Evidence map›Paper›PMID 42721444›Full record

ArticleBriefings in bioinformatics2026

Somatic likelihood tiering: an interpretable post-calling triage protocol for tumor-only whole-exome variant review.

Konrad Stawiski, Sophia C Kamran, Júlia Perera-Bel, Jihyun Lee, Joaquim Bellmunt, Kent W Mouw, Filipe L F De Carvalho

Abstract read
In one paragraph

Article in Briefings in bioinformatics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Konrad StawiskiDepartment of Radiation Oncology, Dana-Farber Cancer Institute, 450 Brookline Ave., 02215 Boston, MA, United States.ORCID 0000-0002-6550-3384
Sophia C KamranDepartment of Radiation Oncology, Mass General Brigham, 800 Boylston St., 02199 Boston, MA, United States.ORCID 0000-0001-9283-6515
Júlia Perera-BelPSMAR Hospital del Mar Medical Research Institute (IMIM), Carrer del Doctor Aiguader, 88, Ciutat Vella, 08003 Barcelona, Spain.ORCID 0000-0002-6809-132X
Jihyun LeeDepartment of Urology, Brigham and Women's Hospital, 75 Francis St., 02115 Boston, MA, United States.ORCID 0009-0000-6002-8038
Joaquim BellmuntHarvard Medical School, 25 Shattuck St., 02115 Boston, MA, United States.ORCID 0000-0001-7569-7074
Kent W MouwDepartment of Radiation Oncology, Dana-Farber Cancer Institute, 450 Brookline Ave., 02215 Boston, MA, United States.ORCID 0000-0001-7939-7343
Filipe L F De CarvalhoDepartment of Urology, Brigham and Women's Hospital, 75 Francis St., 02115 Boston, MA, United States.ORCID 0000-0003-2378-6512

Funding

VectorP30CA006516 · NCI · DANA-FARBER CANCER INSTITUTE · PI Irene M. Ghobrial · 1985 to 2026
$330.6M
Tumor-Immune Interactions and Cisplatin Resistance in Bladder CancerK08CA282969 · NCI · BRIGHAM AND WOMEN'S HOSPITAL · PI Filipe de Carvalho · 2024 to 2026
$633k
Bladder Cancer Advocacy NetworkKarin Grunebaum Cancer Research FoundationMedical Research Agency in Poland 2023/ABM/02/00009Medical University of Lodz Digital Medicine CenterNCI NIH HHS K08 CA282969NCI NIH HHS P30 CA006516Polish National Agency for Academic Exchange BPN/WAL/2024/1/00014
6 · The paper itself

Abstract

Tumor-only whole-exome sequencing (WES) is used when matched normal tissue is unavailable, but one sample can produce thousands of variants. Somatic likelihood tiering (SLT) is an interpretable post-calling protocol that ranks Mutect2 calls into four review-priority tiers using population-frequency, germline-quality, cancer-knowledge, PureCN posterior, and clonal-hematopoiesis evidence. Layer 2 distinguishes common, rare-callable, and unevaluable gnomAD states; missing or unmatchable gnomAD evidence is not positive rarity evidence. On the SEQC2 HCC1395 benchmark, the callability-aware SLT-A row contained 101 calls, 78 truth variants, 77.2% PPV (95% Wilson confidence interval 68.1%-84.3%), and a Number Needed to Review (NNR) of 1.29 (1.19-1.47). The conservative SLT-C catchment retained 352 of 455 truth variants (77.4%, 73.3%-81.0%) and all tiers together retained 430 of 455 truth variants. SNV performance is the primary calibration frame: SLT-C retained 341 of 439 SNV truth variants, whereas indel results were exploratory because only 16 truth indels were available. Clinical cohorts are reported as recall and concordance versus partially dependent matched-normal Mutect2 references, not independent clinical sensitivity. Patient-level bootstrap intervals were principal: HdM-BLCA-1 SLT-A recall was 18.2% (14.0%-23.5%), and LUAD-TW SLT-A recall was 49.1% (26.6%-63.3%) among 32 evaluable patients. The HdM-BLCA-1 median SLT-A queue remained 1277 variants per patient, so SLT reduces first-pass candidate counts but does not measure review time or eliminate FFPE candidate-count burden. SLT provides an auditable tumor-only WES review queue, not a substitute for matched-normal sequencing, independent orthogonal validation, or definitive somatic classification.

Indexed as

Exome SequencingNeoplasmsExomeHumansclonal hematopoiesisreproducible bioinformaticssomatic variant triagetumor-only sequencingvariant interpretationwhole-exome sequencing

Identifiers

PMID42721444
PMCPMC13561304

What OpenQuestion holds

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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.