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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 1.18

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        You can report bugs, suggest improvements and find the source code for MultiQC on GitHub: https://github.com/ewels/MultiQC

        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 2026-05-29, 14:11 CDT based on data in: /scratch/g/akwitek/wdemos/GSE199986_A


        General Statistics

        Showing 402/402 rows and 7/9 columns.
        Sample Name% Alignable, M% AlignedM Aligned% Dups% GCMedian Read LengthM Seqs
        GSM6001763
        84.4%
        GSM6001763_SRR18574038_1
        87.6%
        50%
        101 bp
        76.6
        GSM6001763_SRR18574038_2
        87.3%
        50%
        101 bp
        76.6
        GSM6001763_STAR
        61.7%
        47.3
        GSM6001764
        86.1%
        GSM6001764_SRR18574039_1
        86.8%
        49%
        101 bp
        76.8
        GSM6001764_SRR18574039_2
        85.0%
        49%
        101 bp
        76.8
        GSM6001764_STAR
        56.6%
        43.4
        GSM6001765
        90.7%
        GSM6001765_SRR18574040_1
        92.5%
        53%
        101 bp
        57.1
        GSM6001765_SRR18574040_2
        91.5%
        53%
        101 bp
        57.1
        GSM6001765_STAR
        22.4%
        12.8
        GSM6001766
        79.4%
        GSM6001766_SRR18574041_1
        83.6%
        46%
        100 bp
        90.7
        GSM6001766_SRR18574041_2
        80.8%
        46%
        100 bp
        90.7
        GSM6001766_STAR
        72.8%
        66.0
        GSM6001767
        75.4%
        GSM6001767_SRR18574042_1
        88.3%
        43%
        100 bp
        59.0
        GSM6001767_SRR18574042_2
        84.9%
        43%
        100 bp
        59.0
        GSM6001767_STAR
        72.9%
        43.0
        GSM6001768
        80.4%
        GSM6001768_SRR18574043_1
        83.4%
        48%
        101 bp
        61.0
        GSM6001768_SRR18574043_2
        80.7%
        49%
        101 bp
        61.0
        GSM6001768_STAR
        65.7%
        40.1
        GSM6001769
        85.9%
        GSM6001769_SRR18574044_1
        78.2%
        40%
        100 bp
        86.1
        GSM6001769_SRR18574044_2
        73.1%
        40%
        100 bp
        86.1
        GSM6001769_STAR
        83.8%
        72.1
        GSM6001770
        83.7%
        GSM6001770_SRR18574045_1
        82.8%
        38%
        100 bp
        70.5
        GSM6001770_SRR18574045_2
        79.0%
        38%
        100 bp
        70.5
        GSM6001770_STAR
        83.1%
        58.6
        GSM6001771
        69.9%
        GSM6001771_SRR18574046_1
        92.6%
        49%
        101 bp
        64.5
        GSM6001771_SRR18574046_2
        90.8%
        49%
        101 bp
        64.5
        GSM6001771_STAR
        56.0%
        36.1
        GSM6001772
        82.4%
        GSM6001772_SRR18574047_1
        80.3%
        41%
        100 bp
        84.1
        GSM6001772_SRR18574047_2
        77.5%
        41%
        100 bp
        84.1
        GSM6001772_STAR
        76.4%
        64.3
        GSM6001773
        83.8%
        GSM6001773_SRR18574048_1
        88.1%
        40%
        100 bp
        96.9
        GSM6001773_SRR18574048_2
        83.9%
        40%
        100 bp
        96.9
        GSM6001773_STAR
        81.7%
        79.2
        GSM6001774
        87.6%
        GSM6001774_SRR18574049_1
        87.5%
        50%
        101 bp
        58.9
        GSM6001774_SRR18574049_2
        86.7%
        50%
        101 bp
        58.9
        GSM6001774_STAR
        44.6%
        26.3
        GSM6001775
        41.0%
        GSM6001775_SRR18574050_1
        73.8%
        50%
        151 bp
