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        If you use plots from MultiQC in a publication or presentation, please cite:

        MultiQC: Summarize analysis results for multiple tools and samples in a single report
        Philip Ewels, Måns Magnusson, Sverker Lundin and Max Käller
        Bioinformatics (2016)
        doi: 10.1093/bioinformatics/btw354
        PMID: 27312411

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        About MultiQC

        This report was generated using MultiQC, version 1.21

        You can see a YouTube video describing how to use MultiQC reports here: https://youtu.be/qPbIlO_KWN0

        For more information about MultiQC, including other videos and extensive documentation, please visit http://multiqc.info

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        MultiQC is published in Bioinformatics:

        MultiQC: Summarize analysis results for multiple tools and samples in a single report
        Philip Ewels, Måns Magnusson, Sverker Lundin and Max Käller
        Bioinformatics (2016)
        doi: 10.1093/bioinformatics/btw354
        PMID: 27312411

        A modular tool to aggregate results from bioinformatics analyses across many samples into a single report.

        This report has been generated by the nf-core/rnafusion analysis pipeline. For information about how to interpret these results, please see the documentation.

        Report generated on 2026-03-05, 01:50 UTC based on data in: /tmp/nxf.ovom0UHAC6


        General Statistics

        Showing 240/240 rows and 49/56 columns.
        Sample NameTotal ReadsExpected DistinctRNA contaminatedRNA contamination %ReadsFrac UnmappedUnique ReadsFrac DupesFrac Reads On TargetFrac Reads Off TargetN Q30Mean DepthQ50 DepthFrac Bases Gt30XFrac Bases Gt100XGC BiasFragment Length MeanFragment Length Medianpct Mito est. countspct Ribo est. countspct Housekeeping est. countspct Male est. countspct Mito TPMpct Ribo TPMpct Housekeeping TPMpct Male TPMFrag Length% AlignedM AlignedInsert SizeDuplicationrRNAmRNA% Proper Pairs% AlignedM Aligned% DuplicationM Reads After FilteringGC content% PF% Adapter% Dups% GCMedian Read LengthM Seqs% Dups% GCMedian Read LengthM Seqs
        HD789_0002_RNA_0008_23H5VFLT4_s19
        9999000000
        446877146
        Yes
        64.98%
        197826188
        0.01
        153111298
        0.23
        1
        0
        0.98
        314.89
        124.00
        1
        1
        0.000
        175.1bp
        159.0bp
        0.11%
        1.14%
        0.56%
        0.00%
        0.21%
        3.34%
        0.79%
        0.00%
        255bp
        22.7%
        0.0%
        94.6%
        89.5%
        96.1%
        95.0M
        15.7%
        197.8M
        54.7%
        98.9%
        36.8%
        HD789_0002_RNA_0008_23H5VFLT4_s19_1
        175.1bp
        94.7%
        93.7M
        69.8%
        54%
        151bp
        100.0M
        HD789_0002_RNA_0008_23H5VFLT4_s19_2
        70.2%
        55%
        151bp
        100.0M
        HD789_0002_RNA_0008_23H5VFLT4_s19_trimmed_1
        69.8%
        54%
        151bp
        98.9M
        69.8%
        54%
        151bp
        98.9M
        HD789_0002_RNA_0008_23H5VFLT4_s19_trimmed_2
        70.8%
        55%
        151bp
        98.9M
        70.8%
        55%
        151bp
        98.9M
        NTC_0001_0001_23H5VFLT4_s15
        9999000000
        34935
        Yes
        100.00%
        72882
        0.36
        42197
        0.42
        0
        0
        0.92
        0.00
        0.00
        0
        0
        0.000
        32.9bp
        31.0bp
        0.00%
        0.00%
        0.00%
        0.00%
        0.00%
        0.00%
        0.00%
        0.00%
        24bp
        66.3%
        2.4%
        4.3%
        2.4%
        9.7%
        0.0M
        43.6%
        0.1M
        67.9%
        17.6%
        56.0%
        NTC_0001_0001_23H5VFLT4_s15_1
        32.9bp
        3.3%
        0.0M
        89.4%
        73%
        151bp
        0.2M
        NTC_0001_0001_23H5VFLT4_s15_2
        88.1%
        93%
        151bp
        0.2M
        NTC_0001_0001_23H5VFLT4_s15_trimmed_1
        51.0%
        65%
        37bp
        0.0M
        51.0%
        65%
        37bp
        0.0M
        NTC_0001_0001_23H5VFLT4_s15_trimmed_2
        53.1%
        70%
        37bp
        0.0M
        53.1%
        70%
        37bp
        0.0M
        V4_0001_RNA_0001_23H5VFLT4_s13
        9999000000
        350423638
        No
        0.00%
        197837558
        0.01
        142950755
        0.28
        1
        0
        0.98
        274.94
        62.00
        1
        0
        0.000
        162.9bp
        150.0bp
        0.10%
        1.16%
        0.99%
        0.00%
        0.19%
        3.21%
        1.35%
        0.00%
        212bp
        27.9%
        0.0%
        93.7%
        89.3%
        95.9%
        94.8M
        18.1%
        197.8M
        54.6%
        98.9%
        43.4%
        V4_0001_RNA_0001_23H5VFLT4_s13_1
        162.9bp
        93.3%
        92.3M
        70.0%
        54%
        151bp
        100.0M
        V4_0001_RNA_0001_23H5VFLT4_s13_2
        70.6%
        54%
        151bp
        100.0M
        V4_0001_RNA_0001_23H5VFLT4_s13_trimmed_1
        70.1%
        54%
        151bp
        98.9M
        70.1%
        54%
        151bp
        98.9M
        V4_0001_RNA_0001_23H5VFLT4_s13_trimmed_2
        71.2%
        54%
        151bp
        98.9M
        71.2%
        54%
        151bp
        98.9M
        tih_rna_sample_00087_23H5VFLT4_s17
        9999000000
        555810922
        No
        0.00%
        198296386
        0.01
        154943588
        0.22
        1
        0
        0.98
        266.22
        116.00
        1
        1
        0.000
        147.8bp
        137.0bp
        0.15%
        1.17%
        0.50%
        0.00%
        0.35%
        3.65%
        0.70%
        0.00%
        162bp
        22.0%
        0.0%
        90.8%
        89.0%
        95.6%
        94.8M
        13.6%
        198.3M
        52.5%
        99.1%
        53.1%
        tih_rna_sample_00087_23H5VFLT4_s17_1
        147.8bp
        91.5%
        90.7M
        67.0%
        52%
        151bp
        100.0M
        tih_rna_sample_00087_23H5VFLT4_s17_2
        66.0%
        52%
        151bp
        100.0M
        tih_rna_sample_00087_23H5VFLT4_s17_trimmed_1
        67.0%
        52%
        147bp
        99.1M
        67.0%
        52%
        147bp
        99.1M
        tih_rna_sample_00087_23H5VFLT4_s17_trimmed_2
        66.4%
        52%
        147bp
        99.1M
        66.4%
        52%
        147bp
        99.1M
        tih_rna_sample_00088_23H5VFLT4_s02
        9999000000
        290436403
        No
        0.00%
        197537146
        0.01
        127522390
        0.35
        1
        0
        0.98
        211.06
        91.00
        1
        0
        0.000
        138.1bp
        129.0bp
        0.05%
        0.35%
        0.32%
        0.00%
        0.12%
        1.22%
        0.55%
        0.00%
        163bp
        35.7%
        0.0%
        93.5%
        88.2%
        95.5%
        94.3M
        19.8%
        197.5M
        58.3%
        98.8%
        60.5%
        tih_rna_sample_00088_23H5VFLT4_s02_1
        138.1bp
        93.8%
        92.7M
        67.2%
        57%
        151bp
        100.0M
        tih_rna_sample_00088_23H5VFLT4_s02_2
        66.8%
        57%
        151bp
        100.0M
        tih_rna_sample_00088_23H5VFLT4_s02_trimmed_1
        67.2%
        58%
        137bp
        98.8M
        67.2%
        58%
        137bp
        98.8M
        tih_rna_sample_00088_23H5VFLT4_s02_trimmed_2
        67.5%
        58%
        137bp
        98.8M
        67.5%
        58%
        137bp
        98.8M
        tih_rna_sample_00089_23H5VFLT4_s39
        9999000000
        395803812
        No
        0.00%
        197922900
        0.01
        146493904
        0.26
        1
        0
        0.98
        261.09
        116.00
        1
        1
        0.000
        149.2bp
        139.0bp
        0.18%
        0.98%
        0.49%
        0.00%
        0.40%
        3.02%
        0.73%
        0.00%
        175bp
        26.2%
        0.0%
        93.3%
        88.6%
        95.6%
        94.6M
        16.7%
        197.9M
        55.4%
        99.0%
        52.3%
        tih_rna_sample_00089_23H5VFLT4_s39_1
        149.2bp
        93.8%
        92.8M
        69.1%
        54%
        151bp
        100.0M
        tih_rna_sample_00089_23H5VFLT4_s39_2
        68.4%
        55%
        151bp
        100.0M
        tih_rna_sample_00089_23H5VFLT4_s39_trimmed_1
        69.1%
        55%
        147bp
        99.0M
        69.1%
        55%
        147bp
        99.0M
        tih_rna_sample_00089_23H5VFLT4_s39_trimmed_2
        69.0%
        55%
        147bp
        99.0M
        69.0%
        55%
        147bp
        99.0M
        tih_rna_sample_00090_23H5VFLT4_s32
        9999000000
        297356977
        No
        0.00%
        197406114
        0.02
        134366675
        0.32
        1
        0
        0.98
        200.64
        53.00
        1
        0
        0.000
        126.0bp
        120.0bp
        0.09%
        0.91%
        0.51%
        0.00%
        0.18%
        2.57%
        0.72%
        0.00%
        131bp
        32.5%
        0.0%
        93.9%
        82.6%
        92.9%
        91.7M
        16.4%
        197.4M
        59.7%
        98.7%
        71.3%
        tih_rna_sample_00090_23H5VFLT4_s32_1
        126.0bp
        93.2%
        92.0M
        67.4%
        57%
        151bp
        100.0M
        tih_rna_sample_00090_23H5VFLT4_s32_2
        67.7%
        58%
        151bp
        100.0M
        tih_rna_sample_00090_23H5VFLT4_s32_trimmed_1
        67.4%
        59%
        122bp
        98.7M
        67.4%
        59%
        122bp
        98.7M
        tih_rna_sample_00090_23H5VFLT4_s32_trimmed_2
        68.3%
        59%
        127bp
        98.7M
        68.3%
        59%
        127bp
        98.7M
        tih_rna_sample_00096_23H5VFLT4_s11
        9990000000
        393640518
        No
        0.00%
        198054442
        0.01
        148668046
        0.25
        1
        0
        0.98
        252.86
        120.00
        1
        1
        0.000
        145.0bp
        136.0bp
        0.21%
        0.53%
        0.29%
        0.00%
        0.44%
        1.65%
        0.42%
        0.00%
        156bp
        25.1%
        0.0%
        91.8%
        89.8%
        96.0%
        95.1M
        15.8%
        198.1M
        54.5%
        99.0%
        55.1%
        tih_rna_sample_00096_23H5VFLT4_s11_1
        145.0bp
        92.2%
        91.3M
        66.2%
        53%
        151bp
        100.0M
        tih_rna_sample_00096_23H5VFLT4_s11_2
        65.3%
        54%
        151bp
        100.0M
        tih_rna_sample_00096_23H5VFLT4_s11_trimmed_1
        66.2%
        54%
        142bp
        99.0M
        66.2%
        54%
        142bp
        99.0M
        tih_rna_sample_00096_23H5VFLT4_s11_trimmed_2
        65.8%
        54%
        142bp
        99.0M
        65.8%
        54%
        142bp
        99.0M
        tih_rna_sample_00097_23H5VFLT4_s12
        9999000000
        362740208
        No
        0.00%
        198138672
