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<title>2&#45;&gt;1</title>
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<title>3&#45;&gt;0</title>
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<!-- 6 -->
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<!-- 11 -->
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<!-- 4 -->
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<!-- 31 -->
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<title>31</title>
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<!-- 13 -->
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<title>6&#45;&gt;0</title>
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<!-- 5&#45;&gt;24 -->
<g id="edge46" class="edge">
<title>5&#45;&gt;24</title>
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<!-- 6&#45;&gt;13 -->
<g id="edge34" class="edge">
<title>6&#45;&gt;13</title>
<path fill="none" stroke="grey" stroke-width="2" d="M294.47,-215.7C295.57,-207.98 296.9,-198.71 298.13,-190.11"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="301.61,-190.5 299.56,-180.1 294.68,-189.51 301.61,-190.5"/>
<!-- 6&#45;&gt;5 -->
<g id="edge18" class="edge">
<title>6&#45;&gt;5</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M535.5047,-575.8314C535.7186,-568.131 535.9729,-558.9743 536.2106,-550.4166"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="539.7094,-550.5066 536.4885,-540.4133 532.7121,-550.3122 539.7094,-550.5066"/>
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<!-- 7 -->
<g id="node8" class="node">
<title>7</title>
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<text text-anchor="middle" x="37" y="-735.5" font-family="sans" font-size="10.00">fastqc</text>
<path fill="none" stroke="#d8cb56" stroke-width="2" d="M291.8894,-396C291.8894,-396 206.1106,-396 206.1106,-396 200.1106,-396 194.1106,-390 194.1106,-384 194.1106,-384 194.1106,-372 194.1106,-372 194.1106,-366 200.1106,-360 206.1106,-360 206.1106,-360 291.8894,-360 291.8894,-360 297.8894,-360 303.8894,-366 303.8894,-372 303.8894,-372 303.8894,-384 303.8894,-384 303.8894,-390 297.8894,-396 291.8894,-396"/>
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<!-- 7&#45;&gt;1 -->
<g id="edge7" class="edge">
<title>7&#45;&gt;1</title>
<path fill="none" stroke="grey" stroke-width="2" d="M29.51,-719.89C18.7,-693.58 0,-641.37 0,-595 0,-595 0,-595 0,-233 0,-170.8 51.29,-169.54 108,-144 200.56,-102.32 320.38,-92.74 388.77,-90.93"/>
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<!-- 7&#45;&gt;4 -->
<g id="edge17" class="edge">
<title>7&#45;&gt;4</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M261.8695,-359.8314C267.6835,-351.6232 274.6696,-341.7606 281.0646,-332.7323"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="284.0331,-334.5966 286.9573,-324.4133 278.321,-330.5505 284.0331,-334.5966"/>
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<!-- 9 -->
<g id="node10" class="node">
<title>9</title>
<path fill="none" stroke="#d86656" stroke-width="2" d="M185.258,-324C185.258,-324 56.742,-324 56.742,-324 50.742,-324 44.742,-318 44.742,-312 44.742,-312 44.742,-300 44.742,-300 44.742,-294 50.742,-288 56.742,-288 56.742,-288 185.258,-288 185.258,-288 191.258,-288 197.258,-294 197.258,-300 197.258,-300 197.258,-312 197.258,-312 197.258,-318 191.258,-324 185.258,-324"/>
<text text-anchor="middle" x="121" y="-303" font-family="sans" font-size="10.00" fill="#000000">genome_quantification_kallisto</text>
</g>
<!-- 7&#45;&gt;9 -->
<g id="edge21" class="edge">
<title>7&#45;&gt;9</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M216.7002,-359.8314C200.1766,-350.5368 179.8814,-339.1208 162.2393,-329.1971"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="163.7212,-326.015 153.2895,-324.1628 160.2893,-332.116 163.7212,-326.015"/>
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<!-- 8 -->
<g id="node9" class="node">
<title>8</title>
<path fill="none" stroke="#56d8b9" stroke-width="2" d="M202.5,-324C202.5,-324 39.5,-324 39.5,-324 33.5,-324 27.5,-318 27.5,-312 27.5,-312 27.5,-300 27.5,-300 27.5,-294 33.5,-288 39.5,-288 39.5,-288 202.5,-288 202.5,-288 208.5,-288 214.5,-294 214.5,-300 214.5,-300 214.5,-312 214.5,-312 214.5,-318 208.5,-324 202.5,-324"/>
<text text-anchor="middle" x="121" y="-303.5" font-family="sans" font-size="10.00">pe_genome_quantification_kallisto</text>
<path fill="none" stroke="#d89556" stroke-width="2" d="M169.1476,-540C169.1476,-540 80.8524,-540 80.8524,-540 74.8524,-540 68.8524,-534 68.8524,-528 68.8524,-528 68.8524,-516 68.8524,-516 68.8524,-510 74.8524,-504 80.8524,-504 80.8524,-504 169.1476,-504 169.1476,-504 175.1476,-504 181.1476,-510 181.1476,-516 181.1476,-516 181.1476,-528 181.1476,-528 181.1476,-534 175.1476,-540 169.1476,-540"/>
<text text-anchor="middle" x="125" y="-519" font-family="sans" font-size="10.00" fill="#000000">extract_transcriptome</text>
</g>
<!-- 8&#45;&gt;1 -->
<g id="edge9" class="edge">
<title>8&#45;&gt;1</title>
<path fill="none" stroke="grey" stroke-width="2" d="M90.23,-287.91C77.46,-279.02 64,-266.88 57,-252 50.19,-237.52 47.82,-229.11 57,-216 95.64,-160.83 291.94,-118.33 388.8,-100.36"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="389.49,-103.79 398.7,-98.55 388.23,-96.91 389.49,-103.79"/>
</g>
<!-- 8&#45;&gt;5 -->
<g id="edge21" class="edge">
<title>8&#45;&gt;5</title>
<path fill="none" stroke="grey" stroke-width="2" d="M125.45,-287.7C127.45,-279.9 129.87,-270.51 132.1,-261.83"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="135.5,-262.66 134.6,-252.1 128.72,-260.92 135.5,-262.66"/>
<!-- 8&#45;&gt;7 -->
<g id="edge20" class="edge">
<title>8&#45;&gt;7</title>
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<!-- 8&#45;&gt;6 -->
<g id="edge23" class="edge">
<title>8&#45;&gt;6</title>
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<polygon fill="grey" stroke="grey" stroke-width="2" points="242.38,-259.1 250.3,-252.07 239.72,-252.62 242.38,-259.1"/>
<!-- 26 -->
<g id="node27" class="node">
<title>26</title>
<path fill="none" stroke="#d88556" stroke-width="2" d="M254.0708,-468C254.0708,-468 77.9292,-468 77.9292,-468 71.9292,-468 65.9292,-462 65.9292,-456 65.9292,-456 65.9292,-444 65.9292,-444 65.9292,-438 71.9292,-432 77.9292,-432 77.9292,-432 254.0708,-432 254.0708,-432 260.0708,-432 266.0708,-438 266.0708,-444 266.0708,-444 266.0708,-456 266.0708,-456 266.0708,-462 260.0708,-468 254.0708,-468"/>
<text text-anchor="middle" x="166" y="-447" font-family="sans" font-size="10.00" fill="#000000">concatenate_transcriptome_and_genome</text>
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<!-- 9 -->
<g id="node10" class="node">
<title>9</title>
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<text text-anchor="middle" x="318" y="-303.5" font-family="sans" font-size="10.00">genome_quantification_kallisto</text>
<!-- 8&#45;&gt;26 -->
<g id="edge50" class="edge">
<title>8&#45;&gt;26</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M135.346,-503.8314C139.9237,-495.7925 145.4052,-486.1666 150.4588,-477.2918"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="153.6077,-478.8351 155.5147,-468.4133 147.5248,-475.3712 153.6077,-478.8351"/>
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<!-- 9&#45;&gt;1 -->