        47.7
        GSM6001775_SRR18574050_2
        67.1%
        49%
        151 bp
        47.7
        GSM6001775_STAR
        47.1%
        22.5
        GSM6001776
        78.8%
        GSM6001776_SRR18574051_1
        77.3%
        47%
        100 bp
        48.9
        GSM6001776_SRR18574051_2
        72.3%
        47%
        100 bp
        48.9
        GSM6001776_STAR
        68.4%
        33.5
        GSM6001777
        81.5%
        GSM6001777_SRR18574052_1
        81.4%
        48%
        100 bp
        46.8
        GSM6001777_SRR18574052_2
        75.9%
        48%
        100 bp
        46.8
        GSM6001777_STAR
        57.2%
        26.8
        GSM6001778
        86.8%
        GSM6001778_SRR18574053_1
        81.4%
        49%
        101 bp
        70.3
        GSM6001778_SRR18574053_2
        80.7%
        49%
        101 bp
        70.3
        GSM6001778_STAR
        66.7%
        46.9
        GSM6001779
        76.3%
        GSM6001779_SRR18574054_1
        87.0%
        40%
        100 bp
        76.9
        GSM6001779_SRR18574054_2
        84.0%
        40%
        100 bp
        76.9
        GSM6001779_STAR
        73.9%
        56.9
        GSM6001780
        77.5%
        GSM6001780_SRR18574055_1
        87.3%
        50%
        101 bp
        69.9
        GSM6001780_SRR18574055_2
        86.4%
        50%
        101 bp
        69.9
        GSM6001780_STAR
        58.6%
        41.0
        GSM6001781
        88.2%
        GSM6001781_SRR18574056_1
        83.0%
        47%
        101 bp
        101.1
        GSM6001781_SRR18574056_2
        82.0%
        47%
        101 bp
        101.1
        GSM6001781_STAR
        67.1%
        67.9
        GSM6001782
        86.7%
        GSM6001782_SRR18574057_1
        77.5%
        41%
        100 bp
        42.9
        GSM6001782_SRR18574057_2
        73.8%
        41%
        100 bp
        42.9
        GSM6001782_STAR
        84.5%
        36.2
        GSM6001783
        78.8%
        GSM6001783_SRR18574058_1
        91.0%
        51%
        101 bp
        60.9
        GSM6001783_SRR18574058_2
        89.4%
        51%
        101 bp
        60.9
        GSM6001783_STAR
        55.2%
        33.6
        GSM6001784
        85.0%
        GSM6001784_SRR18574059_1
        78.5%
        44%
        101 bp
        69.7
        GSM6001784_SRR18574059_2
        76.4%
        44%
        101 bp
        69.7
        GSM6001784_STAR
        80.8%
        56.4
        GSM6001785
        81.9%
        GSM6001785_SRR18574060_1
        80.4%
        44%
        100 bp
        89.3
        GSM6001785_SRR18574060_2
        75.8%
        44%
        100 bp
        89.3
        GSM6001785_STAR
        74.2%
        66.2
        GSM6001786
        78.7%
        GSM6001786_SRR18574061_1
        91.0%
        43%
        100 bp
        82.7
        GSM6001786_SRR18574061_2
        87.2%
        43%
        100 bp
        82.7
        GSM6001786_STAR
        76.4%
        63.2
        GSM6001787
        82.1%
        GSM6001787_SRR18574062_1
        81.4%
        49%
        101 bp
        63.5
        GSM6001787_SRR18574062_2
        79.9%
        49%
        101 bp
        63.5
        GSM6001787_STAR
        70.5%
        44.7
        GSM6001788
        86.6%
        GSM6001788_SRR18574063_1
        76.2%
        40%
        100 bp
        80.0
        GSM6001788_SRR18574063_2
        72.3%
        40%
        100 bp
        80.0
        GSM6001788_STAR
        84.5%
        67.6
        GSM6001789
        86.7%
        GSM6001789_SRR18574064_1
        81.9%
        49%
        101 bp
        72.3
        GSM6001789_SRR18574064_2
        80.9%
        49%
        101 bp
        72.3
        GSM6001789_STAR
        69.2%
        50.0
        GSM6001790
        83.1%
