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Data · dataset · 2021

Detailed evaluation of cancer sequencing pipelines in different microenvironments and heterogeneity levels

Listed in Aperta Turkey Open Archive

The importance of next generation sequencing (NGS) rises in cancer research as accessing this key technology becomes easier for researchers.

Description

The sequence data created by NGS technologies must be processed by various bioinformatics algorithms within a pipeline in order to convert raw data to meaningful information. Mapping and variant calling are the two main steps of these analysis pipelines, and many algorithms are available for these steps.

Therefore, detailed benchmarking of these algorithms in different scenarios is crucial for the efficient utilization of sequencing technologies. In this study, we compared the performance of twelve pipelines (three mapping and four variant discovery algorithms) with recommended settings to capture single nucleotide variants. We observed significant discrepancy in variant calls among tested pipelines for different heterogeneity levels in real and simulated samples with overall high specificity and low sensitivity.

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Additional to the individual evaluation of pipelines, we also constructed and tested the performance of pipeline combinations. In these analyses, we observed that certain pipelines complement each other much better than others and display superior performance than individual pipelines. This suggests that adhering to a single pipeline is not optimal for cancer sequencing analysis and sample heterogeneity should be considered in algorithm optimization.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Cancer 75% · Sequencing 75%
Provenance · 1 source records, 7 field assertions
SourceKeyLast seenRaw
Aperta Turkey Open Archive11455610 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[disease].local:disease:cancerenrichment · aperta ulakbim gov trkeyword-concept-rules@1.0.0title+description (75%)
concepts[modality].local:modality:sequencingenrichment · aperta ulakbim gov trkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · aperta ulakbim gov trconnector:aperta_ulakbim_gov_tr@1.0.0/metadata/description
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updated_datesource · aperta ulakbim gov trconnector:aperta_ulakbim_gov_tr@1.0.0