Evidence map›Paper›PMID 39605431›Full record

ArticlebioRxiv : the preprint server for biology2025

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 24 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

34 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, USA.ORCID 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, USA.ORCID 0000-0002-9177-9587
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, USA.ORCID 0000-0002-7978-1051
Bashayer Al-MubarakKing Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia.ORCID 0000-0001-9716-3241
Kajsa Atterling BrolinTranslational Neurogenetics Unit, Department of Experimental Medical Science, Lund University, Lund, Sweden.ORCID 0000-0003-4832-922X
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, USA.ORCID 0000-0002-2498-146X
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, USA.ORCID 0000-0003-4949-9052
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, USA.ORCID 0009-0006-0193-6558
Raquel RealDepartment of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, UK.ORCID 0000-0001-8117-742X
Kathryn StepDivision of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.ORCID 0000-0002-4054-7030
Lara M LangeLaboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD 20892, USA.ORCID 0000-0002-7162-9821
Lesley WuDepartment of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, UK.ORCID 0000-0001-5464-5603
Miriam OstrozovicovaDepartment of Neurology, P.J. Safarik University, Kosice, Slovak Republic.ORCID 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, USA.ORCID 0000-0001-7709-4111
Pin-Jui KungGenome and Systems Biology Degree Program, National Taiwan University and Academia Sinica, Taipei, Taiwan; Division of Plastic Surgery, Department of Surgery, National Taiwan University Hospital, Taiwan.ORCID 0000-0001-8369-0227
Yasser MecheriNeurology Department, Dr Benbadis University Hospital, Constantine, Algeria.ORCID 0000-0003-3113-651X
Yi-Wen TayUniversity of Malaya, Kuala Lumpur, Malaysia.ORCID 0000-0002-9319-0768
Behloul Soundous MalekNeurology Department, Dr Benbadis University Hospital, Constantine, Algeria.
Nada Al TassanKing Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia.ORCID 0000-0001-9076-0334
Maria Teresa PeriñanCentre for Preventive Neurology, Wolfson Institute of Population Health, Queen Mary University of London, London, UK.ORCID 0000-0001-7412-7440
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, USA.ORCID 0009-0001-8968-6461
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, USA.ORCID 0000-0003-4341-3991
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, USA.
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, USA.ORCID 0000-0002-5702-0980
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, USA.ORCID 0000-0001-9358-8111
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, USA.ORCID 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, USA.ORCID 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, USA.ORCID 0000-0003-2390-8110
Soraya BardienDivision of Molecular Biology and Human Genetics, Faculty of Medicine and Health Sciences, Stellenbosch University, Cape Town, South Africa.ORCID 0000-0002-3508-3438
Huw R MorrisDepartment of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, UK.ORCID 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, USA.ORCID 0000-0001-5606-700X
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, USA.
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, USA.ORCID 0000-0002-0637-3671
Global Parkinson’s Genetics Program (GP2)

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Copy Number Variations (CNVs) play pivotal roles in the etiology of complex diseases and are variable across diverse populations. Understanding the association between CNVs and disease susceptibility is significant in disease genetics research and often requires analysis of large sample sizes. One of the most cost-effective and scalable methods for detecting CNVs is based on normalized signal intensity values, such as Log R Ratio (LRR) and B Allele Frequency (BAF), from Illumina genotyping arrays. In this study, we present CNV-Finder, a novel pipeline integrating deep learning techniques on array data, specifically a Long Short-Term Memory (LSTM) network, to expedite the large-scale identification of CNVs within predefined genomic regions. This facilitates efficient prioritization of samples for time-consuming or costly subsequent analyses such as Multiplex Ligation-dependent Probe Amplification (MLPA), short-read, and long-read whole genome sequencing. We incorporate four genes to establish our methods-Parkin (

Indexed as

Copy Number Variation (CNV)deep learninggeneticslong short-term memory (LSTM)pipelinePythonStructural Variant (SV)

Identifiers

PMID39605431
PMCPMC11601614

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.