        GSM6001790_SRR18574065_1
        87.6%
        48%
        101 bp
        55.7
        GSM6001790_SRR18574065_2
        85.5%
        47%
        101 bp
        55.7
        GSM6001790_STAR
        54.4%
        30.3
        GSM6001791
        88.2%
        GSM6001791_SRR18574066_1
        78.4%
        42%
        100 bp
        87.0
        GSM6001791_SRR18574066_2
        75.8%
        42%
        100 bp
        87.0
        GSM6001791_STAR
        78.5%
        68.3
        GSM6001792
        77.2%
        GSM6001792_SRR18574067_1
        87.1%
        40%
        100 bp
        85.3
        GSM6001792_SRR18574067_2
        83.0%
        40%
        100 bp
        85.3
        GSM6001792_STAR
        76.0%
        64.8
        GSM6001793
        83.5%
        GSM6001793_SRR18574068_1
        82.6%
        49%
        101 bp
        54.1
        GSM6001793_SRR18574068_2
        80.9%
        49%
        101 bp
        54.1
        GSM6001793_STAR
        65.8%
        35.6
        GSM6001794
        87.2%
        GSM6001794_SRR18574069_1
        78.2%
        39%
        100 bp
        72.8
        GSM6001794_SRR18574069_2
        74.6%
        39%
        100 bp
        72.8
        GSM6001794_STAR
        82.7%
        60.2
        GSM6001795
        85.8%
        GSM6001795_SRR18574070_1
        77.8%
        46%
        100 bp
        73.6
        GSM6001795_SRR18574070_2
        74.8%
        46%
        100 bp
        73.6
        GSM6001795_STAR
        77.4%
        56.9
        GSM6001796
        89.9%
        GSM6001796_SRR18574071_1
        76.9%
        47%
        101 bp
        80.2
        GSM6001796_SRR18574071_2
        75.0%
        47%
        101 bp
        80.2
        GSM6001796_STAR
        74.0%
        59.4
        GSM6001797
        80.5%
        GSM6001797_SRR18574072_1
        80.6%
        43%
        100 bp
        102.8
        GSM6001797_SRR18574072_2
        77.8%
        43%
        100 bp
        102.8
        GSM6001797_STAR
        77.8%
        80.0
        GSM6001798
        89.2%
        GSM6001798_SRR18574073_1
        83.6%
        38%
        100 bp
        71.7
        GSM6001798_SRR18574073_2
        80.9%
        39%
        100 bp
        71.7
        GSM6001798_STAR
        86.7%
        62.2
        GSM6001799
        85.2%
        GSM6001799_SRR18574074_1
        84.2%
        49%
        101 bp
        78.4
        GSM6001799_SRR18574074_2
        82.3%
        49%
        101 bp
        78.4
        GSM6001799_STAR
        68.8%
        53.9
        GSM6001800
        70.1%
        GSM6001800_SRR18574075_1
        88.4%
        47%
        101 bp
        66.9
        GSM6001800_SRR18574075_2
        86.5%
        47%
        101 bp
        66.9
        GSM6001800_STAR
        50.5%
        33.8
        GSM6001801
        80.1%
        GSM6001801_SRR18574076_1
        91.4%
        50%
        101 bp
        61.9
        GSM6001801_SRR18574076_2
        90.2%
        50%
        101 bp
        61.9
        GSM6001801_STAR
        53.0%
        32.8
        GSM6001802
        85.5%
        GSM6001802_SRR18574077_1
        90.8%
        52%
        101 bp
        75.3
        GSM6001802_SRR18574077_2
        89.3%
        52%
        101 bp
        75.3
        GSM6001802_STAR
        30.9%
        23.3
        GSM6001803
        79.3%
        GSM6001803_SRR18574079_1
        90.4%
        53%
        101 bp
        62.7
        GSM6001803_SRR18574079_2
        89.5%
        54%
        101 bp
        62.7
        GSM6001803_STAR
        39.3%
        24.6
        GSM6001804
        83.1%
        GSM6001804_SRR18574080_1
        91.7%
        52%
        101 bp
        67.6
        GSM6001804_SRR18574080_2
        90.6%
        52%
        101 bp
        67.6