<g id="edge10" class="edge">
<g id="edge8" class="edge">
<title>9&#45;&gt;1</title>
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<polygon fill="grey" stroke="grey" stroke-width="2" points="413.82,-117.34 419.09,-108.15 409.24,-112.05 413.82,-117.34"/>
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<!-- 9&#45;&gt;5 -->
<g id="edge22" class="edge">
<title>9&#45;&gt;5</title>
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<polygon fill="grey" stroke="grey" stroke-width="2" points="193.23,-252.45 182.65,-252.07 190.68,-258.97 193.23,-252.45"/>
<!-- 9&#45;&gt;30 -->
<g id="edge58" class="edge">
<title>9&#45;&gt;30</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M161.3748,-287.8314C182.6787,-278.2446 208.9983,-266.4008 231.5211,-256.2655"/>
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<!-- 9&#45;&gt;6 -->
<g id="edge24" class="edge">
<title>9&#45;&gt;6</title>
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<polygon fill="grey" stroke="grey" stroke-width="2" points="305.12,-260.26 298.35,-252.1 298.55,-262.7 305.12,-260.26"/>
<!-- 9&#45;&gt;31 -->
<g id="edge60" class="edge">
<title>9&#45;&gt;31</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M125.7945,-287.8314C127.8489,-280.0463 130.296,-270.7729 132.5756,-262.1347"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="135.9735,-262.9753 135.1409,-252.4133 129.2052,-261.1892 135.9735,-262.9753"/>
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<!-- 10 -->
<g id="node11" class="node">
<title>10</title>
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<text text-anchor="middle" x="443" y="-159.5" font-family="sans" font-size="10.00">plot_TIN_scores</text>
<path fill="none" stroke="#5682d8" stroke-width="2" d="M419.2386,-540C419.2386,-540 320.7614,-540 320.7614,-540 314.7614,-540 308.7614,-534 308.7614,-528 308.7614,-528 308.7614,-516 308.7614,-516 308.7614,-510 314.7614,-504 320.7614,-504 320.7614,-504 419.2386,-504 419.2386,-504 425.2386,-504 431.2386,-510 431.2386,-516 431.2386,-516 431.2386,-528 431.2386,-528 431.2386,-534 425.2386,-540 419.2386,-540"/>
<text text-anchor="middle" x="370" y="-519" font-family="sans" font-size="10.00" fill="#000000">remove_polya_cutadapt</text>
</g>
<!-- 10&#45;&gt;1 -->
<g id="edge14" class="edge">
<title>10&#45;&gt;1</title>
<path fill="none" stroke="grey" stroke-width="2" d="M443,-143.7C443,-135.98 443,-126.71 443,-118.11"/>
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<!-- 10&#45;&gt;9 -->
<g id="edge22" class="edge">
<title>10&#45;&gt;9</title>
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<!-- 11 -->
<g id="node12" class="node">
<title>11</title>
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<text text-anchor="middle" x="806" y="-159.5" font-family="sans" font-size="10.00">alfa_concat_results</text>
<!-- 17 -->
<g id="node18" class="node">
<title>17</title>
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</g>
<!-- 11&#45;&gt;1 -->
<g id="edge11" class="edge">
<title>11&#45;&gt;1</title>
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<!-- 10&#45;&gt;17 -->
<g id="edge34" class="edge">
<title>10&#45;&gt;17</title>
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<!-- 27 -->
<g id="node28" class="node">
<title>27</title>
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<!-- 10&#45;&gt;27 -->
<g id="edge52" class="edge">
<title>10&#45;&gt;27</title>
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<!-- 11&#45;&gt;10 -->
<g id="edge23" class="edge">
<title>11&#45;&gt;10</title>
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<!-- 12 -->
<g id="node13" class="node">
<title>12</title>
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<!-- 12&#45;&gt;1 -->
<g id="edge13" class="edge">
<title>12&#45;&gt;1</title>
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<!-- 13&#45;&gt;1 -->
<g id="edge8" class="edge">
<title>13&#45;&gt;1</title>
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<!-- 13&#45;&gt;12 -->
<g id="edge25" class="edge">
<title>13&#45;&gt;12</title>
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<!-- 15 -->
<g id="node16" class="node">
<title>15</title>
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<!-- 13&#45;&gt;15 -->
<g id="edge31" class="edge">
<title>13&#45;&gt;15</title>
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<!-- 20 -->
<g id="node21" class="node">
<title>20</title>
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<text text-anchor="middle" x="986" y="-303" font-family="sans" font-size="10.00" fill="#000000">star_rpm</text>
</g>
<!-- 13&#45;&gt;20 -->
<g id="edge38" class="edge">
<title>13&#45;&gt;20</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M980.0909,-433.899C998.6731,-425.7011 1017.2081,-413.6093 1028,-396 1040.5792,-375.4742 1026.9451,-350.5676 1011.9485,-332.1638"/>
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</g>
<!-- 14 -->
<g id="node15" class="node">
<title>14</title>
<path fill="none" stroke="#56d0d8" stroke-width="2" d="M720.5,-180C720.5,-180 613.5,-180 613.5,-180 607.5,-180 601.5,-174 601.5,-168 601.5,-168 601.5,-156 601.5,-156 601.5,-150 607.5,-144 613.5,-144 613.5,-144 720.5,-144 720.5,-144 726.5,-144 732.5,-150 732.5,-156 732.5,-156 732.5,-168 732.5,-168 732.5,-174 726.5,-180 720.5,-180"/>
<text text-anchor="middle" x="667" y="-159.5" font-family="sans" font-size="10.00">prepare_multiqc_config</text>
<path fill="none" stroke="#56d0d8" stroke-width="2" d="M957.9935,-540C957.9935,-540 886.0065,-540 886.0065,-540 880.0065,-540 874.0065,-534 874.0065,-528 874.0065,-528 874.0065,-516 874.0065,-516 874.0065,-510 880.0065,-504 886.0065,-504 886.0065,-504 957.9935,-504 957.9935,-504 963.9935,-504 969.9935,-510 969.9935,-516 969.9935,-516 969.9935,-528 969.9935,-528 969.9935,-534 963.9935,-540 957.9935,-540"/>
<text text-anchor="middle" x="922" y="-519" font-family="sans" font-size="10.00" fill="#000000">create_index_star</text>
</g>
<!-- 14&#45;&gt;1 -->
<g id="edge12" class="edge">
<title>14&#45;&gt;1</title>
<path fill="none" stroke="grey" stroke-width="2" d="M612.49,-143.97C577.33,-132.98 531.81,-118.75 496.79,-107.81"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="497.8,-104.46 487.21,-104.82 495.71,-111.14 497.8,-104.46"/>
<!-- 14&#45;&gt;13 -->
<g id="edge30" class="edge">
<title>14&#45;&gt;13</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M922,-503.8314C922,-496.131 922,-486.9743 922,-478.4166"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="925.5001,-478.4132 922,-468.4133 918.5001,-478.4133 925.5001,-478.4132"/>
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<!-- 15 -->
<g id="node16" class="node">
<title>15</title>
<path fill="none" stroke="#5673d8" stroke-width="2" d="M1087,-324C1087,-324 1021,-324 1021,-324 1015,-324 1009,-318 1009,-312 1009,-312 1009,-300 1009,-300 1009,-294 1015,-288 1021,-288 1021,-288 1087,-288 1087,-288 1093,-288 1099,-294 1099,-300 1099,-300 1099,-312 1099,-312 1099,-318 1093,-324 1087,-324"/>
<text text-anchor="middle" x="1054" y="-303.5" font-family="sans" font-size="10.00">sort_bed_4_big</text>
<!-- 14&#45;&gt;17 -->
<g id="edge33" class="edge">
