class: center, middle, inverse, title-slide # A beginners guide to Call SNPs and indels: Part I ## <em>Quality Control and Mapping</em> ### Lijia Yu ### 2019/06/28<br/>(updated: 2020-10-05) --- # Outline 1. Review 2. Quality Control 3. Alignment/Mapping --- ### Q1: Why we need Whitespace when write programming language? > Whitespace serves mostly to separate tokens (command line arguments), unlike languages like Python where it is an important part of the syntax, or Fortran where it is immaterial. -- ### Q2: What is `ll` stand for ? - ```bash type ll ``` type command is used for displaying information about command type. It displays if command is an alias,shell function, shell builtin, disk file, or shell reserved word.¹ .footnote[ [1] [type command : display information about command type on Linux](https://sharadchhetri.com/2014/04/04/type-command-display-information-command-type-linux/) ] --- - ```bash man type ``` `man` is used to display the user manual of `type` (any command) that we can run on the terminal.  -- ### Q3: What is the difference between **Console** and **Terminal**? The RStudio terminal provides access to the **system** shell from within the RStudio IDE. R Console includes an interpreter, so you can write **R** code in it. --- # Encoding  --- # FASTQ ``` @NCCL-000000f0-ba51-4443-9096-3fd0e846a363/1 GATATGGGTGAATATAGAAAAGTCTTCAAATAAAAAAATA + cccccghhhghhhhhhhhhhhhhhhhhhhhhhhhhhhhhh @NCCL-00000acb-689a-4a96-8a0c-2b4de1c1e294/1 CATATTTTGGTTATGTTGTAAAATTTCTTCACTCTGAATG + caac_eebec[_g^b[egghhghhgPeggehhfghhfdhd @NCCL-00000aed-7f8d-46b6-be65-ef860566b017/1 GGTGGTAGAATGTCCAGATGAAAGCTTCATTCAACCCATC + _a[c`gP[e_dgghgdebfgdbeb^_f_ffdg^bPbdgge @NCCL-00000bf3-b23f-4649-811f-6a58cc1507cd/1 GTGTCCTTCCCTTCTTCCTATCCTCTGCCACTGCCTCGCT + ccccchhhhhhhhhhhhhhhhghhhhghhhhh^ghgghhh ``` --- # Single end vs Paired end .center[<img src="https://www.yourgenome.org/sites/default/files/images/illustrations/bioinformatics_single-end_pair-end_reads_yourgenome.png" width="350">] .footnote[ [1] [Question: paired end illumina reads](https://www.biostars.org/p/162806/) ] --- # Quality Control .center[<img src="https://blog.omictools.com/wp-content/uploads/2017/11/NGS-QC-figure-omictools.png" width="550">] .footnote[ [1] [Best bioinformatics software for RNA-seq quality control](https://omictools.com/blog/your-top-3-rna-seq-quality-control-tools) ] --- # Quality Control ## tools **1.FASTQC** (https://www.bioinformatics.babraham.ac.uk/projects/fastqc/) A quality control tool for high throughput sequence data. -- **2.FASTX-Toolkit** (http://hannonlab.cshl.edu/fastx_toolkit/) The FASTX-Toolkit is a collection of command line tools for Short-Reads FASTA/FASTQ files preprocessing. -- **3.FASTP** (https://github.com/OpenGene/fastp) An ultra-fast all-in-one FASTQ preprocessor (QC/adapters/trimming/filtering/splitting/merging...) --- # Create directory and symbolic link ```bash cd ~ mkdir ./project/out mkdir ./tmp mkdir ./project/src mkdir ./project/in cd ./project/in ln -rs /home/admin/ILLUMINA_FASTQ/*.gz ./ ``` The `ln` command is a standard Unix command utility used to create a hard link or a symbolic link to an existing file. - `-s, --symbolic` make symbolic links instead of hard links - `-r, --relative` create symbolic links relative to link location --- # File Path ### Absolute Path ```bash /home/admin/software/FastQC/fastqc -t 1 \ -o /home/yulijia/project/out \ --noextract \ -d /home/yulijia/project/tmp \ -f fastq \ /home/admin/ILLUMINA_FASTQ/cancer_R1.fq.gz \ /home/admin/ILLUMINA_FASTQ/cancer_R2.fq.gz ``` An absolute path is defined as the specifying the location of a file or directory from the root directory(`/`). ¹ To write an absolute path-name: - Start at the root directory (`/`) and work down. - Write a slash (`/`) after every directory name (last one is optional) .footnote[ [1] [Absolute and Relative Pathnames in UNIX](https://www.geeksforgeeks.org/absolute-relative-pathnames-unix/) ] --- # File Path ### Relative