        GSM6001804_STAR
        30.8%
        20.8
        GSM6001805
        83.1%
        GSM6001805_SRR18574081_1
        97.6%
        54%
        101 bp
        76.0
        GSM6001805_SRR18574081_2
        95.8%
        54%
        101 bp
        76.0
        GSM6001805_STAR
        20.7%
        15.8
        GSM6001806
        72.2%
        GSM6001806_SRR18574082_1
        89.2%
        48%
        101 bp
        60.1
        GSM6001806_SRR18574082_2
        86.7%
        48%
        101 bp
        60.1
        GSM6001806_STAR
        48.8%
        29.3
        GSM6001807
        74.8%
        GSM6001807_SRR18574083_1
        91.6%
        52%
        101 bp
        67.2
        GSM6001807_SRR18574083_2
        90.1%
        53%
        101 bp
        67.2
        GSM6001807_STAR
        39.4%
        26.5
        GSM6001808
        82.5%
        GSM6001808_SRR18574084_1
        90.3%
        53%
        101 bp
        68.1
        GSM6001808_SRR18574084_2
        89.1%
        53%
        101 bp
        68.1
        GSM6001808_STAR
        33.5%
        22.8
        GSM6001847
        89.1%
        GSM6001847_SRR18574124_1
        81.8%
        49%
        101 bp
        60.5
        GSM6001847_SRR18574124_2
        75.4%
        49%
        101 bp
        60.5
        GSM6001847_STAR
        63.4%
        38.3
        GSM6001848
        85.9%
        GSM6001848_SRR18574125_1
        77.4%
        46%
        101 bp
        45.4
        GSM6001848_SRR18574125_2
        75.8%
        46%
        101 bp
        45.4
        GSM6001848_STAR
        74.2%
        33.7
        GSM6001849
        83.3%
        GSM6001849_SRR18574126_1
        82.7%
        47%
        100 bp
        81.9
        GSM6001849_SRR18574126_2
        80.6%
        48%
        100 bp
        81.9
        GSM6001849_STAR
        65.1%
        53.3
        GSM6001850
        88.3%
        GSM6001850_SRR18574127_1
        76.1%
        47%
        101 bp
        67.6
        GSM6001850_SRR18574127_2
        73.6%
        47%
        101 bp
        67.6
        GSM6001850_STAR
        79.6%
        53.8
        GSM6001851
        89.1%
        GSM6001851_SRR18574128_1
        71.7%
        46%
        101 bp
        59.8
        GSM6001851_SRR18574128_2
        69.4%
        46%
        101 bp
        59.8
        GSM6001851_STAR
        75.6%
        45.2
        GSM6001852
        75.4%
        GSM6001852_SRR18574129_1
        80.8%
        47%
        100 bp
        67.3
        GSM6001852_SRR18574129_2
        76.5%
        47%
        100 bp
        67.3
        GSM6001852_STAR
        65.1%
        43.8
        GSM6001853
        86.5%
        GSM6001853_SRR18574130_1
        83.4%
        47%
        101 bp
        60.9
        GSM6001853_SRR18574130_2
        80.6%
        47%
        101 bp
        60.9
        GSM6001853_STAR
        79.0%
        48.1
        GSM6001854
        86.8%
        GSM6001854_SRR18574131_1
        72.4%
        45%
        101 bp
        65.4
        GSM6001854_SRR18574131_2
        68.8%
        45%
        101 bp
        65.4
        GSM6001854_STAR
        85.0%
        55.6
        GSM6001855
        91.0%
        GSM6001855_SRR18574132_1
        77.9%
        46%
        101 bp
        75.3
        GSM6001855_SRR18574132_2
        74.6%
        46%
        101 bp
        75.3
        GSM6001855_STAR
        81.2%
        61.2
        GSM6001856
        75.3%
        GSM6001856_SRR18574133_1
        75.6%
        45%
        101 bp
        64.4
        GSM6001856_SRR18574133_2
        73.1%
        45%
        101 bp
        64.4
        GSM6001856_STAR
        75.3%
        48.5
        GSM6001857
        83.4%
        GSM6001857_SRR18574134_1
        76.5%
        48%
        100 bp
        35.1
        GSM6001857_SRR18574134_2
