Evidence map›Paper›PMID 34007000›Full record

ArticleGenetics in medicine : official journal of the American College of Medical Genetics2021

One in seven pathogenic variants can be challenging to detect by NGS: an analysis of 450,000 patients with implications for clinical sensitivity and genetic test implementation.

Stephen E Lincoln, Tina Hambuch, Justin M Zook, Sara L Bristow, Kathryn Hatchell, Rebecca Truty, Michael Kennemer, Brian H Shirts, Andrew Fellowes, Shimul Chowdhury and 16 more

Abstract read
In one paragraph

Article in Genetics in medicine : official journal of the American College of Medical Genetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 57 papers.

0numbers the graph read from it
0cells of the map it votes in
57citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

57 citing papers in PubMed.

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  10. Integrating Long-Read Nanopore Sequencing for Precision Resolution of Genomic Variants in Dystonia.Movement disorders : official journal of the Movement Disorder Society · 2026
    Article
  11. Compound Heterozygous Structural Variants in Cases with Unsolved PRKN-Associated Parkinson's Disease.Movement disorders : official journal of the Movement Disorder Society · 2025
    Article
  12. Article
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  16. S1- Leitlinie "Molekulargenetische Diagnostik mit Hochdurchsatz-Sequenzierverfahren (Massives Paralleles Sequenzieren, MPS)".Medizinische Genetik : Mitteilungsblatt des Berufsverbandes Medizinische Genetik e.V · 2025
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

26 authors.

Stephen E LincolnInvitae, San Francisco, CA, USA.
Tina HambuchInvitae, San Francisco, CA, USA. tina.hambuch@invitae.com.ORCID 0000-0002-5812-4431
Justin M ZookNational Institute of Standards and Technology, Gaithersburg, MD, USA.
Sara L BristowInvitae, San Francisco, CA, USA.
Kathryn HatchellInvitae, San Francisco, CA, USA.
Rebecca TrutyInvitae, San Francisco, CA, USA.
Michael KennemerInvitae, San Francisco, CA, USA.
Brian H ShirtsLaboratory Medicine and Pathology, University of Washington, Seattle, WA, USA.
Andrew FellowesPeter MacCallum Cancer Centre, Melbourne, Australia.
Shimul ChowdhuryRady Children's Institute for Genomic Medicine, San Diego, CA, USA.
Eric W KleeMayo Clinic, Rochester, MN, USA.
Shazia MahamdallieThe Institute of Cancer Research, London, UK.
Megan H ClevelandNational Institute of Standards and Technology, Gaithersburg, MD, USA.
Peter M ValloneNational Institute of Standards and Technology, Gaithersburg, MD, USA.
Yan DingRady Children's Institute for Genomic Medicine, San Diego, CA, USA.
Sheila SealThe Institute of Cancer Research, London, UK.
Wasanthi DeSilvaPeter MacCallum Cancer Centre, Melbourne, Australia.
Farol L TomsonSeraCare Life Sciences, Gaithersburg, MD, USA.
Catherine HuangSeraCare Life Sciences, Gaithersburg, MD, USA.
Russell K GarlickSeraCare Life Sciences, Gaithersburg, MD, USA.
Nazneen RahmanThe Institute of Cancer Research, London, UK.
Marc SalitNational Institute of Standards and Technology, Gaithersburg, MD, USA.
Stephen F KingsmoreRady Children's Institute for Genomic Medicine, San Diego, CA, USA.
Matthew J FerberMayo Clinic, Rochester, MN, USA.
Swaroop AradhyaInvitae, San Francisco, CA, USA.
Robert L NussbaumInvitae, San Francisco, CA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeTo evaluate the impact of technically challenging variants on the implementation, validation, and diagnostic yield of commonly used clinical genetic tests. Such variants include large indels, small copy-number variants (CNVs), complex alterations, and variants in low-complexity or segmentally duplicated regions.

methodsAn interlaboratory pilot study used synthetic specimens to assess detection of challenging variant types by various next-generation sequencing (NGS)-based workflows. One well-performing workflow was further validated and used in clinician-ordered testing of more than 450,000 patients.

resultsIn the interlaboratory study, only 2 of 13 challenging variants were detected by all 10 workflows, and just 3 workflows detected all 13. Limitations were also observed among 11 less-challenging indels. In clinical testing, 21.6% of patients carried one or more pathogenic variants, of which 13.8% (17,561) were classified as technically challenging. These variants were of diverse types, affecting 556 of 1,217 genes across hereditary cancer, cardiovascular, neurological, pediatric, reproductive carrier screening, and other indicated tests.

conclusionThe analytic and clinical sensitivity of NGS workflows can vary considerably, particularly for prevalent, technically challenging variants. This can have important implications for the design and validation of tests (by laboratories) and the selection of tests (by clinicians) for a wide range of clinical indications.

Indexed as

Genetic TestingHigh-Throughput Nucleotide SequencingChildDNA Copy Number VariationsHumansINDEL MutationPilot Projects

Identifiers

PMID34007000
PMCPMC8460443

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.