        0.01
        140214562
        0.29
        1
        0
        0.98
        218.67
        90.00
        1
        0
        0.000
        131.4bp
        124.0bp
        0.25%
        1.79%
        0.64%
        0.00%
        0.47%
        4.91%
        0.87%
        0.00%
        143bp
        29.4%
        0.0%
        92.6%
        87.8%
        95.3%
        94.4M
        16.2%
        198.1M
        52.5%
        99.1%
        66.6%
        tih_rna_sample_00097_23H5VFLT4_s12_1
        131.4bp
        92.5%
        91.7M
        68.2%
        52%
        151bp
        100.0M
        tih_rna_sample_00097_23H5VFLT4_s12_2
        67.2%
        52%
        151bp
        100.0M
        tih_rna_sample_00097_23H5VFLT4_s12_trimmed_1
        68.3%
        52%
        132bp
        99.1M
        68.3%
        52%
        132bp
        99.1M
        tih_rna_sample_00097_23H5VFLT4_s12_trimmed_2
        67.7%
        52%
        132bp
        99.1M
        67.7%
        52%
        132bp
        99.1M
        tih_rna_sample_00104_23H5VFLT4_s20
        9999000000
        120456628
        No
        0.00%
        196523650
        0.02
        69503176
        0.65
        1
        0
        0.98
        69.50
        24.00
        0
        0
        0.000
        117.8bp
        114.0bp
        0.27%
        0.60%
        0.28%
        0.00%
        0.56%
        1.83%
        0.42%
        0.00%
        118bp
        65.9%
        0.0%
        90.1%
        81.3%
        92.7%
        91.1M
        37.7%
        196.5M
        58.8%
        98.3%
        79.9%
        tih_rna_sample_00104_23H5VFLT4_s20_1
        117.8bp
        89.1%
        87.5M
        72.2%
        56%
        151bp
        100.0M
        tih_rna_sample_00104_23H5VFLT4_s20_2
        70.9%
        57%
        151bp
        100.0M
        tih_rna_sample_00104_23H5VFLT4_s20_trimmed_1
        72.2%
        58%
        117bp
        98.3M
        72.2%
        58%
        117bp
        98.3M
        tih_rna_sample_00104_23H5VFLT4_s20_trimmed_2
        71.6%
        58%
        117bp
        98.3M
        71.6%
        58%
        117bp
        98.3M
        tih_rna_sample_00105_23H5VFLT4_s21
        9999000000
        62032855
        No
        0.00%
        110239562
        0.02
        39523338
        0.64
        0
        1
        0.98
        21.61
        8.00
        0
        0
        0.000
        102.6bp
        100.0bp
        0.23%
        0.48%
        0.27%
        0.00%
        0.49%
        1.50%
        0.39%
        0.00%
        101bp
        65.5%
        0.0%
        79.8%
        78.7%
        91.5%
        50.4M
        31.5%
        110.2M
        53.6%
        97.2%
        89.4%
        tih_rna_sample_00105_23H5VFLT4_s21_1
        102.6bp
        79.2%
        43.7M
        67.9%
        53%
        151bp
        56.7M
        tih_rna_sample_00105_23H5VFLT4_s21_2
        66.5%
        54%
        151bp
        56.7M
        tih_rna_sample_00105_23H5VFLT4_s21_trimmed_1
        67.3%
        53%
        102bp
        55.1M
        67.3%
        53%
        102bp
        55.1M
        tih_rna_sample_00105_23H5VFLT4_s21_trimmed_2
        66.5%
        53%
        102bp
        55.1M
        66.5%
        53%
        102bp
        55.1M
        tih_rna_sample_00111_23H5VFLT4_s30
        9999000000
        111958950
        No
        0.00%
        197216116
        0.01
        70997766
        0.64
        1
        0
        0.98
        68.87
        31.00
        1
        0
        0.000
        127.4bp
        121.0bp
        0.09%
        0.68%
        0.21%
        0.00%
        0.21%
        2.22%
        0.34%
        0.00%
        127bp
        65.0%
        0.0%
        86.3%
        84.7%
        93.9%
        92.6M
        42.1%
        197.2M
        55.2%
        98.6%
        71.2%
        tih_rna_sample_00111_23H5VFLT4_s30_1
        127.4bp
        86.4%
        85.2M
        72.0%
        54%
        151bp
        100.0M
        tih_rna_sample_00111_23H5VFLT4_s30_2
        70.5%
        55%
        151bp
        100.0M
        tih_rna_sample_00111_23H5VFLT4_s30_trimmed_1
        72.0%
        55%
        127bp
        98.6M
        72.0%
        55%
        127bp
        98.6M
        tih_rna_sample_00111_23H5VFLT4_s30_trimmed_2
        71.1%
        55%
        127bp
        98.6M
        71.1%
        55%
        127bp
        98.6M
        tih_rna_sample_00115_23H5VFLT4_s35
        9999000000
        191046880
        No
        0.00%
        197596152
        0.01
        95129606
        0.52
        1
        0
        0.98
        108.43
        49.00
        1
        0
        0.000
        114.2bp
        109.0bp
        0.12%
        0.34%
        0.38%
        0.00%
        0.27%
        1.13%
        0.58%
        0.00%
        116bp
        52.5%
        0.0%
        89.8%
        85.6%
        94.4%
        93.3M
        28.0%
        197.6M
        55.5%
        98.8%
        81.2%
        tih_rna_sample_00115_23H5VFLT4_s35_1
        114.2bp
        89.7%
        88.6M
        68.1%
        54%
        151bp
        100.0M
        tih_rna_sample_00115_23H5VFLT4_s35_2
        66.8%
        55%
        151bp
        100.0M
        tih_rna_sample_00115_23H5VFLT4_s35_trimmed_1
        68.0%
        55%
        112bp
        98.8M
        68.0%
        55%
        112bp
        98.8M
        tih_rna_sample_00115_23H5VFLT4_s35_trimmed_2
        67.3%
        55%
        112bp
        98.8M
        67.3%
        55%
        112bp
        98.8M
        tih_rna_sample_00116_23H5VFLT4_s36
        9990000000
        271724411
        No
        0.00%
        197627826
        0.01
        131267082
        0.34
        1
        0
        0.98
        190.32
        82.00
        1
        0
        0.000
        123.6bp
        117.0bp
        0.18%
        0.98%
        0.62%
        0.00%
        0.32%
        2.75%
        0.83%
        0.00%
        125bp
        33.9%
        0.0%
        93.0%
        87.6%
        95.1%
        93.9M
        17.1%
        197.6M
        55.0%
        98.8%
        74.0%
        tih_rna_sample_00116_23H5VFLT4_s36_1
        123.6bp
        92.5%
        91.4M
        68.0%
        54%
        151bp
        100.0M
        tih_rna_sample_00116_23H5VFLT4_s36_2
        66.9%
        54%
        151bp
        100.0M
        tih_rna_sample_00116_23H5VFLT4_s36_trimmed_1
        68.0%
        54%
        122bp
        98.8M
        68.0%
        54%
        122bp
        98.8M
        tih_rna_sample_00116_23H5VFLT4_s36_trimmed_2
        67.5%
        55%
        122bp
        98.8M
        67.5%
        55%
        122bp
        98.8M
        tih_rna_sample_00117_23H5VFLT4_s37
        9990000000
        107263619
        No
        0.00%
        197137296
        0.01
        66860148
        0.66
        1
        0
        0.98
        81.53
        38.00
        1
        0
        0.000
        131.9bp
        125.0bp
        0.13%
        0.48%
        0.33%
        0.00%
        0.27%
        1.59%
        0.51%
        0.00%
        137bp
        66.7%
        0.0%
        91.0%
        87.0%
        95.1%
        93.7M
        42.6%
        197.1M
        55.9%
        98.6%
        67.0%
        tih_rna_sample_00117_23H5VFLT4_s37_1
        131.9bp
        90.9%
        89.6M
        75.0%
        54%
        151bp
        100.0M
        tih_rna_sample_00117_23H5VFLT4_s37_2
        73.4%
        55%
        151bp
        100.0M
        tih_rna_sample_00117_23H5VFLT4_s37_trimmed_1
        75.0%
        55%
        132bp
        98.6M
        75.0%
        55%
        132bp
        98.6M
        tih_rna_sample_00117_23H5VFLT4_s37_trimmed_2
        74.1%
        56%
        132bp
        98.6M
        74.1%
        56%
        132bp
        98.6M
        tih_rna_sample_00118_23H5VFLT4_s38
        9999000000
        379107067
        No
        0.00%
        197828828
        0.01
        144241810
        0.27
        1
        0
        0.98
        247.17
        108.00
        1
        1
        0.000
        142.6bp
        132.0bp
        0.35%
        1.42%
        0.50%
        0.00%
        0.79%
        4.22%
        0.76%
        0.00%
        160bp
        27.3%
        0.0%
        93.3%
        88.4%
        95.6%
        94.6M
        16.8%
        197.8M
        54.7%
        98.9%
        57.3%
        tih_rna_sample_00118_23H5VFLT4_s38_1
        142.6bp
        93.4%
        92.4M
        69.4%
        54%
        151bp
        100.0M
        tih_rna_sample_00118_23H5VFLT4_s38_2
        68.5%
        54%
        151bp
        100.0M
        tih_rna_sample_00118_23H5VFLT4_s38_trimmed_1
        69.5%
        54%
        142bp
        98.9M
        69.5%
        54%
        142bp
        98.9M
        tih_rna_sample_00118_23H5VFLT4_s38_trimmed_2
        69.0%
        54%
        142bp
        98.9M
        69.0%
        54%
        142bp
        98.9M
        tih_rna_sample_00121_23H5VFLT4_s41
        9999000000
        307062684
        No
        0.00%
        197622042
        0.01
        132626238
        0.33
        1
        0
        0.98
        192.69
        91.00
        1
        0
        0.000
        129.9bp
        122.0bp
        0.17%
        0.61%
        0.32%
        0.00%
        0.40%
        1.97%
        0.50%
        0.00%
        136bp
        33.2%
        0.0%
        89.8%
        86.3%
        94.7%
        93.6M
        18.1%
        197.6M
        56.2%
        98.8%
        66.7%
        tih_rna_sample_00121_23H5VFLT4_s41_1
        129.9bp
        89.8%
        88.7M
        65.9%
        55%
        151bp
        100.0M
        tih_rna_sample_00121_23H5VFLT4_s41_2
        65.1%
        55%
        151bp
        100.0M
        tih_rna_sample_00121_23H5VFLT4_s41_trimmed_1
        65.9%
        56%
        127bp
        98.8M
        65.9%
        56%
        127bp
        98.8M
        tih_rna_sample_00121_23H5VFLT4_s41_trimmed_2
        65.8%
        56%
        127bp
        98.8M
        65.8%
        56%
        127bp
        98.8M
        tih_rna_sample_00122_23H5VFLT4_s42
        9999000000
        238356444
        No
        0.00%
        197620846
        0.01
        121390645
        0.39
        1
        0
        0.98
        142.64
        65.00
        1
        0
        0.000
        118.9bp
        113.0bp
        0.30%
        0.86%
        0.32%
        0.00%
        0.62%
        2.63%
        0.47%
        0.00%
        117bp
        39.0%
        0.0%
        85.7%
        84.9%
        94.3%
        93.2M
        20.8%
        197.6M
        52.8%
        98.8%
        77.4%
        tih_rna_sample_00122_23H5VFLT4_s42_1
        118.9bp
        86.1%
        85.1M
        61.4%
        52%
        151bp
        100.0M
        tih_rna_sample_00122_23H5VFLT4_s42_2
        60.5%
        53%
        151bp
        100.0M
        tih_rna_sample_00122_23H5VFLT4_s42_trimmed_1
        61.4%
        52%
        117bp
        98.8M
        61.4%
        52%
        117bp
        98.8M
        tih_rna_sample_00122_23H5VFLT4_s42_trimmed_2
        60.9%
        52%
        117bp
        98.8M
        60.9%
        52%
        117bp
        98.8M
        tih_rna_sample_00124_23H5VFLT4_s31
        9999000000
        400403026
        No
        0.00%
