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        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 1.13

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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.

        Report generated on 2023-05-05, 23:14 MDT based on data in: /data/adf/nf-core/rnaseq/work/44/f40f1927ae13557481afc1387c8fe5

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        General Statistics

        Showing 265/265 rows and 19/22 columns.
        Sample NameM Reads MappeddupInt5'-3' biasM Aligned% Proper Pairs% DupsError rateM Non-PrimaryM Reads Mapped% Mapped% Proper PairsM Total seqs% AlignedM Aligned% BP Trimmed% Dups% GCRead LengthM Seqs
        SRX1125158
        25.5
        0.00%
        1.13
        9.5
        47.0%
        16.7%
        0.11%
        6.4
        19.0
        100.0%
        100.0%
        19.0
        74.4%
        7.2
        SRX1125158_1
        1.1%
        47.1%
        46%
        100 bp
        9.6
        SRX1125158_1_val_1
        46.8%
        46%
        99 bp
        9.6
        SRX1125158_2
        1.6%
        46.5%
        46%
        100 bp
        9.6
        SRX1125158_2_val_2
        46.2%
        46%
        98 bp
        9.6
        SRX1125159
        19.7
        0.00%
        1.10
        7.4
        48.1%
        16.0%
        0.11%
        4.8
        14.9
        100.0%
        100.0%
        14.9
        74.7%
        5.6
        SRX1125159_1
        1.1%
        45.8%
        46%
        100 bp
        7.5
        SRX1125159_1_val_1
        45.5%
        46%
        99 bp
        7.5
        SRX1125159_2
        1.6%
        45.2%
        46%
        100 bp
        7.5
        SRX1125159_2_val_2
        44.9%
        46%
        98 bp
        7.5
        SRX1125160
        64.2
        0.00%
        1.19
        22.3
        43.5%
        15.0%
        0.12%
        19.7
        44.6
        100.0%
        100.0%
        44.6
        72.0%
        16.3
        SRX1125160_1
        1.6%
        50.9%
        45%
        100 bp
        22.7
        SRX1125160_1_val_1
        50.4%
        45%
        98 bp
        22.6
        SRX1125160_2
        2.2%
        50.3%
        45%
        100 bp
        22.7
        SRX1125160_2_val_2
        49.9%
        45%
        98 bp
        22.6
        SRX1125162
        72.0
        0.00%
        1.24
        25.7
        44.6%
        15.0%
        0.12%
        20.6
        51.3
        100.0%
        100.0%
        51.3
        72.3%
        18.8
        SRX1125162_1
        1.6%
        48.7%
        45%
        100 bp
        26.1
        SRX1125162_1_val_1
        48.2%
        45%
        98 bp
        26.0
        SRX1125162_2
        2.1%
        48.1%
        45%
        100 bp
        26.1
        SRX1125162_2_val_2
        47.6%
        45%
        98 bp
        26.0
        SRX1125163
        127.5
        0.00%
        1.15
        44.7
        38.4%
        25.6%
        0.11%
        38.2
        89.4
        100.0%
        100.0%
        89.4
        71.7%
        32.5
        SRX1125163_1
        1.4%
        61.9%
        46%
        100 bp
        45.5
        SRX1125163_1_val_1
        61.5%
        46%
        98 bp
        45.3
        SRX1125163_2
        1.9%
        61.2%
        46%
        100 bp
        45.5
        SRX1125163_2_val_2
        60.8%
        46%
        98 bp
        45.3
        SRX1125164
        86.1
        0.00%
        1.15
        29.4
        40.1%
        20.2%
        0.12%
        27.2
        58.8
        100.0%
        100.0%
        58.8
        71.6%
        21.4
        SRX1125164_1
        1.9%
        56.3%
        46%
        100 bp
        30.1
        SRX1125164_1_val_1
        55.6%
        46%
        98 bp
        29.9
        SRX1125164_2
        2.3%
        55.3%
        46%
        100 bp
        30.1
        SRX1125164_2_val_2
        54.9%
        46%
        98 bp
        29.9
        SRX1125165
        124.3
        0.00%
        1.08
        41.7
        35.3%
        27.6%
        0.11%
        40.9
        83.4
        100.0%
        100.0%
        83.4
        70.6%
        29.8
        SRX1125165_1
        1.6%
        62.6%
        46%
        100 bp
        42.5
        SRX1125165_1_val_1
        62.1%
        46%
        98 bp
        42.3
        SRX1125165_2
        2.1%
        61.8%
        46%
        100 bp
        42.5
        SRX1125165_2_val_2
        61.4%
        46%
        98 bp
        42.3
        SRX1125166
        26.0
        0.01%
        1.15
        9.3
        44.9%
        15.5%
        0.12%
        7.3
        18.7
        100.0%
        100.0%
        18.7
        72.6%
        6.9
        SRX1125166_1
        1.7%
        45.1%
        46%
        100 bp
        9.5
        SRX1125166_1_val_1
        44.7%
        46%
        98 bp
        9.5
        SRX1125166_2
        2.4%
        44.5%
