Evidence map›Paper›PMID 42639318›Full record

ArticleBioinformatics advances2026

CNV-Finder: streamlining copy number variation discovery.

Nicole Kuznetsov, Kensuke Daida, Mary B Makarious, Bashayer Al-Mubarak, Kajsa Atterling Brolin, Laksh Malik, Cedric Kouam, Breeana Baker, Raquel Real, Kathryn Step and 23 more

Abstract read
In one paragraph

Article in Bioinformatics advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Observational
  2. Article
  3. Article
  4. Article
  5. Article
  6. Genome-wide association study of copy number variations in Parkinson's disease.medRxiv : the preprint server for health sciences · 2025
    Article
  7. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

33 authors.

Nicole KuznetsovCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.ORCID https://orcid.org/0009-0005-9847-0282
Kensuke DaidaCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Mary B MakariousCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Bashayer Al-MubarakCenter for Genomic Medicine, King Faisal Specialist Hospital and Research Center, Riyadh 12713, Saudi Arabia.
Kajsa Atterling BrolinTranslational Neurogenetics Unit, Department of Experimental Medical Science, Lund University, Lund 221 00, Sweden.
Laksh MalikCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Cedric KouamCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Breeana BakerCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Raquel RealDepartment of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London WC1N 3BG, United Kingdom.ORCID https://orcid.org/0000-0001-8117-742X
Kathryn StepDivision of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town 7505, South Africa.ORCID https://orcid.org/0000-0002-4054-7030
Lara M LangeLaboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, United States.ORCID https://orcid.org/0000-0002-7162-9821
Lesley WuDepartment of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London WC1N 3BG, United Kingdom.ORCID https://orcid.org/0000-0001-5464-5603
Miriam OstrozovicovaDepartment of Neurology, P.J. Safarik University, Kosice 04011, Slovak Republic.ORCID https://orcid.org/0000-0003-1519-1535
Katherine M AndershCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Pin-Jui KungGenome and Systems Biology Degree Program, National Taiwan University and Academia Sinica, Taipei 106319, Taiwan.
Yasser MecheriNeurology Department, Benbadis University Hospital, Constantine 25018, Algeria.
Yi-Wen TayDepartment of Biomedical Science, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia.
Behloul Soundous MalekNeurology Department, Benbadis University Hospital, Constantine 25018, Algeria.
Nada Al TassanCenter for Genomic Medicine, King Faisal Specialist Hospital and Research Center, Riyadh 12713, Saudi Arabia.ORCID https://orcid.org/0000-0001-9076-0334
Maria Teresa PeriñanCentre for Preventive Neurology, Wolfson Institute of Population Health, Queen Mary University of London, London E1 4NS, United Kingdom.
Samantha HongCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Mathew J KoretskyCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Lana SargeantCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Kristin LevineCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Cornelis BlauwendraatCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Kimberley J BillingsleyCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.ORCID https://orcid.org/0000-0002-8003-4029
Sara Bandres-CigaCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.ORCID https://orcid.org/0000-0003-0056-1361
Hampton L LeonardCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.ORCID https://orcid.org/0000-0003-2390-8110
Soraya BardienDivision of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town 7505, South Africa.
Huw R MorrisDepartment of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London WC1N 3BG, United Kingdom.ORCID https://orcid.org/0000-0002-5473-3774
Andrew B SingletonCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Mike A NallsCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.
Dan VitaleCenter for Alzheimer's and Related Dementias (CARD), National Institute on Aging and National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, United States.ORCID https://orcid.org/0000-0002-0637-3671

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Motivation: Copy Number Variations (CNVs) play pivotal roles in complex disease etiology, often requiring large sample sizes to analyze disease associations. While genotyping arrays offer a cost-effective approach for CNV detection using Log R Ratio (LRR) and B Allele Frequency (BAF) signals, existing independent array-based callers suffer from high false positive rates and noise susceptibility, burdening manual validation. Results: We present CNV-Finder, a deep learning pipeline employing Long Short-Term Memory (LSTM) networks for large-scale CNV identification within user-defined genomic regions. Trained on expert-annotated samples from the Global Parkinson's Genetics Program across four neurodegenerative disease-associated genes ( Availability and implementation: CNV-Finder is freely available at https://github.com/nvk23/CNV-Finder.

Identifiers

PMID42639318
PMCPMC13503034

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.