        197936714
        0.01
        145108108
        0.27
        1
        0
        0.98
        248.44
        128.00
        1
        1
        0.000
        147.0bp
        136.0bp
        0.10%
        0.70%
        0.37%
        0.00%
        0.23%
        2.28%
        0.58%
        0.00%
        170bp
        26.9%
        0.0%
        91.6%
        90.0%
        95.7%
        94.7M
        16.4%
        197.9M
        53.8%
        99.0%
        54.0%
        tih_rna_sample_00124_23H5VFLT4_s31_1
        147.0bp
        91.9%
        91.0M
        65.4%
        53%
        151bp
        100.0M
        tih_rna_sample_00124_23H5VFLT4_s31_2
        65.1%
        53%
        151bp
        100.0M
        tih_rna_sample_00124_23H5VFLT4_s31_trimmed_1
        65.4%
        53%
        147bp
        99.0M
        65.4%
        53%
        147bp
        99.0M
        tih_rna_sample_00124_23H5VFLT4_s31_trimmed_2
        65.5%
        54%
        147bp
        99.0M
        65.5%
        54%
        147bp
        99.0M
        tih_rna_sample_00127_23H5VFLT4_s08
        9999000000
        225968885
        No
        0.00%
        197688908
        0.01
        123354754
        0.38
        1
        0
        0.98
        166.65
        83.00
        1
        0
        0.000
        122.0bp
        115.0bp
        0.20%
        1.01%
        0.36%
        0.00%
        0.42%
        3.08%
        0.54%
        0.00%
        123bp
        37.9%
        0.0%
        90.3%
        86.9%
        94.9%
        93.8M
        19.6%
        197.7M
        53.9%
        98.8%
        74.2%
        tih_rna_sample_00127_23H5VFLT4_s08_1
        122.0bp
        90.4%
        89.3M
        64.1%
        53%
        151bp
        100.0M
        tih_rna_sample_00127_23H5VFLT4_s08_2
        62.5%
        53%
        151bp
        100.0M
        tih_rna_sample_00127_23H5VFLT4_s08_trimmed_1
        64.0%
        53%
        122bp
        98.8M
        64.0%
        53%
        122bp
        98.8M
        tih_rna_sample_00127_23H5VFLT4_s08_trimmed_2
        62.9%
        54%
        122bp
        98.8M
        62.9%
        54%
        122bp
        98.8M
        tih_rna_sample_00163_23H5VFLT4_s43
        9999000000
        381504399
        No
        0.00%
        198051138
        0.01
        142463729
        0.28
        1
        0
        0.98
        237.02
        113.00
        1
        1
        0.000
        141.5bp
        130.0bp
        0.21%
        0.99%
        0.38%
        0.00%
        0.44%
        3.09%
        0.57%
        0.00%
        155bp
        28.2%
        0.0%
        91.8%
        89.7%
        96.0%
        95.0M
        17.0%
        198.1M
        53.6%
        99.0%
        57.9%
        tih_rna_sample_00163_23H5VFLT4_s43_1
        141.5bp
        92.2%
        91.3M
        68.9%
        53%
        151bp
        100.0M
        tih_rna_sample_00163_23H5VFLT4_s43_2
        67.2%
        53%
        151bp
        100.0M
        tih_rna_sample_00163_23H5VFLT4_s43_trimmed_1
        68.9%
        53%
        137bp
        99.0M
        68.9%
        53%
        137bp
        99.0M
        tih_rna_sample_00163_23H5VFLT4_s43_trimmed_2
        67.7%
        53%
        137bp
        99.0M
        67.7%
        53%
        137bp
        99.0M
        tih_rna_sample_00218_23H5VFLT4_s10
        9999000000
        445195846
        No
        0.00%
        198257286
        0.01
        143871130
        0.27
        1
        0
        0.98
        258.94
        110.00
        1
        1
        0.000
        147.0bp
        136.0bp
        0.15%
        0.64%
        0.44%
        0.00%
        0.33%
        2.10%
        0.67%
        0.00%
        175bp
        27.6%
        0.0%
        94.7%
        90.2%
        96.1%
        95.3M
        16.9%
        198.3M
        53.8%
        99.1%
        53.8%
        tih_rna_sample_00218_23H5VFLT4_s10_1
        147.0bp
        94.8%
        94.0M
        70.0%
        53%
        151bp
        100.0M
        tih_rna_sample_00218_23H5VFLT4_s10_2
        69.1%
        53%
        151bp
        100.0M
        tih_rna_sample_00218_23H5VFLT4_s10_trimmed_1
        70.0%
        53%
        147bp
        99.1M
        70.0%
        53%
        147bp
        99.1M
        tih_rna_sample_00218_23H5VFLT4_s10_trimmed_2
        69.6%
        54%
        147bp
        99.1M
        69.6%
        54%
        147bp
        99.1M
        tih_rna_sample_00220_23H5VFLT4_s16
        9999000000
        199632375
        No
        0.00%
        197979250
        0.01
        111682668
        0.44
        1
        0
        0.98
        175.83
        79.00
        1
        0
        0.000
        141.2bp
        132.0bp
        0.11%
        0.57%
        0.26%
        0.00%
        0.24%
        1.95%
        0.42%
        0.00%
        155bp
        43.9%
        0.0%
        92.0%
        88.9%
        95.6%
        94.7M
        27.0%
        198.0M
        56.7%
        99.0%
        59.2%
        tih_rna_sample_00220_23H5VFLT4_s16_1
        141.2bp
        92.3%
        91.3M
        67.3%
        55%
        151bp
        100.0M
        tih_rna_sample_00220_23H5VFLT4_s16_2
        66.5%
        56%
        151bp
        100.0M
        tih_rna_sample_00220_23H5VFLT4_s16_trimmed_1
        67.3%
        56%
        137bp
        99.0M
        67.3%
        56%
        137bp
        99.0M
        tih_rna_sample_00220_23H5VFLT4_s16_trimmed_2
        67.0%
        56%
        137bp
        99.0M
        67.0%
        56%
        137bp
        99.0M
        tih_rna_sample_00235_23H5VFLT4_s07
        9999000000
        540123051
        No
        0.00%
        198109250
        0.01
        152970753
        0.23
        1
        0
        0.98
        271.33
        128.00
        1
        1
        0.000
        148.0bp
        137.0bp
        0.11%
        0.88%
        0.32%
        0.00%
        0.23%
        2.62%
        0.50%
        0.00%
        170bp
        22.9%
        0.0%
        93.4%
        89.4%
        95.8%
        94.8M
        13.9%
        198.1M
        54.0%
        99.1%
        53.6%
        tih_rna_sample_00235_23H5VFLT4_s07_1
        148.0bp
        93.4%
        92.5M
        67.5%
        53%
        151bp
        100.0M
        tih_rna_sample_00235_23H5VFLT4_s07_2
        66.7%
        54%
        151bp
        100.0M
        tih_rna_sample_00235_23H5VFLT4_s07_trimmed_1
        67.5%
        53%
        147bp
        99.1M
        67.5%
        53%
        147bp
        99.1M
        tih_rna_sample_00235_23H5VFLT4_s07_trimmed_2
        67.2%
        54%
        147bp
        99.1M
        67.2%
        54%
        147bp
        99.1M
        tih_rna_sample_00248_23H5VFLT4_s01
        9999000000
        352546802
        No
        0.00%
        197923118
        0.01
        144245295
        0.27
        1
        0
        0.98
        231.91
        103.00
        1
        1
        0.000
        138.1bp
        128.0bp
        0.19%
        0.96%
        0.35%
        0.00%
        0.38%
        2.95%
        0.54%
        0.00%
        144bp
        27.4%
        0.0%
        92.0%
        88.1%
        95.1%
        94.1M
        15.0%
        197.9M
        54.2%
        99.0%
        61.5%
        tih_rna_sample_00248_23H5VFLT4_s01_1
        138.1bp
        92.3%
        91.3M
        63.2%
        53%
        151bp
        100.0M
        tih_rna_sample_00248_23H5VFLT4_s01_2
        62.5%
        54%
        151bp
        100.0M
        tih_rna_sample_00248_23H5VFLT4_s01_trimmed_1
        63.3%
        54%
        137bp
        99.0M
        63.3%
        54%
        137bp
        99.0M
        tih_rna_sample_00248_23H5VFLT4_s01_trimmed_2
        63.0%
        54%
        137bp
        99.0M
        63.0%
        54%
        137bp
        99.0M
        tih_rna_sample_00251_23H5VFLT4_s03
        9999000000
        304642484
        No
        0.00%
        197696920
        0.01
        138096671
        0.30
        1
        0
        0.98
        224.10
        98.00
        1
        0
        0.000
        143.4bp
        134.0bp
        0.27%
        1.06%
        0.36%
        0.00%
        0.59%
        3.30%
        0.56%
        0.00%
        148bp
        30.4%
        0.0%
        90.8%
        87.0%
        95.2%
        94.0M
        19.3%
        197.7M
        54.6%
        98.8%
        57.4%
        tih_rna_sample_00251_23H5VFLT4_s03_1
        143.4bp
        90.9%
        89.9M
        67.2%
        53%
        151bp
        100.0M
        tih_rna_sample_00251_23H5VFLT4_s03_2
        66.6%
        54%
        151bp
        100.0M
        tih_rna_sample_00251_23H5VFLT4_s03_trimmed_1
        67.2%
        54%
        142bp
        98.8M
        67.2%
        54%
        142bp
        98.8M
        tih_rna_sample_00251_23H5VFLT4_s03_trimmed_2
        67.2%
        54%
        142bp
        98.8M
        67.2%
        54%
        142bp
        98.8M
        tih_rna_sample_00252_23H5VFLT4_s04
        9999000000
        230853292
        No
        0.00%
        197594884
        0.01
        127942507
        0.35
        1
        0
        0.98
        215.98
        109.00
        1
        1
        0.000
        147.0bp
        136.0bp
        0.07%
        0.60%
        0.31%
        0.00%
        0.15%
        1.89%
        0.47%
        0.00%
        158bp
        35.5%
        0.0%
        92.5%
        88.7%
        95.6%
        94.5M
        22.5%
        197.6M
        55.2%
        98.8%
        54.5%
        tih_rna_sample_00252_23H5VFLT4_s04_1
        147.0bp
        92.8%
        91.7M
        66.7%
        54%
        151bp
        100.0M
        tih_rna_sample_00252_23H5VFLT4_s04_2
        65.6%
        55%
        151bp
        100.0M
        tih_rna_sample_00252_23H5VFLT4_s04_trimmed_1
        66.6%
        54%
        142bp
        98.8M
        66.6%
        54%
        142bp
        98.8M
        tih_rna_sample_00252_23H5VFLT4_s04_trimmed_2
        66.1%
        55%
        142bp
        98.8M
        66.1%
        55%
        142bp
        98.8M
        tih_rna_sample_00254_23H5VFLT4_s05
        9999000000
        243093507
        No
        0.00%
        197265522
        0.02
        127594403
        0.35
        1
        0
        0.98
        192.65
        74.00
        1
        0
        0.000
        126.8bp
        120.0bp
        0.43%
        0.87%
        0.50%
        0.00%
        0.90%
        2.56%
        0.73%
        0.00%
        132bp
        36.0%
        0.0%
        94.9%
        84.2%
        93.3%
        92.0M
        18.8%
        197.3M
        58.3%
        98.6%
        71.0%
        tih_rna_sample_00254_23H5VFLT4_s05_1
        126.8bp
        94.4%
        93.1M
        67.0%
        56%
        151bp
        100.0M
        tih_rna_sample_00254_23H5VFLT4_s05_2
        66.9%
        57%
        151bp
        100.0M
        tih_rna_sample_00254_23H5VFLT4_s05_trimmed_1
        67.0%
        58%
        127bp
        98.6M
        67.0%
        58%
        127bp
        98.6M
        tih_rna_sample_00254_23H5VFLT4_s05_trimmed_2
        67.5%
        58%
        127bp
        98.6M
        67.5%
        58%
        127bp
        98.6M
        tih_rna_sample_00261_23H5VFLT4_s06
        9999000000
