Evidence map›Paper›PMID 36477409›Full record

ArticleHuman genetics2023

Targeting de novo loss-of-function variants in constrained disease genes improves diagnostic rates in the 100,000 Genomes Project.

Eleanor G Seaby, N Simon Thomas, Amy Webb, Helen Brittain, Ana Lisa Taylor Tavares, Genomics England Consortium, Diana Baralle, Heidi L Rehm, Anne O'Donnell-Luria, Sarah Ennis

Open access · hybridAbstract read
In one paragraph

Article in Human genetics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed
3.2field-weighted citation impact, top 8% of its field
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

13 citing papers in PubMed, 17 citations in OpenAlex.

  1. Genes · 2026
    Article
  2. Article
  3. Integrating 730,947 exome sequences with clinical literature improves gene discovery.medRxiv : the preprint server for health sciences · 2026
    Article
  4. Individuals with intellectual disability have an increased burden ofmedRxiv : the preprint server for health sciences · 2025
    Article
  5. Unique signatures of highly constrained genes across publicly available genomic databases.Genetics in medicine : official journal of the American College of Medical Genetics · 2025
    Article
  6. Article
  7. Article
  8. Review
  9. Article
  10. A gene pathogenicity tool "GenePy" identifies missed biallelic diagnoses in the 100,000 Genomes Project.Genetics in medicine : official journal of the American College of Medical Genetics · 2024
    Article
  11. Article
  12. Article
  13. Review
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

10 authors at 7 institutions in 2 countries.

Eleanor G SeabyGenomic Informatics Group, Human Development and Health, Faculty of Medicine, University Hospital Southampton, MP 808, Duthie Building, Southampton, SO16 6YD, Hampshire, UK. E.Seaby@soton.ac.uk.
N Simon ThomasGenomic Informatics Group, Human Development and Health, Faculty of Medicine, University Hospital Southampton, MP 808, Duthie Building, Southampton, SO16 6YD, Hampshire, UK.
Amy WebbWessex Regional Genomics Laboratory, Salisbury NHS Foundation Trust, Salisbury, SP2 8BJ, UK.
Helen BrittainGenomics England, Charterhouse Square, London, EC1M 6BQ, UK.
Ana Lisa Taylor TavaresGenomics England, Charterhouse Square, London, EC1M 6BQ, UK.
Genomics England Consortium
Diana BaralleGenomic Informatics Group, Human Development and Health, Faculty of Medicine, University Hospital Southampton, MP 808, Duthie Building, Southampton, SO16 6YD, Hampshire, UK.
Heidi L RehmProgram in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA.
Anne O'Donnell-Luria *Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA.
Sarah Ennis *Genomic Informatics Group, Human Development and Health, Faculty of Medicine, University Hospital Southampton, MP 808, Duthie Building, Southampton, SO16 6YD, Hampshire, UK.
Massachusetts General Hospital · USGenomics England · GBUniversity of Cambridge · GBSalisbury NHS Foundation Trust · GBUniversity Hospital Southampton NHS Foundation Trust · GBBoston Children's Hospital · USImperial College London · GB

Funding

Resource ProjectU41HG006834 · NHGRI · BRIGHAM AND WOMEN'S HOSPITAL · PI REHM, HEIDI L · 2013 to 2020
$26.9M
The Genome Aggregation Database (gnomAD)U24HG011450 · NHGRI · BROAD INSTITUTE, INC. · PI Mark Joseph Daly, Konrad Karczewski · 2021 to 2026
$22.3M
Joint Center for Mendelian GenomicsUM1HG008900 · NHGRI · BROAD INSTITUTE, INC. · PI O'DONNELL-LURIA, ANNE, REHM, HEIDI L · 2016 to 2020
$16.5M
Rare genetic disorders in NeuroDev: Insight into the genetic and phenotypic heterogeneity of ID, ASD and ADHD in South African PopulationsU01MH119689 · NIMH · BROAD INSTITUTE, INC. · PI DONALD, KIRSTY, O'DONNELL-LURIA, ANNE · 2019 to 2023
$5.2M
NHGRI NIH HHS U24 HG011450NHGRI NIH HHS U41 HG006834NHGRI NIH HHS UM1 HG008900NIMH NIH HHS U01 MH119689Wellcome Trust
6 · The paper itself

Abstract

backgroundGenome sequencing was first offered clinically in the UK through the 100,000 Genomes Project (100KGP). Analysis was restricted to predefined gene panels associated with the patient's phenotype. However, panels rely on clearly characterised phenotypes and risk missing diagnoses outside of the panel(s) applied. We propose a complementary method to rapidly identify pathogenic variants, including those missed by 100KGP methods.

methodsThe Loss-of-function Observed/Expected Upper-bound Fraction (LOEUF) score quantifies gene constraint, with low scores correlated with haploinsufficiency. We applied DeNovoLOEUF, a filtering strategy to sequencing data from 13,949 rare disease trios in the 100KGP, by filtering for rare, de novo, loss-of-function variants in disease genes with a LOEUF score < 0.2. We compared our findings with the corresponding patient's diagnostic reports.

results324/332 (98%) of the variants identified using DeNovoLOEUF were diagnostic or partially diagnostic (whereby the variant was responsible for some of the phenotype). We identified 39 diagnoses that were "missed" by 100KGP standard analyses, which are now being returned to patients.

conclusionWe have demonstrated a highly specific and rapid method with a 98% positive predictive value that has good concordance with standard analysis, low false-positive rate, and can identify additional diagnoses. Globally, as more patients are being offered genome sequencing, we anticipate that DeNovoLOEUF will rapidly identify new diagnoses and facilitate iterative analyses when new disease genes are discovered.

Indexed as

GenomePhenotypeWhole Genome Sequencing

Identifiers

PMID36477409
PMCPMC9950176
OpenAlexW4310937499

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.