        46%
        100 bp
        9.5
        SRX1125166_2_val_2
        44.1%
        46%
        98 bp
        9.5
        SRX1125167
        39.9
        0.01%
        1.40
        6.5
        16.4%
        25.0%
        0.15%
        26.9
        13.0
        100.0%
        100.0%
        13.0
        47.1%
        3.6
        SRX1125167_1
        1.8%
        51.3%
        48%
        100 bp
        7.7
        SRX1125167_1_val_1
        50.7%
        48%
        98 bp
        7.6
        SRX1125167_2
        2.9%
        50.5%
        48%
        100 bp
        7.7
        SRX1125167_2_val_2
        50.0%
        48%
        97 bp
        7.6
        SRX1125168
        31.6
        0.01%
        1.47
        7.2
        28.3%
        12.9%
        0.14%
        17.1
        14.5
        100.0%
        100.0%
        14.5
        59.7%
        4.7
        SRX1125168_1
        1.6%
        38.6%
        47%
        100 bp
        8.0
        SRX1125168_1_val_1
        38.2%
        47%
        98 bp
        7.9
        SRX1125168_2
        2.8%
        37.8%
        47%
        100 bp
        8.0
        SRX1125168_2_val_2
        37.3%
        47%
        97 bp
        7.9
        SRX1125172
        66.5
        0.00%
        1.44
        12.4
        21.1%
        19.8%
        0.14%
        41.6
        24.8
        100.0%
        100.0%
        24.8
        53.8%
        7.5
        SRX1125172_1
        1.6%
        49.2%
        47%
        100 bp
        14.1
        SRX1125172_1_val_1
        48.7%
        48%
        98 bp
        14.0
        SRX1125172_2
        2.6%
        48.2%
        47%
        100 bp
        14.1
        SRX1125172_2_val_2
        47.8%
        47%
        98 bp
        14.0
        SRX1125173
        48.1
        0.00%
        1.39
        15.7
        44.5%
        6.8%
        0.12%
        16.6
        31.5
        100.0%
        100.0%
        31.5
        70.1%
        11.3
        SRX1125173_1
        1.6%
        34.7%
        45%
        100 bp
        16.2
        SRX1125173_1_val_1
        34.3%
        45%
        98 bp
        16.2
        SRX1125173_2
        2.3%
        33.9%
        45%
        100 bp
        16.2
        SRX1125173_2_val_2
        33.6%
        45%
        98 bp
        16.2
        SRX1125174
        67.9
        0.00%
        1.37
        16.8
        30.6%
        13.6%
        0.13%
        34.4
        33.5
        100.0%
        100.0%
        33.5
        61.8%
        11.1
        SRX1125174_1
        1.6%
        43.6%
        46%
        100 bp
        18.1
        SRX1125174_1_val_1
        43.1%
        46%
        98 bp
        18.0
        SRX1125174_2
        2.4%
        42.9%
        46%
        100 bp
        18.1
        SRX1125174_2_val_2
        42.4%
        46%
        98 bp
        18.0
        SRX1125175
        53.9
        0.00%
        1.40
        13.0
        29.7%
        13.1%
        0.14%
        27.9
        26.0
        100.0%
        100.0%
        26.0
        61.3%
        8.6
        SRX1125175_1
        1.7%
        41.3%
        46%
        100 bp
        14.0
        SRX1125175_1_val_1
        40.8%
        46%
        98 bp
        14.0
        SRX1125175_2
        2.8%
        40.3%
        46%
        100 bp
        14.0
        SRX1125175_2_val_2
        39.7%
        46%
        97 bp
        14.0
        SRX1125177
        123.5
        0.00%
        1.43
        12.5
        5.8%
        54.1%
        0.19%
        98.5
        25.0
        100.0%
        100.0%
        25.0
        25.3%
        4.4
        SRX1125177_1
        2.0%
        76.4%
        51%
        100 bp
        17.6
        SRX1125177_1_val_1
        75.8%
        51%
        98 bp
        17.4
        SRX1125177_2
        3.4%
        75.6%
        51%
        100 bp
        17.6
        SRX1125177_2_val_2
        75.2%
        51%
        97 bp
        17.4
        SRX1125179
        106.0
        0.00%
        1.40
        40.4
        51.8%
        9.6%
        0.12%
        25.1
        80.9
        100.0%
        100.0%
        80.9
        73.7%
        30.3
        SRX1125179_1
        1.3%
        48.9%
        44%
        100 bp
        41.3
        SRX1125179_1_val_1
        48.4%
        44%
        99 bp
        41.1
        SRX1125179_2
        1.8%
        48.1%
        44%
        100 bp
        41.3
        SRX1125179_2_val_2
        47.8%
        44%
        98 bp
        41.1
        SRX1125205
        144.2
        0.00%
        1.37
        54.1
        48.6%
        12.6%
        0.11%
        36.0
        108.2
        100.0%
        100.0%
        108.2
        72.8%
        40.0
        SRX1125205_1
        1.5%
        53.1%
        44%
        100 bp
        55.2
        SRX1125205_1_val_1
        52.7%
        44%
        98 bp
        54.9
        SRX1125205_2
        1.9%
        52.3%
        44%
        100 bp