        251140240
        No
        0.00%
        197414914
        0.01
        122338986
        0.38
        1
        0
        0.97
        190.61
        88.00
        1
        0
        0.000
        142.9bp
        133.0bp
        0.14%
        0.39%
        0.24%
        0.00%
        0.32%
        1.30%
        0.39%
        0.00%
        146bp
        38.4%
        0.0%
        90.4%
        85.1%
        94.7%
        93.4M
        23.9%
        197.4M
        56.7%
        98.7%
        58.3%
        tih_rna_sample_00261_23H5VFLT4_s06_1
        142.9bp
        90.8%
        89.6M
        66.8%
        55%
        151bp
        100.0M
        tih_rna_sample_00261_23H5VFLT4_s06_2
        66.3%
        56%
        151bp
        100.0M
        tih_rna_sample_00261_23H5VFLT4_s06_trimmed_1
        66.8%
        56%
        137bp
        98.7M
        66.8%
        56%
        137bp
        98.7M
        tih_rna_sample_00261_23H5VFLT4_s06_trimmed_2
        66.9%
        56%
        142bp
        98.7M
        66.9%
        56%
        142bp
        98.7M
        tih_rna_sample_00272_23H5VFLT4_s09
        9999000000
        350038460
        No
        0.00%
        197913500
        0.01
        140007906
        0.29
        1
        0
        0.98
        240.65
        116.00
        1
        1
        0.000
        145.1bp
        135.0bp
        0.22%
        0.47%
        0.28%
        0.00%
        0.48%
        1.54%
        0.44%
        0.00%
        167bp
        29.4%
        0.0%
        92.8%
        90.0%
        96.1%
        95.1M
        18.3%
        197.9M
        54.6%
        99.0%
        55.7%
        tih_rna_sample_00272_23H5VFLT4_s09_1
        145.1bp
        93.1%
        92.2M
        68.0%
        53%
        151bp
        100.0M
        tih_rna_sample_00272_23H5VFLT4_s09_2
        67.2%
        54%
        151bp
        100.0M
        tih_rna_sample_00272_23H5VFLT4_s09_trimmed_1
        68.0%
        54%
        142bp
        99.0M
        68.0%
        54%
        142bp
        99.0M
        tih_rna_sample_00272_23H5VFLT4_s09_trimmed_2
        67.8%
        54%
        142bp
        99.0M
        67.8%
        54%
        142bp
        99.0M
        tih_rna_sample_00274_23H5VFLT4_s14
        9999000000
        190877061
        No
        0.00%
        197421078
        0.01
        108541413
        0.45
        1
        0
        0.98
        125.72
        61.00
        1
        0
        0.000
        120.4bp
        115.0bp
        0.10%
        0.79%
        0.35%
        0.00%
        0.21%
        2.42%
        0.49%
        0.00%
        119bp
        45.4%
        0.0%
        86.5%
        85.7%
        94.4%
        93.2M
        25.2%
        197.4M
        53.3%
        98.7%
        77.0%
        tih_rna_sample_00274_23H5VFLT4_s14_1
        120.4bp
        87.0%
        85.9M
        64.0%
        52%
        151bp
        100.0M
        tih_rna_sample_00274_23H5VFLT4_s14_2
        62.4%
        53%
        151bp
        100.0M
        tih_rna_sample_00274_23H5VFLT4_s14_trimmed_1
        63.9%
        53%
        117bp
        98.7M
        63.9%
        53%
        117bp
        98.7M
        tih_rna_sample_00274_23H5VFLT4_s14_trimmed_2
        63.0%
        53%
        122bp
        98.7M
        63.0%
        53%
        122bp
        98.7M
        tih_rna_sample_00280_23H5VFLT4_s18
        9999000000
        494433051
        No
        0.00%
        198051450
        0.01
        153273902
        0.23
        1
        0
        0.98
        286.88
        123.00
        1
        1
        0.000
        155.8bp
        143.0bp
        0.13%
        0.52%
        0.45%
        0.00%
        0.29%
        1.63%
        0.66%
        0.00%
        192bp
        22.9%
        0.0%
        93.9%
        86.9%
        94.6%
        93.7M
        14.8%
        198.1M
        55.5%
        99.0%
        47.3%
        tih_rna_sample_00280_23H5VFLT4_s18_1
        155.8bp
        94.2%
        93.3M
        68.3%
        54%
        151bp
        100.0M
        tih_rna_sample_00280_23H5VFLT4_s18_2
        67.9%
        55%
        151bp
        100.0M
        tih_rna_sample_00280_23H5VFLT4_s18_trimmed_1
        68.3%
        55%
        151bp
        99.0M
        68.3%
        55%
        151bp
        99.0M
        tih_rna_sample_00280_23H5VFLT4_s18_trimmed_2
        68.5%
        55%
        151bp
        99.0M
        68.5%
        55%
        151bp
        99.0M
        tih_rna_sample_00377_23H5VFLT4_s23
        9999000000
        269488938
        No
        0.00%
        197788884
        0.01
        128147309
        0.35
        1
        0
        0.98
        216.67
        88.00
        1
        0
        0.000
        139.6bp
        130.0bp
        0.16%
        0.59%
        0.36%
        0.00%
        0.38%
        1.84%
        0.55%
        0.00%
        156bp
        35.7%
        0.0%
        94.8%
        84.2%
        93.4%
        92.4M
        20.3%
        197.8M
        54.6%
        98.9%
        59.0%
        tih_rna_sample_00377_23H5VFLT4_s23_1
        139.6bp
        94.5%
        93.5M
        69.9%
        53%
        151bp
        100.0M
        tih_rna_sample_00377_23H5VFLT4_s23_2
        67.4%
        54%
        151bp
        100.0M
        tih_rna_sample_00377_23H5VFLT4_s23_trimmed_1
        70.0%
        54%
        137bp
        98.9M
        70.0%
        54%
        137bp
        98.9M
        tih_rna_sample_00377_23H5VFLT4_s23_trimmed_2
        68.0%
        54%
        137bp
        98.9M
        68.0%
        54%
        137bp
        98.9M
        tih_rna_sample_00378_23H5VFLT4_s24
        9999000000
        208164697
        No
        0.00%
        197895464
        0.01
        119854884
        0.39
        1
        0
        0.98
        147.83
        71.00
        1
        0
        0.000
        119.2bp
        113.0bp
        0.22%
        2.05%
        0.61%
        0.00%
        0.39%
        5.47%
        0.81%
        0.00%
        118bp
        39.7%
        0.0%
        88.2%
        86.0%
        94.7%
        93.7M
        21.5%
        197.9M
        50.8%
        98.9%
        77.4%
        tih_rna_sample_00378_23H5VFLT4_s24_1
        119.2bp
        88.1%
        87.2M
        64.8%
        50%
        151bp
        100.0M
        tih_rna_sample_00378_23H5VFLT4_s24_2
        62.6%
        51%
        151bp
        100.0M
        tih_rna_sample_00378_23H5VFLT4_s24_trimmed_1
        64.7%
        50%
        117bp
        98.9M
        64.7%
        50%
        117bp
        98.9M
        tih_rna_sample_00378_23H5VFLT4_s24_trimmed_2
        63.0%
        50%
        117bp
        98.9M
        63.0%
        50%
        117bp
        98.9M
        tih_rna_sample_00388_23H5VFLT4_s22
        9999000000
        523706785
        No
        0.00%
        198169640
        0.01
        150928051
        0.24
        1
        0
        0.98
        297.15
        145.00
        1
        1
        0.000
        165.8bp
        152.0bp
        0.13%
        0.56%
        0.36%
        0.00%
        0.29%
        1.93%
        0.57%
        0.00%
        222bp
        24.0%
        0.0%
        93.8%
        90.0%
        96.2%
        95.4M
        15.7%
        198.2M
        54.7%
        99.1%
        41.1%
        tih_rna_sample_00388_23H5VFLT4_s22_1
        165.8bp
        94.2%
        93.3M
        68.6%
        54%
        151bp
        100.0M
        tih_rna_sample_00388_23H5VFLT4_s22_2
        67.9%
        54%
        151bp
        100.0M
        tih_rna_sample_00388_23H5VFLT4_s22_trimmed_1
        68.6%
        54%
        151bp
        99.1M
        68.6%
        54%
        151bp
        99.1M
        tih_rna_sample_00388_23H5VFLT4_s22_trimmed_2
        68.4%
        54%
        151bp
        99.1M
        68.4%
        54%
        151bp
        99.1M
        tih_rna_sample_00394_23H5VFLT4_s25
        9990000000
        207442768
        No
        0.00%
        197437912
        0.01
        112813529
        0.43
        1
        0
        0.98
        143.00
        69.00
        1
        0
        0.000
        126.3bp
        120.0bp
        0.17%
        0.53%
        0.28%
        0.00%
        0.40%
        1.73%
        0.43%
        0.00%
        125bp
        43.4%
        0.0%
        87.6%
        86.1%
        94.5%
        93.3M
        25.6%
        197.4M
        53.8%
        98.7%
        71.4%
        tih_rna_sample_00394_23H5VFLT4_s25_1
        126.3bp
        87.8%
        86.6M
        65.3%
        53%
        151bp
        100.0M
        tih_rna_sample_00394_23H5VFLT4_s25_2
        64.2%
        53%
        151bp
        100.0M
        tih_rna_sample_00394_23H5VFLT4_s25_trimmed_1
        65.3%
        53%
        122bp
        98.7M
        65.3%
        53%
        122bp
        98.7M
        tih_rna_sample_00394_23H5VFLT4_s25_trimmed_2
        64.8%
        53%
        122bp
        98.7M
        64.8%
        53%
        122bp
        98.7M
        tih_rna_sample_00396_23H5VFLT4_s26
        9999000000
        552237090
        No
        0.00%
        198066574
        0.01
        157266473
        0.21
        1
        0
        0.98
        292.66
        144.00
        1
        1
        0.000
        156.9bp
        145.0bp
        0.31%
        1.00%
        0.43%
        0.00%
        0.69%
        3.10%
        0.64%
        0.00%
        187bp
        20.8%
        0.0%
        92.9%
        89.0%
        95.6%
        94.7M
        13.1%
        198.1M
        54.1%
        99.0%
        46.7%
        tih_rna_sample_00396_23H5VFLT4_s26_1
        156.9bp
        93.2%
        92.3M
        66.5%
        53%
        151bp
        100.0M
        tih_rna_sample_00396_23H5VFLT4_s26_2
        65.7%
        54%
        151bp
        100.0M
        tih_rna_sample_00396_23H5VFLT4_s26_trimmed_1
        66.5%
        53%
        151bp
        99.0M
        66.5%
        53%
        151bp
        99.0M
        tih_rna_sample_00396_23H5VFLT4_s26_trimmed_2
        66.2%
        54%
        151bp
        99.0M
        66.2%
        54%
        151bp
        99.0M
        tih_rna_sample_00400_23H5VFLT4_s27
        9999000000
        371957139
        No
        0.00%
        197775310
        0.02
        143979173
        0.27
        1
        0
        0.98
        230.72
        112.00
        1
        1
        0.000
        133.1bp
        126.0bp
        0.20%
        0.69%
        0.39%
        0.00%
        0.42%
        2.10%
        0.56%
        0.00%
        140bp
        27.6%
        0.0%
        93.4%
        85.8%
        94.0%
        92.9M
        15.3%
        197.8M
        54.1%
        98.9%
        64.3%
        tih_rna_sample_00400_23H5VFLT4_s27_1
        133.1bp
        93.4%
        92.3M
        67.2%
        53%
        151bp
        100.0M
        tih_rna_sample_00400_23H5VFLT4_s27_2
        65.9%
        54%
        151bp
        100.0M
        tih_rna_sample_00400_23H5VFLT4_s27_trimmed_1
        67.2%
        53%
        132bp
        98.9M
        67.2%
        53%
        132bp
        98.9M
        tih_rna_sample_00400_23H5VFLT4_s27_trimmed_2
        66.5%
        54%
        132bp
        98.9M
        66.5%
        54%
        132bp
        98.9M
        tih_rna_sample_00402_23H5VFLT4_s28
        9999000000
        497520113
        No
        0.00%
        198177758
        0.02
        151474829
        0.24
        1
        0
        0.98
        254.24
        124.00
        1
        1
        0.000
        142.9bp
        133.0bp
        0.20%
        1.12%
        0.33%
        0.00%
        0.44%
        3.56%
        0.52%
        0.00%
        157bp
        23.9%
        0.0%
        91.9%
        87.8%
        94.5%
        93.7M
        14.1%
        198.2M
        53.1%
        99.1%
        56.7%
        tih_rna_sample_00402_23H5VFLT4_s28_1
        142.9bp
        92.5%
        91.6M
        66.6%
        52%
        151bp
        100.0M
        tih_rna_sample_00402_23H5VFLT4_s28_2
        65.4%
        53%
        151bp
        100.0M
        tih_rna_sample_00402_23H5VFLT4_s28_trimmed_1
        66.6%
        52%
        142bp
        99.1M
        66.6%
        52%
        142bp
        99.1M
        tih_rna_sample_00402_23H5VFLT4_s28_trimmed_2
        65.9%
        53%
        142bp
        99.1M
        65.9%
        53%
        142bp
        99.1M
        tih_rna_sample_00403_23H5VFLT4_s29
        9990000000
        304882726
        No
        0.00%
        197915996
        0.01
        136152981
        0.31
        1
        0
        0.98
        210.50
        92.00
        1
        0
        0.000
        133.9bp
        126.0bp
        0.19%
        0.63%
        0.36%
        0.00%
        0.41%
        1.97%
        0.52%
        0.00%
        136bp
        31.4%
        0.0%
        91.2%
        89.5%
        95.7%
        94.7M
        18.0%
        197.9M
        54.0%
        99.0%
        64.3%
        tih_rna_sample_00403_23H5VFLT4_s29_1
        133.9bp
        91.5%
        90.6M
        66.0%
        53%
        151bp
        100.0M
        tih_rna_sample_00403_23H5VFLT4_s29_2
        64.9%
        53%
        151bp
        100.0M
        tih_rna_sample_00403_23H5VFLT4_s29_trimmed_1
        66.0%
        53%
        132bp
        99.0M
        66.0%
        53%
        132bp
        99.0M
        tih_rna_sample_00403_23H5VFLT4_s29_trimmed_2
        65.5%
        54%
        132bp
        99.0M
        65.5%
        54%
        132bp
        99.0M
        tih_rna_sample_00407_23H5VFLT4_s33
        9999000000
        177190537
        No
        0.00%
        197377320
        0.01
        101341717
        0.49
        1
        0
        0.98
        160.12
        76.00
        1
        0
        0.000
        143.0bp
        133.0bp
        0.12%
        0.52%
        0.36%
        0.00%
        0.26%
        1.64%
        0.54%
        0.00%
        154bp
        49.1%
        0.0%
        92.6%
        86.3%
        94.7%
        93.5M
        32.4%
        197.4M
        56.9%
        98.7%
        57.0%
        tih_rna_sample_00407_23H5VFLT4_s33_1
        143.0bp
        92.3%
        91.1M
        72.6%
        55%
        151bp
        100.0M
        tih_rna_sample_00407_23H5VFLT4_s33_2
        71.8%
        56%
        151bp
        100.0M
        tih_rna_sample_00407_23H5VFLT4_s33_trimmed_1
        72.6%
        56%
        142bp
        98.7M
        72.6%
        56%
        142bp
        98.7M
        tih_rna_sample_00407_23H5VFLT4_s33_trimmed_2
        72.6%
        57%
        142bp
        98.7M
        72.6%
        57%
        142bp
        98.7M
        tih_rna_sample_00410_23H5VFLT4_s34
        9999000000
        188951376
        No
        0.00%
        197133378
        0.01
        105270623
        0.47
        1
        0
        0.98
        146.51
        70.00
        1
        0
        0.000
        132.3bp
        124.0bp
        0.05%
        0.76%
        0.40%
        0.00%
        0.10%
        2.30%
        0.60%
        0.00%
        135bp
        47.0%
        0.0%
        90.3%
        87.0%
        95.1%
        93.7M
        29.7%
        197.1M
        53.2%
        98.6%
        66.2%
        tih_rna_sample_00410_23H5VFLT4_s34_1
        132.3bp
        90.6%
        89.3M
        68.0%
        52%
        151bp
        100.0M
        tih_rna_sample_00410_23H5VFLT4_s34_2
        67.6%
        53%
        151bp
        100.0M
        tih_rna_sample_00410_23H5VFLT4_s34_trimmed_1
        67.9%
        53%
        132bp
        98.6M
        67.9%
        53%
        132bp
        98.6M
        tih_rna_sample_00410_23H5VFLT4_s34_trimmed_2
        68.2%
        53%
        132bp
        98.6M
        68.2%
        53%
        132bp
        98.6M
        tih_rna_sample_00414_23H5VFLT4_s40
        9999000000
        436424116
        No
        0.00%
        197880340
        0.01
        149792407
        0.24
        1
        0
        0.98
        259.56
        117.00
        1
        1
        0.000
        148.1bp
        137.0bp
        0.10%
        0.76%
        0.38%
        0.00%
        0.21%
        2.35%
        0.58%
        0.00%
        158bp
        24.5%
        0.0%
        92.2%
        86.8%
        94.8%
        93.8M
        15.3%
        197.9M
        56.3%
        98.9%
        54.2%
        tih_rna_sample_00414_23H5VFLT4_s40_1
        148.1bp
        92.5%
        91.5M
        67.4%
        55%
        151bp
        100.0M
        tih_rna_sample_00414_23H5VFLT4_s40_2
        67.2%
        56%
        151bp
        100.0M
        tih_rna_sample_00414_23H5VFLT4_s40_trimmed_1
        67.4%
        56%
        142bp
        98.9M
        67.4%
        56%
        142bp
        98.9M
        tih_rna_sample_00414_23H5VFLT4_s40_trimmed_2
        67.7%
        56%
        142bp
        98.9M
        67.7%
        56%
        142bp
        98.9M
        tih_rna_sample_00419_23H5VFLT4_s44
        9990000000
        464317598
        No
        0.00%
        197804040
        0.01
        152969046
        0.23
        1
        0
        0.98
        275.47
        121.00
        1
        1
        0.000
        149.3bp
        137.0bp
        0.23%
        1.09%
        0.49%
        0.00%
        0.50%
        3.28%
        0.72%
        0.00%
        168bp
        22.8%
        0.0%
        93.5%
        88.5%
        95.6%
        94.6M
        13.7%
        197.8M
        54.7%
        98.9%
        52.7%
        tih_rna_sample_00419_23H5VFLT4_s44_1
        149.3bp
        93.9%
        92.9M
        67.5%
        54%
        151bp
        100.0M
        tih_rna_sample_00419_23H5VFLT4_s44_2
        66.9%
        54%
        151bp
        100.0M
        tih_rna_sample_00419_23H5VFLT4_s44_trimmed_1
        67.5%
        54%
        147bp
        98.9M
        67.5%
        54%
        147bp
        98.9M
        tih_rna_sample_00419_23H5VFLT4_s44_trimmed_2
        67.6%
        54%
        147bp
        98.9M
        67.6%
        54%
        147bp
        98.9M
        tih_rna_sample_00420_23H5VFLT4_s45
        9999000000
        109555853
        No
        0.00%
        196546592
        0.01
        70891871
        0.64
        1
        0
        0.98
        87.57
        43.00
        1
        0
        0.000
        138.2bp
        128.0bp
        0.11%
        0.28%
        0.20%
        0.00%
        0.23%
        0.92%
        0.32%
        0.00%
        141bp
        64.7%
        0.0%
        89.3%
        84.7%
        94.2%
        92.5M
        43.8%
        196.5M
        55.7%
        98.3%
        61.5%
        tih_rna_sample_00420_23H5VFLT4_s45_1
        138.2bp
        89.9%
        88.3M
        75.4%
        55%
        151bp
        100.0M
        tih_rna_sample_00420_23H5VFLT4_s45_2
        73.7%
        55%
        151bp
        100.0M
        tih_rna_sample_00420_23H5VFLT4_s45_trimmed_1
        75.3%
        55%
        137bp
        98.3M
        75.3%
        55%
        137bp
        98.3M
        tih_rna_sample_00420_23H5VFLT4_s45_trimmed_2
        74.4%
        55%
        137bp
        98.3M
        74.4%
        55%
        137bp
        98.3M
        tih_rna_sample_00422_23H5VFLT4_s47
        9990000000
        61292242
        No
        0.00%
        169264240
        0.02
        46067067
        0.73
        0
        0
        0.98
        30.61
        12.00
        0
        0
        0.000
        109.1bp
        105.0bp
        0.46%
        0.94%
        0.35%
        0.00%
        0.94%
        2.84%
        0.52%
        0.00%
        107bp
        74.1%
        0.0%
        85.9%
        80.7%
        92.6%
        78.4M
        40.1%
        169.3M
        54.5%
        97.0%
        84.7%
        tih_rna_sample_00422_23H5VFLT4_s47_1
        109.1bp
        85.4%
        72.3M
        76.2%
        53%
        151bp
        87.2M
        tih_rna_sample_00422_23H5VFLT4_s47_2
        74.5%
        55%
        151bp
        87.2M
        tih_rna_sample_00422_23H5VFLT4_s47_trimmed_1
        75.8%
        54%
        107bp
        84.6M
        75.8%
        54%
        107bp
        84.6M
        tih_rna_sample_00422_23H5VFLT4_s47_trimmed_2
        75.1%
        54%
        107bp
        84.6M
        75.1%
        54%
        107bp
        84.6M
        tih_rna_sample_00425_23H5VFLT4_s46
        9999000000
        151501619
        No
        0.00%
        196494860
        0.01
        90097187
        0.54
        1
        0
        0.98
        106.06
        48.00
        1
        0
        0.000
        125.2bp
        119.0bp
        0.07%
        0.53%
        0.21%
        0.00%
        0.17%
        1.79%
        0.36%
        0.00%
        125bp
        54.8%
        0.0%
        88.3%
        84.6%
        94.1%
        92.5M
        33.0%
        196.5M
        56.7%
        98.2%
        72.4%
        tih_rna_sample_00425_23H5VFLT4_s46_1
        125.2bp
        88.3%
        86.8M
        71.0%
        55%
        151bp
        100.0M
        tih_rna_sample_00425_23H5VFLT4_s46_2
        69.7%
        56%
        151bp
        100.0M
        tih_rna_sample_00425_23H5VFLT4_s46_trimmed_1
        70.9%
        56%
        122bp
        98.2M
        70.9%
        56%
        122bp
        98.2M
        tih_rna_sample_00425_23H5VFLT4_s46_trimmed_2
        70.4%
        56%
        122bp
        98.2M
        70.4%
        56%
        122bp
        98.2M
        tih_rna_sample_00426_23H5VFLT4_s48
        9999000000
        235757746
        No
        0.00%
        196560954
        0.02
        116373397
        0.41
        1
        0
        0.98
        185.76
        73.00
        1
        0
        0.000
        143.4bp
        132.0bp
        0.22%
        0.92%
        0.27%
        0.00%
        0.46%
        2.78%
        0.44%
        0.00%
        150bp
        41.4%
        0.0%
        91.6%
        78.0%
        92.2%
        90.6M
        26.7%
        196.6M
        58.4%
        98.3%
        56.5%
        tih_rna_sample_00426_23H5VFLT4_s48_1
        143.4bp
        91.5%
        89.9M
        71.1%
        57%
        151bp
        100.0M
        tih_rna_sample_00426_23H5VFLT4_s48_2
        70.5%
        57%
        151bp
        100.0M
        tih_rna_sample_00426_23H5VFLT4_s48_trimmed_1
        71.1%
        58%
        142bp
        98.3M
        71.1%
        58%
        142bp
        98.3M
        tih_rna_sample_00426_23H5VFLT4_s48_trimmed_2
        71.4%
        58%
        142bp
        98.3M
        71.4%
        58%
        142bp
        98.3M