Path ```bash /home/admin/software/FastQC/fastqc -t 1 \ -o ../out \ --noextract \ -d ../tmp \ -f fastq \ ../in/cancer_R1.fq.gz \ ../in/cancer_R2.fq.gz ``` Relative path is defined as the path related to the present working directly(`pwd`). It starts at your current directory and never starts with a `/` . --- # FASTQC ```bash /home/admin/software/FastQC/fastqc -t 1 \ -o /home/yulijia/project/out \ --noextract \ -d /home/yulijia/project/tmp \ -f fastq \ /home/admin/ILLUMINA_FASTQ/cancer_R1.fq.gz \ /home/admin/ILLUMINA_FASTQ/cancer_R2.fq.gz ``` - `-t --threads` Specifies the number of files which can be processed simultaneously. Each thread will be allocated 250MB of memory so you shouldn't run more threads than your available memory will cope with, and not more than 6 threads on a 32 bit machine --- # FASTQC ```bash /home/admin/software/FastQC/fastqc -t 1 \ -o /home/yulijia/project/out \ --noextract \ -d /home/yulijia/project/tmp \ -f fastq \ /home/admin/ILLUMINA_FASTQ/cancer_R1.fq.gz \ /home/admin/ILLUMINA_FASTQ/cancer_R2.fq.gz ``` - `-o --outdir` Create all output files in the specified output directory. Please note that this directory must exist as the program will not create it. If this option is not set then the output file for each sequence file is created in the same directory as the sequence file which was processed. --- # FASTQC ```bash /home/admin/software/FastQC/fastqc -t 1 \ -o /home/yulijia/project/out \ --noextract \ -d /home/yulijia/project/tmp \ -f fastq \ /home/admin/ILLUMINA_FASTQ/cancer_R1.fq.gz \ /home/admin/ILLUMINA_FASTQ/cancer_R2.fq.gz ``` - `--noextract` Do not uncompress the output file after creating it. You should set this option if you do not wish to uncompress the output when running in non-interactive mode. --- # FASTQC ```bash /home/admin/software/FastQC/fastqc -t 1 \ -o /home/yulijia/project/out \ --noextract \ -d /home/yulijia/project/tmp \ -f fastq \ /home/admin/ILLUMINA_FASTQ/cancer_R1.fq.gz \ /home/admin/ILLUMINA_FASTQ/cancer_R2.fq.gz ``` - `-d --dir` Selects a directory to be used for temporary files written when generating report images. Defaults to system temp directory if not specified. --- # FASTQC ```bash /home/admin/software/FastQC/fastqc -t 1 \ -o /home/yulijia/project/out \ --noextract \ -d /home/yulijia/project/tmp \ -f fastq \ /home/admin/ILLUMINA_FASTQ/cancer_R1.fq.gz \ /home/admin/ILLUMINA_FASTQ/cancer_R2.fq.gz ``` - `-f --format` Bypasses the normal sequence file format detection and forces the program to use the specified format. Valid formats are bam, sam, bam_mapped, sam_mapped and fastq. --- # FASTQC ```bash /home/admin/software/FastQC/fastqc -t 1 \ -o /home/yulijia/project/out \ --noextract \ -d /home/yulijia/project/tmp \ -f fastq \ /home/admin/ILLUMINA_FASTQ/cancer_R1.fq.gz \ /home/admin/ILLUMINA_FASTQ/cancer_R2.fq.gz ``` ```bash SYNOPSIS fastqc [-o output dir] [--(no)extract] [-f fastq|bam|sam] [-c contaminant file] seqfile1 .. seqfileN ``` --- # FASTQC ### Basic Statistics #### Good example | Measure | Value | |-----------------------------------|-------------------------| | Filename | good_sequence_short.txt | | File type | Conventional base calls | | Encoding | Illumina 1.5 | | Total Sequences | 250000 | | Sequences flagged as poor quality | 0 | | Sequence length | 40 | | %GC | 45 | --- # FASTQC ### Per base sequence quality (good) .center[<img 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" width="550">] --- # FASTQC ### Per base sequence quality (bad) .center[<img 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" width="550">] --- # FASTQC ### Per tile sequence quality (good) .center[<img src="data:image/png;base64,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" width="450">] This graph will only appear in your analysis results if you're using an Illumina library which retains its original sequence identifiers. Encoded in these is the flowcell tile from which each read came. --- # FASTQC ### Per tile sequence quality (bad) .center[<img 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KPzpI7wPMa71/gtpH6fU3+O7RE28qfy6k8GrD9xNd5yOvq9pRJYY98PTpxdCFgCLAEWYAEWYAFWcrFnn2AJsAALsAALsAALsBJgXfyACrAEWIAFWIAFWIAFWFZylySp9S8DHrpjB1iSJAGWAEuSJMASYAGWJAmwBFiLL/Y8f3UGwJIkSYC14GLPgCVJkrQWWNkCDYAlSZIAa9bFngFLkiRpLbDiJUYBS5IkARZgSZK0sHhh/Xhd9fgW6x+c+GeMF2Qvf1TbXOwZsCRJAizA2uRiz4AlSRJgAVaziz0PLo4FWJIkwAIswLKSuyRJ0vUOcgcsSZIkwJIkSQIsSZKk4wBr8Hh2B7mrqLvy4mMq63/G+rt6hOcxLr6rXuZbVP881h+r/j7tbdpT2nPax7T4Z0wf1eQswosLNMwxlle7AAuwAAuwAAuwAGvBCliAJW/MgAVYgAVYgAVYy4A1+P0gYMkbM2ABFmABFmABVgisr3hyDJYAC7AAC7AAC7AAq/1XhIPYmmmsnnboR3g9xz2mdbTGcf2WU/8z1m858c7uXVp8V+PnMX7vid8m4wfnvrz6XwbqDRH3obyOttX4rpbfYjNgdfAVIWABFmABFmABFmAB1g6BNfGpFWABFmABFmABFmABFmDlwBo81qqDY7AAC7AAC7AAC7AAC7D2CSwruUuSJLlUjiRJEmBJkiQBFmBJkiStAtb58exLj3AHLEmSBFjLLvYMWJIkCbAaX+wZsCRJEmA1uNizrwglSZJCYE1fc9DFniVJktpcizD4utBDL6mP4sXKPXQSYAGWJAGWpOsAa/Biz+cHYwGWJMDy0EmAtepiz6c/joPcJQEWYEmAZSV3SZIkwJIkSQIswJIkSYAFWJIkSYXAcrFnSZKklsC6uPbVfpdpuEvr6Bnt6HSnN2l35XW0AdjIndMnBT2nPabFbwFv08rvapuLPfex0Kj3HsACLBu5JMDaLbCmvw0ELO89gAVYNnIJsACr8cWe93sMlvcewAIsG7kkwNr/V4RzLk3oIHdJkuQg9xBYi04hBCxJkgRYUxd7DnQFWJIkCbCmFsHKrvfsoZckSYB14JXc42PxbGGSJAEWYAGWJEkCLMCSJEmABViSJAmwzhcaPT+S/cYv9gxYkiRpU2ANXhvn9XoNlmmQJEmA1QBYfVyLUJIkqZevCAFLkiSpwUHuY8u4W2hUkiQpP4twcCV3n2BJkiS1AZavCCVJkhJgnX9kFesKsCRJEmBNXdE5WAQLsCRJEmAdeyV3SZIkwJIkSQIsSZIkwAIsSZIkwJIkSdojsCZOGFx6LqGHXt10l/Z9WnyL8c/4Js3moZvvvp+e0h7Ki+9q/DzGdzV9Ohpc7HnR8leAJcACLAmwAAuwLgMr0BVgCbAASwIswAKsqe8Bv16CcNFao160AizAkgALsABr4Iir6f8NWDp679M8dJJ02LMIX6PKxZ4lwJIkAZYEWJKkHQDr/ALPg9gCLAmwJAmwFgBrbLGrpYtgAZYAC7AkCbA2WMn98SWs/kyQjk6wqj/77AjVP6rxLdaftVT/dLxNi3/G+OQjrx3ZywEWYAGWAAuwAEv2ct47AAuwvEgAC7AAS/LeAViA5UVi1wNYgCXZywHW/JXclx7hfp2D3G1A9iA3vwHEFIgfnJg7Hf3eUv+72XPax7T69bjj37HjTS4+6ST+GeOnI74IxIe05/Lip+NdWrzJpT9jm4s9B9cl9P4qGwBgARZgARZgARZgCbAAC7AAC7AAC7C2Adb0Oli+IhRgARZgARZgARZgNbjY8/Qfjv6j9e929VcLj5/OeIde/25Xv5d8Ku/lP7PijfX08ueweNdT/6YVF7+FxLfYEQXifkj7Oa3eEPEtxj/jL2m/pn1Ki3/G+K7+WF78M6aPaoNrEYZfEQIWYAEWYAEWYAEWYAEWYAEWYAEWYAEWYAEWYDUG1uDFnieuAA1YgAVYgAVYgAVYgAVYycWeJ64ADViABViABViABViABVi1K7k7+8w5fb0sjx6r5Z9psQWPsK3elRf/ihUDq/7XyCOcKvumvHqax9V/HFD/sopvMf29BbAAC7AAC7AAC7AAC7AAC7AAC7AAC7AAC7AAC7AAS4AFWIAFWIAFWICVr+S+60vlSJIkldTmWoSvTyoELEmSBFhrgXX+aRZgSZIkwFr1FSFgSZIk5cAaXLQdsCRJkhoAa+K4K8CSJEmABViSJElXAtbEdZ2dRShJkhQCyzpYkiRJG35FuHYl93hN1fsDVP/gdLSMb7wed7wcc7ySe/zgxC/p+FGNN4D4FuNHtX6Z+/jBqd+nxxu5t0MJsAALsAALsAALsCTAAizAAizAAizAkgALsAALsAALsABLUj2wzs8inDgEfi8HuT+UF++X47eQ+B09vj75u/LiR7X+Hb1+A/iQFm/kn9LSC9Sfvi/vx7Sf0uJb/C6t/oUc73OeyntO+5z2Q1q8kX8qL76rH9PKXx1tgDXz/wVYgAVYgAVYgAVYgAVYw8D63U8TwNrpMg2ABViABViABViABVj7BNbXD6gGITV/KSzAAizAAizAAizAAizAmrVo+64XGo3xER83Gm9AL/8e9t8vYb+lxXuQeFuPX13xPiu+xfi9J95y6h/V+reQ+t1rvQXjByd+t6v/FSv+GeNbrN91xMKOX1Y/p8V39U9p8V2NN/Ly53EZsAYvjwNYgAVYgAVYgAVYgAVYq4B18YI5gAVYgAVYgAVYgAVYgBWug3Vuqfm6AizAAizAAizAAizAAqzLwFr08RVgARZgARZgARZgARZgbbCSe7yqckcLssfnnsSki09bi3ev9adY1p+aV7/Mff2DExsiVkv9OUTxKZb1J5HFT0f8Qj7CEvDxm079eYv1pzx/KC9+WcV7ufiupq9HwAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAKs/FqEC1Zyj1/P8Tv6Uz/VL44cF78T1K8cHb+e45/xf8Li95DT/76ExceNxsfGxsCqf3XEG0D9LwOxPmN8nA5Q/Wku8ZYT7+X6WR79CivypzIDLMACLMACLMACLMACrB0Aa+xahNMXgQYswAIswAIswAIswAKsZRd7nr4INGABFmABFmABFmABFmAtvtjz9EWgAQuwAAuwAAuwAAuwAGvZxZ4vXgR64B+NnRSfmRXvXstPPci3g3oLxjuC+NUVP6rxHiS+xXjh4P9IixdHrl9Xvf6spY/l1f+MMZRj78Y7q/iNuf7Bic8GjVc5j39vqV90Pu5TeeXXq2hzsefpi0ADFmABFmABFmABFmABVnixZ59gARZgARZgARZgARZgARZgARZgARZgARZgAdaegLV2Jff6hYPjW+zoENf6g9w7Oh6/HpH166rXLzpff7ZK/a4jPgA83lZPuokl4OOXVf3bXLx7rH863nQTYAEWYAEWYAGWAAuwAAuwAAuwAAuwBFiABViABViABViABViABViAtfhahPNXZ3j1n/TzrHT0jh6/nuM9SPyoxj9jvcziRzU2RMzW+FDlmHT1vwzUv6zifU68AdRTgKKk1rW82DNgARZgARZgAZakEFjTF3sGLMACLMACLMCSAKvNxZ4BC7AAC7AAC7Ak5cAa4xRgARZgARZgAZakxcCavqjz3oEVv03WU6CfsySuILO4en129FtE/elOcfWnWMaLldcDS7dx+mFHu46OHtXyp6PNxZ4BC7AAC7AAC7AEWIC19ixCn2ABFmABFmABlgALsLYF1sTHWoAFWIAFWIAFWIAFWIBVtZJ7PXfiW4wv3v5cXvzeU78ge/yoxsc4xz9j/HTED068kdc/j/EtdvQ81j8d8YPTEZSPUP0vdR2Rrv6ulr86AAuwAAuwAAuwBFiABViABViABViABViABViABViABViABViABViABVizlmk4X9590fWevfYkSZKFRkfPIsxWw/LQS5IkwAIsSZKkbYB1/lUgYEmSJDX4BOvcWI7BkiRJavkV4eD/BixJkm65+GTA+Jx3x2ABliRJgAVYl4F1/p0gYEmSBFiAtRZY1sGSJEmAteFXhGtXcrddbrHJeujUS/flecwlFb4jAxZgSYAlSYDl6QQsARZgSQIswAIsCbAkAdayiz0HR7gDFmAJsABLEmAtWAfrBoEVc6f+neBNWj3p4lt8TLObmOghLX4e4231obz4hRz/jM9p79Lil9XbtPiuPqXVmz7eAOJbrN+vxhtA/DzGL+SP1QEWYAGWAAuwAAuwAOvawDriV4SABViABViABViABVgFn2ANcupmFxoFLMACLMACLMACLMAq/oowuE6Og9wlx43e/pkcHf3eYoPcojfl2XK2+BmveJA7YEmyQwcsARZghcAavNjz2BWgAUuSHTpgARZgAVZ4seeJK0ADliQ7dMACLMACrFtfyb3+WPX643+PsM5k/THO5S9LC41ucuDwEbbVegocYd3X+hMyOlqGt6N3q3iHnD6PgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYN3qxZ8ACLMACLMACLMACrJ1/gjV4LULLNEhdGkKS1DQLjUqAJUm6NrCmvw0ELAmwJEmNL/ZsoVEJsCRJzb4iXKQrwFJP1R/kDlhbPB0dHcZry5EAK7gKIWAJsLxNAhZgSYB1mhZVoCvAEmB5mwQswJIAa+q6ztn1nj30Aixvk4AFWBJg9b+Su6QjF+PjMe0p7bG8I/zecoRtNX5w4m31CGuipo8qYEkCLMACLMACLMCSJMACLMACLMACLEmABViABViABViSAAuwAAuwAKsKWGNnCyZnEf7zJcz7hCRJuqWzCL9ZnWHNku6AJUmSAGt0JXfAkiRJAixJkqT9AavBMVifX7L++nLKOr19CbOhSLrt0h3yy/MpK75FT5ZuGViDulp6XULAkiTAAiwB1pcxQoVfEQKWJAEWYAmwxj6gAixJAizAktYC6/xwK8dgSRJgAZbU4CxCK7lLt9MRVseWJMCSBFiSBFiAJQGWJAmwJAGWJO3tIPc1R7hfB1jeQiZ6TIuvT37fT+/T6i8XX78B1Bf/jPHTEe866rfV+FSeD2nxLcYvq/p9Tkcbefx0xI/qQ1r96/FdWvqotr/YM2ABFmABFmABFmABFmA1vhYhYAEWYAEWYAEWYAEWYDUAlq8IAQuwAAuwAAuwAAuw1gJr0FLLFhp1BJwkSXKQ+5yL4QCWJElSg4s9A5YkSdLaZRrGROUrQkmSpNP6iz2PXf4ZsCRJEmAdYCX3N+V1tCnclVf/PHrBS2PVn+8mARZgARZgSYAFWBJgARZgAZYEWBJgARZgAZYEWJKD3Btc7Nnb5G0AK34eOyKdawAcvKe0+rsaL6tdf1fjZbVf/hUWr1Zfv8r5U3nxEvD2Dw2BNX0twgXLNAAWYAGWAAuwAAuwAGvm1XIAC7AAC7AAC7AAC7AAC7AEWIAlwAIswAKsHQBrpa6uc5B7fO3u+EUSHzcav0jqbzHeSz6nxTuCeAOIH9X4FuMdev3zGD8d8S2+T/suLd5W45/xsbz4UY0fnJf/yqp/n/zrS1i+B4h/qavf53T0+2d8V9NXR7OLPS/SFWABFmABFmABFmABFmBduNjz0lMIAQuwAAuwAAuwAAuwAKuxrgALsAALsAALsAALsABr9GLP8fWeAQuwAAuwAAuwAAuwAKv1Su71J5HFW178phXfYv1+OUZk/fk18Tt6/Yk58Y4g/hnjDSA+wSreVmPuxA/Op7R608ebXP3vLfV3Nd5Wf0yLt9V4L1f/cUD9W0D9qevlbzqABViABViABViABViABViABViABViABViABViABViABViABViABViABViXD3IfPJFw7we5119nPt4O6l9d9dt6vF/uyIL1u5764/E7Wh+//vXY0c9o3W1pDyu5f6Oob84oBCzAAizAAizAkgCrAbCCJd0BC7AAC7AAC7AkwAIswAIswAIswJJ0pa8I5wKr/iD3enzE73ZHOOD0ubz4eYyfjvjBqT9Zof68inru1K/fW7/PiW+xflu9L6/+APD6ZT/rf42s3wDq9+Tp+TFtLvb8+gh3wAIswAIswAIswAIswGoArOQrQsACLMACLMACLMACLMCaQ6gFZxECFmABFmABFmABFmAB1pyLPe96oVHAAizAAizAAizAAqzdfoLVZiX3+MH9R1q8e42flfjsg/o1x+P315g79T9jR8vcx8VPR/0vAx/TYgrEK7nHd/X7tPoHJ77F92nxgxPfYvxC7uhlFT848VtA/V2NbzFekT+9q4AFWIAFWIAFWIAFWIAFWIAFWIAFWIAFWIAFWIAFWIAFWIAFWIAFWIAFWIsv9hwc6n6Fo//ibb2eAvHrOd5L1gMrficof5Hkr+f4UY3vamyI+FH9Ke1zWnyLv6b9VF78a+Tf0+Jb/DktvqvxLf4l7Ze0+Bbrf8bfyvtbWv1GntZsodG6T7AAC7AAC7AAC7AAC7BuHliBrgALsAALsAALsAALsADrMrCWLoUFWIAFWIAFWIAFWIAFWK0v9gxYgAVYgAVYgAVYgAVYM78inAus00t18fKvR7jF+Pya+uex/tS8+uexfpHrekTGT0c9W+t/4Ymfjnhbrf/1o/5csPh37FM/xS+r+jed+OmoX8k9DbAAC7AAC7AAC7AAC7D2B6zXf7LgK0LAAizAAizAAizAAizAGrvYc3a9Z8ACLMACLMACLMACLMBqvZJ7/HTGr656Q9RfvL2jd/T6HUE9sOLqz+SIbzHeAGInHeHVEZOunjvxqTzxSu7xLZ4OUP1vgx3d1fK3AMACLMACLMACLMACLMACLMACLMACLMACLMACLMACLMACLMACLMACLMACrGUXew6OcL/OQe5x8a4n3r0eYUfQ0SHnHVW/ydWfV9GRIX5M+7m8P6XVL4n5Q1r8y3n8M8ar6cZ3Nb7F+jWK4+cxPnckXt06/WWgzTINwXUJAQuwAAuwAAuwAAuwAAuwAAuwAAuwAAuwAAuwCoHlK0LAAizAAizAAizAAqxNPsHa+0KjgAVYgAVYgAVYgAVYviLs/ryM+hPlOvoZO6LAEUhXv5B3fMJjzJ368xbjV0f83hO/rOL3nvp11et/N4sf1Y4uAlH/FlD/4MR7gHSfA1iABViABViABViABVg7A9b5FQkBC7AAC7AAC7AAC7AAa9XFnscu/wxYgAVYgAVYgAVYgAVY/azkfoQlbo/gpHj3+mtaRzuCjtY4joFVf9JJ7KSYO/GBw/FR1fHy6PHPGB8d/1tafIvxwdHxrx8xW+NbjH/GGB/xXY1fHfXPY7rPASzAAizAAizAAizAAizAAizAAizAAizAAizAAizAAizAAizAAizAAizAWnax5+x6z4dY9VGgrP0sUVv/W0RHp7nUvx5jKB/hUdVN1OxSObe8DpYAS4AFWIAlFQNr+v8ELAGWAAuwAEuABVgCLAEWYAGWBFgCLMACLMACLMASYAGWJO2o+rNBJcACLEkCLMCSnEUoSQIsqR9gjV3a2TpYkgRYklZ9gtXrSu4OAN/Vxds9WTY5jRVf58BD5/Xo9QhYHnrAkk1OgCWvR8ACLK8uwJIdOmDJ61GA5dUFWLJDByx5PXo9dneQ+/xD2gELsADLJmeHDljyegSsy59grQVW/Wq89RToaMXhI7ws45/RytFbvKwe0urvasyd92nxg3Nf3ru0D2nxLcZbTvx0xLuO+ls8wntHvJGnP+MqYK36ihCwAAuwAAuwAAuwAAuwGn58BViABViABViABViABViNP74CLMACLMACLMACLMACrA2AFW9A8dP5lBavcfwxLd4vf5cW7+zelxe/28XPY/zgxBt5vK3GG8BTP8V7yee0+K4+lBc/OPEbc/zq+CHt+7T4vSPeddQ/j/HuMd7IY+/W/4zlD054LULAAizAAizAAizAAizAagysButgARZgARZgARZgARZgAVbDj68AC7AAC7AAC7AAC7AAa4OV3ONNNn6R1Bsi3mTrgRW/SGJExu928e413gDqdz3xfjm+xfj1GG9y8ZYT7yXjd/T4Z4yfx/pfBuKX1efy6recjtRS/6YT78nr3zviF3L66gAswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswCpZyR2wAAuwAAuwAAuwAAuwGgOr/nLx8T6r/vTD+vV/6/cg8S3W/4z1xRt5/SmW8TtBvLOrf1Tj6t9C6nePMel+Sqv/VTneVuvV8q6f6s8jju9q+nTk62ABFmABFmABFmABFmABVhtgff3sCrAAC7AAC7AAC7AAC7CaAavJeu6ABViABViABViABViA9S2q1gKrfmdX/95Tb4j6g6Prl/GNn454Zxc/qvXL3MfvPfEOPf5loN708SYXPx3xYfU/psWk+yXtb2l/KS9+cOIzAOLn8afy4m01Plmhfin/uPSuLgbWNwNYgAVYgAVYgAVYgAVYq4DV8JLPgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYGwNr7Uru8Q49fn+Nn86OjqksP4gv32fFxT9j/fNYb8H4Z6x/HuO7GlPgT2mf0uIHp6PDseNb/Dkt3pPHpo8fnPgdPd5y6tXyqbz43Sq24K9hgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYgAVYl5dpACzAAizAAizAAizAAqyWn2C1AVb83hOf0lV/glX9Mr71P2O8e+3oZzzCdeZjtsb75fhRrV+sPN295ttqTIH4TMn43S5+R6+nebzl3KXFt9jRNTniu9rRBUvSWwQswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswAIswCoBVrxDj/eS9Yd/1h9WX39MZT0+6i0Y73riR7V+I4+3nHq2xsVPR7wBxC/k+BbjLaf+9Rg/j/GDE3MnZmt8V+NHNb7F+jMA6l8d5fscwAIswAIswAIswAIswAIswAIswAIswAIswAKsWwLW6Y8DWIAFWIAFWIAFWIAFWG0+wWqzkrsxxhhjzK1PNbCMMcYYY448gGWMMcYYA1jGGGOMMYBljDHGGANYxhhjjDGmB2DFC0DEi0esXHWi+BaD/3bR6QxXeVTH/marBUFm3uJ2N3dxwy77GTf9Sa/4PJY9lYP/cs2WM/FUlt3i1lvOdZ9HW44tJ37fX/W2Xg26SB5r/vM1txvgo+zurbm35xtQcCvxzb3+k+1eJM03oewZ3HRH0HwrWrPZNN+9Tv/vLd5Cpm+l5ha3fpusfFHMfO6ue+sb3WLNw1u25RTvTme+X2yH11bvVh0A6yqC+f3v1wCrzer5Cz++ioEV/IeVb8wX/81KYGVb0dZPYhfAutbu9eKzWfnY1lPgZt4mbTm2nPiGJgS5mAS3Daw134KtubmAO5XfZgJW5e+RlcDa+sNzwKr5VKD+bXLTLaf+bfL8C7viW6z5oGXwy6yyW9x6yyl+HgcfvQMBa83HV5k/am7xm+/dVn6LurUFg7u6H2BVviXXfw26ciuKEbnpG3Pl2+SuPoT4Uvjd2dZbztjmuvWWU0zzsUOUNt1yir8GHdtayg6K2vRYuub7nG6AVfbRV6svmAuOiMqf9RUvjNcbd1/Ausp75JcrfUVY8KjWk86WY8tZ/5ZZ+YtW5Rf39Ud9XeUz7I22nJmHJ94msBpcf7rk1LyrAGv9wfhb/4x7eJusPPCz4Va087fJTW9x4mjTslssEEDxlrOHR/UgXy5vvc8ZxEflh8q39DyOPXq3D6z135qtObap5hbXqHz9J15bPzi7+vqsfsOuP4vwBkg3cQr6Detq6y1nzqNa8Dxu+jY5dtMbbTnX/bL14hNa+agWPI9XOUigj7MIm6zYFH8QVcDBNbe48j9c+XRs91+NPSY1a9KM/W5XvGGX3WL9z3jzt2jL6esWJx7S4lvcbsuZ8y/f6qP6pfy4zy99rYNljDHGGHPzA1jGGGOMMYBljDHGGANYxhhjjDGAZYwxxhhjAMsYY4wxBrCMMcYYYwDLGGOMMcYAljHGGGMMYBljjDHGAJYx5qj7js0u01Fwidz4J1p/6U9jDGAZY27WRg0v6XUzgAAsYwxgGWOaSWKlAG4bWOsfK8AyBrCMMUcH1vyL2P/+P8b+fOJfe/0fTt+9mX/zm1sfvMWLP9ciYE3/UOf/DmMZA1jGmOMC61wqEz4Y+//O+dfm/8sX/+Y5pKb/2zn3avqxWvQDApYxgGWMORCwJj5bukio+cC6+Ofz/+Xg+7uZn5A1uYnsnhhjAMsYc1PAmvPng9+y7RxYE3ac/jYTsIwxgGWMqQbWBCl2+wnWShUBljEGsIwxbYA1/5ikNcdgbQesi3/NMVjGGMAyxpQC68uMs/DGILX0LMItgPVl8vCywbMFL55FOHg3Fp1FSFfGAJYxxpgFHp1pVo+hMYBljDFmE4QZYwDLGGMMYBljAMsYY4wxBrCMMcYYY251/g98Nrcw+cTXlgAAAABJRU5ErkJg" width="400">] The plot shows the deviation from the average quality for each tile. The colours are on a cold to hot scale, with cold colours being positions where the quality was at or above the average for that base in the run, and hotter colours indicate that a tile had worse qualities than other tiles for that base. --- # FASTQC ### Per sequence quality scores (good) .center[<img 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" width="550">] --- # FASTQC ### Per sequence quality scores (bad) .center[<img 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" width="550">] --- # FASTQC ### Per base sequence content (good) .center[<img 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" width="550">] --- # FASTQC ### Per base sequence content (bad) .center[<img src="data:image/png;base64,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" width="450">] 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. --- # FASTQC ### Per sequence GC content (good) .center[<img src="data:image/png;base64,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" width="550">] --- # FASTQC ### Per sequence GC content (bad) .center[<img src="data:image/png;base64,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" width="550">] --- # FASTQC ### Sequence Length Distribution (good) .center[<img