        55.2
        SRX1125205_2_val_2
        52.1%
        44%
        98 bp
        54.9
        SRX1125208
        75.9
        0.01%
        1.35
        28.2
        47.1%
        14.9%
        0.12%
        19.5
        56.4
        100.0%
        100.0%
        56.4
        73.4%
        21.1
        SRX1125208_1
        1.4%
        50.1%
        44%
        100 bp
        28.8
        SRX1125208_1_val_1
        49.7%
        44%
        98 bp
        28.7
        SRX1125208_2
        1.9%
        49.4%
        44%
        100 bp
        28.8
        SRX1125208_2_val_2
        49.1%
        44%
        98 bp
        28.7
        SRX1125213
        97.8
        0.00%
        1.28
        37.0
        46.9%
        17.1%
        0.12%
        23.9
        73.9
        100.0%
        100.0%
        73.9
        74.4%
        27.9
        SRX1125213_1
        1.3%
        52.9%
        44%
        100 bp
        37.6
        SRX1125213_1_val_1
        52.6%
        44%
        98 bp
        37.5
        SRX1125213_2
        1.8%
        52.5%
        44%
        100 bp
        37.6
        SRX1125213_2_val_2
        52.2%
        44%
        98 bp
        37.5
        SRX1125215
        81.6
        0.01%
        1.35
        30.3
        45.9%
        16.9%
        0.12%
        21.1
        60.5
        100.0%
        100.0%
        60.5
        73.7%
        22.7
        SRX1125215_1
        1.3%
        51.1%
        44%
        100 bp
        30.9
        SRX1125215_1_val_1
        50.8%
        44%
        98 bp
        30.8
        SRX1125215_2
        1.8%
        50.6%
        44%
        100 bp
        30.9
        SRX1125215_2_val_2
        50.3%
        44%
        98 bp
        30.8
        SRX1125220
        63.6
        0.00%
        1.18
        15.5
        28.7%
        17.6%
        0.13%
        32.6
        31.0
        100.0%
        100.0%
        31.0
        61.0%
        10.2
        SRX1125220_1
        1.7%
        53.7%
        46%
        100 bp
        16.9
        SRX1125220_1_val_1
        53.2%
        46%
        98 bp
        16.8
        SRX1125220_2
        2.5%
        52.8%
        46%
        100 bp
        16.9
        SRX1125220_2_val_2
        52.4%
        46%
        98 bp
        16.8
        SRX1129649
        59.8
        0.00%
        1.18
        14.8
        28.6%
        18.4%
        0.13%
        30.2
        29.6
        100.0%
        100.0%
        29.6
        60.7%
        9.7
        SRX1129649_1
        2.0%
        53.4%
        46%
        100 bp
        16.1
        SRX1129649_1_val_1
        52.8%
        46%
        98 bp
        16.0
        SRX1129649_2
        2.7%
        52.8%
        46%
        100 bp
        16.1
        SRX1129649_2_val_2
        52.3%
        46%
        97 bp
        16.0
        SRX1129650
        58.8
        0.01%
        1.21
        9.4
        14.9%
        30.1%
        0.16%
        40.0
        18.8
        100.0%
        100.0%
        18.8
        45.7%
        5.1
        SRX1129650_1
        2.0%
        60.9%
        48%
        100 bp
        11.2
        SRX1129650_1_val_1
        60.3%
        48%
        98 bp
        11.1
        SRX1129650_2
        3.1%
        60.0%
        48%
        100 bp
        11.2
        SRX1129650_2_val_2
        59.4%
        48%
        97 bp
        11.1
        SRX1129660
        150.1
        0.01%
        1.00
        42.3
        32.1%
        21.2%
        0.44%
        65.4
        84.6
        100.0%
        100.0%
        84.6
        60.7%
        28.9
        SRX1129660_1
        0.7%
        57.1%
        47%
        100 bp
        48.1
        SRX1129660_1_val_1
        56.9%
        47%
        99 bp
        47.7
        SRX1129660_2
        1.6%
        53.2%
        47%
        81 bp
        48.1
        SRX1129660_2_val_2
        53.1%
        47%
        80 bp
        47.7
        SRX1129661
        119.5
        0.00%
        1.04
        38.6
        40.0%
        13.8%
        0.38%
        42.3
        77.2
        100.0%
        100.0%
        77.2
        60.7%
        27.1
        SRX1129661_1
        0.9%
        52.9%
        45%
        100 bp
        45.0
        SRX1129661_1_val_1
        52.2%
        45%
        99 bp
        44.6
        SRX1129661_2
        2.2%
        50.8%
        45%
        80 bp
        45.0
        SRX1129661_2_val_2
        48.7%
        45%
        79 bp
        44.6
        SRX1129662
        141.2
        0.00%
        1.06
        25.6
        16.5%
        30.1%
        0.46%
        89.9
        51.2
        100.0%
        100.0%
        51.2
        42.4%
        13.8
        SRX1129662_1
        0.7%
        72.9%
        50%
        100 bp
        33.0
        SRX1129662_1_val_1
        72.8%
        50%
        99 bp
        32.6
        SRX1129662_2
        2.4%
        70.8%
        50%
        80 bp
        33.0