        Kallisto

        Kallisto is a program for quantifying abundances of transcripts from RNA-Seq data.DOI: 10.1038/nbt.3519.

        Created with MultiQC

        Picard

        Picard is a set of Java command line tools for manipulating high-throughput sequencing data.

        Insert Size

        Plot shows the number of reads at a given insert size. Reads with different orientations are summed.

        Created with MultiQC

        Mark Duplicates

        Number of reads, categorised by duplication state. Pair counts are doubled - see help text for details.

        The table in the Picard metrics file contains some columns referring read pairs and some referring to single reads.

        To make the numbers in this plot sum correctly, values referring to pairs are doubled according to the scheme below:

        • READS_IN_DUPLICATE_PAIRS = 2 * READ_PAIR_DUPLICATES
        • READS_IN_UNIQUE_PAIRS = 2 * (READ_PAIRS_EXAMINED - READ_PAIR_DUPLICATES)
        • READS_IN_UNIQUE_UNPAIRED = UNPAIRED_READS_EXAMINED - UNPAIRED_READ_DUPLICATES
        • READS_IN_DUPLICATE_PAIRS_OPTICAL = 2 * READ_PAIR_OPTICAL_DUPLICATES
        • READS_IN_DUPLICATE_PAIRS_NONOPTICAL = READS_IN_DUPLICATE_PAIRS - READS_IN_DUPLICATE_PAIRS_OPTICAL
        • READS_IN_DUPLICATE_UNPAIRED = UNPAIRED_READ_DUPLICATES
        • READS_UNMAPPED = UNMAPPED_READS
        Created with MultiQC

        RnaSeqMetrics Assignment

        Number of bases in primary alignments that align to regions in the reference genome.

        Created with MultiQC

        Gene Coverage

        Created with MultiQC

        Preseq

        Preseq estimates the complexity of a library, showing how many additional unique reads are sequenced for increasing total read count. A shallow curve indicates complexity saturation. The dashed line shows a perfectly complex library where total reads = unique reads.DOI: 10.1038/nmeth.2375.

        Complexity curve (molecule count)

        Note that the x-axis is trimmed at the point where all the datasets show 80% of their maximum y-value, to avoid ridiculous scales.

        Created with MultiQC

        RSeQC

        RSeQC package provides a number of useful modules that can comprehensively evaluate high throughput RNA-seq data.DOI: 10.1093/bioinformatics/bts356.

        Read Distribution

        Read Distribution calculates how mapped reads are distributed over genome features.

        Created with MultiQC

        Inner Distance

        Inner Distance calculates the inner distance (or insert size) between two paired RNA reads. Note that this can be negative if fragments overlap.

        Created with MultiQC

        Read Duplication

        read_duplication.py calculates how many alignment positions have a certain number of exact duplicates. Note - plot truncated at 500 occurrences and binned.

        Created with MultiQC

        Junction Annotation

        Junction annotation compares detected splice junctions to a reference gene model. An RNA read can be spliced 2 or more times, each time is called a splicing event.

        Created with MultiQC

        Junction Saturation

        Junction Saturation counts the number of known splicing junctions that are observed in each dataset. If sequencing depth is sufficient, all (annotated) splice junctions should be rediscovered, resulting in a curve that reaches a plateau. Missing low abundance splice junctions can affect downstream analysis.

        Click a line to see the data side by side (as in the original RSeQC plot).

        Created with MultiQC

        Infer experiment

        Infer experiment counts the percentage of reads and read pairs that match the strandedness of overlapping transcripts. It can be used to infer whether RNA-seq library preps are stranded (sense or antisense).

        Created with MultiQC

        Bam Stat

        All numbers reported in millions.

        Created with MultiQC

        STAR

        STAR is an ultrafast universal RNA-seq aligner.DOI: 10.1093/bioinformatics/bts635.

        Alignment Scores

        Created with MultiQC

        Gene Counts

        Statistics from results generated using --quantMode GeneCounts. The three tabs show counts for unstranded RNA-seq, counts for the 1st read strand aligned with RNA and counts for the 2nd read strand aligned with RNA.

        Created with MultiQC

        fastp

        fastp An ultra-fast all-in-one FASTQ preprocessor (QC, adapters, trimming, filtering, splitting...).DOI: 10.1093/bioinformatics/bty560.

        Filtered Reads

        Filtering statistics of sampled reads.

        Created with MultiQC

        Insert Sizes

        Insert size estimation of sampled reads.

        Created with MultiQC

        Sequence Quality

        Average sequencing quality over each base of all reads.

        Created with MultiQC

        GC Content

        Average GC content over each base of all reads.

        Created with MultiQC

        N content

        Average N content over each base of all reads.

        Created with MultiQC

        FastQC (raw)

        FastQC (raw) This section of the report shows FastQC results before adapter trimming.

        Sequence Counts

        Sequence counts for each sample. Duplicate read counts are an estimate only.

        This plot show the total number of reads, broken down into unique and duplicate if possible (only more recent versions of FastQC give duplicate info).

        You can read more about duplicate calculation in the FastQC documentation. A small part has been copied here for convenience:

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        Created with MultiQC

        Sequence Quality Histograms

        The mean quality value across each base position in the read.

        To enable multiple samples to be plotted on the same graph, only the mean quality scores are plotted (unlike the box plots seen in FastQC reports).

        Taken from the FastQC help:

        The y-axis on the graph shows the quality scores. The higher the score, the better the base call. The background of the graph divides the y axis into very good quality calls (green), calls of reasonable quality (orange), and calls of poor quality (red). The quality of calls on most platforms will degrade as the run progresses, so it is common to see base calls falling into the orange area towards the end of a read.

        Created with MultiQC

        Per Sequence Quality Scores

        The number of reads with average quality scores. Shows if a subset of reads has poor quality.

        From the FastQC help:

        The per sequence quality score report allows you to see if a subset of your sequences have universally low quality values. It is often the case that a subset of sequences will have universally poor quality, however these should represent only a small percentage of the total sequences.

        Created with MultiQC

        Per Base Sequence Content

        The proportion of each base position for which each of the four normal DNA bases has been called.

        To enable multiple samples to be shown in a single plot, the base composition data is shown as a heatmap. The colours represent the balance between the four bases: an even distribution should give an even muddy brown colour. Hover over the plot to see the percentage of the four bases under the cursor.

        To see the data as a line plot, as in the original FastQC graph, click on a sample track.

        From the FastQC help:

        Per Base Sequence Content plots out the proportion of each base position in a file for which each of the four normal DNA bases has been called.

        In a random library you would expect that there would be little to no difference between the different bases of a sequence run, so the lines in this plot should run parallel with each other. The relative amount of each base should reflect the overall amount of these bases in your genome, but in any case they should not be hugely imbalanced from each other.

        It's worth noting that some types of library will always produce biased sequence composition, normally at the start of the read. Libraries produced by priming using random hexamers (including nearly all RNA-Seq libraries) and those which were fragmented using transposases inherit an intrinsic bias in the positions at which reads start. This bias does not concern an absolute sequence, but instead provides enrichement of a number of different K-mers at the 5' end of the reads. Whilst this is a true technical bias, it isn't something which can be corrected by trimming and in most cases doesn't seem to adversely affect the downstream analysis.

        Click a sample row to see a line plot for that dataset.
        Rollover for sample name
        Position: -
        %T: -
        %C: -
        %A: -
        %G: -

        Per Sequence GC Content

        The average GC content of reads. Normal random library typically have a roughly normal distribution of GC content.

        From the FastQC help:

        This module measures the GC content across the whole length of each sequence in a file and compares it to a modelled normal distribution of GC content.

        In a normal random library you would expect to see a roughly normal distribution of GC content where the central peak corresponds to the overall GC content of the underlying genome. Since we don't know the the GC content of the genome the modal GC content is calculated from the observed data and used to build a reference distribution.

        An unusually shaped distribution could indicate a contaminated library or some other kinds of biased subset. A normal distribution which is shifted indicates some systematic bias which is independent of base position. If there is a systematic bias which creates a shifted normal distribution then this won't be flagged as an error by the module since it doesn't know what your genome's GC content should be.

        Created with MultiQC

        Per Base N Content

        The percentage of base calls at each position for which an N was called.

        From the FastQC help:

        If a sequencer is unable to make a base call with sufficient confidence then it will normally substitute an N rather than a conventional base call. This graph shows the percentage of base calls at each position for which an N was called.

        It's not unusual to see a very low proportion of Ns appearing in a sequence, especially nearer the end of a sequence. However, if this proportion rises above a few percent it suggests that the analysis pipeline was unable to interpret the data well enough to make valid base calls.

        Created with MultiQC

        Sequence Length Distribution

        The distribution of fragment sizes (read lengths) found. See the FastQC help

        Created with MultiQC

        Sequence Duplication Levels

        The relative level of duplication found for every sequence.

        From the FastQC Help:

        In a diverse library most sequences will occur only once in the final set. A low level of duplication may indicate a very high level of coverage of the target sequence, but a high level of duplication is more likely to indicate some kind of enrichment bias (eg PCR over amplification). This graph shows the degree of duplication for every sequence in a library: the relative number of sequences with different degrees of duplication.

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        In a properly diverse library most sequences should fall into the far left of the plot in both the red and blue lines. A general level of enrichment, indicating broad oversequencing in the library will tend to flatten the lines, lowering the low end and generally raising other categories. More specific enrichments of subsets, or the presence of low complexity contaminants will tend to produce spikes towards the right of the plot.

        Created with MultiQC

        Overrepresented sequences by sample

        The total amount of overrepresented sequences found in each library.

        FastQC calculates and lists overrepresented sequences in FastQ files. It would not be possible to show this for all samples in a MultiQC report, so instead this plot shows the number of sequences categorized as overrepresented.

        Sometimes, a single sequence may account for a large number of reads in a dataset. To show this, the bars are split into two: the first shows the overrepresented reads that come from the single most common sequence. The second shows the total count from all remaining overrepresented sequences.