src="data:image/png;base64,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" width="550">] --- # FASTQC ### Per base N content (good) .center[<img src="data:image/png;base64,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" width="550">] --- # FASTQC ### Per base N content (bad) .center[<img 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" width="550">] --- # FASTQC ### Sequence Duplication Levels (good) .center[<img src="data:image/png;base64,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" width="550">] --- # FASTQC ### Sequence Length Distribution (bad) .center[<img src="data:image/png;base64,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" width="400">] 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). --- # FASTQC ### Overrepresented sequences (bad) | Sequence | Count | Percentage | Possible Source | |:----------------------------------------:|:-----:|:------:|:---------------:| | AGAGTTTTATCGCTTCCATGACGCAGAAGTTAACACTTTC | 2065 | 0.522 | No Hit | | GATTGGCGTATCCAACCTGCAGAGTTTTATCGCTTCCATG | 2047 | 0.517 | No Hit | | ATTGGCGTATCCAACCTGCAGAGTTTTATCGCTTCCATGA | 2014 | 0.509 | No Hit | | CGATAAAAATGATTGGCGTATCCAACCTGCAGAGTTTTAT | 1913 | 0.483 | No Hit | | GTATCCAACCTGCAGAGTTTTATCGCTTCCATGACGCAGA | 1879 | 0.475 | No Hit | --- # FASTQC ### Adapter Content (good) .center[<img 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1gOBBsbGxsbG5vAciDY2NjY2NjYBJbAYmNjY2NjYxNYAsuBYGNjY2NjYxNYDgQbGxsbGxubwBJYbGxsbGxsbAJLYDmsbGxsbGxsbALLgWBjY2NjY2MTWAKLjY2NjY2NTWAJLDY2NjY2NjY2geVAsLGxsbGxsQksB4KNjY2NjY1NYAksNjY2NjY2NjaB5UCwsbGxsbGxCSwHgo2NjY2Nje32gTWttvmPBBYbGxsbGxubwOq5grUOrKZyElhsbGxsbGxsAqtWSItaisSTwGJjY2NjY2MTWKHLV/F4ejMzMzO7+5oDK/5/XcFiY2NjY2NjcwVLYDmsbGxsbGxsbOcG1vpLBQUWGxsbGxsbm8AaDaxKMPkqQjY2NjY2NjaB1RZYpe905ftgsbGxsbGxsQms/itYOTcqsNjY2NjY2NgElsBiY2NjY2NjYxNYDgQbGxsbGxubwHIg2NjY2NjY2ASWwGJjY2NjY2MTWALLgWBjY2NjY2MTWA4EGxsbGxsbm8ASWGxsbGxsbGwCS2A5rGxsbGxsbGwCy4FgY2NjY2NjE1gCi42NjY2NjU1gCSw2NjY2NjY2NoHlQLCxsbGxsbEJLAeCjY2NjY2NTWAJLDY2NjY2NjY2geVAsLGxsbGxsQksB4KNjY2NjY1NYAksNjY2NjY2NoElsBwINjY2NjY2NoHlQLCxsbGxsbEJLIHFxsbGxsbGJrAElsPKxsbGxsbGJrAcCDY2NjY2NjaBJbDY2NjY2NjYBJbAYmNjY2NjY2MTWA4EGxsbGxsbm8ByINjY2NjY2NgElsBiY2NjY2NjYxNYDgQbGxsbGxubwHIg2NjY2NjY2ASWwGJjY2NjY2MTWALLgWBjY2NjY2MTWA4EGxsbGxsbm8ASWGxsbGxsbGwCS2A5rGxsbGxsbGwCy4FgY2NjY2NjE1gCi42NjY2NjU1gCSw2NjY2NjY2NoHlQLCxsbGxsbEJLAeCjY2NjY2NTWAJLDY2NjY2NjY2geVAsLGxsbGxsQksB4KNjY2NjY3tRQJrelj9jQKLjY2NjY2NTWDtB1YpjD7eLrDY2NjY2NjYBFZDYO3WVTyeBBYbGxsbGxubwPp/FW0+P9gaT29mZmZmd180sB6fCiw9LegKFhsbGxsbG5srWJ1PEQosNjY2NjY2NjaB5UCwsbGxsbGxXfirCEsvw/JVhGxsbGxsbGwCqzmwNr/fle+DxcbGxsbGxiawOgMr7UYFFhsbGxsbG5vAElhsbGxsbGxsbALLgWBjY2NjY2MTWA4EGxsbGxsbm8ASWGxsbGxsbGwCS2A5EGxsbGxsbGwCy4FgY2NjY2NjE1gCi42NjY2NjU1gCSyHlY2NjY2NjU1gORBsbGxsbGxsAktgsbGxsbGxsQksgcXGxsbGxsbGJrAcCDY2NjY2NjaB5UCwsbGxsbGxCSyBxcbGxsbGxsYmsBwINjY2NjY2NoHlQLCxsbGxsbEJLIHFxsbGxsbGJrAElgPBxsbGxsbGJrAcCDY2NjY2NjaBJbDY2NjY2NjYBJbAcljZ2NjY2NjYBJYDwcbGxsbGxiawBBYbGxsbGxubwBJYbGxsbGxsbGwCy4FgY2NjY2NjE1gOBBsbGxsbG5vAElhsbGxsbGxsbALLgWBjY2NjY2MTWA4EGxsbGxsbm8ASWGxsbGxsbGwCS2A5EGxsbGxsbGwCy4FgY2NjY2NjE1gCi42NjY2NjU1gCSyHlY2NjY2NjU1gORBsbGxsbGxsAktgsbGxsbGxsQksgcXGxsbGxsbGJrAcCDY2NjY2NjaB5UCwsbGxsbGxCSyBxcbGxsbGxsYmsBwINjY2NjY2NoHlQLCxsbGxsbHdPrCmhy1qafPtAouNjY2NjY1NYO0HVr2WBBYbGxsbGxubwEoIrPXVLIHFxsbGxsbGJrCGniLsC6w3MzMzs7svFFiL0nIFi42NjY2NjY1t9ApW5HVXAouNjY2NjY1NYAksh5WNjY2NjY3tkwJr8bqrzZdh+SpCNjY2NjY2NoHVFli+DxYbGxsbGxsb24FPEY7eqMBiY2NjY2NjE1gCi42NjY2NjY1NYDkQbGxsbGxsbALLgWBjY2NjY2MTWAKLjY2NjY2NTWAJLAeCjY2NjY2NTWA5EGxsbGxsbGwCS2CxsbGxsbGxCSyB5bCysbGxsbGxCSwHgo2NjY2NjU1gCSw2NjY2NjY2gSWw2NjY2NjY2NgElgPBxsbGxsbGJrAcCDY2NjY2NjaBJbDY2NjY2NjY2ASWA8HGxsbGxsYmsBwINjY2NjY2NoElsNjY2NjY2NgElsByINjY2NjY2NgElgPBxsbGxsbGJrAEFhsbGxsbG5vAElgOKxsbGxsbG5vAciDY2NjY2NjYBJbAYmNjY2NjYxNYAouNjY2NjY2NTWA5EGxsbGxsbGwCy4FgY2NjY2NjE1gCi42NjY2NjY1NYDkQbGxsbGxsbALLgWBjY2NjY2MTWAKLjY2NjY2NTWAJLAeCjY2NjY2NTWA5EGxsbGxsbGwCS2CxsbGxsbGxCSyB5bCysbGxsbGxCSwHgo2NjY2NjU1gCSw2NjY2NjY2gSWw2NjY2NjY2NgElgPBxsbGxsbGJrAcCDY2