        SRX1129662_2_val_2
        70.8%
        50%
        79 bp
        32.6
        SRX1129663
        129.7
        0.02%
        1.24
        21.9
        15.6%
        28.4%
        0.67%
        85.8
        43.9
        100.0%
        100.0%
        43.9
        41.9%
        11.6
        SRX1129663_1
        0.6%
        64.7%
        50%
        100 bp
        28.1
        SRX1129663_1_val_1
        64.7%
        50%
        99 bp
        27.8
        SRX1129663_2
        1.8%
        62.8%
        50%
        80 bp
        28.1
        SRX1129663_2_val_2
        63.0%
        50%
        79 bp
        27.8
        SRX1129664
        36.9
        0.00%
        1.23
        4.4
        7.6%
        33.0%
        0.79%
        28.0
        8.8
        100.0%
        100.0%
        8.8
        24.8%
        1.6
        SRX1129664_1
        0.6%
        68.7%
        54%
        100 bp
        6.6
        SRX1129664_1_val_1
        68.7%
        54%
        99 bp
        6.5
        SRX1129664_2
        2.0%
        67.3%
        54%
        80 bp
        6.6
        SRX1129664_2_val_2
        67.3%
        54%
        79 bp
        6.5
        SRX1129665
        105.7
        0.00%
        1.18
        35.3
        41.1%
        14.1%
        0.41%
        35.1
        70.6
        100.0%
        99.9%
        70.6
        60.3%
        24.9
        SRX1129665_1
        1.0%
        56.4%
        46%
        100 bp
        41.7
        SRX1129665_1_val_1
        55.6%
        46%
        99 bp
        41.2
        SRX1129665_2
        2.6%
        53.5%
        46%
        80 bp
        41.7
        SRX1129665_2_val_2
        51.5%
        46%
        78 bp
        41.2
        SRX1129666
        81.3
        0.00%
        1.41
        25.3
        39.5%
        14.7%
        0.31%
        30.6
        50.7
        100.0%
        100.0%
        50.7
        68.7%
        18.4
        SRX1129666_1
        0.4%
        51.6%
        46%
        91 bp
        26.8
        SRX1129666_1_val_1
        51.7%
        46%
        89 bp
        26.7
        SRX1129666_2
        0.8%
        48.2%
        46%
        91 bp
        26.8
        SRX1129666_2_val_2
        48.4%
        46%
        89 bp
        26.7
        SRX1129667
        52.8
        0.00%
        1.22
        17.0
        42.1%
        10.8%
        0.31%
        18.8
        34.1
        100.0%
        100.0%
        34.1
        66.8%
        12.2
        SRX1129667_1
        0.7%
        50.5%
        46%
        100 bp
        18.4
        SRX1129667_1_val_1
        50.4%
        46%
        99 bp
        18.3
        SRX1129667_2
        2.0%
        48.4%
        46%
        80 bp
        18.4
        SRX1129667_2_val_2
        48.3%
        46%
        79 bp
        18.3
        SRX1129670
        42.8
        0.00%
        1.39
        13.8
        43.7%
        7.0%
        0.33%
        15.2
        27.6
        100.0%
        100.0%
        27.6
        66.5%
        9.8
        SRX1129670_1
        0.7%
        44.8%
        46%
        100 bp
        14.9
        SRX1129670_1_val_1
        44.7%
        46%
        99 bp
        14.8
        SRX1129670_2
        1.9%
        43.0%
        46%
        80 bp
        14.9
        SRX1129670_2_val_2
        42.9%
        46%
        79 bp
        14.8
        SRX1129671
        33.5
        0.00%
        1.36
        9.8
        38.6%
        7.2%
        0.35%
        13.9
        19.6
        100.0%
        100.0%
        19.6
        62.7%
        6.7
        SRX1129671_1
        0.7%
        41.3%
        47%
        100 bp
        10.9
        SRX1129671_1_val_1
        41.1%
        47%
        99 bp
        10.7
        SRX1129671_2
        2.2%
        38.4%
        47%
        80 bp
        10.9
        SRX1129671_2_val_2
        38.4%
        47%
        79 bp
        10.7
        SRX1129672
        41.9
        0.00%
        1.28
        13.8
        44.0%
        8.2%
        0.32%
        14.2
        27.7
        100.0%
        100.0%
        27.7
        66.5%
        9.8
        SRX1129672_1
        0.7%
        45.2%
        46%
        100 bp
        14.9
        SRX1129672_1_val_1
        45.1%
        46%
        99 bp
        14.8
        SRX1129672_2
        2.0%
        42.4%
        46%
        80 bp
        14.9
        SRX1129672_2_val_2
        42.5%
        46%
        79 bp
        14.8
        SRX1129673
        41.4
        0.00%
        1.32
        14.0
        46.5%
        5.8%
        0.31%
        13.4
        28.1
        100.0%
        100.0%
        28.1
        66.8%
        10.1
        SRX1129673_1
        0.7%
        40.6%
        45%
        100 bp
        15.2
        SRX1129673_1_val_1
        40.5%
        45%
        99 bp
        15.1
        SRX1129673_2
        2.1%
        38.8%
        45%
        80 bp
        15.2
        SRX1129673_2_val_2
        38.7%
