Подсчет функций из чтений NGS

Этот пример показывает, как считать функции из парного секвенирования после выравнивания их по всему геному человека, курированному консорциумом Genome Reference. Этот пример использует Genome Ссылки Consortium Human Build 38 закрашенных фигур релиза 12 (GRCh38.p12) в качестве ссылки генома человека.

Необходимые условия и набор данных

Этот пример работает только на платформах UNIX ® и Mac. Загрузите пакет поддержки Bioinformatics Toolbox™ Interface for Bowtie Aligner из Add-On Explorer. Для получения дополнительной информации смотрите Пакеты поддержки ПО Bioinformatics Toolbox.

Этот пример предполагает, что у вас есть:

Построение индекса

Создайте индекс для выравнивания показаний по ссылке с помощью bowtie2build. Файл GCF_000001405.38_GRCh38.p12_genomic.fna содержит человеческий эталонный геном в формате FASTA. bowtieIdx - базовое имя файлов ссылки индекса. The '--threads 8' Опция определяет количество параллельных потоков для быстрого создания индекса файлов. Вам не нужно указывать полные пути к файлам * .fna или * .index, если пример запускается из того же расположения папки. Укажите полные пути, если вы хотите хранить файлы в другом месте или запустить пример из другой папки.

bowtieIdx  = 'GCF_000001405.38_GRCh38.p12_genomic.index';
buildFlag  = bowtie2build('GCF_000001405.38_GRCh38.p12_genomic.fna',...
                         bowtieIdx,'--threads 8');

Выравнивание показаний по ссылкам

Выравнивание показаний парного конца по ссылке с помощью bowtie2. Можно создать Bowtie2AlignOptions объект для задания различных опций, таких как количество параллельных потоков для использования.

opt             = Bowtie2AlignOptions;
opt.NumThreads  = 8;
reads1          = 'HG00096_1.fastq';
reads2          = 'HG00096_2.fastq';
bowtie2(bowtieIdx,reads1,reads2,'HG00096.sam',opt);

Выборочно выравнивайтесь по интересующему гену

Файлы SAM могут быть очень большими. Использование BioMap чтобы выбрать только данные для правильной ссылки. В данном примере рассмотрим APOE, который является геном хромосомы 19, связанным с болезнью Альцгеймера. Создайте меньший файл BAM для APOE, чтобы улучшить эффективность.

apoeRef  = 'NC_000019.10'; % Reference name for Chromosome 19 in HG38
bm       = BioMap('HG00096.sam','SelectReference',apoeRef);
write(bm, 'HG00096.bam','Format','bam');
Warning: Found invalid tag in header type: 'PG'. Ignoring tag 'PN:bowtie2'. 
Warning: The read sequences in input SAM file do not appear to be ordered
according to the start position of their alignments with the reference sequence.
Because of this, there will be a decrease in performance when accessing the
reads. For maximum performance, order the read sequences in the SAM file, before
creating a BioMap object. 

Результирующие счетчики чтения

Использование featurecount сравнить количество транскриптов для каждого варианта APOE с использованием GTF- файла. Полная таблица функций включена в сборку GRCh38.p12 в формате GFF, которая может быть преобразована в GTF с помощью cuffgffread. Этот пример использует упрощенный GTF на основе транскриптов APOE. APOE_gene.gtf входит в комплект программного обеспечения.

[FeatTable, Summary] = featurecount('APOE_gene.gtf','HG00096.bam',...
                                  'Metafeature','transcript_id');
Processing GTF file APOE_gene.gtf ...
Processing BAM file HG00096.bam ...
Processing reference NC_000019.10 ...
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Done.

См. также

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