<title>14&#45;&gt;17</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M886.1674,-503.8314C867.5843,-494.4089 844.7011,-482.8062 824.9435,-472.7883"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="826.323,-469.5635 815.8211,-468.1628 823.1573,-475.8069 826.323,-469.5635"/>
</g>
<!-- 15&#45;&gt;2 -->
<g id="edge16" class="edge">
<title>15&#45;&gt;2</title>
<path fill="none" stroke="grey" stroke-width="2" d="M1054,-287.7C1054,-279.98 1054,-270.71 1054,-262.11"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="1057.5,-262.1 1054,-252.1 1050.5,-262.1 1057.5,-262.1"/>
<!-- 21 -->
<g id="node22" class="node">
<title>21</title>
<path fill="none" stroke="#56b1d8" stroke-width="2" d="M1101.1305,-468C1101.1305,-468 1018.8695,-468 1018.8695,-468 1012.8695,-468 1006.8695,-462 1006.8695,-456 1006.8695,-456 1006.8695,-444 1006.8695,-444 1006.8695,-438 1012.8695,-432 1018.8695,-432 1018.8695,-432 1101.1305,-432 1101.1305,-432 1107.1305,-432 1113.1305,-438 1113.1305,-444 1113.1305,-444 1113.1305,-456 1113.1305,-456 1113.1305,-462 1107.1305,-468 1101.1305,-468"/>
<text text-anchor="middle" x="1060" y="-447" font-family="sans" font-size="10.00" fill="#000000">generate_alfa_index</text>
</g>
<!-- 16 -->
<g id="node17" class="node">
<title>16</title>
<path fill="none" stroke="#56c1d8" stroke-width="2" d="M989,-684C989,-684 909,-684 909,-684 903,-684 897,-678 897,-672 897,-672 897,-660 897,-660 897,-654 903,-648 909,-648 909,-648 989,-648 989,-648 995,-648 1001,-654 1001,-660 1001,-660 1001,-672 1001,-672 1001,-678 995,-684 989,-684"/>
<text text-anchor="middle" x="949" y="-663.5" font-family="sans" font-size="10.00">create_index_star</text>
<!-- 14&#45;&gt;21 -->
<g id="edge41" class="edge">
<title>14&#45;&gt;21</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M956.8232,-503.8314C974.8011,-494.4516 996.9203,-482.9112 1016.0616,-472.9244"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="1017.9411,-475.8916 1025.1879,-468.1628 1014.7031,-469.6855 1017.9411,-475.8916"/>
</g>
<!-- 16&#45;&gt;2 -->
<g id="edge15" class="edge">
<title>16&#45;&gt;2</title>
<path fill="none" stroke="grey" stroke-width="2" d="M1001.3,-656.32C1033.15,-648.9 1073.12,-635.52 1102,-612 1137.69,-582.92 1155,-569.04 1155,-523 1155,-523 1155,-523 1155,-377 1155,-328.19 1114.89,-284.51 1085.22,-258.87"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="1087.09,-255.87 1077.17,-252.13 1082.59,-261.23 1087.09,-255.87"/>
<!-- 25 -->
<g id="node26" class="node">
<title>25</title>
<path fill="none" stroke="#56c1d8" stroke-width="2" d="M497.5586,-396C497.5586,-396 410.4414,-396 410.4414,-396 404.4414,-396 398.4414,-390 398.4414,-384 398.4414,-384 398.4414,-372 398.4414,-372 398.4414,-366 404.4414,-360 410.4414,-360 410.4414,-360 497.5586,-360 497.5586,-360 503.5586,-360 509.5586,-366 509.5586,-372 509.5586,-372 509.5586,-384 509.5586,-384 509.5586,-390 503.5586,-396 497.5586,-396"/>
<text text-anchor="middle" x="454" y="-375" font-family="sans" font-size="10.00" fill="#000000">create_index_salmon</text>
</g>
<!-- 26 -->
<g id="node27" class="node">
<title>26</title>
<path fill="none" stroke="#568ad8" stroke-width="2" d="M591.5,-396C591.5,-396 494.5,-396 494.5,-396 488.5,-396 482.5,-390 482.5,-384 482.5,-384 482.5,-372 482.5,-372 482.5,-366 488.5,-360 494.5,-360 494.5,-360 591.5,-360 591.5,-360 597.5,-360 603.5,-366 603.5,-372 603.5,-372 603.5,-384 603.5,-384 603.5,-390 597.5,-396 591.5,-396"/>
<text text-anchor="middle" x="543" y="-375.5" font-family="sans" font-size="10.00">create_index_salmon</text>
<!-- 14&#45;&gt;25 -->
<g id="edge49" class="edge">
<title>14&#45;&gt;25</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M874.2459,-510.0692C833.3697,-499.6426 773.0505,-483.7475 721,-468 649.3741,-446.3301 568.0078,-418.4205 514.1193,-399.4667"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="514.9803,-396.0592 504.3855,-396.0354 512.653,-402.661 514.9803,-396.0592"/>
</g>
<!-- 16&#45;&gt;26 -->
<g id="edge48" class="edge">
<title>16&#45;&gt;26</title>
<path fill="none" stroke="grey" stroke-width="2" d="M951.45,-647.88C956.59,-604.61 963.37,-490.23 902,-432 861.69,-393.75 706.5,-383.05 613.87,-380.09"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="613.83,-376.59 603.73,-379.79 613.62,-383.59 613.83,-376.59"/>
<!-- 33 -->
<g id="node34" class="node">
<title>33</title>
<path fill="none" stroke="#56d8b9" stroke-width="2" d="M1085.0966,-108C1085.0966,-108 1022.9034,-108 1022.9034,-108 1016.9034,-108 1010.9034,-102 1010.9034,-96 1010.9034,-96 1010.9034,-84 1010.9034,-84 1010.9034,-78 1016.9034,-72 1022.9034,-72 1022.9034,-72 1085.0966,-72 1085.0966,-72 1091.0966,-72 1097.0966,-78 1097.0966,-84 1097.0966,-84 1097.0966,-96 1097.0966,-96 1097.0966,-102 1091.0966,-108 1085.0966,-108"/>
<text text-anchor="middle" x="1054" y="-87" font-family="sans" font-size="10.00" fill="#000000">prepare_bigWig</text>
</g>
<!-- 34 -->
<g id="node35" class="node">
<title>34</title>
<path fill="none" stroke="#afd856" stroke-width="2" d="M759.5,-612C759.5,-612 658.5,-612 658.5,-612 652.5,-612 646.5,-606 646.5,-600 646.5,-600 646.5,-588 646.5,-588 646.5,-582 652.5,-576 658.5,-576 658.5,-576 759.5,-576 759.5,-576 765.5,-576 771.5,-582 771.5,-588 771.5,-588 771.5,-600 771.5,-600 771.5,-606 765.5,-612 759.5,-612"/>
<text text-anchor="middle" x="709" y="-591.5" font-family="sans" font-size="10.00">pe_map_genome_star</text>
<!-- 14&#45;&gt;33 -->
<g id="edge61" class="edge">
<title>14&#45;&gt;33</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M969.9053,-514.5502C1021.9209,-505.5388 1100.4722,-488.9387 1122,-468 1151.9364,-438.8828 1149,-419.7612 1149,-378 1149,-378 1149,-378 1149,-234 1149,-186.0912 1111.9087,-141.8312 1084.079,-115.3654"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="1086.2364,-112.5938 1076.5137,-108.3843 1081.4892,-117.7382 1086.2364,-112.5938"/>
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<!-- 16&#45;&gt;34 -->
<g id="edge62" class="edge">
<title>16&#45;&gt;34</title>
<path fill="none" stroke="grey" stroke-width="2" d="M896.92,-649.81C861.87,-639.59 815.28,-626 777.26,-614.91"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="777.87,-611.44 767.29,-612 775.91,-618.16 777.87,-611.44"/>
</g>
<!-- 37 -->
<g id="node38" class="node">
<title>37</title>
<path fill="none" stroke="#d89c56" stroke-width="2" d="M908.5,-612C908.5,-612 825.5,-612 825.5,-612 819.5,-612 813.5,-606 813.5,-600 813.5,-600 813.5,-588 813.5,-588 813.5,-582 819.5,-576 825.5,-576 825.5,-576 908.5,-576 908.5,-576 914.5,-576 920.5,-582 920.5,-588 920.5,-588 920.5,-600 920.5,-600 920.5,-606 914.5,-612 908.5,-612"/>
<text text-anchor="middle" x="867" y="-591.5" font-family="sans" font-size="10.00">map_genome_star</text>
</g>
<!-- 16&#45;&gt;37 -->
<g id="edge66" class="edge">
<title>16&#45;&gt;37</title>
<path fill="none" stroke="grey" stroke-width="2" d="M928.73,-647.7C918.5,-638.97 905.94,-628.24 894.82,-618.75"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="896.91,-615.94 887.04,-612.1 892.37,-621.26 896.91,-615.94"/>
</g>
<!-- 38 -->
<g id="node39" class="node">
<title>38</title>
<path fill="none" stroke="#d87d56" stroke-width="2" d="M1081,-612C1081,-612 989,-612 989,-612 983,-612 977,-606 977,-600 977,-600 977,-588 977,-588 977,-582 983,-576 989,-576 989,-576 1081,-576 1081,-576 1087,-576 1093,-582 1093,-588 1093,-588 1093,-600 1093,-600 1093,-606 1087,-612 1081,-612"/>