        71.4%
        48%
        100 bp
        35.1
        GSM6001857_STAR
        66.6%
        23.4
        GSM6001858
        67.9%
        GSM6001858_SRR18574135_1
        89.5%
        47%
        101 bp
        58.0
        GSM6001858_SRR18574135_2
        86.5%
        47%
        101 bp
        58.0
        GSM6001858_STAR
        63.2%
        36.7
        GSM6001859
        78.1%
        GSM6001859_SRR18574136_1
        66.8%
        46%
        100 bp
        35.7
        GSM6001859_SRR18574136_2
        61.8%
        46%
        100 bp
        35.7
        GSM6001859_STAR
        72.3%
        25.8
        GSM6001860
        85.8%
        GSM6001860_SRR18574137_1
        80.6%
        51%
        100 bp
        45.6
        GSM6001860_SRR18574137_2
        75.9%
        51%
        100 bp
        45.6
        GSM6001860_STAR
        44.0%
        20.1
        GSM6001861
        83.5%
        GSM6001861_SRR18574138_1
        82.3%
        47%
        101 bp
        46.5
        GSM6001861_SRR18574138_2
        79.7%
        47%
        101 bp
        46.5
        GSM6001861_STAR
        73.7%
        34.3
        GSM6001862
        86.0%
        GSM6001862_SRR18574139_1
        77.4%
        39%
        100 bp
        44.6
        GSM6001862_SRR18574139_2
        73.7%
        39%
        100 bp
        44.6
        GSM6001862_STAR
        81.7%
        36.4
        GSM6001863
        53.9%
        GSM6001863_SRR18574140_1
        86.0%
        45%
        101 bp
        85.5
        GSM6001863_SRR18574140_2
        84.3%
        45%
        101 bp
        85.5
        GSM6001863_STAR
        52.7%
        45.0
        GSM6001864
        76.2%
        GSM6001864_SRR18574141_1
        84.9%
        48%
        101 bp
        49.8
        GSM6001864_SRR18574141_2
        81.1%
        48%
        101 bp
        49.8
        GSM6001864_STAR
        53.4%
        26.6
        GSM6001865
        82.1%
        GSM6001865_SRR18574142_1
        75.7%
        38%
        100 bp
        40.5
        GSM6001865_SRR18574142_2
        72.8%
        38%
        100 bp
        40.5
        GSM6001865_STAR
        80.8%
        32.7
        GSM6001866
        77.6%
        GSM6001866_SRR18574143_1
        80.2%
        46%
        100 bp
        82.0
        GSM6001866_SRR18574143_2
        77.1%
        46%
        100 bp
        82.0
        GSM6001866_STAR
        67.0%
        54.9
        GSM6001867
        87.0%
        GSM6001867_SRR18574144_1
        74.4%
        45%
        101 bp
        79.7
        GSM6001867_SRR18574144_2
        73.5%
        45%
        101 bp
        79.7
        GSM6001867_STAR
        83.4%
        66.5
        GSM6001868
        67.2%
        GSM6001868_SRR18574145_1
        81.2%
        47%
        101 bp
        72.0
        GSM6001868_SRR18574145_2
        78.6%
        47%
        101 bp
        72.0
        GSM6001868_STAR
        63.5%
        45.7
        GSM6001869
        82.4%
        GSM6001869_SRR18574146_1
        78.4%
        40%
        100 bp
        47.9
        GSM6001869_SRR18574146_2
        74.4%
        39%
        100 bp
        47.9
        GSM6001869_STAR
        82.5%
        39.6
        GSM6001870
        89.7%
        GSM6001870_SRR18574147_1
        76.4%
        45%
        100 bp
        73.5
        GSM6001870_SRR18574147_2
        74.1%
        45%
        100 bp
        73.5
        GSM6001870_STAR
        76.7%
        56.4
        GSM6001871
        86.5%
        GSM6001871_SRR18574148_1
        75.1%
        46%
        101 bp
        61.0
        GSM6001871_SRR18574148_2
        72.6%
        46%
        101 bp
        61.0
        GSM6001871_STAR
        75.0%
        45.7
        GSM6001872
        74.2%
        GSM6001872_SRR18574149_1
