Evidence map›Paper›PMID 40113264›Full record

ArticleGenome research2025

Integration of transcriptomics and long-read genomics prioritizes structural variants in rare disease.

Tanner D Jensen, Bohan Ni, Chloe M Reuter, John E Gorzynski, Sarah Fazal, Devon Bonner, Rachel A Ungar, Pagé C Goddard, Archana Raja, Euan A Ashley and 8 more

Abstract read
In one paragraph

Article in Genome research, 2025. 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
–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

13 citing papers in PubMed.

  1. Review
  2. Population-scale detection of methylation outliers from long-read genome sequencing.medRxiv : the preprint server for health sciences · 2026
    Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Long-read genome sequencing and multi-omics in aging and neurodegeneration.medRxiv : the preprint server for health sciences · 2025
    Article
  8. Exploration of Neurodegenerative Diseases Using Long-Read Sequencing and Optical Genome Mapping Technologies.Movement disorders : official journal of the Movement Disorder Society · 2025
    Review
  9. Review
  10. Review
  11. Article
  12. Article
  13. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

18 authors.

Tanner D Jensen *Department of Genetics, Stanford University, Stanford, California 94305, USA.ORCID 0000-0002-1873-8607
Bohan Ni *Department of Computer Science, Johns Hopkins University, Baltimore, Maryland 21218, USA.ORCID 0000-0002-8570-6103
Chloe M ReuterCenter for Undiagnosed Diseases, Stanford University, Stanford, California 94305, USA.ORCID 0000-0002-0429-9922
John E GorzynskiDepartment of Genetics, Stanford University, Stanford, California 94305, USA.ORCID 0000-0002-9034-9016
Sarah FazalDr. John T. Macdonald Foundation Department of Human Genetics and John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, Florida 33136, USA.ORCID 0000-0001-9064-6152
Devon BonnerCenter for Undiagnosed Diseases, Stanford University, Stanford, California 94305, USA.ORCID 0000-0002-8771-0886
Rachel A UngarDepartment of Genetics, Stanford University, Stanford, California 94305, USA.ORCID 0000-0002-2214-959X
Pagé C GoddardDepartment of Genetics, Stanford University, Stanford, California 94305, USA.ORCID 0000-0001-8187-5316
Archana RajaCenter for Undiagnosed Diseases, Stanford University, Stanford, California 94305, USA.ORCID 0000-0001-7079-9872
Euan A AshleyCenter for Undiagnosed Diseases, Stanford University, Stanford, California 94305, USA.ORCID 0000-0001-9418-9577
Jonathan A BernsteinCenter for Undiagnosed Diseases, Stanford University, Stanford, California 94305, USA.ORCID 0000-0001-5369-346X
Stephan ZuchnerDr. John T. Macdonald Foundation Department of Human Genetics and John P. Hussman Institute for Human Genomics, University of Miami Miller School of Medicine, Miami, Florida 33136, USA.ORCID 0000-0002-8498-5235
Undiagnosed Diseases Network
Michael D GreiciusDepartment of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California 94305, USA.ORCID 0000-0002-5462-9037
Stephen B MontgomeryDepartment of Genetics, Stanford University, Stanford, California 94305, USA; smontgom@stanford.edu mschatz@cs.jhu.edu wheelerm@stanford.edu ajbattle@jhu.edu.ORCID 0000-0002-5200-3903
Michael C SchatzDepartment of Computer Science, Johns Hopkins University, Baltimore, Maryland 21218, USA; smontgom@stanford.edu mschatz@cs.jhu.edu wheelerm@stanford.edu ajbattle@jhu.edu.ORCID 0000-0002-4118-4446
Matthew T WheelerCenter for Undiagnosed Diseases, Stanford University, Stanford, California 94305, USA; smontgom@stanford.edu mschatz@cs.jhu.edu wheelerm@stanford.edu ajbattle@jhu.edu.ORCID 0000-0001-8721-3022
Alexis BattleDepartment of Computer Science, Johns Hopkins University, Baltimore, Maryland 21218, USA; smontgom@stanford.edu mschatz@cs.jhu.edu wheelerm@stanford.edu ajbattle@jhu.edu.ORCID 0000-0002-5287-627X