<text text-anchor="middle" x="1035" y="-591.5" font-family="sans" font-size="10.00">generate_alfa_index</text>
</g>
<!-- 16&#45;&gt;38 -->
<g id="edge67" class="edge">
<title>16&#45;&gt;38</title>
<path fill="none" stroke="grey" stroke-width="2" d="M970.26,-647.7C981.09,-638.88 994.42,-628.03 1006.16,-618.47"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="1008.44,-621.13 1013.99,-612.1 1004.02,-615.7 1008.44,-621.13"/>
<!-- 15&#45;&gt;12 -->
<g id="edge28" class="edge">
<title>15&#45;&gt;12</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M857.887,-359.8314C837.2488,-350.2446 811.7516,-338.4008 789.9327,-328.2655"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="791.3756,-325.0766 780.8318,-324.038 788.4266,-331.4251 791.3756,-325.0766"/>
</g>
<!-- 17 -->
<g id="node18" class="node">
<title>17</title>
<path fill="none" stroke="#56d86b" stroke-width="2" d="M590,-324C590,-324 472,-324 472,-324 466,-324 460,-318 460,-312 460,-312 460,-300 460,-300 460,-294 466,-288 472,-288 472,-288 590,-288 590,-288 596,-288 602,-294 602,-300 602,-300 602,-312 602,-312 602,-318 596,-324 590,-324"/>
<text text-anchor="middle" x="531" y="-303.5" font-family="sans" font-size="10.00">pe_quantification_salmon</text>
<!-- 15&#45;&gt;20 -->
<g id="edge40" class="edge">
<title>15&#45;&gt;20</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M919.4585,-359.8314C930.4205,-350.9632 943.7699,-340.1637 955.6265,-330.5718"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="957.9755,-333.1734 963.5487,-324.1628 953.5729,-327.7313 957.9755,-333.1734"/>
</g>
<!-- 17&#45;&gt;3 -->
<g id="edge17" class="edge">
<title>17&#45;&gt;3</title>
<path fill="none" stroke="grey" stroke-width="2" d="M578.7,-287.97C606.08,-278.19 640.66,-265.84 669.53,-255.52"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="670.85,-258.77 679.09,-252.11 668.5,-252.18 670.85,-258.77"/>
<!-- 16 -->
<g id="node17" class="node">
<title>16</title>
<path fill="none" stroke="#d8a456" stroke-width="2" d="M701.6866,-396C701.6866,-396 578.3134,-396 578.3134,-396 572.3134,-396 566.3134,-390 566.3134,-384 566.3134,-384 566.3134,-372 566.3134,-372 566.3134,-366 572.3134,-360 578.3134,-360 578.3134,-360 701.6866,-360 701.6866,-360 707.6866,-360 713.6866,-366 713.6866,-372 713.6866,-372 713.6866,-384 713.6866,-384 713.6866,-390 707.6866,-396 701.6866,-396"/>
<text text-anchor="middle" x="640" y="-375" font-family="sans" font-size="10.00" fill="#000000">extract_transcripts_as_bed12</text>
</g>
<!-- 17&#45;&gt;4 -->
<g id="edge19" class="edge">
<title>17&#45;&gt;4</title>
<path fill="none" stroke="grey" stroke-width="2" d="M534.71,-287.7C536.36,-279.98 538.35,-270.71 540.19,-262.11"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="543.66,-262.62 542.33,-252.1 536.82,-261.15 543.66,-262.62"/>
<!-- 16&#45;&gt;12 -->
<g id="edge27" class="edge">
<title>16&#45;&gt;12</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M665.7389,-359.8314C678.5437,-350.7927 694.1909,-339.7476 707.9719,-330.0198"/>
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<!-- 17&#45;&gt;12 -->
<g id="edge26" class="edge">
<title>17&#45;&gt;12</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M775.1873,-431.7623C768.6773,-407.0928 757.0047,-362.8598 749.3818,-333.9731"/>
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<!-- 17&#45;&gt;15 -->
<g id="edge32" class="edge">
<title>17&#45;&gt;15</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M809.524,-431.8314C824.4891,-422.6221 842.8386,-411.3301 858.8603,-401.4706"/>
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<!-- 17&#45;&gt;20 -->
<g id="edge39" class="edge">
<title>17&#45;&gt;20</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M778.7019,-431.6499C778.3213,-411.495 780.9523,-379.417 799,-360 819.1471,-338.3243 899.2594,-321.0315 947.853,-312.2704"/>
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<!-- 18 -->
<g id="node19" class="node">
<title>18</title>
<path fill="none" stroke="#569ad8" stroke-width="2" d="M733.5,-324C733.5,-324 632.5,-324 632.5,-324 626.5,-324 620.5,-318 620.5,-312 620.5,-312 620.5,-300 620.5,-300 620.5,-294 626.5,-288 632.5,-288 632.5,-288 733.5,-288 733.5,-288 739.5,-288 745.5,-294 745.5,-300 745.5,-300 745.5,-312 745.5,-312 745.5,-318 739.5,-324 733.5,-324"/>
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<!-- 18&#45;&gt;3 -->
<g id="edge18" class="edge">
<title>18&#45;&gt;3</title>
<path fill="none" stroke="grey" stroke-width="2" d="M693.88,-287.7C698.99,-279.56 705.2,-269.69 710.84,-260.7"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="713.89,-262.43 716.25,-252.1 707.96,-258.71 713.89,-262.43"/>
<path fill="none" stroke="#56d8d8" stroke-width="2" d="M974,-180C974,-180 944,-180 944,-180 938,-180 932,-174 932,-168 932,-168 932,-156 932,-156 932,-150 938,-144 944,-144 944,-144 974,-144 974,-144 980,-144 986,-150 986,-156 986,-156 986,-168 986,-168 986,-174 980,-180 974,-180"/>
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<!-- 18&#45;&gt;4 -->
<g id="edge20" class="edge">
<title>18&#45;&gt;4</title>
<path fill="none" stroke="grey" stroke-width="2" d="M649.49,-287.88C631.16,-278.51 608.26,-266.81 588.67,-256.8"/>
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<!-- 18&#45;&gt;1 -->
<g id="edge12" class="edge">
<title>18&#45;&gt;1</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M931.9886,-158.3305C847.6931,-146.8791 588.5801,-111.6788 478.8847,-96.7768"/>
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<!-- 19 -->
<g id="node20" class="node">
<title>19</title>
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<!-- 19&#45;&gt;7 -->
<g id="edge25" class="edge">
<title>19&#45;&gt;7</title>
<path fill="none" stroke="grey" stroke-width="2" d="M163.82,-796.65C138.72,-785.24 101.23,-768.2 73.52,-755.6"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="74.72,-752.3 64.16,-751.35 71.82,-758.67 74.72,-752.3"/>
<path fill="none" stroke="#61d856" stroke-width="2" d="M1108.837,-252C1108.837,-252 999.163,-252 999.163,-252 993.163,-252 987.163,-246 987.163,-240 987.163,-240 987.163,-228 987.163,-228 987.163,-222 993.163,-216 999.163,-216 999.163,-216 1108.837,-216 1108.837,-216 1114.837,-216 1120.837,-222 1120.837,-228 1120.837,-228 1120.837,-240 1120.837,-240 1120.837,-246 1114.837,-252 1108.837,-252"/>
<text text-anchor="middle" x="1054" y="-231" font-family="sans" font-size="10.00" fill="#000000">rename_star_rpm_for_alfa</text>
</g>
<!-- 27 -->
<g id="node28" class="node">
<title>27</title>
<path fill="none" stroke="#56d8a2" stroke-width="2" d="M262.5,-756C262.5,-756 119.5,-756 119.5,-756 113.5,-756 107.5,-750 107.5,-744 107.5,-744 107.5,-732 107.5,-732 107.5,-726 113.5,-720 119.5,-720 119.5,-720 262.5,-720 262.5,-720 268.5,-720 274.5,-726 274.5,-732 274.5,-732 274.5,-744 274.5,-744 274.5,-750 268.5,-756 262.5,-756"/>
<text text-anchor="middle" x="191" y="-735.5" font-family="sans" font-size="10.00">pe_remove_adapters_cutadapt</text>
</g>
<!-- 19&#45;&gt;27 -->
<g id="edge49" class="edge">
<title>19&#45;&gt;27</title>