NjY2NjaBJbDY2NjY2NjY2ASWA8HGxsbGxsYmsBwINjY2NjY2ttcJrOk/W79l/XaBxcbGxsbGxiaw+gOrqZwEFhsbGxsbG5vAWrbRYyGVYktgsbGxsbGxsQms/cD6uHY1GFhvZmZmZndfQ2CtK8oVLDY2NjY2NjZXsDqvYJWiSmCxsbGxsbGxCaz+wFpMYLGxsbGxsbEJrNHXYO1etfJVhGxsbGxsbGwCKy2wfB8sNjY2NjY2NoE1FFijNyqw2NjY2NjY2ASWwGJjY2NjY2NjE1gOBBsbGxsbG5vAciDY2NjY2NjYBJbAYmNjY2NjYxNYAsuBYGNjY2NjYxNYDgQbGxsbGxubwBJYbGxsbGxsbAJLYDmsbGxsbGxsbALLgWBjY2NjY2MTWAKLjY2NjY2NTWAJLDY2NjY2NjY2geVAsLGxsbGxsQksB4KNjY2NjY1NYAksNjY2NjY2NjaB5UCwsbGxsbGxCSwHgo2NjY2NjU1gCSw2NjY2NjY2gSWwHAg2NjY2NjY2geVAsLGxsbGxsQksgcXGxsbGxsYmsASWw8rGxsbGxsYmsBwINjY2NjY2NoElsNjY2NjY2NgElsBiY2NjY2NjYxNYDgQbGxsbGxubwHIg2NjY2NjY2ASWwGJjY2NjY2NjE1gOBBsbGxsbG5vAciDY2NjY2NjYBJbAYmNjY2NjYxNYAsuBYGNjY2NjYxNYDgQbGxsbGxubwBJYbGxsbGxsbAJLYDmsbGxsbGxsbALLgWBjY2NjY2MTWAKLjY2NjY2NTWAJLDY2NjY2NjY2geVAsLGxsbGxsQksB4KNjY2NjY1NYAksNjY2NjY2NjaB5UCwsbGxsbGxCSwHgo2NjY2Nje32gTU9bFFLm28XWGxsbGxsbGwCq+EK1mMhffxcYLGxsbGxsbEJrITAWl/NElhsbGxsbGxsAqshsNZPBfYF1puZmZnZ3dd2BeuxsVzBYmNjY2NjY3MFy1OEDgQbGxsbGxubwHIg2NjY2NjY2G4ZWIvXXfkqQjY2NjY2Nja2hMDyfbDY2NjY2NjY2A58inD0RgUWGxsbGxsbm8ASWGxsbGxsbGxsAsuBYGNjY2NjYxNYDgQbGxsbGxubwBJYbGxsbGxsbAJLYDkQbGxsbGxsbALLgWBjY2NjY2MTWAKLjY2NjY2NTWAJLIeVjY2NjY2NTWA5EGxsbGxsbGwCS2CxsbGxsbGxCSyBxcbGxsbGxsYmsBwINjY2NjY2NoHlQLCxsbGxsbEJLIHFxsbGxsbGxiawHAg2NjY2NjY2geVAsLGxsbGxsQksgcXGxsbGxsYmsASWA8HGxsbGxsYmsBwINjY2NjY2NoElsNjY2NjY2NgElsByWNnY2NjY2NgElgPBxsbGxsbGJrAEFhsbGxsbG5vAElhsbGxsbGxsbALLgWBjY2NjY2MTWA4EGxsbGxsbm8ASWGxsbGxsbGxsAsuBYGNjY2NjYxNYDgQbGxsbGxubwBJYbGxsbGxsbAJLYDkQbGxsbGxsbALLgWBjY2NjY2MTWAKLjY2NjY2NTWAJLIeVjY2NjY2NTWA5EGxsbGxsbGwCS2CxsbGxsbGxCSyBxcbGxsbGxsYmsBwINjY2NjY2NoHlQLCxsbGxsbEJLIHFxsbGxsbGxiawHAg2NjY2NjY2geVAsLGxsbGxsd0+sKaHLWpp8+0Ci42NjY2NjU1g7QdW/ecCi42NjY2NjU1g9T9FWIqqYDkJLDY2NjY2NjaBlRxYb2ZmZmZ3X1tglZ4rdAWLjY2NjY2NzRWsnitY9aISWGxsbGxsbGwCqy2wNr+EUGCxsbGxsbGxCazOwCp9IwZfRcjGxsbGxsYmsIYCa/0tr3wfLDY2NjY2NjaB1f8UYdqNCiw2NjY2NjY2gSWw2NjY2NjY2NgElgPBxsbGxsbGJrAcCDY2NjY2NjaBJbDY2NjY2NjYBJbAciDY2NjY2NjYBJYDwcbGxsbGxiawBBYbGxsbGxubwBJYDisbGxsbGxubwHIg2NjY2NjY2ASWwGJjY2NjY2MTWAKLjY2NjY2NjU1gORBsbGxsbGxsAsuBYGNjY2NjYxNYAouNjY2NjY2NTWA5EGxsbGxsbGwCy4FgY2NjY2NjE1gCi42NjY2NjU1gCSwHgo2NjY2NjU1gORBsbGxsbGxsAktgsbGxsbGxsQksgeWwsrGxsbGxsQksB4KNjY2NjY1NYAksNjY2NjY2NoElsNjY2NjY2NjYBJYDwcbGxsbGxiawHAg2NjY2NjY2gSWw2NjY2NjY2NgElgPBxsbGxsbGJrAcCDY2NjY2NjaBJbDY2NjY2NjYBJbAciDY2NjY2NjYBJYDwcbGxsbGxiawBBYbGxsbGxubwBJYDisbGxsbGxubwHIg2NjY2NjY2ASWwGJjY2NjY2MTWAKLjY2Nj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width="550">] --- # Trimmomatic: a flexible trimmer for Illumina sequence data - Removal of technical sequences - Quality filtering ```bash # Convert Phred64 to Phred33 java -Xmx4G \ -jar /home/admin/software/Trimmomatic-0.36/trimmomatic-0.36.jar PE \ -threads 1 \ -phred64 \ ../in/cancer_R1.fq.gz \ ../in/cancer_R2.fq.gz \ ../out/cancer_R1.trimed.fq.gz \ ../out/cancer_R1.unpaired.fq.gz \ ../out/cancer_R2.trimed.fq.gz \ ../out/cancer_R2.unpaired.fq.gz \ TOPHRED33 ``` .footnote[ [1] [Trimmomatic: A flexible read trimming tool for Illumina NGS data ](http://www.usadellab.org/cms/?page=trimmomatic) ] --- # Alignment/Mapping .center[<img src="https://www.ebi.ac.uk/training/online/sites/ebi.ac.uk.training.online/files/resize/user/18/Figure19-700x527.png" width="550">] .footnote[ [1] [Read mapping or alignment](https://www.ebi.ac.uk/training/online/course/functional-genomics-ii-common-technologies-and-data-analysis-methods/read-mapping-or) ] --- # Alignment/Mapping - When studying an organism **with** <u>a reference genome</u>, it is possible to infer which transcripts are expressed by mapping the reads to the reference genome (genome mapping) or transcriptome (transcriptome mapping). Mapping reads to the genome requires no knowledge of the set of transcribed regions or the way in which exons are spliced together. This approach allows the discovery of new, unannotated transcripts. - When working on an organism **without** <u>a reference genome</u>, reads need to be assembled first into longer