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Bayesian Variant Calling×Variant Calling×
ValdkondBioinformaatikaBioinformaatika
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta2010 (GATK framework); Bayesian genotyping principles preceded by Samtools/MAQ ~2008–20092009–2010 (modern high-throughput era)
LoojaMark DePristo, Eric Banks, and the Broad Institute GATK teamLi et al. (SAMtools/bcftools, 2009); McKenna et al. (GATK, 2010)
TüüpProbabilistic genomic inference pipelineComputational genomics pipeline
AlgallikasMcKenna, A., Hanna, M., Banks, E., Sivachenko, A., Cibulskis, K., Kernytsky, A., ... & DePristo, M. A. (2010). The Genome Analysis Toolkit: A MapReduce framework for analyzing next-generation DNA sequencing data. Genome Research, 20(9), 1297–1303. DOI ↗McKenna, A., Hanna, M., Banks, E., Sivachenko, A., Cibulskis, K., Kernytsky, A., ... & DePristo, M. A. (2010). The Genome Analysis Toolkit: A MapReduce framework for analyzing next-generation DNA sequencing data. Genome Research, 20(9), 1297–1303. DOI ↗
RööpnimetusedBayesian genotyping, probabilistic variant calling, GATK HaplotypeCaller, Bayesian SNP/indel detectionSNP calling, genotyping from sequencing, mutation detection, variant detection
Seotud66
KokkuvõteBayesian variant calling is a computational pipeline that uses probabilistic inference to identify single-nucleotide polymorphisms (SNPs), insertions, and deletions in a genome by treating sequencing data as evidence and computing posterior probabilities over candidate genotypes. Unlike deterministic threshold-based callers, Bayesian approaches explicitly model sequencing error, mapping uncertainty, and prior genotype frequencies to produce calibrated genotype likelihoods that can be used for downstream filtering and association testing.Variant calling is the computational process of identifying positions in a sequenced genome that differ from a reference sequence — including single nucleotide polymorphisms (SNPs), small insertions and deletions (indels), and structural variants. It transforms aligned sequencing reads into an interpretable catalogue of genetic differences, forming the foundation for population genetics, disease-gene discovery, and clinical genomics applications.
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ScholarGateVõrdle meetodeid: Bayesian Variant Calling · Variant Calling. Loetud 2026-06-15 aadressilt https://scholargate.app/et/compare