<path fill="none" stroke="grey" stroke-width="2" d="M191,-791.7C191,-783.98 191,-774.71 191,-766.11"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="194.5,-766.1 191,-756.1 187.5,-766.1 194.5,-766.1"/>
</g>
<!-- 29 -->
<g id="node30" class="node">
<title>29</title>
<path fill="none" stroke="#d85656" stroke-width="2" d="M430,-756C430,-756 304,-756 304,-756 298,-756 292,-750 292,-744 292,-744 292,-732 292,-732 292,-726 298,-720 304,-720 304,-720 430,-720 430,-720 436,-720 442,-726 442,-732 442,-732 442,-744 442,-744 442,-750 436,-756 430,-756"/>
<text text-anchor="middle" x="367" y="-735.5" font-family="sans" font-size="10.00">remove_adapters_cutadapt</text>
</g>
<!-- 19&#45;&gt;29 -->
<g id="edge50" class="edge">
<title>19&#45;&gt;29</title>
<path fill="none" stroke="grey" stroke-width="2" d="M218.11,-798.22C243.72,-788.03 282.81,-772.48 314.51,-759.88"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="316.09,-763.01 324.09,-756.07 313.51,-756.51 316.09,-763.01"/>
<!-- 19&#45;&gt;18 -->
<g id="edge35" class="edge">
<title>19&#45;&gt;18</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M1030.0275,-215.8314C1018.2139,-206.8779 1003.8028,-195.9558 991.0565,-186.2955"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="993.0486,-183.4137 982.9648,-180.1628 988.8205,-188.9925 993.0486,-183.4137"/>
</g>
<!-- 20 -->
<g id="node21" class="node">
<title>20</title>
<path fill="none" stroke="#c6d856" stroke-width="2" d="M262,-684C262,-684 134,-684 134,-684 128,-684 122,-678 122,-672 122,-672 122,-660 122,-660 122,-654 128,-648 134,-648 134,-648 262,-648 262,-648 268,-648 274,-654 274,-660 274,-660 274,-672 274,-672 274,-678 268,-684 262,-684"/>
<text text-anchor="middle" x="198" y="-663.5" font-family="sans" font-size="10.00">pe_remove_polya_cutadapt</text>
<!-- 34 -->
<g id="node35" class="node">
<title>34</title>
<path fill="none" stroke="#56d89a" stroke-width="2" d="M1084.4453,-180C1084.4453,-180 1023.5547,-180 1023.5547,-180 1017.5547,-180 1011.5547,-174 1011.5547,-168 1011.5547,-168 1011.5547,-156 1011.5547,-156 1011.5547,-150 1017.5547,-144 1023.5547,-144 1023.5547,-144 1084.4453,-144 1084.4453,-144 1090.4453,-144 1096.4453,-150 1096.4453,-156 1096.4453,-156 1096.4453,-168 1096.4453,-168 1096.4453,-174 1090.4453,-180 1084.4453,-180"/>
<text text-anchor="middle" x="1054" y="-159" font-family="sans" font-size="10.00" fill="#000000">sort_bed_4_big</text>
</g>
<!-- 20&#45;&gt;8 -->
<g id="edge26" class="edge">
<title>20&#45;&gt;8</title>
<path fill="none" stroke="grey" stroke-width="2" d="M178.25,-647.91C152.03,-623.21 109,-574.79 109,-523 109,-523 109,-523 109,-449 109,-408.85 113.82,-362.55 117.35,-334.02"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="120.84,-334.37 118.63,-324.01 113.89,-333.49 120.84,-334.37"/>
<!-- 19&#45;&gt;34 -->
<g id="edge63" class="edge">
<title>19&#45;&gt;34</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M1054,-215.8314C1054,-208.131 1054,-198.9743 1054,-190.4166"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="1057.5001,-190.4132 1054,-180.4133 1050.5001,-190.4133 1057.5001,-190.4132"/>
</g>
<!-- 20&#45;&gt;17 -->
<!-- 20&#45;&gt;19 -->
<g id="edge37" class="edge">
<title>20&#45;&gt;17</title>
<path fill="none" stroke="grey" stroke-width="2" d="M219.1,-647.68C246.54,-623.08 291,-575.16 291,-523 291,-523 291,-523 291,-449 291,-373.44 380.21,-337.23 449.85,-320.48"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="451.01,-323.8 459.97,-318.15 449.44,-316.98 451.01,-323.8"/>
</g>
<!-- 20&#45;&gt;34 -->
<g id="edge61" class="edge">
<title>20&#45;&gt;34</title>
<path fill="none" stroke="grey" stroke-width="2" d="M274.07,-650.74C279.79,-649.78 285.49,-648.85 291,-648 411.58,-629.35 552.47,-612.5 636.03,-603.03"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="636.63,-606.48 646.18,-601.88 635.85,-599.53 636.63,-606.48"/>
</g>
<!-- 21 -->
<g id="node22" class="node">
<title>21</title>
<path fill="none" stroke="#d86656" stroke-width="2" d="M248.5,-396C248.5,-396 151.5,-396 151.5,-396 145.5,-396 139.5,-390 139.5,-384 139.5,-384 139.5,-372 139.5,-372 139.5,-366 145.5,-360 151.5,-360 151.5,-360 248.5,-360 248.5,-360 254.5,-360 260.5,-366 260.5,-372 260.5,-372 260.5,-384 260.5,-384 260.5,-390 254.5,-396 248.5,-396"/>
<text text-anchor="middle" x="200" y="-375.5" font-family="sans" font-size="10.00">create_index_kallisto</text>
</g>
<!-- 21&#45;&gt;8 -->
<g id="edge27" class="edge">
<title>21&#45;&gt;8</title>
<path fill="none" stroke="grey" stroke-width="2" d="M180.47,-359.7C170.62,-350.97 158.51,-340.24 147.8,-330.75"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="150.11,-328.12 140.3,-324.1 145.47,-333.36 150.11,-328.12"/>
<title>20&#45;&gt;19</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M1003.1593,-287.8314C1011.1511,-279.3694 1020.8038,-269.1489 1029.5416,-259.8971"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="1032.288,-262.0866 1036.6097,-252.4133 1027.1989,-257.2802 1032.288,-262.0866"/>
</g>
<!-- 21&#45;&gt;9 -->
<g id="edge29" class="edge">
<title>21&#45;&gt;9</title>
<path fill="none" stroke="grey" stroke-width="2" d="M228.87,-359.88C244.29,-350.72 263.48,-339.34 280.1,-329.48"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="282.21,-332.3 289.02,-324.19 278.64,-326.28 282.21,-332.3"/>
<!-- 21&#45;&gt;18 -->
<g id="edge36" class="edge">
<title>21&#45;&gt;18</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M1057.3783,-431.9539C1054.5891,-413.6993 1049.7855,-384.7241 1044,-360 1036.4051,-327.5434 1041.5433,-315.6994 1023,-288 1008.7518,-266.7165 991.4322,-273.8077 978,-252 966.5351,-233.3863 961.8987,-208.9441 960.0662,-190.2295"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="963.5536,-189.9297 959.2958,-180.2281 956.5743,-190.4674 963.5536,-189.9297"/>
</g>
<!-- 22 -->
<g id="node23" class="node">
<title>22</title>
<path fill="none" stroke="#567bd8" stroke-width="2" d="M422,-684C422,-684 312,-684 312,-684 306,-684 300,-678 300,-672 300,-672 300,-660 300,-660 300,-654 306,-648 312,-648 312,-648 422,-648 422,-648 428,-648 434,-654 434,-660 434,-660 434,-672 434,-672 434,-678 428,-684 422,-684"/>
<text text-anchor="middle" x="367" y="-663.5" font-family="sans" font-size="10.00">remove_polya_cutadapt</text>
</g>
<!-- 22&#45;&gt;9 -->
<g id="edge28" class="edge">
<title>22&#45;&gt;9</title>
<path fill="none" stroke="grey" stroke-width="2" d="M359.31,-647.91C348.21,-621.62 329,-569.45 329,-523 329,-523 329,-523 329,-449 329,-408.88 324.58,-362.57 321.34,-334.03"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="324.81,-333.54 320.17,-324.02 317.86,-334.36 324.81,-333.54"/>
</g>
<!-- 22&#45;&gt;18 -->
<g id="edge39" class="edge">
<title>22&#45;&gt;18</title>
<path fill="none" stroke="grey" stroke-width="2" d="M363.18,-647.99C356.94,-615.36 348.71,-543.69 386,-504 447.24,-438.81 510.16,-518.48 584,-468 632.16,-435.08 661.17,-370.23 674.41,-333.68"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="677.74,-334.77 677.73,-324.17 671.13,-332.46 677.74,-334.77"/>
<path fill="none" stroke="#a7d856" stroke-width="2" d="M451.9209,-180C451.9209,-180 406.0791,-180 406.0791,-180 400.0791,-180 394.0791,-174 394.0791,-168 394.0791,-168 394.0791,-156 394.0791,-156 394.0791,-150 400.0791,-144 406.0791,-144 406.0791,-144 451.9209,-144 451.9209,-144 457.9209,-144 463.9209,-150 463.9209,-156 463.9209,-156 463.9209,-168 463.9209,-168 463.9209,-174 457.9209,-180 451.9209,-180"/>