contigs (de novo assembly). These contigs can then be considered as the expressed transcriptome to which reads are re-mapped for quantification. .footnote[ [1] [Read mapping or alignment](https://www.ebi.ac.uk/training/online/course/functional-genomics-ii-common-technologies-and-data-analysis-methods/read-mapping-or) ] --- # Alignment/Mapping ## Tools - BWA (Burrows-Wheeler Aligner, recommand to Illumina/BGI user) BWA is a software package for mapping low-divergent sequences against a large reference genome, such as the human genome. - Novoalign Powerful tool designed for mapping of short reads onto a reference genome from <u>Illumina, Ion Torrent, and 454 NGS platforms.</u> - TMAP (recommand to Ion Torrent user) TMAP (torrent mapping alignment program) is a fast and accurate alignment software for short and long nucleotide sequences produced by next-generation sequencing technologies. --- # Alignment/Mapping ## Tools - Bowtie2 Bowtie 2 is an ultrafast and memory-efficient tool for aligning sequencing reads to long reference sequences. - STAR STAR is ultrafast universal RNA-seq aligner. --- # De novo sequence assemblers - ABySS A de novo, parallel, paired-end sequence assembler designed for the assembly of short reads. There are two versions: ABySS( genomic) and Trans-ABySS (transcriptomic). - Trinity Trinity utilizes a three step process to produce high-quality transcriptome assemblies. This method has been found to reconstruct high quality transcriptomes. - HGAP/Falcon HGAP was the first long read assembler,It was designed mainly for haploid organisms. Falcon is a long read assembler designed by Pacific Biosciences to work on diploid organisms. .footnote[ [1] [De novo sequence assemblers](https://en.wikipedia.org/wiki/De_novo_sequence_assemblers) ] --- # BWA mapping ```bash Usage: bwa mem [options] <idxbase> <in1.fq> [in2.fq] ``` ```bash /home/admin/software/bwa-0.7.12/bwa mem -M\ -t 1\ /home/admin/database/reference/hg19/ucsc.hg19.fasta \ ../out/cancer_R1.trimed.fq.gz \ ../out/cancer_R2.trimed.fq.gz > ../out/cancer.sam ``` - `mem` BWA-MEM algorithm - `-M` mark shorter split hits as secondary --- # Samtools sorting ```bash Usage: samtools <command> [options] ``` ```bash /home/admin/software/samtools-1.9/samtools sort \ -o ../out/cancer.sorted.bam ../out/cancer.sam ``` - `sort` sort alignment file --- # BWA mapping and Samtools sorting ```bash /home/admin/software/bwa-0.7.12/bwa mem -M \ -t 1 \ -R "@RG\tID:H3FCTDSXY.2\tLB:hg19\tPL:ILLUMINA\tPU:H3FCTDSXY.2.cancer\tSM:cancer" \ /home/admin/database/reference/hg19/ucsc.hg19.fasta \ ../out/cancer_R1.trimed.fq.gz \ ../out/cancer_R2.trimed.fq.gz |\ /home/admin/software/samtools-1.9/samtools sort \ -o ../out/cancer.sorted.bam - ``` ### Piping in Unix or Linux ```bash $BWA mem ... | $SAMTOOLS sort ... command_1 | command_2 | command_3 | .... | command_N ``` Pipe is used to combine two or more commands, and in this, the output of one command acts as input to another command, and this command’s output may act as input to the next command and so on. --- # Quiz 1.Try to preprocess and map the normal sample (FASTQ file) to reference genome hg19. Please write your codes in a script file (script.sh). 2.Please explain the meaning of Timmomatic code line by line. ```bash # Convert Phred64 to Phred33 java -Xmx4G \ -jar /home/admin/software/Trimmomatic-0.36/trimmomatic-0.36.jar PE \ -threads 1 \ -phred64 \ ../in/cancer_R1.fq.gz \ ../in/cancer_R2.fq.gz \ ../out/cancer_R1.trimed.fq.gz \ ../out/cancer_R1.unpaired.fq.gz \ ../out/cancer_R2.trimed.fq.gz \ ../out/cancer_R2.unpaired.fq.gz \ TOPHRED33 ``` --- # Resource [1] [FastQC](https://www.bioinformatics.babraham.ac.uk/projects/fastqc/) [2] [Trimmomatic: A flexible read trimming tool for Illumina NGS data](http://www.usadellab.org/cms/?page=trimmomatic) [3] [BWA](https://github.com/lh3/bwa) [4] [Samtools](https://github.com/samtools/samtools) .footnote[ * All pictures in FastQC part are getting from FastQC project website. ]