        45%
        79 bp
        15.1
        SRX1129714
        217.2
        0.02%
        1.25
        41.2
        18.3%
        28.6%
        0.47%
        134.7
        82.5
        100.0%
        100.0%
        82.5
        46.1%
        23.5
        SRX1129714_1
        0.6%
        68.6%
        49%
        100 bp
        51.5
        SRX1129714_1_val_1
        68.5%
        50%
        99 bp
        51.0
        SRX1129714_2
        1.9%
        66.9%
        50%
        80 bp
        51.5
        SRX1129714_2_val_2
        67.0%
        50%
        79 bp
        51.0
        SRX1129715
        48.9
        0.00%
        1.34
        16.8
        47.7%
        5.5%
        0.32%
        15.4
        33.5
        100.0%
        100.0%
        33.5
        67.9%
        12.1
        SRX1129715_1
        0.7%
        43.6%
        45%
        100 bp
        18.1
        SRX1129715_1_val_1
        43.5%
        45%
        99 bp
        17.9
        SRX1129715_2
        2.2%
        41.6%
        45%
        80 bp
        18.1
        SRX1129715_2_val_2
        41.6%
        45%
        79 bp
        17.9
        SRX1130446
        64.5
        0.00%
        1.25
        23.4
        47.0%
        12.8%
        0.27%
        17.7
        46.8
        100.0%
        100.0%
        46.8
        70.0%
        17.3
        SRX1130446_1
        0.7%
        49.3%
        45%
        100 bp
        24.9
        SRX1130446_1_val_1
        49.3%
        45%
        99 bp
        24.7
        SRX1130446_2
        1.8%
        47.6%
        45%
        80 bp
        24.9
        SRX1130446_2_val_2
        47.5%
        45%
        79 bp
        24.7
        SRX1130447
        51.8
        0.00%
        1.27
        17.6
        45.8%
        7.3%
        0.31%
        16.7
        35.1
        100.0%
        100.0%
        35.1
        67.0%
        12.6
        SRX1130447_1
        0.8%
        48.1%
        45%
        100 bp
        19.0
        SRX1130447_1_val_1
        47.9%
        45%
        99 bp
        18.8
        SRX1130447_2
        2.0%
        45.9%
        45%
        80 bp
        19.0
        SRX1130447_2_val_2
        45.8%
        45%
        79 bp
        18.8
        SRX1130448
        78.8
        0.00%
        1.25
        26.9
        44.5%
        11.1%
        0.32%
        25.1
        53.7
        100.0%
        100.0%
        53.7
        67.6%
        19.3
        SRX1130448_1
        0.7%
        50.7%
        45%
        100 bp
        28.8
        SRX1130448_1_val_1
        50.7%
        45%
        99 bp
        28.5
        SRX1130448_2
        2.0%
        48.1%
        45%
        80 bp
        28.8
        SRX1130448_2_val_2
        48.1%
        45%
        79 bp
        28.5
        SRX1130449
        76.5
        0.00%
        1.35
        27.1
        45.5%
        14.9%
        0.32%
        22.3
        54.2
        100.0%
        100.0%
        54.2
        71.8%
        20.2
        SRX1130449_1
        0.4%
        49.5%
        44%
        91 bp
        28.3
        SRX1130449_1_val_1
        49.4%
        45%
        89 bp
        28.2
        SRX1130449_2
        0.7%
        46.1%
        44%
        91 bp
        28.3
        SRX1130449_2_val_2
        46.0%
        45%
        89 bp
        28.2
        SRX1130508
        64.7
        0.01%
        1.40
        23.4
        45.6%
        11.8%
        0.26%
        17.8
        46.9
        100.0%
        100.0%
        46.9
        61.5%
        16.7
        SRX1130508_1
        0.8%
        50.1%
        45%
        100 bp
        27.3
        SRX1130508_1_val_1
        49.8%
        45%
        99 bp
        27.1
        SRX1130508_2
        1.7%
        49.3%
        45%
        80 bp
        27.3
        SRX1130508_2_val_2
        48.6%
        45%
        79 bp
        27.1
        SRX1130519
        28.6
        0.00%
        1.34
        9.8
        47.7%
        6.0%
        0.33%
        9.0
        19.6
        100.0%
        99.9%
        19.6
        68.6%
        7.1
        SRX1130519_1
        0.7%
        42.7%
        45%
        100 bp
        10.5
        SRX1130519_1_val_1
        42.6%
        45%
        99 bp
        10.4
        SRX1130519_2
        2.0%
        39.6%
        45%
        80 bp
        10.5
        SRX1130519_2_val_2
        39.5%
        45%
        79 bp
        10.4
        SRX1130520
        53.6
        0.00%
        1.30
        19.0
        46.7%
        10.3%
        0.33%
        15.6
        38.0
        100.0%
        100.0%
        38.0
        67.9%
        13.7
        SRX1130520_1
        0.7%
        48.6%
        45%
        100 bp
        20.4
        SRX1130520_1_val_1
        48.5%
        45%
        99 bp
        20.2
        SRX1130520_2
        2.0%
        46.5%
        45%
        80 bp
        20.4
        SRX1130520_2_val_2
        46.4%
        45%
        79 bp
