Fuscan: a robust DNA fusion caller for targeted sequencing data in cancer diagnostics

Zhaoying Liu1, Siyu Wang1, Si Chen1

  • 1Shanghai Yijian Medical Laboratory Co., Ltd., Shanghai, 201802, China.

Abstract

Insights

Fuscan accurately identifies oncogenic gene fusions from targeted sequencing data, improving precision oncology by reducing false positives in complex samples like liquid biopsies.

Area of Science:

  • Genomics
  • Cancer Biology
  • Bioinformatics

Background:

  • Somatic gene fusions are key drivers of oncogenesis.
  • Targeted sequencing aids therapeutic selection in precision oncology.
  • Existing structural variant (SV) callers struggle with targeted sequencing data, producing false positives.

Purpose of the Study:

  • To develop Fuscan, a DNA fusion caller optimized for targeted sequencing data.
  • To enhance the identification of oncogenic driver fusions.
  • To improve the accuracy of fusion detection in clinical samples.

Main Methods:

  • Developed Fuscan, a novel DNA fusion caller.
  • Focused alignment on targeted driver sequences.
  • Filtered homologous genomic regions to prevent false-positive breakpoints.
  • Validated Fuscan on non-small cell lung cancer specimens, SV reference standards, and healthy controls.

Main Results:

  • Fuscan demonstrated high accuracy, achieving an AUC of 0.992.
  • The tool effectively identified oncogenic drivers in targeted sequencing data.
  • Fuscan showed robustness in challenging samples, including low-tumor-content tissues and liquid biopsies.

Conclusions:

  • Fuscan is a robust and sensitive tool for detecting gene fusions in targeted sequencing data.
  • The caller improves the accuracy of oncogenic driver identification for precision oncology.
  • Fuscan addresses limitations of existing SV callers in targeted sequencing applications.

Related Concept Videos

FISH - Fluorescent In-situ Hybridization02:07

FISH - Fluorescent In-situ Hybridization

Fluorescence in situ hybridization, or FISH, was developed in the early 1980s and has quickly become one of the most widely used techniques in cytogenetics. Labeled probes are used to bind complementary DNA or RNA sequences on a chromosome or in a region within a cell. Earlier, the probes could only be obtained by cloning or reverse transcription of a DNA template. Currently, the probe oligonucleotides can be synthesized synthetically. Additionally, with the advancement of optical techniques,...
Next-generation Sequencing03:00

Next-generation Sequencing

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.
Next-Generation Sequencing Methods
Although all next-generation methods use different technologies, they all share a set of standard features.
DNA Microarrays02:34

DNA Microarrays

Microarrays are high-throughput and relatively inexpensive assays that can be automated to analyze large quantities of data at a time. They are used in genome-wide studies to compare gene or protein expression under two varied conditions, such as healthy and diseased states. Microarrays consist of glass or silica slides on which probe molecules are covalently attached through surface functionalization. Most commonly, the slides are prepared through the chemisorption of silanes to silica...
Sanger Sequencing01:57

Sanger Sequencing

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...
RNA-seq03:21

RNA-seq

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. 
Before the discovery of RNA-seq, microarray-based methods and Sanger sequencing were used for transcriptome analysis. However, while microarray-based...