        From the FastQC Help:

        A normal high-throughput library will contain a diverse set of sequences, with no individual sequence making up a tiny fraction of the whole. Finding that a single sequence is very overrepresented in the set either means that it is highly biologically significant, or indicates that the library is contaminated, or not as diverse as you expected.

        FastQC lists all the sequences which make up more than 0.1% of the total. To conserve memory only sequences which appear in the first 100,000 sequences are tracked to the end of the file. It is therefore possible that a sequence which is overrepresented but doesn't appear at the start of the file for some reason could be missed by this module.

        Created with MultiQC

        Top overrepresented sequences

        Top overrepresented sequences across all samples. The table shows 20 most overrepresented sequences across all samples, ranked by the number of samples they occur in.

        Showing 20/20 rows and 3/3 columns.
        Overrepresented sequenceSamplesOccurrences% of all reads
        GGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGG
        96
        28693835
        0.1554%
        GAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGA
        4
        4010
        0.0000%
        TCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTC
        4
        3520
        0.0000%
        AGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAG
        4
        1506
        0.0000%
        CTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCT
        2
        1387
        0.0000%
        GCTGCTGCCGGGGGGGCTGTAACACTCGGGGGGCC
        2
        188
        0.0000%
        CCCGAGTGTTACAGCCCCCCCGGCAGCAGC
        2
        171
        0.0000%
        GCTGCTGCCGGGGGGGCTGTAACACTCGGG
        2
        174
        0.0000%
        GCTGCTGCCGGGGGGGCTGTAACACTCGGGGGTTCC
        2
        147
        0.0000%
        GGAACCCCCGAGTGTTACAGCCCCCCCGGCAGCAGC
        2
        142
        0.0000%
        GGCCCCCCGAGTGTTACAGCCCCCCCGGCAGCAGC
        2
        180
        0.0000%
        GCTGCTGCCGGGGGGGC
        2
        79
        0.0000%
        GCCCCCCCGGCAGCAGC
        2
        83
        0.0000%
        GGCCCCCCCGGCAGCAGC
        2
        75
        0.0000%
        GATCGGAAGAGCACACGTCTGAACTCCAGTCACGAATCCGAATCTGGGGG
        1
        846239
        0.0046%
        GATCGGAAGAGCACACGTCTGAACTCCAGTCACAAGCACTGATCTGGGGG
        1
        121907
        0.0007%
        GATCGGAAGAGCACACGTCTGAACTCCAGTCACGTGCCATAATCTGGTGG
        1
        131705
        0.0007%
        GATCGGAAGAGCACACGTCTGAACTCCAGTCACGTGCCATAATCTGGGGG
        1
        116490
        0.0006%
        GATCGGAAGAGCACACGTCTGAACTCCAGTCACGTTACGCAATCTGGGGG
        1
        331095
        0.0018%
        GATCGGAAGAGCACACGTCTGAACTCCAGTCACATGCCTGTATCTAGTAT
        1
        139003
        0.0008%

        Adapter Content

        The cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position.

        Note that only samples with ≥ 0.1% adapter contamination are shown.

        There may be several lines per sample, as one is shown for each adapter detected in the file.

        From the FastQC Help:

        The plot shows a cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position. Once a sequence has been seen in a read it is counted as being present right through to the end of the read so the percentages you see will only increase as the read length goes on.

        Created with MultiQC

        Status Checks

        Status for each FastQC section showing whether results seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        FastQC assigns a status for each section of the report. These give a quick evaluation of whether the results of the analysis seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        It is important to stress that although the analysis results appear to give a pass/fail result, these evaluations must be taken in the context of what you expect from your library. A 'normal' sample as far as FastQC is concerned is random and diverse. Some experiments may be expected to produce libraries which are biased in particular ways. You should treat the summary evaluations therefore as pointers to where you should concentrate your attention and understand why your library may not look random and diverse.

        Specific guidance on how to interpret the output of each module can be found in the relevant report section, or in the FastQC help.

        In this heatmap, we summarise all of these into a single heatmap for a quick overview. Note that not all FastQC sections have plots in MultiQC reports, but all status checks are shown in this heatmap.

        Created with MultiQC

        FastQC (trimmed)

        FastQC (trimmed) This section of the report shows FastQC results after adapter trimming.

        Sequence Counts

        Sequence counts for each sample. Duplicate read counts are an estimate only.

        This plot show the total number of reads, broken down into unique and duplicate if possible (only more recent versions of FastQC give duplicate info).

        You can read more about duplicate calculation in the FastQC documentation. A small part has been copied here for convenience:

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        Created with MultiQC

        Sequence Quality Histograms

        The mean quality value across each base position in the read.

        To enable multiple samples to be plotted on the same graph, only the mean quality scores are plotted (unlike the box plots seen in FastQC reports).

        Taken from the FastQC help:

        The y-axis on the graph shows the quality scores. The higher the score, the better the base call. The background of the graph divides the y axis into very good quality calls (green), calls of reasonable quality (orange), and calls of poor quality (red). The quality of calls on most platforms will degrade as the run progresses, so it is common to see base calls falling into the orange area towards the end of a read.

        Created with MultiQC

        Per Sequence Quality Scores

        The number of reads with average quality scores. Shows if a subset of reads has poor quality.

        From the FastQC help:

        The per sequence quality score report allows you to see if a subset of your sequences have universally low quality values. It is often the case that a subset of sequences will have universally poor quality, however these should represent only a small percentage of the total sequences.

        Created with MultiQC

        Per Base Sequence Content

        The proportion of each base position for which each of the four normal DNA bases has been called.

        To enable multiple samples to be shown in a single plot, the base composition data is shown as a heatmap. The colours represent the balance between the four bases: an even distribution should give an even muddy brown colour. Hover over the plot to see the percentage of the four bases under the cursor.

        To see the data as a line plot, as in the original FastQC graph, click on a sample track.

        From the FastQC help:

        Per Base Sequence Content plots out the proportion of each base position in a file for which each of the four normal DNA bases has been called.

        In a random library you would expect that there would be little to no difference between the different bases of a sequence run, so the lines in this plot should run parallel with each other. The relative amount of each base should reflect the overall amount of these bases in your genome, but in any case they should not be hugely imbalanced from each other.

        It's worth noting that some types of library will always produce biased sequence composition, normally at the start of the read. Libraries produced by priming using random hexamers (including nearly all RNA-Seq libraries) and those which were fragmented using transposases inherit an intrinsic bias in the positions at which reads start. This bias does not concern an absolute sequence, but instead provides enrichement of a number of different K-mers at the 5' end of the reads. Whilst this is a true technical bias, it isn't something which can be corrected by trimming and in most cases doesn't seem to adversely affect the downstream analysis.

        Click a sample row to see a line plot for that dataset.
        Rollover for sample name
        Position: -
        %T: -
        %C: -
        %A: -
        %G: -

        Per Sequence GC Content

        The average GC content of reads. Normal random library typically have a roughly normal distribution of GC content.

        From the FastQC help:

        This module measures the GC content across the whole length of each sequence in a file and compares it to a modelled normal distribution of GC content.

        In a normal random library you would expect to see a roughly normal distribution of GC content where the central peak corresponds to the overall GC content of the underlying genome. Since we don't know the the GC content of the genome the modal GC content is calculated from the observed data and used to build a reference distribution.

        An unusually shaped distribution could indicate a contaminated library or some other kinds of biased subset. A normal distribution which is shifted indicates some systematic bias which is independent of base position. If there is a systematic bias which creates a shifted normal distribution then this won't be flagged as an error by the module since it doesn't know what your genome's GC content should be.

        Created with MultiQC

        Per Base N Content

        The percentage of base calls at each position for which an N was called.

        From the FastQC help:

        If a sequencer is unable to make a base call with sufficient confidence then it will normally substitute an N rather than a conventional base call. This graph shows the percentage of base calls at each position for which an N was called.

        It's not unusual to see a very low proportion of Ns appearing in a sequence, especially nearer the end of a sequence. However, if this proportion rises above a few percent it suggests that the analysis pipeline was unable to interpret the data well enough to make valid base calls.

        Created with MultiQC

        Sequence Length Distribution

        The distribution of fragment sizes (read lengths) found. See the FastQC help

        Created with MultiQC

        Sequence Duplication Levels

        The relative level of duplication found for every sequence.

        From the FastQC Help:

        In a diverse library most sequences will occur only once in the final set. A low level of duplication may indicate a very high level of coverage of the target sequence, but a high level of duplication is more likely to indicate some kind of enrichment bias (eg PCR over amplification). This graph shows the degree of duplication for every sequence in a library: the relative number of sequences with different degrees of duplication.

        Only sequences which first appear in the first 100,000 sequences in each file are analysed. This should be enough to get a good impression for the duplication levels in the whole file. Each sequence is tracked to the end of the file to give a representative count of the overall duplication level.

        The duplication detection requires an exact sequence match over the whole length of the sequence. Any reads over 75bp in length are truncated to 50bp for this analysis.

        In a properly diverse library most sequences should fall into the far left of the plot in both the red and blue lines. A general level of enrichment, indicating broad oversequencing in the library will tend to flatten the lines, lowering the low end and generally raising other categories. More specific enrichments of subsets, or the presence of low complexity contaminants will tend to produce spikes towards the right of the plot.

        Created with MultiQC

        Overrepresented sequences by sample

        The total amount of overrepresented sequences found in each library.

        FastQC calculates and lists overrepresented sequences in FastQ files. It would not be possible to show this for all samples in a MultiQC report, so instead this plot shows the number of sequences categorized as overrepresented.

        Sometimes, a single sequence may account for a large number of reads in a dataset. To show this, the bars are split into two: the first shows the overrepresented reads that come from the single most common sequence. The second shows the total count from all remaining overrepresented sequences.

        From the FastQC Help:

        A normal high-throughput library will contain a diverse set of sequences, with no individual sequence making up a tiny fraction of the whole. Finding that a single sequence is very overrepresented in the set either means that it is highly biologically significant, or indicates that the library is contaminated, or not as diverse as you expected.

        FastQC lists all the sequences which make up more than 0.1% of the total. To conserve memory only sequences which appear in the first 100,000 sequences are tracked to the end of the file. It is therefore possible that a sequence which is overrepresented but doesn't appear at the start of the file for some reason could be missed by this module.

        Created with MultiQC

        Top overrepresented sequences

        Top overrepresented sequences across all samples. The table shows 20 most overrepresented sequences across all samples, ranked by the number of samples they occur in.

        Showing 20/20 rows and 3/3 columns.
        Overrepresented sequenceSamplesOccurrences% of all reads
        GGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGGG
        48
        9534052
        0.1039%
        GAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGA
        2
        1990
        0.0000%
        TCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTC
        2
        1759
        0.0000%
        AGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAGAG
        2
        750
        0.0000%
        GCTGCTGCCGGGGGGGCTGTAACACTCGGGGGGCC
        2
        188
        0.0000%
        CCCGAGTGTTACAGCCCCCCCGGCAGCAGC
        2
        171
        0.0000%
        GCTGCTGCCGGGGGGGCTGTAACACTCGGG
        2
        174
        0.0000%
        GCTGCTGCCGGGGGGGCTGTAACACTCGGGGGTTCC
        2
        147
        0.0000%
        GGAACCCCCGAGTGTTACAGCCCCCCCGGCAGCAGC
        2
        142
        0.0000%
        GGCCCCCCGAGTGTTACAGCCCCCCCGGCAGCAGC
        2
        180
        0.0000%
        GCTGCTGCCGGGGGGGC
        2
        79
        0.0000%
        GCCCCCCCGGCAGCAGC
        2
        83
        0.0000%
        GGCCCCCCCGGCAGCAGC
        2
        75
        0.0000%
        CTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCTCT
        1
        691
        0.0000%
        GGAACCCCCGAGTGTTACAGCCCCCCCGGCAGCAGCAC
        1
        253
        0.0000%
        GGGGGAGAGAGAGAGAGAGAGGGCGCGAAG
        1
        225
        0.0000%
        GCTGCTGCCGGGGGGGCTGTAACACTCGGGGGGCCC
        1
        165
        0.0000%
        GGCCCCCCGAGTGTTACAGCCCCCCCGGCAGCAGCAC
        1
        152
        0.0000%
        ACGGGAAGGCCCGGTGGGGAA
        1
        125
        0.0000%
        GATCGGAAGAGCACACGTCTGAACTCCGTCACAGAGTAGCATCTAGTGTG
        1
        91
        0.0000%

        Adapter Content

        The cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position.