        84.2%
        48%
        101 bp
        72.9
        GSM6001872_SRR18574149_2
        80.2%
        49%
        101 bp
        72.9
        GSM6001872_STAR
        54.0%
        39.4
        GSM6001873
        81.3%
        GSM6001873_SRR18574150_1
        75.3%
        38%
        100 bp
        43.7
        GSM6001873_SRR18574150_2
        72.0%
        38%
        100 bp
        43.7
        GSM6001873_STAR
        81.0%
        35.4
        GSM6001874
        86.6%
        GSM6001874_SRR18574151_1
        74.7%
        46%
        101 bp
        65.7
        GSM6001874_SRR18574151_2
        73.8%
        46%
        101 bp
        65.7
        GSM6001874_STAR
        77.5%
        50.9
        GSM6001875
        84.0%
        GSM6001875_SRR18574152_1
        76.9%
        45%
        101 bp
        54.4
        GSM6001875_SRR18574152_2
        73.3%
        45%
        101 bp
        54.4
        GSM6001875_STAR
        81.4%
        44.3
        GSM6001876
        85.4%
        GSM6001876_SRR18574153_1
        77.5%
        39%
        100 bp
        49.3
        GSM6001876_SRR18574153_2
        75.1%
        39%
        100 bp
        49.3
        GSM6001876_STAR
        83.8%
        41.3
        GSM6001877
        84.0%
        GSM6001877_SRR18574154_1
        84.3%
        49%
        101 bp
        66.1
        GSM6001877_SRR18574154_2
        84.2%
        49%
        101 bp
        66.1
        GSM6001877_STAR
        65.3%
        43.2
        GSM6001878
        79.8%
        GSM6001878_SRR18574155_1
        82.9%
        45%
        101 bp
        74.5
        GSM6001878_SRR18574155_2
        80.2%
        45%
        101 bp
        74.5
        GSM6001878_STAR
        75.9%
        56.6
        GSM6001879
        82.1%
        GSM6001879_SRR18574156_1
        91.3%
        55%
        100 bp
        53.2
        GSM6001879_SRR18574156_2
        85.4%
        55%
        100 bp
        53.2
        GSM6001879_STAR
        18.3%
        9.7
        GSM6001880
        82.6%
        GSM6001880_SRR18574157_1
        77.9%
        48%
        100 bp
        49.0
        GSM6001880_SRR18574157_2
        73.5%
        48%
        100 bp
        49.0
        GSM6001880_STAR
        70.3%
        34.5
        GSM6001881
        84.9%
        GSM6001881_SRR18574158_1
        81.8%
        48%
        101 bp
        67.7
        GSM6001881_SRR18574158_2
        80.9%
        48%
        101 bp
        67.7
        GSM6001881_STAR
        75.5%
        51.1
        GSM6001882
        74.0%
        GSM6001882_SRR18574159_1
        80.8%
        48%
        150 bp
        116.1
        GSM6001882_SRR18574159_2
        77.6%
        48%
        150 bp
        116.1
        GSM6001882_STAR
        71.2%
        82.6
        GSM6001883
        45.5%
        GSM6001883_SRR18574160_1
        92.0%
        47%
        150 bp
        103.6
        GSM6001883_SRR18574160_2
        91.5%
        47%
        150 bp
        103.6
        GSM6001883_STAR
        43.0%
        44.6
        GSM6001884
        73.8%
        GSM6001884_SRR18574161_1
        92.9%
        51%
        151 bp
        50.9
        GSM6001884_SRR18574161_2
        80.8%
        49%
        151 bp
        50.9
        GSM6001884_STAR
        50.9%
        25.9
        GSM6001885
        58.7%
        GSM6001885_SRR18574162_1
        94.6%
        49%
        150 bp
        127.6
        GSM6001885_SRR18574162_2
        92.8%
        49%
        150 bp
        127.6
        GSM6001885_STAR
        48.6%
        62.0
        GSM6001886
        60.5%
        GSM6001886_SRR18574163_1
        90.6%
        51%
        151 bp
        74.7
        GSM6001886_SRR18574163_2
        80.2%
        50%
        151 bp
        74.7
        GSM6001886_STAR
        43.1%