        20.2
        SRX1130521
        100.9
        0.00%
        1.24
        36.3
        46.5%
        13.3%
        0.31%
        28.2
        72.7
        100.0%
        100.0%
        72.7
        69.8%
        26.7
        SRX1130521_1
        0.7%
        56.7%
        44%
        100 bp
        38.6
        SRX1130521_1_val_1
        56.7%
        45%
        99 bp
        38.3
        SRX1130521_2
        2.0%
        54.9%
        45%
        80 bp
        38.6
        SRX1130521_2_val_2
        54.8%
        45%
        79 bp
        38.3
        SRX1130522
        109.2
        0.02%
        1.55
        38.3
        40.5%
        22.6%
        0.19%
        32.6
        76.6
        100.0%
        100.0%
        76.6
        70.7%
        27.5
        SRX1130522_1
        1.0%
        54.7%
        46%
        100 bp
        39.0
        SRX1130522_1_val_1
        54.5%
        46%
        99 bp
        38.8
        SRX1130522_2
        1.4%
        56.0%
        46%
        100 bp
        39.0
        SRX1130522_2_val_2
        56.0%
        46%
        99 bp
        38.8
        SRX1130523
        115.8
        0.02%
        1.55
        34.3
        36.0%
        18.1%
        0.20%
        47.2
        68.5
        100.0%
        100.0%
        68.5
        68.4%
        24.4
        SRX1130523_1
        1.2%
        51.2%
        46%
        100 bp
        36.0
        SRX1130523_1_val_1
        50.9%
        46%
        99 bp
        35.7
        SRX1130523_2
        1.6%
        52.4%
        46%
        100 bp
        36.0
        SRX1130523_2_val_2
        52.4%
        46%
        99 bp
        35.7
        SRX1130524
        103.4
        0.02%
        1.44
        31.9
        32.9%
        28.0%
        0.20%
        39.5
        63.9
        100.0%
        100.0%
        63.9
        67.1%
        22.1
        SRX1130524_1
        1.4%
        56.8%
        46%
        100 bp
        33.2
        SRX1130524_1_val_1
        56.5%
        47%
        99 bp
        32.9
        SRX1130524_2
        1.7%
        58.1%
        46%
        100 bp
        33.2
        SRX1130524_2_val_2
        58.2%
        46%
        99 bp
        32.9
        SRX1130527
        137.7
        0.00%
        1.49
        42.5
        26.5%
        41.2%
        0.20%
        52.6
        85.1
        100.0%
        100.0%
        85.1
        64.5%
        28.1
        SRX1130527_1
        1.1%
        64.6%
        47%
        100 bp
        43.8
        SRX1130527_1_val_1
        64.4%
        47%
        99 bp
        43.6
        SRX1130527_2
        1.5%
        66.5%
        47%
        100 bp
        43.8
        SRX1130527_2_val_2
        66.5%
        47%
        99 bp
        43.6
        SRX1130528
        94.0
        0.04%
        1.56
        22.9
        18.2%
        47.4%
        0.22%
        48.2
        45.9
        100.0%
        100.0%
        45.9
        59.3%
        14.5
        SRX1130528_1
        1.6%
        67.2%
        48%
        100 bp
        24.8
        SRX1130528_1_val_1
        66.9%
        48%
        99 bp
        24.5
        SRX1130528_2
        1.9%
        68.7%
        48%
        100 bp
        24.8
        SRX1130528_2_val_2
        68.9%
        48%
        99 bp
        24.5
        SRX1130529
        158.4
        0.02%
        1.53
        42.7
        25.1%
        36.0%
        0.20%
        73.1
        85.3
        100.0%
        100.0%
        85.3
        63.8%
        28.8
        SRX1130529_1
        1.3%
        63.4%
        47%
        100 bp
        45.4
        SRX1130529_1_val_1
        63.2%
        47%
        99 bp
        45.1
        SRX1130529_2
        1.6%
        64.8%
        47%
        100 bp
        45.4
        SRX1130529_2_val_2
        64.8%
        47%
        99 bp
        45.1
        SRX1130530
        39.6
        0.08%
        1.57
        7.8
        17.1%
        37.8%
        0.23%
        23.9
        15.6
        100.0%
        100.0%
        15.6
        55.7%
        4.9
        SRX1130530_1
        1.5%
        60.6%
        49%
        100 bp
        8.9
        SRX1130530_1_val_1
        60.3%
        49%
        99 bp
        8.8
        SRX1130530_2
        1.9%
        62.1%
        49%
        100 bp
        8.9
        SRX1130530_2_val_2
        62.3%
        49%
        99 bp
        8.8
        SRX1130531
        147.6
        0.06%
        1.45
        25.8
        14.7%
        40.2%
        0.23%
        95.9
        51.7
        100.0%
        100.0%
        51.7
        51.0%
        15.1
        SRX1130531_1
        1.0%
        65.5%
        49%
        100 bp
        29.8
        SRX1130531_1_val_1
        65.4%
        49%
        99 bp
        29.6
        SRX1130531_2
        1.5%
        67.3%
        49%
        100 bp
        29.8
        SRX1130531_2_val_2
        67.3%
        49%
        99 bp
        29.6

