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Pre-Implantation Genetic Testing for Aneuploidy on a Semiconductor Based Next-Generation Sequencing Platform
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Genome-wide normalized score: a novel algorithm to detect fetal trisomy 21 during non-invasive prenatal testing.

C H Yeang1, G C Ma, H W Hsu

  • 1Institute of Statistical Science, Academia Sinica, Taipei, Taiwan.

Ultrasound in Obstetrics & Gynecology : the Official Journal of the International Society of Ultrasound in Obstetrics and Gynecology
|April 5, 2014
PubMed
Summary

A new algorithm, genome-wide normalized score (GWNS), improves non-invasive prenatal testing for fetal trisomy 21 (T21). GWNS performs better than existing methods, especially with low fetal DNA concentrations.

Keywords:
MPSSNIPTgenome-wideplasma DNAstatistical algorithm

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Area of Science:

  • Genetics
  • Bioinformatics
  • Genomics

Background:

  • Non-invasive prenatal testing (NIPT) for fetal trisomy 21 (T21) uses massively parallel shotgun sequencing (MPSS).
  • Current algorithms are limited by low fetal DNA proportion and sequencing depth.
  • Existing methods are susceptible to diluted fetal DNA and limited sequencing depth.

Purpose of the Study:

  • To describe and evaluate a novel algorithm, genome-wide normalized score (GWNS), for aneuploidy detection.
  • To compare GWNS performance against existing algorithms (Z-score, NCV).
  • To assess algorithm efficacy under low fetal DNA conditions.

Main Methods:

  • GWNS algorithm was developed, normalizing read counts by chromosome 21 fragment proportions.
  • GWNS was compared to Z-score and NCV using theoretical approximations and simulations (86 cases).
  • Algorithm performance was validated in 208 clinical samples and dilution experiments.

Main Results:

  • GWNS required lower fetal DNA proportion and fewer MPSS reads than Z-score or NCV at fixed significance and power.
  • In dilution experiments, GWNS achieved correct diagnosis at the lowest fetal DNA concentrations (3.83-4.75%).
  • GWNS outperformed Z-score (4.75-5.22%) and NCV (6.47-8.58%) in low fetal fraction scenarios.

Conclusions:

  • GWNS demonstrates comparable performance to Z-score and NCV for detecting fetal T21.
  • GWNS shows improved performance over existing methods when fetal DNA fraction is low.
  • The novel GWNS algorithm offers a potential advancement in NIPT for T21.