, one file per sample).
<prefix>_metaplot_heatmap.pdf / .png Heatmap of all sample metaplot profiles.
<prefix>_metaplot.summary.json Machine-readable summary of the run, including the output file list.

Example output figures

Barplot of the TIS/TTS metaplot profile for a single sample (sce_SRR1944912_meta_bar_plot.png):

meta_bar_plot

Lineplot of the TIS/TTS metaplot profile for a single sample (sce_SRR1944912_meta_line_plot.png):

meta_line_plot

Heatmap of the metaplot profiles for all samples (sce_metaplot_heatmap.png):

metaplot_heatmap

Step 2: Run merge_metagene

Merge metaplot tables from multiple samples or analyses into a single table.

2.1 Parameters

Parameter Required Description
-l, --list Yes Input metagene files, e.g. *_tis_tts_metaplot.txt or *_metaplot.txt. Multiple files can be provided.
-o, --output Yes Output prefix. The merged table is written to <prefix>_metagene.txt.

2.2 Example

merge_metagene \
    -l *_tis_tts_metaplot.txt \
    -o sce

2.3 Output

Output Description
<prefix>_metagene.txt Merged metagene table, concatenated from all input files, with columns Sample, Meta, Nucleotide, Codon, Frame, Density.

Notes

  • Ribo-seq metaplots should show interpretable signal around TIS/TTS when offset correction is reliable.
  • If no transcript covers the requested window, the window is automatically adjusted to the largest available one (the log reports the adjusted --utr5 / --cds / --utr3 values).
  • --plot-transform only changes how density values are displayed in figures; it does not alter the output tables.
  • Strong boundary artifacts may indicate nuclease bias, offset problems, or transcript-end mapping artifacts.
  • Use the same -m, --utr5, --cds, and --utr3 settings across samples when comparing metaplots.