        nf-core/rnaseq Software Versions

        are collected at run time from the software output.

        Process Name Software Version
        BEDTOOLS_GENOMECOV bedtools 2.30.0
        CUSTOM_DUMPSOFTWAREVERSIONS python 3.10.6
        yaml 6.0
        CUSTOM_GETCHROMSIZES getchromsizes 1.16.1
        DESEQ2_QC_STAR_SALMON bioconductor-deseq2 1.28.0
        r-base 4.0.3
        DUPRADAR bioconductor-dupradar 1.28.0
        r-base 4.2.1
        FASTQC fastqc 0.11.9
        FQ_SUBSAMPLE fq 0.9.1 (2022-02-22)
        GTF2BED perl 5.26.2
        GTF_GENE_FILTER python 3.9.5
        GUNZIP_FASTA gunzip 1.10
        MAKE_TRANSCRIPTS_FASTA rsem 1.3.1
        star 2.7.10a
        PICARD_MARKDUPLICATES picard 2.27.4-SNAPSHOT
        QUALIMAP_RNASEQ qualimap 2.2.2-dev
        RSEQC_BAMSTAT rseqc 3.0.1
        RSEQC_INFEREXPERIMENT rseqc 3.0.1
        RSEQC_INNERDISTANCE rseqc 3.0.1
        RSEQC_JUNCTIONANNOTATION rseqc 3.0.1
        RSEQC_JUNCTIONSATURATION rseqc 3.0.1
        RSEQC_READDISTRIBUTION rseqc 3.0.1
        RSEQC_READDUPLICATION rseqc 3.0.1
        SALMON_INDEX salmon 1.9.0
        SALMON_QUANT salmon 1.9.0
        SALMON_SE_GENE bioconductor-summarizedexperiment 1.24.0
        r-base 4.1.1
        SALMON_TX2GENE python 3.9.5
        SALMON_TXIMPORT bioconductor-tximeta 1.12.0
        r-base 4.1.1
        SAMPLESHEET_CHECK python 3.9.5
        SAMTOOLS_FLAGSTAT samtools 1.16.1
        SAMTOOLS_IDXSTATS samtools 1.16.1
        SAMTOOLS_INDEX samtools 1.16.1
        SAMTOOLS_SORT samtools 1.16.1
        SAMTOOLS_STATS samtools 1.16.1
        STAR_ALIGN gawk 5.1.0
        samtools 1.16.1
        star 2.7.9a
        STAR_GENOMEGENERATE gawk 5.1.0
        samtools 1.16.1
        star 2.7.9a
        STRINGTIE_STRINGTIE stringtie 2.2.1
        TRIMGALORE cutadapt 3.4
        trimgalore 0.6.7
        UCSC_BEDCLIP ucsc 377
        UCSC_BEDGRAPHTOBIGWIG ucsc 377
        Workflow Nextflow 22.10.7
        nf-core/rnaseq 3.10.1

        nf-core/rnaseq Workflow Summary

        - this information is collected when the pipeline is started.

        Core Nextflow options

        revision
        master
        runName
        disturbed_yonath
        containerEngine
        singularity
        launchDir
        /data/adf/nf-core/rnaseq
        workDir
        /data/adf/nf-core/rnaseq/work
        projectDir
        /home/adf/.nextflow/assets/nf-core/rnaseq
        userName
        adf
        profile
        singularity
        configFiles
        /home/adf/.nextflow/assets/nf-core/rnaseq/nextflow.config

        Input/output options

        input
        arahy_clevenger_2016/samplesheet/samplesheet.csv
        outdir
        arahy_clevenger_2016

        Reference genome options

        fasta
        /erdos/legumeinfo/data/v2/Arachis/hypogaea/genomes/Tifrunner.gnm2.J5K5/arahy.Tifrunner.gnm2.J5K5.genome_main.fna.gz
        gtf
        arahy.Tifrunner.gnm2.ann2.PVFB.gene_models_main.gtf

        Generic options

        multiqc_config
        arahy_clevenger_2016/samplesheet/multiqc_config.yaml

        nf-core/rnaseq 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/rnaseq v3.10.1 (doi: https://doi.org/10.5281/zenodo.1400710) of the nf-core collection of workflows (Ewels et al., 2020).

        The pipeline was executed with Nextflow v22.10.7 (Di Tommaso et al., 2017) with the following command:

        nextflow run nf-core/rnaseq -profile singularity --input arahy_clevenger_2016/samplesheet/samplesheet.csv --fasta /erdos/legumeinfo/data/v2/Arachis/hypogaea/genomes/Tifrunner.gnm2.J5K5/arahy.Tifrunner.gnm2.J5K5.genome_main.fna.gz --gtf arahy.Tifrunner.gnm2.ann2.PVFB.gene_models_main.gtf --outdir arahy_clevenger_2016 --multiqc_config arahy_clevenger_2016/samplesheet/multiqc_config.yaml

        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. https://doi.org/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. https://doi.org/10.1038/s41587-020-0439-x
        Notes:
        • 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.

        STAR_SALMON DESeq2 PCA plot

        PCA plot between samples in the experiment. These values are calculated using DESeq2 in the deseq2_qc.r script.

        loading..

        STAR_SALMON DESeq2 sample similarity

        is generated from clustering by Euclidean distances between DESeq2 rlog values for each sample in the deseq2_qc.r script.

        loading..

        DupRadar

        provides duplication rate quality control for RNA-Seq datasets. Highly expressed genes can be expected to have a lot of duplicate reads, but high numbers of duplicates at low read counts can indicate low library complexity with technical duplication. This plot shows the general linear models - a summary of the gene duplication distributions. .

        loading..

        QualiMap

        QualiMap is a platform-independent application to facilitate the quality control of alignment sequencing data and its derivatives like feature counts.DOI: 10.1093/bioinformatics/btv566; 10.1093/bioinformatics/bts503.

        Genomic origin of reads

        Classification of mapped reads as originating in exonic, intronic or intergenic regions. These can be displayed as either the number or percentage of mapped reads.