<text text-anchor="middle" x="429" y="-159" font-family="sans" font-size="10.00" fill="#000000">pca_salmon</text>
</g>
<!-- 22&#45;&gt;37 -->
<g id="edge65" class="edge">
<title>22&#45;&gt;37</title>
<path fill="none" stroke="grey" stroke-width="2" d="M434.25,-657.81C516.32,-648.71 659.23,-631.81 781,-612 788.31,-610.81 795.95,-609.46 803.53,-608.05"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="804.25,-611.48 813.43,-606.17 802.95,-604.6 804.25,-611.48"/>
<!-- 22&#45;&gt;1 -->
<g id="edge14" class="edge">
<title>22&#45;&gt;1</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M429,-143.8314C429,-136.131 429,-126.9743 429,-118.4166"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="432.5001,-118.4132 429,-108.4133 425.5001,-118.4133 432.5001,-118.4132"/>
</g>
<!-- 23 -->
<g id="node24" class="node">
<title>23</title>
<path fill="none" stroke="#88d856" stroke-width="2" d="M452.5,-396C452.5,-396 369.5,-396 369.5,-396 363.5,-396 357.5,-390 357.5,-384 357.5,-384 357.5,-372 357.5,-372 357.5,-366 363.5,-360 369.5,-360 369.5,-360 452.5,-360 452.5,-360 458.5,-360 464.5,-366 464.5,-372 464.5,-372 464.5,-384 464.5,-384 464.5,-390 458.5,-396 452.5,-396"/>
<text text-anchor="middle" x="411" y="-375.5" font-family="sans" font-size="10.00">merge_TIN_scores</text>
</g>
<!-- 23&#45;&gt;10 -->
<g id="edge30" class="edge">
<title>23&#45;&gt;10</title>
<path fill="none" stroke="grey" stroke-width="2" d="M413.56,-359.85C419.1,-322.83 432.21,-235.18 438.9,-190.39"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="442.41,-190.64 440.42,-180.23 435.48,-189.6 442.41,-190.64"/>
</g>
<!-- 24 -->
<g id="node25" class="node">
<title>24</title>
<path fill="none" stroke="#68d856" stroke-width="2" d="M974,-252C974,-252 882,-252 882,-252 876,-252 870,-246 870,-240 870,-240 870,-228 870,-228 870,-222 876,-216 882,-216 882,-216 974,-216 974,-216 980,-216 986,-222 986,-228 986,-228 986,-240 986,-240 986,-246 980,-252 974,-252"/>
<text text-anchor="middle" x="928" y="-231.5" font-family="sans" font-size="10.00">alfa_qc_all_samples</text>
<path fill="none" stroke="#d8ac56" stroke-width="2" d="M521.9746,-252C521.9746,-252 406.0254,-252 406.0254,-252 400.0254,-252 394.0254,-246 394.0254,-240 394.0254,-240 394.0254,-228 394.0254,-228 394.0254,-222 400.0254,-216 406.0254,-216 406.0254,-216 521.9746,-216 521.9746,-216 527.9746,-216 533.9746,-222 533.9746,-228 533.9746,-228 533.9746,-240 533.9746,-240 533.9746,-246 527.9746,-252 521.9746,-252"/>
<text text-anchor="middle" x="464" y="-231" font-family="sans" font-size="10.00" fill="#000000">salmon_quantmerge_genes</text>
</g>
<!-- 24&#45;&gt;11 -->
<g id="edge31" class="edge">
<title>24&#45;&gt;11</title>
<path fill="none" stroke="grey" stroke-width="2" d="M898.16,-215.88C882.06,-206.64 862,-195.13 844.71,-185.21"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="846.37,-182.13 835.96,-180.19 842.89,-188.2 846.37,-182.13"/>
</g>
<!-- 25 -->
<g id="node26" class="node">
<title>25</title>
<path fill="none" stroke="#d8a456" stroke-width="2" d="M1115,-396C1115,-396 993,-396 993,-396 987,-396 981,-390 981,-384 981,-384 981,-372 981,-372 981,-366 987,-360 993,-360 993,-360 1115,-360 1115,-360 1121,-360 1127,-366 1127,-372 1127,-372 1127,-384 1127,-384 1127,-390 1121,-396 1115,-396"/>
<text text-anchor="middle" x="1054" y="-375.5" font-family="sans" font-size="10.00">rename_star_rpm_for_alfa</text>
</g>
<!-- 25&#45;&gt;15 -->
<g id="edge36" class="edge">
<title>25&#45;&gt;15</title>
<path fill="none" stroke="grey" stroke-width="2" d="M1054,-359.7C1054,-351.98 1054,-342.71 1054,-334.11"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="1057.5,-334.1 1054,-324.1 1050.5,-334.1 1057.5,-334.1"/>
</g>
<!-- 31 -->
<g id="node32" class="node">
<title>31</title>
<path fill="none" stroke="#56a9d8" stroke-width="2" d="M968,-324C968,-324 938,-324 938,-324 932,-324 926,-318 926,-312 926,-312 926,-300 926,-300 926,-294 932,-288 938,-288 938,-288 968,-288 968,-288 974,-288 980,-294 980,-300 980,-300 980,-312 980,-312 980,-318 974,-324 968,-324"/>
<text text-anchor="middle" x="953" y="-303.5" font-family="sans" font-size="10.00">alfa_qc</text>
</g>
<!-- 25&#45;&gt;31 -->
<g id="edge55" class="edge">
<title>25&#45;&gt;31</title>
<path fill="none" stroke="grey" stroke-width="2" d="M1029.29,-359.88C1016.33,-350.89 1000.27,-339.76 986.23,-330.03"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="988.02,-327.01 977.8,-324.19 984.03,-332.76 988.02,-327.01"/>
</g>
<!-- 26&#45;&gt;17 -->
<g id="edge38" class="edge">
<title>26&#45;&gt;17</title>
<path fill="none" stroke="grey" stroke-width="2" d="M540.03,-359.7C538.71,-351.98 537.12,-342.71 535.65,-334.11"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="539.07,-333.37 533.93,-324.1 532.17,-334.55 539.07,-333.37"/>
<!-- 23&#45;&gt;0 -->
<g id="edge2" class="edge">
<title>23&#45;&gt;0</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M534.0551,-216.5212C567.1209,-206.7127 601.4297,-193.7111 611,-180 642.4505,-134.9413 593.0504,-76.1333 558.3236,-43.1921"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="560.4564,-40.3974 550.7375,-36.1791 555.7046,-45.5375 560.4564,-40.3974"/>
</g>
<!-- 26&#45;&gt;18 -->
<g id="edge40" class="edge">
<title>26&#45;&gt;18</title>
<path fill="none" stroke="grey" stroke-width="2" d="M577.25,-359.88C596.06,-350.47 619.58,-338.71 639.67,-328.67"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="641.24,-331.79 648.62,-324.19 638.11,-325.53 641.24,-331.79"/>
<!-- 23&#45;&gt;22 -->
<g id="edge43" class="edge">
<title>23&#45;&gt;22</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M455.168,-215.8314C451.3014,-207.8771 446.6794,-198.369 442.4032,-189.5723"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="445.4707,-187.8768 437.9509,-180.4133 439.1751,-190.9371 445.4707,-187.8768"/>
</g>
<!-- 27&#45;&gt;20 -->
<g id="edge41" class="edge">
<title>27&#45;&gt;20</title>
<path fill="none" stroke="grey" stroke-width="2" d="M192.73,-719.7C193.5,-711.98 194.43,-702.71 195.29,-694.11"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="198.78,-694.4 196.29,-684.1 191.81,-693.71 198.78,-694.4"/>
<!-- 24&#45;&gt;23 -->
<g id="edge45" class="edge">
<title>24&#45;&gt;23</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M564.1861,-287.8314C546.7293,-278.4516 525.2513,-266.9112 506.6648,-256.9244"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="508.2686,-253.8129 497.803,-252.1628 504.9554,-259.9792 508.2686,-253.8129"/>
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<!-- 28 -->
<g id="node29" class="node">
<title>28</title>
<path fill="none" stroke="#8fd856" stroke-width="2" d="M250.5,-540C250.5,-540 149.5,-540 149.5,-540 143.5,-540 137.5,-534 137.5,-528 137.5,-528 137.5,-516 137.5,-516 137.5,-510 143.5,-504 149.5,-504 149.5,-504 250.5,-504 250.5,-504 256.5,-504 262.5,-510 262.5,-516 262.5,-516 262.5,-528 262.5,-528 262.5,-534 256.5,-540 250.5,-540"/>
<text text-anchor="middle" x="200" y="-519.5" font-family="sans" font-size="10.00">extract_transcriptome</text>