        Note that only samples with ≥ 0.1% adapter contamination are shown.

        There may be several lines per sample, as one is shown for each adapter detected in the file.

        From the FastQC Help:

        The plot shows a cumulative percentage count of the proportion of your library which has seen each of the adapter sequences at each position. Once a sequence has been seen in a read it is counted as being present right through to the end of the read so the percentages you see will only increase as the read length goes on.

        Created with MultiQC

        Status Checks

        Status for each FastQC section showing whether results seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        FastQC assigns a status for each section of the report. These give a quick evaluation of whether the results of the analysis seem entirely normal (green), slightly abnormal (orange) or very unusual (red).

        It is important to stress that although the analysis results appear to give a pass/fail result, these evaluations must be taken in the context of what you expect from your library. A 'normal' sample as far as FastQC is concerned is random and diverse. Some experiments may be expected to produce libraries which are biased in particular ways. You should treat the summary evaluations therefore as pointers to where you should concentrate your attention and understand why your library may not look random and diverse.

        Specific guidance on how to interpret the output of each module can be found in the relevant report section, or in the FastQC help.

        In this heatmap, we summarise all of these into a single heatmap for a quick overview. Note that not all FastQC sections have plots in MultiQC reports, but all status checks are shown in this heatmap.

        Created with MultiQC

        Software Versions

        Software Versions lists versions of software tools extracted from file contents.

        GroupSoftwareVersion
        AGAT_CONVERTSPGFF2TSVagat1.2.0
        ARRIBAarriba2.4.0
        ARRIBA_FILTER_SAME_GENEawkfilter same-gene (gene1==gene2)
        ARRIBA_VISUALISATIONarriba2.4.0
        CANCER_INTRONS_TO_VCFpython3.11.0
        CTATSPLICING_STARTOCANCERINTRONSctat-splicing0.0.3
        EXTRACT_VAF_FEATURESextract_vaf_features1.0.0
        python3.11.14
        FASTQCfastqc0.12.1
        FASTQC_FOR_FASTPfastqc0.12.1
        FUSIONINSPECTORSTAR-Fusion1.12.0
        FUSIONREPORTfusion_report2.1.5
        fusion_report DB retrievalnull
        GATK4_MARKDUPLICATESgatk44.4.0.0
        samtools1.17
        GTF2BEDperl5.26.2
        KALLISTO_QUANTkallisto0.51.1
        KALLISTO_TO_TX2GENE_QCexpression_qc_and_signatures1.0.0
        python3.11.0
        NGSCheckMATEngscheckmate1.0.0
        PICARD_COLLECTINSERTSIZEMETRICSpicard3.1.0
        PICARD_COLLECTRNASEQMETRICSpicardnull
        PREDICT_CONTAMINATIONpredict_contamination1.0.0
        python3.11.14
        PRESEQ_LCEXTRAPpreseq3.2.0
        PRESEQ_TO_MULTIQCpreseq_to_multiqc1.0.0
        python3.11.14
        RSEQC_BAMSTATrseqc5.0.2
        RSEQC_INFEREXPERIMENTrseqc5.0.2
        RSEQC_INNERDISTANCErseqc5.0.2
        RSEQC_JUNCTIONANNOTATIONrseqc5.0.2
        RSEQC_JUNCTIONSATURATIONrseqc5.0.2
        RSEQC_READDISTRIBUTIONrseqc5.0.2
        RSEQC_READDUPLICATIONrseqc5.0.2
        SAMTOOLS_INDEX_FOR_ARRIBAsamtools1.17
        SAMTOOLS_INDEX_FOR_STARFUSIONsamtools1.17
        SAMTOOLS_INDEX_FOR_STARFUSION_CRAMsamtools1.17
        SAMTOOLS_SORT_FOR_ARRIBAsamtools1.17
        SAMTOOLS_VIEW_FOR_ARRIBAsamtools1.17
        SAMTOOLS_VIEW_FOR_STARFUSIONsamtools1.17
        SEQTK_SAMPLEseqtk1.4.post122
        SEQTOOL_TO_MULTIQCpython3.11.14
        seqtool_to_multiqc1.0.0
        STARFUSIONSTAR-Fusion1.12.0
        STARFUSION_FILTERfilter_starfusion_main.py1.0
        numpy2.4.1
        pandas3.0.0
        pyyaml6.0.3
        STAR_FOR_ARRIBAgawk5.1.0
        samtools1.16.1
        star2.7.10a0
        STAR_FOR_STARFUSIONgawk5.1.0
        samtools1.16.1
        star2.7.10a0
        VCF_COLLECTHGNC DB retrieval2025-01-22/23:32
        python3.11.0
        WorkflowNextflow25.10.2
        nf-core/rnafusion3.0.2
        fastpfastp0.23.4

        nf-core/rnafusion Methods Description

        Suggested text and references to use when describing pipeline usage within the methods section of a publication.

        Methods

        Data was processed using nf-core/rnafusion v3.0.2 of the nf-core collection of workflows (Ewels et al., 2020), utilising reproducible software environments from the Bioconda (Grüning et al., 2018) and Biocontainers (da Veiga Leprevost et al., 2017) projects.

        The pipeline was executed with Nextflow v25.10.2 (Di Tommaso et al., 2017) with the following command:

        nextflow run /code/main.nf -output-dir 's3://natera-platform-sandbox/pipeline-outputs/cgp_runs/nextflow/dev_rna_exp0003/B23H5VFLT4/nfcore_rnafusion_100M__5f1fa79--20260304-100305' --project-dir /Users/anaik/Documents/Altera/rnafusion -profile docker,eks,debugging -name dev_rna_exp0003_5f1fa79 --input 's3://natera-platform-sandbox/pipeline-outputs/demux_outputs/20251217_LH00166_0224_B23H5VFLT4__497a58ff--20251220-065827/samplesheets/rnaseq_samplesheetdev_rna_exp0003.csv' --outdir 's3://natera-platform-sandbox/pipeline-outputs/cgp_runs/nextflow/dev_rna_exp0003/B23H5VFLT4/nfcore_rnafusion_100M__5f1fa79--20260304-100305'

        References

        • Di Tommaso, P., Chatzou, M., Floden, E. W., Barja, P. P., Palumbo, E., & Notredame, C. (2017). Nextflow enables reproducible computational workflows. Nature Biotechnology, 35(4), 316-319. doi: 10.1038/nbt.3820
        • Ewels, P. A., Peltzer, A., Fillinger, S., Patel, H., Alneberg, J., Wilm, A., Garcia, M. U., Di Tommaso, P., & Nahnsen, S. (2020). The nf-core framework for community-curated bioinformatics pipelines. Nature Biotechnology, 38(3), 276-278. doi: 10.1038/s41587-020-0439-x
        • Grüning, B., Dale, R., Sjödin, A., Chapman, B. A., Rowe, J., Tomkins-Tinch, C. H., Valieris, R., Köster, J., & Bioconda Team. (2018). Bioconda: sustainable and comprehensive software distribution for the life sciences. Nature Methods, 15(7), 475–476. doi: 10.1038/s41592-018-0046-7
        • da Veiga Leprevost, F., Grüning, B. A., Alves Aflitos, S., Röst, H. L., Uszkoreit, J., Barsnes, H., Vaudel, M., Moreno, P., Gatto, L., Weber, J., Bai, M., Jimenez, R. C., Sachsenberg, T., Pfeuffer, J., Vera Alvarez, R., Griss, J., Nesvizhskii, A. I., & Perez-Riverol, Y. (2017). BioContainers: an open-source and community-driven framework for software standardization. Bioinformatics (Oxford, England), 33(16), 2580–2582. doi: 10.1093/bioinformatics/btx192
        Notes:
        • If available, make sure to update the text to include the Zenodo DOI of version of the pipeline used.
        • The command above does not include parameters contained in any configs or profiles that may have been used. Ensure the config file is also uploaded with your publication!
        • You should also cite all software used within this run. Check the "Software Versions" of this report to get version information.

        nf-core/rnafusion Workflow Summary

        - this information is collected when the pipeline is started.

        Core Nextflow options

        runName
        dev_rna_exp0003_5f1fa79
        containerEngine
        docker
        launchDir
        /code
        workDir
        /natera-rnd-pltf-dev-nextflow-scratch-01/work
        projectDir
        /code
        userName
        nextflow
        profile
        docker,eks,debugging
        configFiles
        N/A

        Input/output options

        input
        s3://natera-platform-sandbox/pipeline-outputs/demux_outputs/20251217_LH00166_0224_B23H5VFLT4__497a58ff--20251220-065827/samplesheets/rnaseq_samplesheetdev_rna_exp0003.csv
        outdir
        s3://natera-platform-sandbox/pipeline-outputs/cgp_runs/nextflow/dev_rna_exp0003/B23H5VFLT4/nfcore_rnafusion_100M__5f1fa79--20260304-100305
        strand
        unknown
        genomes_base
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38
        read_length
        150
        arriba
        true
        arriba_ref
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/arriba/
        arriba_ref_blacklist
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/arriba/blacklist_hg38_GRCh38_v2.4.0.tsv.gz
        arriba_ref_cytobands
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/arriba/cytobands_hg38_GRCh38_v2.4.0.tsv
        arriba_ref_known_fusions
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/arriba/known_fusions_hg38_GRCh38_v2.4.0.tsv.gz
        arriba_ref_protein_domains
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/arriba/protein_domains_hg38_GRCh38_v2.4.0.gff3
        ensembl_ref
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/ensembl/
        fusioncatcher_limitSjdbInsertNsj
        2000000
        fusioncatcher_ref
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/fusioncatcher/human_v102/
        fusioninspector_limitSjdbInsertNsj
        1000000
        fusionreport_ref
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/fusion_report_db/
        hgnc_ref
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/hgnc/hgnc_complete_set.txt
        hgnc_date
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/hgnc/HGNC-DB-timestamp.txt
        starfusion
        true
        starfusion_ref
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/starfusion/ctat_genome_lib_build_dir/
        starindex_ref
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/star/
        tools_cutoff
        1

        Read trimming options

        fastp_trim
        true
        adapter_fasta
        []

        Alignment compression options

        cram
        starfusion,arriba

        Reference genome options

        genome
        GRCh38
        fasta
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/ensembl/Homo_sapiens.GRCh38.102.all.fa
        fai
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/ensembl/Homo_sapiens.GRCh38.102.all.fa.fai
        gtf
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/ensembl/Homo_sapiens.GRCh38.102.gtf
        chrgtf
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/ensembl/Homo_sapiens.GRCh38.102.chr.gtf
        transcript
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/ensembl/Homo_sapiens.GRCh38.102.cdna.all.fa.gz
        refflat
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/ensembl/Homo_sapiens.GRCh38.102.chr.gtf.refflat
        rrna_intervals
        s3://natera-platform-sandbox/pipeline-resources/AIH/rna/GRCh38/ensembl/Homo_sapiens.GRCh38.102.interval_list