Microsatellite instability detection site screening method based on single tumor sample high-throughput sequencing
A microsatellite locus and instability technology, applied in genomics, instrumentation, proteomics and other directions, can solve the problems of difficulty in obtaining non-tumor tissues, inability to capture system noise, and rising costs, and achieve accurate and stable genes. Test results, the effect of realizing genetic test results
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[0044] 1) Build a machine learning framework for automatic analysis of sequencing data from single tumor samples.
[0045] Collected data from TCGA (the Cancer Genome Atlas), EGA (European Genome-phenome Archive, https: / / www.ebi.ac.uk / ega / home), Beijing Cancer Hospital (BCH), Tumor Gene Detection Panel TSO500 ( www.illumina.com / tso500) and other 5 data sources of tumor / normal sample pairing data, the data format is the BAM data of the whole exome, BAM is the most common comparison data storage format in genetic data analysis at present, it It is suitable for both short read length and long read length, and can support a super large read length of 128Mbp at the longest. Now basically all comparison data are stored in BAM format, which has become the default standard in the industry.
[0046] In this example, a total of 2073 sample data of different cancer types were collected, including colorectal cancer CRC data sets (COAD and READ), gastric cancer (STAD), endometrial cancer ...
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