<path fill="none" stroke="#d6d856" stroke-width="2" d="M698.3516,-252C698.3516,-252 563.6484,-252 563.6484,-252 557.6484,-252 551.6484,-246 551.6484,-240 551.6484,-240 551.6484,-228 551.6484,-228 551.6484,-222 557.6484,-216 563.6484,-216 563.6484,-216 698.3516,-216 698.3516,-216 704.3516,-216 710.3516,-222 710.3516,-228 710.3516,-228 710.3516,-240 710.3516,-240 710.3516,-246 704.3516,-252 698.3516,-252"/>
<text text-anchor="middle" x="631" y="-231" font-family="sans" font-size="10.00" fill="#000000">salmon_quantmerge_transcripts</text>
</g>
<!-- 28&#45;&gt;21 -->
<g id="edge42" class="edge">
<title>28&#45;&gt;21</title>
<path fill="none" stroke="grey" stroke-width="2" d="M200,-503.87C200,-479.67 200,-435.21 200,-406.39"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="203.5,-406.19 200,-396.19 196.5,-406.19 203.5,-406.19"/>
</g>
<!-- 33 -->
<g id="node34" class="node">
<title>33</title>
<path fill="none" stroke="#56d8a9" stroke-width="2" d="M563,-468C563,-468 369,-468 369,-468 363,-468 357,-462 357,-456 357,-456 357,-444 357,-444 357,-438 363,-432 369,-432 369,-432 563,-432 563,-432 569,-432 575,-438 575,-444 575,-444 575,-456 575,-456 575,-462 569,-468 563,-468"/>
<text text-anchor="middle" x="466" y="-447.5" font-family="sans" font-size="10.00">concatenate_transcriptome_and_genome</text>
<!-- 24&#45;&gt;28 -->
<g id="edge54" class="edge">
<title>24&#45;&gt;28</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M606.3273,-287.8314C609.973,-279.8771 614.3309,-270.369 618.3627,-261.5723"/>
<polygon fill="#c0c0c0" stroke="#c0c0c0" stroke-width="2" points="621.5757,-262.9622 622.5606,-252.4133 615.2123,-260.0456 621.5757,-262.9622"/>
</g>
<!-- 28&#45;&gt;33 -->
<g id="edge60" class="edge">
<title>28&#45;&gt;33</title>
<path fill="none" stroke="grey" stroke-width="2" d="M262.7,-504.5C301.16,-494.38 350.61,-481.37 391.12,-470.71"/>
<polygon fill="grey" stroke="grey" stroke-width="2" points="392.16,-474.05 400.94,-468.12 390.38,-467.28 392.16,-474.05"/>
<!-- 25&#45;&gt;24 -->
<g id="edge47" class="edge">
<title>25&#45;&gt;24</title>
<path fill="none" stroke="#c0c0c0" stroke-width="2" d="M490.3373,-359.8314C509.3396,-350.3302 532.7758,-338.6121 552.9252,-328.5374"/>
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<!-- 29&#45;&gt;22 -->
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<title>29&#45;&gt;22</title>
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<!-- 25&#45;&gt;27 -->
<g id="edge51" class="edge">
<title>25&#45;&gt;27</title>
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<!-- 30 -->
<g id="node31" class="node">
<title>30</title>
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<!-- 26&#45;&gt;25 -->
<g id="edge48" class="edge">
<title>26&#45;&gt;25</title>
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<!-- 30&#45;&gt;23 -->
<!-- 27&#45;&gt;23 -->
<g id="edge44" class="edge">
<title>30&#45;&gt;23</title>
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<!-- 31&#45;&gt;24 -->
<g id="edge45" class="edge">
<title>31&#45;&gt;24</title>
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<title>32</title>
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<text text-anchor="middle" x="863" y="-447.5" font-family="sans" font-size="10.00">star_rpm</text>
<title>27&#45;&gt;23</title>
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<!-- 32&#45;&gt;25 -->
<g id="edge46" class="edge">
<title>32&#45;&gt;25</title>
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<!-- 33&#45;&gt;26 -->
<g id="edge47" class="edge">
<title>33&#45;&gt;26</title>
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<!-- 27&#45;&gt;28 -->
<g id="edge53" class="edge">
<title>27&#45;&gt;28</title>
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<!-- 34&#45;&gt;30 -->
<g id="edge52" class="edge">
<title>34&#45;&gt;30</title>
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<!-- 28&#45;&gt;0 -->
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<title>28&#45;&gt;0</title>
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<!-- 34&#45;&gt;32 -->
<g id="edge57" class="edge">
<title>34&#45;&gt;32</title>
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<!-- 28&#45;&gt;22 -->
<g id="edge42" class="edge">
<title>28&#45;&gt;22</title>
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<!-- 35 -->
<g id="node36" class="node">
<title>35</title>
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<!-- 29 -->
<g id="node30" class="node">
<title>29</title>
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<!-- 34&#45;&gt;35 -->
<g id="edge63" class="edge">
<title>34&#45;&gt;35</title>
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<!-- 29&#45;&gt;1 -->
<g id="edge10" class="edge">
<title>29&#45;&gt;1</title>
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<!-- 35&#45;&gt;30 -->
<g id="edge54" class="edge">
<title>35&#45;&gt;30</title>
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<polygon fill="grey" stroke="grey" stroke-width="2" points="701.28,-476.92 695.4,-468.1 694.5,-478.66 701.28,-476.92"/>
<!-- 30&#45;&gt;0 -->
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<title>30&#45;&gt;0</title>
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<!-- 35&#45;&gt;32 -->
<g id="edge59" class="edge">
<title>35&#45;&gt;32</title>
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<polygon fill="grey" stroke="grey" stroke-width="2" points="825.27,-471.99 832.93,-464.67 822.38,-465.62 825.27,-471.99"/>
<!-- 30&#45;&gt;29 -->
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<title>30&#45;&gt;29</title>
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<!-- 36 -->
<g id="node37" class="node">
<title>36</title>
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<!-- 31&#45;&gt;0 -->
<g id="edge6" class="edge">
<title>31&#45;&gt;0</title>
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<!-- 36&#45;&gt;30 -->
<g id="edge51" class="edge">
<title>36&#45;&gt;30</title>
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<!-- 31&#45;&gt;29 -->
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<title>31&#45;&gt;29</title>
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<!-- 37&#45;&gt;30 -->
<g id="edge53" class="edge">
<title>37&#45;&gt;30</title>
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<title>32</title>
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<!-- 37&#45;&gt;32 -->
<g id="edge58" class="edge">
<title>37&#45;&gt;32</title>
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<!-- 32&#45;&gt;1 -->
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<title>32&#45;&gt;1</title>
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<!-- 37&#45;&gt;35 -->
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......@@ -81,26 +81,26 @@ results/samples/synthetic_10_reads_mate_1_synthetic_10_reads_mate_1/synthetic_10
results/transcriptome/homo_sapiens/transcriptome.fa
results/alfa_indexes/homo_sapiens/75/ALFA/sorted_genes.stranded.ALFA_index
results/alfa_indexes/homo_sapiens/75/ALFA/sorted_genes.unstranded.ALFA_index
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results/multiqc_summary/multiqc_data/multiqc_fastqc.txt
results/multiqc_summary/multiqc_data/multiqc_cutadapt.txt
results/multiqc_summary/multiqc_data/multiqc_cutadapt_1.txt
......
