Evidence map›Paper›PMID 38096571›Full record

ArticleBioinformatics (Oxford, England)2023

Assigning mutational signatures to individual samples and individual somatic mutations with SigProfilerAssignment.

Marcos Díaz-Gay, Raviteja Vangara, Mark Barnes, Xi Wang, S M Ashiqul Islam, Ian Vermes, Stephen Duke, Nithish Bharadhwaj Narasimman, Ting Yang, Zichen Jiang and 5 more

Open access · goldAbstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 142 papers.

0numbers the graph read from it
0cells of the map it votes in
142citing papers in PubMed
34.9field-weighted citation impact, top 1% of its field
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

142 citing papers in PubMed, 146 citations in OpenAlex.

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  9. Impact of Tumor Genomic Profile on Adjuvant Chemotherapy Efficacy in Resected Pancreatic Adenocarcinoma: Results From the PRODIGE-24/CCTG PA6 Study.Journal of clinical oncology : official journal of the American Society of Clinical Oncology · 2026
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  19. 'AnbioRxiv : the preprint server for biology · 2026
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82 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

15 authors at 3 institutions in 3 countries.

Marcos Díaz-GayDepartment of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA 92093, United States.ORCID 0000-0003-0658-0467
Raviteja VangaraDepartment of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA 92093, United States.
Mark BarnesDepartment of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA 92093, United States.
Xi WangDepartment of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA 92093, United States.
S M Ashiqul IslamDepartment of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA 92093, United States.
Ian VermesCOSMIC, Wellcome Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, United Kingdom.
Stephen DukeCOSMIC, Wellcome Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, United Kingdom.
Nithish Bharadhwaj NarasimmanDepartment of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA 92093, United States.
Ting YangDepartment of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA 92093, United States.
Zichen JiangDepartment of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA 92093, United States.
Sarah MoodyCancer, Ageing and Somatic Mutation, Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge CB10 1SA, United Kingdom.
Sergey SenkinGenetic Epidemiology Group, International Agency for Research on Cancer, 69372 Lyon, France.
Paul BrennanGenetic Epidemiology Group, International Agency for Research on Cancer, 69372 Lyon, France.ORCID 0000-0002-0518-8714
Michael R StrattonCancer, Ageing and Somatic Mutation, Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge CB10 1SA, United Kingdom.
Ludmil B AlexandrovDepartment of Cellular and Molecular Medicine, UC San Diego, La Jolla, CA 92093, United States.ORCID 0000-0003-3596-4515
University of California San Diego · USWellcome Sanger Institute · GBCentre international de recherche sur le cancer · FR

Funding

Detecting Mutational Signatures of Environmental Mutagens in Heathy Individuals for Personalized Cancer PreventionR01ES032547 · NIEHS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI ALEXANDROV, LUDMIL B · 2021 to 2025
$3.4M
Mapping immuno-genomic drivers of the head and neck precancer invasive-disease transitionU01CA290479 · NCI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Ludmil B Alexandrov, Jorge Silvio Gutkind · 2023 to 2026
$3.1M
Mutational Signatures of a Combined Environmental Exposure: Arsenic and Ultraviolet RadiationR01ES030993 · NIEHS · UNIVERSITY OF NEW MEXICO HEALTH SCIS CTR · PI HUDSON, LAURIE G, LIU, KE JIAN · 2020 to 2024
$2.5M
Comprehensive identification of germline-somatic interactionsR01CA269919 · NCI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Ludmil B Alexandrov, Hannah Kathryn Carter · 2022 to 2026
$2.2M
Cancer Research UK C98/A24032NCI NIH HHS R01 CA269919NCI NIH HHS U01 CA290479NIEHS NIH HHS R01 ES030993NIEHS NIH HHS R01 ES032547World Health Organization 001
6 · The paper itself

Abstract

motivationAnalysis of mutational signatures is a powerful approach for understanding the mutagenic processes that have shaped the evolution of a cancer genome. To evaluate the mutational signatures operative in a cancer genome, one first needs to quantify their activities by estimating the number of mutations imprinted by each signature.

resultsHere we present SigProfilerAssignment, a desktop and an online computational framework for assigning all types of mutational signatures to individual samples. SigProfilerAssignment is the first tool that allows both analysis of copy-number signatures and probabilistic assignment of signatures to individual somatic mutations. As its computational engine, the tool uses a custom implementation of the forward stagewise algorithm for sparse regression and nonnegative least squares for numerical optimization. Analysis of 2700 synthetic cancer genomes with and without noise demonstrates that SigProfilerAssignment outperforms four commonly used approaches for assigning mutational signatures. AVAILABILITY AND IMPLEMENTATION: SigProfilerAssignment is available under the BSD 2-clause license at https://github.com/AlexandrovLab/SigProfilerAssignment with a web implementation at https://cancer.sanger.ac.uk/signatures/assignment/.

Indexed as

NeoplasmsAlgorithmsGenomeHumansMutation

Identifiers

PMID38096571
PMCPMC10746860
OpenAlexW4389767336

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.