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Related Concept Videos

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The first human genome sequencing project cost $2.7 billion and was declared complete in 2003, after 15 years of international cooperation and collaboration between several research teams and funding agencies. Today, with the advent of next-generation sequencing technologies, the cost and time of sequencing a human genome have dropped over 100 fold.
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RNA sequencing, or RNA-Seq, is a high-throughput sequencing technology used to study the transcriptome of a cell. Transcriptomics helps to interpret the functional elements of a genome and identify the molecular constituents of an organism. Additionally, it also helps in understanding the development of an organism and the occurrence of diseases. 
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Updated: Jun 5, 2025

Sequencing of mRNA from Whole Blood using Nanopore Sequencing
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Generating barcodes for nanopore sequencing data with PRO.

Ting Yu1, Zitong Ren1, Xin Gao2

  • 1Research Center for Mathematics and Interdisciplinary Sciences, Frontiers Science Center for Nonlinear Expectations (Ministry of Education), Shandong University, Shandong 266000, China.

Fundamental Research
|December 11, 2024
PubMed
Summary
This summary is machine-generated.

We developed PRO, a novel tool for designing DNA barcodes and improving sample identification accuracy in high-throughput sequencing. PRO enhances barcode kit capacity and demultiplexing performance, even with low-quality long-read data.

Keywords:
DNA barcodeFarthest point sampling algorithmHigh throughputNanopore sequencingThird-generation sequencing

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Area of Science:

  • Genomics
  • Bioinformatics
  • Molecular Biology

Background:

  • DNA barcodes are essential for high-throughput sample identification, reducing costs.
  • Low-quality long-read sequencing hinders accurate barcode identification, challenging large-scale multiplexing.
  • Existing methods face limitations in expanding barcode kit capacity while maintaining accuracy.

Purpose of the Study:

  • To develop a robust method for generating optimal DNA barcode sets for large-scale multiplexing.
  • To create a bioinformatics tool (PRO) for barcode selection and accurate demultiplexing.
  • To address the challenges posed by low-quality long-read sequencing data.

Main Methods:

  • Formulated barcode design as a theoretically NP-complete combinatorial problem.
  • Introduced probability divergence between DNA sequences to expand barcode kit capacity.
  • Developed the PRO tool for optimal barcode set selection and demultiplexing.

Main Results:

  • PRO can design barcode kits up to 2,292 sequences, matching Oxford Nanopore Technologies (ONT) barcode lengths.
  • PRO achieved 98.29% demultiplexing accuracy on simulated nanopore data with high error rates.
  • PRO's accuracy was 4.31% higher than ONT's Guppy tool for a kit size of 2,922.

Conclusions:

  • PRO offers a novel and effective solution for designing DNA barcodes for large-scale sequencing applications.
  • The PRO tool enhances demultiplexing accuracy and expands barcode kit capacity, overcoming limitations of current long-read sequencing technologies.
  • PRO demonstrates superior performance compared to existing tools, particularly in challenging, high-error sequencing environments.