......@@ -63,26 +63,26 @@ d41d8cd98f00b204e9800998ecf8427e results/samples/synthetic_10_reads_mate_1_synt
3ce47cb1d62482c5d62337751d7e8552 results/transcriptome/homo_sapiens/transcriptome.fa
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2caebc23faf78fdbbbdbb118d28bd6b5 results/alfa_indexes/homo_sapiens/75/ALFA/sorted_genes.unstranded.ALFA_index
bcccf679a8c083d01527514c9f5680a0 results/samples/synthetic_10_reads_mate_1_synthetic_10_reads_mate_1/ALFA/UniqueMultiple/synthetic_10_reads_mate_1_synthetic_10_reads_mate_1.UniqueMultiple.minus.bg
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ed3428feeb7257b0a69ead76a417e339 results/samples/synthetic_10_reads_mate_1_synthetic_10_reads_mate_1/bigWig/Unique/synthetic_10_reads_mate_1_synthetic_10_reads_mate_1_Unique_minus.bw
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ba090b1b4a2473891de97493d3244956 results/multiqc_summary/multiqc_data/multiqc_fastqc.txt
d8118d944149eecc691d182448696e7f results/multiqc_summary/multiqc_data/multiqc_cutadapt.txt
a127fabda5c3aad9d95414dc4fbc11c3 results/multiqc_summary/multiqc_data/multiqc_cutadapt_1.txt
......
......@@ -31,6 +31,12 @@ directionality_dict = {
"alfa_plus": "str2",
"alfa_minus": "str1"},
}
# dict for alfa output"
alfa_dict = {
"MultimappersIncluded":"UniqueMultiple" ,
"UniqueMappers":"Unique"
}
# Validat config
validate(config, os.path.join("..", "resources", "config_schema.json"))
logger.info(f'Config file after validation: {config}')
......@@ -147,11 +153,11 @@ rule finish:
"samples",
"{sample}",
"bigWig",
"{unique_type}",
"{sample}_{unique_type}_{strand}.bw"),
"{renamed_unique}",
"{sample}_{renamed_unique}_{strand}.bw"),
sample=pd.unique(samples_table.index.values),
strand=["plus", "minus"],
unique_type=["Unique", "UniqueMultiple"]),
renamed_unique=alfa_dict.keys()),
salmon_merge_genes = expand(
os.path.join(
config["output_dir"],
......@@ -1344,7 +1350,7 @@ rule rename_star_rpm_for_alfa:
"STAR_coverage",
"{sample}_Signal.{unique}.{plus}.out.bg"),
sample=wildcards.sample,
unique=wildcards.unique,
unique=alfa_dict[wildcards.renamed_unique],
plus=get_directionality(get_sample(
'libtype',
search_id='index',
......@@ -1358,7 +1364,7 @@ rule rename_star_rpm_for_alfa:
"STAR_coverage",
"{sample}_Signal.{unique}.{minus}.out.bg"),
sample=wildcards.sample,
unique=wildcards.unique,
unique=alfa_dict[wildcards.renamed_unique],
minus=get_directionality(get_sample(
'libtype',
search_id='index',
......@@ -1370,15 +1376,15 @@ rule rename_star_rpm_for_alfa:
"samples",
"{sample}",
"ALFA",
"{unique}",
"{sample}.{unique}.plus.bg")),
"{renamed_unique}",
"{sample}.{renamed_unique}.plus.bg")),
minus = temp(os.path.join(
config["output_dir"],
"samples",
"{sample}",
"ALFA",
"{unique}",
"{sample}.{unique}.minus.bg"))
"{renamed_unique}",
"{sample}.{renamed_unique}.minus.bg"))
params:
cluster_log_path = config["cluster_log_dir"]
......@@ -1388,12 +1394,12 @@ rule rename_star_rpm_for_alfa:
config["log_dir"],
"samples",
"{sample}",
current_rule + "_{unique}.stderr.log"),
current_rule + "_{renamed_unique}.stderr.log"),
stdout = os.path.join(
config["log_dir"],
"samples",
"{sample}",
current_rule + "_{unique}.stdout.log")
current_rule + "_{renamed_unique}.stdout.log")
singularity:
"docker://ubuntu:focal-20210416"
......@@ -1479,20 +1485,26 @@ rule alfa_qc:
Run ALFA from stranded bedgraph files
'''
input:
plus = os.path.join(
config["output_dir"],
"samples",
"{sample}",
"ALFA",
"{unique}",
"{sample}.{unique}.plus.bg"),
minus = os.path.join(
config["output_dir"],
"samples",
"{sample}",
"ALFA",
"{unique}",
"{sample}.{unique}.minus.bg"),
plus = lambda wildcards:
os.path.join(
config["output_dir"],
"samples",
wildcards.sample,
"ALFA",
wildcards.renamed_unique,
wildcards.sample + "." + wildcards.renamed_unique + ".plus.bg"
),
minus = lambda wildcards:
os.path.join(
config["output_dir"],
"samples",
wildcards.sample,
"ALFA",
wildcards.renamed_unique,
wildcards.sample + "." + wildcards.renamed_unique + ".minus.bg"
),
gtf = lambda wildcards:
os.path.join(
config["alfa_indexes"],
......@@ -1513,21 +1525,21 @@ rule alfa_qc:
"samples",
"{sample}",
"ALFA",
"{unique}",
"{renamed_unique}",
"ALFA_plots.Biotypes.pdf")),
categories = temp(os.path.join(
config["output_dir"],
"samples",
"{sample}",
"ALFA",
"{unique}",
"{renamed_unique}",
"ALFA_plots.Categories.pdf")),
table = os.path.join(
config["output_dir"],
"samples",
"{sample}",
"ALFA",
"{unique}",
"{renamed_unique}",
"{sample}.ALFA_feature_counts.tsv")
params:
......@@ -1570,7 +1582,7 @@ rule alfa_qc:
config["log_dir"],
"samples",
"{sample}",
current_rule + ".{unique}.log")
current_rule + ".{renamed_unique}.log")
shell:
"(cd {params.out_dir}; \
......@@ -1690,10 +1702,10 @@ rule multiqc_report:
"samples",
"{sample}",
"ALFA",
"{unique}",
"{renamed_unique}",
"{sample}.ALFA_feature_counts.tsv"),
sample=pd.unique(samples_table.index.values),
unique=["Unique", "UniqueMultiple"]),
renamed_unique=alfa_dict.keys()),
zpca_salmon = expand(os.path.join(
config["output_dir"],
......@@ -1766,8 +1778,8 @@ rule sort_bed_4_big:
"samples",
"{sample}",
"ALFA",
"{unique}",
"{sample}.{unique}.{strand}.bg")
"{renamed_unique}",
"{sample}.{renamed_unique}.{strand}.bg")
output:
sorted_bg = temp(os.path.join(
......@@ -1775,8 +1787,8 @@ rule sort_bed_4_big:
"samples",
"{sample}",
"bigWig",
"{unique}",
"{sample}_{unique}_{strand}.sorted.bg"))
"{renamed_unique}",
"{sample}_{renamed_unique}_{strand}.sorted.bg"))
params:
cluster_log_path = config["cluster_log_dir"],
......@@ -1799,7 +1811,7 @@ rule sort_bed_4_big:
config["log_dir"],
"samples",
"{sample}",
current_rule + "_{unique}_{strand}.stderr.log")
current_rule + "_{renamed_unique}_{strand}.stderr.log")
shell:
"(sortBed \
......@@ -1819,8 +1831,8 @@ rule prepare_bigWig:
"samples",
"{sample}",
"bigWig",
"{unique}",
"{sample}_{unique}_{strand}.sorted.bg"),
"{renamed_unique}",
"{sample}_{renamed_unique}_{strand}.sorted.bg"),
chr_sizes = lambda wildcards:
os.path.join(
config['star_indexes'],
......@@ -1841,8 +1853,8 @@ rule prepare_bigWig:
"samples",
"{sample}",
"bigWig",
"{unique}",
"{sample}_{unique}_{strand}.bw")
"{renamed_unique}",
"{sample}_{renamed_unique}_{strand}.bw")
params:
cluster_log_path = config["cluster_log_dir"],
......@@ -1863,13 +1875,13 @@ rule prepare_bigWig:
config["log_dir"],
"samples",
"{sample}",
current_rule + "_{unique}_{strand}.stderr.log"),
current_rule + "_{renamed_unique}_{strand}.stderr.log"),
stdout = os.path.join(
config["log_dir"],
"samples",
"{sample}",
current_rule + "_{unique}_{strand}.stdout.log")
current_rule + "_{renamed_unique}_{strand}.stdout.log")
shell:
"(bedGraphToBigWig \
......