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Related Concept Videos

Sanger Sequencing01:57

Sanger Sequencing

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DNA sequencing is a fundamental technique that is routinely used in the biological sciences. This method can be applied to a range of questions at different scales - from the sequencing of a cloned DNA fragment or the study of a mutation in a gene up to whole-genome sequencing. However, despite the widespread use of sequencing today, it was not until 1977 that Fredrick Sanger and his collaborators developed the chain-termination method to decode DNA sequences. It relies on the separation of a...
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Point mutations are genetic alterations involving the change of a single nucleotide base pair in DNA. Depending on how the alteration affects protein synthesis, they can lead to various consequences.Point mutations fall into the following types:Silent mutations occur when a nucleotide change does not alter the amino acid sequence due to the redundancy of the genetic code. For instance, changing ACC to ACA still encodes threonine, leaving the protein function unaffected. This occurs because...
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Detection of Rare Genomic Variants from Pooled Sequencing Using SPLINTER
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HIVE-heptagon: A sensible variant-calling algorithm with post-alignment quality controls.

Vahan Simonyan1, Konstantin Chumakov1, Eric Donaldson2

  • 1Center for Biologics Evaluation and Research, US Food and Drug Administration, 10993 New Hampshire Ave., Silver Spring, MD, United States.

Genomics
|February 12, 2017
PubMed
Summary
This summary is machine-generated.

This study introduces new quality control methods to improve the accuracy of genomic variant calling from high-throughput sequencing data. These techniques aim to reduce errors and enhance the reliability of identifying clinically significant genetic variations.

Keywords:
Genome assemblyHTSNGSPost-alignment quality controlSNPVariant-calling

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Area of Science:

  • Genomics
  • Bioinformatics
  • Computational Biology

Background:

  • High-throughput sequencing (HTS) generates vast genomic data, increasing potential for clinical variant discovery.
  • Current genomic data analysis faces challenges in complexity, lack of standardized best practices, and reproducibility issues.
  • Inconsistent variant calling hinders the reliable identification of clinically significant genomic alterations.

Purpose of the Study:

  • To develop a more robust and reproducible variant-calling paradigm.
  • To reduce the rate of false variant calls in genomic data analysis.
  • To improve the efficiency and confidence in identifying clinically significant genomic variants.

Main Methods:

  • Implementation of selective noise filtration techniques.
  • Development and application of novel and refined post-alignment quality control (QC) mechanisms.
  • Augmentation of existing pre-alignment QC measures with new post-alignment strategies.

Main Results:

  • Proposed techniques effectively identify and correct issues arising during data generation and early analysis.
  • The implemented QC mechanisms enhance the accuracy of variant calling.
  • These methods can be applied independently or in combination for flexible application.

Conclusions:

  • The proposed noise filtration and QC techniques offer a pathway to more reliable variant calling.
  • Adoption by the scientific community is expected to improve computational efficiency and result confidence.
  • Enhanced variant identification will facilitate advancements in clinical genomics and personalized medicine.