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Updated: Mar 13, 2026

Determining the Likelihood of Variant Pathogenicity Using Amino Acid-level Signal-to-Noise Analysis of Genetic Variation
Published on: January 16, 2019
Clinical Testing for Genetic Conditions
Hyung-Goo Kim1, Sumia Brakta2, Afif Ben-Mahmoud3
1Department of Neurosurgery, Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey, Piscataway, New Jersey, United States.
Clinical genetics now integrates genome-wide diagnostics for reproductive medicine, using advanced sequencing and mapping to precisely diagnose conditions. This improves genetic counseling and reproductive planning for families facing infertility or congenital anomalies.
Area of Science:
- Reproductive Medicine
- Clinical Genetics
- Genomic Diagnostics
Background:
- Reproductive genetics has evolved from cytogenetics to comprehensive genomic analysis.
- Current diagnostics address sequence and structural variations for various reproductive and pediatric conditions.
Purpose of the Study:
- To present a pragmatic algorithm for ordering genome-wide diagnostic tests.
- To optimize the diagnostic pathway for infertility, pregnancy loss, fetal anomalies, and pediatric diseases.
Main Methods:
- Integration of karyotyping, chromosomal microarray (CMA), exome/genome sequencing (GS), long-read sequencing, and optical genome mapping (OGM).
- A reflexive testing pathway linking various genomic modalities.
- Development of a pragmatic algorithm for test ordering.
Main Results:
- Karyotyping is essential for aneuploidy and balanced rearrangements.
- CMA excels in detecting submicroscopic copy number variants.
- Trio exome/GS and advanced structural platforms like OGM enhance diagnostic yield for complex cases.
- Long-read sequencing and OGM resolve complex structural variants and provide genome-wide structural views.
Conclusions:
- The integrated approach supports precise diagnoses and recurrence risk estimation.
- The proposed algorithm aims to reduce testing time and serial testing.
- Enhanced genetic diagnostics improve patient counseling and reproductive planning.
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