        32.2
        GSM6001887
        78.0%
        GSM6001887_SRR18574164_1
        84.7%
        50%
        101 bp
        70.5
        GSM6001887_SRR18574164_2
        84.0%
        50%
        101 bp
        70.5
        GSM6001887_STAR
        56.5%
        39.8
        GSM6001888
        76.3%
        GSM6001888_SRR18574165_1
        89.1%
        50%
        101 bp
        66.6
        GSM6001888_SRR18574165_2
        87.7%
        50%
        101 bp
        66.6
        GSM6001888_STAR
        53.8%
        35.8
        GSM6001889
        92.7%
        GSM6001889_SRR18574166_1
        96.3%
        55%
        101 bp
        66.9
        GSM6001889_SRR18574166_2
        95.5%
        55%
        101 bp
        66.9
        GSM6001889_STAR
        8.0%
        5.4
        GSM6001890
        84.9%
        GSM6001890_SRR18574167_1
        92.2%
        53%
        101 bp
        67.4
        GSM6001890_SRR18574167_2
        91.0%
        53%
        101 bp
        67.4
        GSM6001890_STAR
        27.9%
        18.8
        GSM6001891
        88.5%
        GSM6001891_SRR18574168_1
        92.7%
        53%
        101 bp
        66.2
        GSM6001891_SRR18574168_2
        90.6%
        53%
        101 bp
        66.2
        GSM6001891_STAR
        50.0%
        33.1
        GSM6001892
        85.8%
        GSM6001892_SRR18574169_1
        95.0%
        52%
        100 bp
        99.9
        GSM6001892_SRR18574169_2
        92.6%
        52%
        100 bp
        99.9
        GSM6001892_STAR
        16.4%
        16.4
        GSM6001893
        82.4%
        GSM6001893_SRR18574170_1
        96.2%
        55%
        100 bp
        49.1
        GSM6001893_SRR18574170_2
        92.8%
        55%
        100 bp
        49.1
        GSM6001893_STAR
        5.0%
        2.5
        GSM6001894
        63.5%
        GSM6001894_SRR18574171_1
        64.2%
        46%
        151 bp
        74.7
        GSM6001894_SRR18574171_2
        67.4%
        46%
        151 bp
        74.7
        GSM6001894_STAR
        64.3%
        48.0
        GSM6001895
        53.6%
        GSM6001895_SRR18574172_1
        88.8%
        46%
        150 bp
        264.4
        GSM6001895_SRR18574172_2
        85.8%
        46%
        150 bp
        264.4
        GSM6001895_STAR
        54.8%
        144.9
        GSM6001896
        75.6%
        GSM6001896_SRR18574173_1
        82.0%
        47%
        151 bp
        41.4
        GSM6001896_SRR18574173_2
        69.9%
        45%
        151 bp
        41.4
        GSM6001896_STAR
        72.8%
        30.1
        GSM6001897
        44.5%
        GSM6001897_SRR18574174_1
        73.4%
        47%
        151 bp
        53.2
        GSM6001897_SRR18574174_2
        66.9%
        46%
        151 bp
        53.2
        GSM6001897_STAR
        55.1%
        29.3
        GSM6001898
        83.7%
        GSM6001898_SRR18574175_1
        80.0%
        42%
        100 bp
        47.0
        GSM6001898_SRR18574175_2
        76.9%
        42%
        100 bp
        47.0
        GSM6001898_STAR
        63.2%
        29.7
        GSM6001899
        75.8%
        GSM6001899_SRR18574176_1
        77.8%
        45%
        100 bp
        70.6
        GSM6001899_SRR18574176_2
        74.2%
        45%
        100 bp
        70.6
        GSM6001899_SRR18574177_1
        78.8%
        40%
        100 bp
        64.0
        GSM6001899_SRR18574177_2
        73.7%
        40%
        100 bp
        64.0
        GSM6001899_STAR
        73.9%
        99.5
        GSM6001900
        91.7%
        GSM6001900_SRR18574178_1
        85.6%
        48%
        101 bp
        57.8
        GSM6001900_SRR18574178_2
        84.9%
        48%
        101 bp
        57.8
        GSM6001900_STAR
        40.9%
        23.7