        There are currently three main approaches to map reads to transcripts in an RNA-seq experiment: mapping reads to a reference genome to identify expressed transcripts that are annotated (and discover those that are unknown), mapping reads to a reference transcriptome, and de novo assembly of transcript sequences (Conesa et al. 2016).

        For RNA-seq QC analysis, QualiMap can be used to assess alignments produced by the first of these approaches. For input, it requires a GTF annotation file along with a reference genome, which can be used to reconstruct the exon structure of known transcripts. This allows mapped reads to be grouped by whether they originate in an exonic region (for QualiMap, this may include 5′ and 3′ UTR regions as well as protein-coding exons), an intron, or an intergenic region (see the Qualimap 2 documentation).

        The inferred genomic origins of RNA-seq reads are presented here as a bar graph showing either the number or percentage of mapped reads in each read dataset that have been assigned to each type of genomic region. This graph can be used to assess the proportion of useful reads in an RNA-seq experiment. That proportion can be reduced by the presence of intron sequences, especially if depletion of ribosomal RNA was used during sample preparation (Sims et al. 2014). It can also be reduced by off-target transcripts, which are detected in greater numbers at the sequencing depths needed to detect poorly-expressed transcripts (Tarazona et al. 2011).

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        Gene Coverage Profile

        Mean distribution of coverage depth across the length of all mapped transcripts.

        There are currently three main approaches to map reads to transcripts in an RNA-seq experiment: mapping reads to a reference genome to identify expressed transcripts that are annotated (and discover those that are unknown), mapping reads to a reference transcriptome, and de novo assembly of transcript sequences (Conesa et al. 2016).

        For RNA-seq QC analysis, QualiMap can be used to assess alignments produced by the first of these approaches. For input, it requires a GTF annotation file along with a reference genome, which can be used to reconstruct the exon structure of known transcripts. QualiMap uses this information to calculate the depth of coverage along the length of each annotated transcript. For a set of reads mapped to a transcript, the depth of coverage at a given base position is the number of high-quality reads that map to the transcript at that position (Sims et al. 2014).

        QualiMap calculates coverage depth at every base position of each annotated transcript. To enable meaningful comparison between transcripts, base positions are rescaled to relative positions expressed as percentage distance along each transcript (0%, 1%, …, 99%). For the set of transcripts with at least one mapped read, QualiMap plots the cumulative mapped-read depth (y-axis) at each relative transcript position (x-axis). This plot shows the gene coverage profile across all mapped transcripts for each read dataset. It provides a visual way to assess positional biases, such as an accumulation of mapped reads at the 3′ end of transcripts, which may indicate poor RNA quality in the original sample (Conesa et al. 2016).

        The Normalised plot is calculated by MultiQC to enable comparison of samples with varying sequencing depth. The cumulative mapped-read depth at each position across the averaged transcript position are divided by the total for that sample across the entire averaged transcript.

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        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.

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        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.

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        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.

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        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.

           
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        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).

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        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).

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        Bam Stat

        All numbers reported in millions.

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        Picard

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

        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
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        Samtools

        Samtools is a suite of programs for interacting with high-throughput sequencing data.DOI: 10.1093/bioinformatics/btp352.

        Percent Mapped

        Alignment metrics from samtools stats; mapped vs. unmapped reads.

        For a set of samples that have come from the same multiplexed library, similar numbers of reads for each sample are expected. Large differences in numbers might indicate issues during the library preparation process. Whilst large differences in read numbers may be controlled for in downstream processings (e.g. read count normalisation), you may wish to consider whether the read depths achieved have fallen below recommended levels depending on the applications.

        Low alignment rates could indicate contamination of samples (e.g. adapter sequences), low sequencing quality or other artefacts. These can be further investigated in the sequence level QC (e.g. from FastQC).

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        Alignment metrics

        This module parses the output from samtools stats. All numbers in millions.

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        Samtools Flagstat

        This module parses the output from samtools flagstat. All numbers in millions.

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        Mapped reads per contig

        The samtools idxstats tool counts the number of mapped reads per chromosome / contig. Chromosomes with < 0.1% of the total aligned reads are omitted from this plot.

           
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        STAR

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

        Alignment Scores

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        Cutadapt

        Cutadapt is a tool to find and remove adapter sequences, primers, poly-A tails and other types of unwanted sequence from your high-throughput sequencing reads.DOI: 10.14806/ej.17.1.200.

        Filtered Reads

        This plot shows the number of reads (SE) / pairs (PE) removed by Cutadapt.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Trimmed Sequence Lengths (3')

        This plot shows the number of reads with certain lengths of adapter trimmed for the 3' end.

        Obs/Exp shows the raw counts divided by the number expected due to sequencing errors. A defined peak may be related to adapter length.

        See the cutadapt documentation for more information on how these numbers are generated.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        FastQC

        FastQC is a quality control tool for high throughput sequence data, written by Simon Andrews at the Babraham Institute in Cambridge.

        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.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        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.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        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.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        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.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        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.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Sequence Length Distribution

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

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        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.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        Overrepresented sequences

        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 over represented.

        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 of 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.

        Flat image plot. Toolbox functions such as highlighting / hiding samples will not work (see the docs).


        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.

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        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.

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