Funding

INSTITUTIONAL TRAINING GRANT IN GENOME SCIENCET32HG000044 · NHGRI · STANFORD UNIVERSITY · PI MICHAEL P. SNYDER · 1995 to 2026
$32.2M
Stanford Alzheimer's Disease Research CenterAdmin Supp: Developing iPSC models for AD and PDP30AG066515 · NIA · STANFORD UNIVERSITY · PI Victor Henderson · 2020 to 2026
$29.0M
Implementing the Genomic Data Science Analysis, Visualization, and Informatics Lab-space (AnVIL)U24HG010263 · NHGRI · JOHNS HOPKINS UNIVERSITY · PI Enis Afgan, VINCENT JAMES CAREY · 2018 to 2026
$23.8M
NIH Cloud Platform Interoperability Administrative Coordinating CenterOT2OD034190 · OD · RESEARCH TRIANGLE INSTITUTE · PI ROBBINS, ELIZABETH · 2022 to 2023
$16.9M
Stanford Mendelian Genomics Research CenterU01HG011762 · NHGRI · STANFORD UNIVERSITY · PI Jonathan Adam Bernstein, Stephen Montgomery · 2021 to 2026
$16.7M
GENOME STUDIES IN HEREDITARY SPASTIC PARAPLEGIA - beyond the exomeR01NS072248 · NINDS · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI Stephan Zuchner · 2011 to 2026
$9.2M
Multi-omic functional assessment of novel AD variants using high-throughput and single-cell technologiesU01AG072573 · NIA · STANFORD UNIVERSITY · PI KUNDAJE, ANSHUL, MONTGOMERY, STEPHEN · 2021 to 2025
$8.3M
What comes next? Engaging stakeholders in governance of participant data and relationships during the sunset of large genomic medicine research initiativesU01HG010218 · NHGRI · STANFORD UNIVERSITY · PI ASHLEY, EUAN A, BERNSTEIN, JONATHAN ADAM · 2018 to 2022
$6.3M
Hippocampal-dependent memory decline in aging and early Alzheimer's diseaseR01AG074339 · NIA · STANFORD UNIVERSITY · PI ELIZABETH MORMINO · 2022 to 2026
$6.0M
Illuminating the APOE Locus with Long-Read Sequencing and Targeted GenomicsR35AG072290 · NIA · STANFORD UNIVERSITY · PI GREICIUS, MICHAEL D · 2021 to 2025
$4.6M
Predicting context-specific molecular and phenotypic effects of genetic variation through the lens of the cis-regulatory codeU01HG012069 · NHGRI · STANFORD UNIVERSITY · PI Anshul Kundaje · 2021 to 2026
$3.9M
Mapping Molecular and Phenotypic Interactions in Alzheimers DiseaseR01AG066490 · NIA · STANFORD UNIVERSITY · PI MONTGOMERY, STEPHEN · 2020 to 2024
$3.6M
NCI NIH HHS R03 CA272952NCI NIH HHS U01 CA253481NHGRI NIH HHS R21 HG013397NHGRI NIH HHS T32 HG000044NHGRI NIH HHS U01 HG010218NHGRI NIH HHS U01 HG011762NHGRI NIH HHS U01 HG012069NHGRI NIH HHS U24 HG010263NIA NIH HHS P30 AG066515NIA NIH HHS R01 AG048076NIA NIH HHS R01 AG066490NIA NIH HHS R01 AG074339NIA NIH HHS R35 AG072290NIA NIH HHS U01 AG072573NIGMS NIH HHS R35 GM139580NIH HHS OT2 OD034190NIH HHS S10 OD025082NIMH NIH HHS R01 MH125244NINDS NIH HHS R01 NS072248NINDS NIH HHS U01 NS134358
6 · The paper itself

Abstract

Rare structural variants (SVs)-insertions, deletions, and complex rearrangements-can cause Mendelian disease, yet they remain difficult to accurately detect and interpret. We sequenced and analyzed Oxford Nanopore Technologies long-read genomes of 68 individuals from the undiagnosed disease network (UDN) with no previously identified diagnostic mutations from short-read sequencing. Using our optimized SV detection pipelines and 571 control long-read genomes, we detected 716 long-read rare (MAF < 0.01) SV alleles per genome on average, achieving a 2.4× increase from short reads. To characterize the functional effects of rare SVs, we assessed their relationship with gene expression from blood or fibroblasts from the same individuals and found that rare SVs overlapping enhancers were enriched (LOR = 0.46) near expression outliers. We also evaluated tandem repeat expansions (TREs) and found 14 rare TREs per genome; notably, these TREs were also enriched near overexpression outliers. To prioritize candidate functional SVs, we developed Watershed-SV, a probabilistic model that integrates expression data with SV-specific genomic annotations, which significantly outperforms baseline models that do not incorporate expression data. Watershed-SV identified a median of eight high-confidence functional SVs per UDN genome. Notably, this included compound heterozygous deletions in

Indexed as

GenomicsGenomic Structural VariationRare DiseasesTranscriptomeGene Expression ProfilingGenome, HumanHumans

Identifiers

PMID40113264
PMCPMC12047269

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.