        Rsem

        Rsem RSEM (RNA-Seq by Expectation-Maximization) is a software package forestimating gene and isoform expression levels from RNA-Seq data.DOI: 10.1186/1471-2105-12-323.

        Mapped Reads

        A breakdown of how all reads were aligned for each sample.

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        Multimapping rates

        A frequency histogram showing how many reads were aligned to n reference regions.

        In an ideal world, every sequence reads would align uniquely to a single location in the reference. However, due to factors such as repeititve sequences, short reads and sequencing errors, reads can be align to the reference 0, 1 or more times. This plot shows the frequency of each factor of multimapping. Good samples should have the majority of reads aligning once.

        loading..

        STAR

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

        Alignment Scores

        loading..

        FastQ Screen

        Version: 0.15.1

        FastQ Screen allows you to screen a library of sequences in FastQ format against a set of sequence databases so you can see if the composition of the library matches with what you expect.DOI: 10.12688/f1000research.15931.2.

        Mapped Reads

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


        FastQC

        Version: 0.11.9

        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 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.

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


        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
        CCTTAGGCAACCTGGTGGTCCCCCGCTCCCGGGAGGTCACCATATTGATG
        78
        41531854
        0.2963%
        CCAGGCTGGAGTGCAGTGGCTATTCACAGGCGCGATCCCACTACTGATCA
        76
        36808326
        0.2626%
        CTTGAGTCCAGGAGTTCTGGGCTGTAGTGCGCTATGCCGATCGGGTGTCC
        75
        22720896
        0.1621%
        GTTCTGGGCTGTAGTGCGCTATGCCGATCGGGTGTCCGCACTAAGTTCGG
        73
        20320836
        0.1450%
        CTCCGTTTCCGACCTGGGCCGGTTCACCCCTCCTTAGGCAACCTGGTGGT
        73
        28730251
        0.2050%
        CCCCAACCGAAATTTTTTAGTTCATATTTATTTTGTTTTAGCCCATTAGG
        73
        10768009
        0.0768%
        CCCCTCCTTAGGCAACCTGGTGGTCCCCCGCTCCCGGGAGGTCACCATAT
        71
        26649679
        0.1902%
        CTCCTTAGGCAACCTGGTGGTCCCCCGCTCCCGGGAGGTCACCATATTGA
        71
        23249092
        0.1659%
        CCCTCCTTAGGCAACCTGGTGGTCCCCCGCTCCCGGGAGGTCACCATATT
        70
        26608605
        0.1899%
        GTGGCTATTCACAGGCGCGATCCCACTACTGATCAGCACGGGAGTTTTGA
        69
        18561679
        0.1324%
        CACCAGGTTGCCTAAGGAGGGGTGAACCGGCCCAGGTCGGAAACGGAGCA
        68
        15538198
        0.1109%
        CTTAGGCAACCTGGTGGTCCCCCGCTCCCGGGAGGTCACCATATTGATGC
        68
        19010203
        0.1356%
        CGGTGGCGCACGCCTGTAGTCCCAGCTACTCGGGAGGCTGAGACAGGAGG
        66
        35676759
        0.2546%
        CAGGCTGGAGTGCAGTGGCTATTCACAGGCGCGATCCCACTACTGATCAG
        65
        15444516
        0.1102%
        CCTCCTTAGGCAACCTGGTGGTCCCCCGCTCCCGGGAGGTCACCATATTG
        65
        19405832
        0.1385%
        CTTTAATCGTTGAACAAACGAACCATTAATAGCTTCTGCACCATTGGGAT
        65
        8599108
        0.0614%
        CAGGAGGATCGCTTGAGTCCAGGAGTTCTGGGCTGTAGTGCGCTATGCCG
        63
        14926528
        0.1065%
        CTCCATTTCTCTTGTCCTTTCGTACTGGGAGAAATTGTAAATAGATAGAA
        63
        6922904
        0.0494%
        CCCAGCTACTCGGGAGGCTGAGACAGGAGGATCGCTTGAGTCCAGGAGTT
        59
        14822554
        0.1058%
        GCCCAGGCTGGAGTGCAGTGGCTATTCACAGGCGCGATCCCACTACTGAT
        59
        11976255
        0.0855%

        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.

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


        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.

        loading..

        Software Versions

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

        SoftwareVersion
        FastQ Screen0.15.1
        FastQC0.11.9