Evidence map›Paper›PMID 42425971›Full record

ArticleNature communications2026

An integrated, scaled approach to resolve TSC2 variants of uncertain significance.

Carina G Biar, Ziyu R Wang, Nathan D Camp, Daniel L Holmes, Melinda K Wheelock, Sriram Pendyala, Abby V McGee, Pankhuri Gupta, Abbye E McEwen, Malvika Tejura and 15 more

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. A scalable approach to resolving variants of uncertain significance.bioRxiv : the preprint server for biology · 2026
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

25 authors.

Carina G Biar *Ken and Ruth Davee Department of Neurology, Northwestern Feinberg School of Medicine, Chicago, IL, USA.ORCID http://orcid.org/0000-0002-0647-3752
Ziyu R Wang *Department of Genome Sciences, University of Washington, Seattle, WA, USA.
Nathan D Camp *Center for Immunity and Immunotherapies, Seattle Children's Research Institute, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-1216-5262
Daniel L HolmesDepartment of Genome Sciences, University of Washington, Seattle, WA, USA.
Melinda K WheelockDepartment of Genome Sciences, University of Washington, Seattle, WA, USA.
Sriram PendyalaDepartment of Genome Sciences, University of Washington, Seattle, WA, USA.ORCID http://orcid.org/0000-0003-3395-3417
Abby V McGeeDepartment of Genome Sciences, University of Washington, Seattle, WA, USA.ORCID http://orcid.org/0000-0001-9294-7039
Pankhuri GuptaDepartment of Genome Sciences, University of Washington, Seattle, WA, USA.ORCID http://orcid.org/0009-0002-5802-1296
Abbye E McEwenDepartment of Genome Sciences, University of Washington, Seattle, WA, USA.
Malvika TejuraDepartment of Genome Sciences, University of Washington, Seattle, WA, USA.
Marcy E RichardsonAmbry Genetics, Aliso Viejo, CA, USA.ORCID http://orcid.org/0000-0002-4626-4920
Jamie D WeyandtAmbry Genetics, Aliso Viejo, CA, USA.ORCID http://orcid.org/0000-0001-5602-5782
Taylor ColemanAmbry Genetics, Aliso Viejo, CA, USA.
Alan F RubinBioinformatics Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia.ORCID http://orcid.org/0000-0003-1474-605X
Nick MooreBioinformatics Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia.ORCID http://orcid.org/0000-0001-7511-0990
Ross StewartThe Institute for Experiential AI, Northeastern University, Boston, MA, USA.ORCID http://orcid.org/0009-0006-4240-9308
Daniel ZeibergThe Institute for Experiential AI, Northeastern University, Boston, MA, USA.
Allyssa J VandiDepartment of Genome Sciences, University of Washington, Seattle, WA, USA.
Samantha DawsonCenter for Immunity and Immunotherapies, Seattle Children's Research Institute, Seattle, WA, USA.
Predrag RadivojacThe Institute for Experiential AI, Northeastern University, Boston, MA, USA.ORCID http://orcid.org/0000-0002-6769-0793
Lea M StaritaDepartment of Genome Sciences, University of Washington, Seattle, WA, USA.ORCID http://orcid.org/0000-0003-2870-5099
Gemma L CarvillKen and Ruth Davee Department of Neurology, Northwestern Feinberg School of Medicine, Chicago, IL, USA.ORCID http://orcid.org/0000-0003-4945-3628
Richard G James *Center for Immunity and Immunotherapies, Seattle Children's Research Institute, Seattle, WA, USA. rickerj@u.washington.edu.ORCID http://orcid.org/0000-0002-2302-7367
Douglas M Fowler *Department of Genome Sciences, University of Washington, Seattle, WA, USA. dfowler@uw.edu.ORCID http://orcid.org/0000-0001-7614-1713
Jeffrey D Calhoun *Ken and Ruth Davee Department of Neurology, Northwestern Feinberg School of Medicine, Chicago, IL, USA. jeffrey.calhoun@northwestern.edu.ORCID http://orcid.org/0000-0003-0554-2231

Funding

Tumor Environment and Metastasis (TEAM) Research ProgramP30CA060553 · NCI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Devalingam Mahalingam · 1993 to 2026
$153.9M
INTERDISCIPLINARY TRAINING IN GENOMIC SCIENCEST32HG000035 · NHGRI · UNIVERSITY OF WASHINGTON · PI Bruce Colston Trapnell · 1995 to 2026
$24.2M
The Center for Actionable Variant Analysis; measuring variant function at scaleUM1HG011969 · NHGRI · UNIVERSITY OF WASHINGTON · PI Douglas M Fowler, Lea Starita · 2021 to 2026
$9.9M
5-laser 30-parameter FACSymphony-S6 SORP Cell Sorter from BD BiosciencesS10OD026814 · OD · NORTHWESTERN UNIVERSITY AT CHICAGO · PI PERLMAN, HARRIS R · 2019 to 2019
$904k
FACSAria SORP Cell SorterS10OD011996 · OD · NORTHWESTERN UNIVERSITY AT CHICAGO · PI GOOLSBY, CHARLES L. · 2012 to 2012
$482k
American Epilepsy Society (AES) Junior Investigator AwardNCI NIH HHS P30 CA060553NHGRI NIH HHS T32 HG000035NHGRI NIH HHS UM1 HG011969NIH HHS S10 OD011996NIH HHS S10 OD026814Tuberous Sclerosis Alliance (TS Alliance) Research GrantU.S. Department of Health & Human Services | NIH | National Human Genome Research Institute (NHGRI) HG011969
6 · The paper itself

Abstract

Obtaining a precise genetic tuberous sclerosis complex diagnosis is a challenge as many missense TSC2 variants are variants of uncertain significance. Variants of uncertain significance in TSC2 have been resolved by one-at-a-time functional assays, but these assays cannot scale to the 3634 TSC2 missense variants of uncertain significance observed so far. To address this challenge, we use massively parallel sequencing to measure the steady-state abundance of almost 9000 TSC2 missense variants and develop an mTOR pathway activity assay using genome editing and cell sorting to generate activity scores for 391 missense variants. We observe that 1256 of 8864 (14.17%) missense variants assayed have altered TSC2 abundance, and 69 of 391 (17.65%) missense variants assayed have altered mTOR pathway activity. Calibration and integration of these data into classification of variants identified in a clinical cohort putatively reclassifies 212 of 276 (76.8%) TSC2 missense variants of uncertain significance. These datasets will lead to improved genetic diagnosis of tuberous sclerosis complex with potential positive impacts on the clinical management of patients and their families.

Indexed as

Mutation, MissenseTuberous SclerosisTuberous Sclerosis Complex 2 ProteinHigh-Throughput Nucleotide SequencingHumansSignal TransductionTOR Serine-Threonine KinasesTumor Suppressor ProteinsMTOR protein, humanTOR Serine-Threonine KinasesTSC2 protein, humanTuberous Sclerosis Complex 2 ProteinTumor Suppressor Proteins

Identifiers

PMID42425971
PMCPMC13478581

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.