Evidence map›Paper›PMID 36585449›Full record

ArticleNature cancer2023

The clinical utility of integrative genomics in childhood cancer extends beyond targetable mutations.

Anita Villani, Scott Davidson, Nisha Kanwar, Winnie W Lo, Yisu Li, Sarah Cohen-Gogo, Fabio Fuligni, Lisa-Monique Edward, Nicholas Light, Mehdi Layeghifard and 42 more

Open access · hybridAbstract read
In one paragraph

Article in Nature cancer, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 69 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
69citing papers in PubMed, 1 pooled it
11.4field-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

69 citing papers in PubMed, 1 synthesis or guideline pooled it, 122 citations in OpenAlex.

  1. Pooled it
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  13. Integrated Germline and Somatic Molecular Profiling to Detect Cancer Predisposition Has a High Clinical Impact in Poor-Prognosis Pediatric Cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026
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9 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

52 authors at 6 institutions in 3 countries.

Anita VillaniDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Scott Davidson *Genetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Nisha Kanwar *Department of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Winnie W Lo *Department of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Yisu LiDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Sarah Cohen-GogoDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-8852-1104
Fabio FuligniGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Lisa-Monique EdwardGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Nicholas LightGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Mehdi LayeghifardGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-6224-3628
Ricardo HarripaulGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Larissa WaldmanDepartment of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada.
Bailey GallingerDepartment of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada.
Federico ComitaniGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0003-3226-1179
Ledia BrungaGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Reid HayesGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Nathaniel D AndersonGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Arun K RamaniGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Kyoko E YukiGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Sasha BlayGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-5611-2330
Brittney JohnstoneDepartment of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada.
Cara IngleseDepartment of Genetic Counselling, University of Toronto, Toronto, Ontario, Canada.
Rawan HammadDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Catherine GoudieDivision of Hematology-Oncology, McGill University Health Centre, Montreal, Quebec, Canada.
Andrew ShuenGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.
Jonathan D WassermanDepartment of Pediatrics, University of Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0001-7088-8146
Rosemarie E VenierGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0001-6063-7562
Marianne EliouDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Miranda LorentiDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Carol Ann RyanDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Michael BragaDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Meagan Gloven-BrownDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Jianan HanDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Maria MonteroDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Famida SpatareDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
James A WhitlockDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Stephen W SchererGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-8326-1999
Kathy ChunDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0003-0416-0282
Martin J SomervilleDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Cynthia HawkinsDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0003-2618-4402
Mohamed AbdelhaleemDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0001-6595-6351
Vijay RamaswamyDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-6557-895X
Gino R SomersDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Lianna KyriakopoulouDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Johann HitzlerDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0003-1158-186X
Mary ShagoDepartment of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.
Daniel A MorgensternDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-4859-1108
Uri TaboriDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-5019-2683
Stephen MeynCenter for Human Genomics and Precision Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA.
Meredith S IrwinDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.
David MalkinDivision of Hematology/Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada. david.malkin@sickkids.ca.ORCID http://orcid.org/0000-0001-5752-9763
Adam ShlienGenetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada. adam.shlien@sickkids.ca.ORCID http://orcid.org/0000-0002-0368-5370
Hospital for Sick Children · CAUniversity of Toronto · CASunnybrook Health Science Centre · CAKing Abdulaziz University · SAMcGill University Health Centre · CAUniversity of Wisconsin–Madison · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We conducted integrative somatic-germline analyses by deeply sequencing 864 cancer-associated genes, complete genomes and transcriptomes for 300 mostly previously treated children and adolescents/young adults with cancer of poor prognosis or with rare tumors enrolled in the SickKids Cancer Sequencing (KiCS) program. Clinically actionable variants were identified in 56% of patients. Improved diagnostic accuracy led to modified management in a subset. Therapeutically targetable variants (54% of patients) were of unanticipated timing and type, with over 20% derived from the germline. Corroborating mutational signatures (SBS3/BRCAness) in patients with germline homologous recombination defects demonstrates the potential utility of PARP inhibitors. Mutational burden was significantly elevated in 9% of patients. Sequential sampling identified changes in therapeutically targetable drivers in over one-third of patients, suggesting benefit from rebiopsy for genomic analysis at the time of relapse. Comprehensive cancer genomic profiling is useful at multiple points in the care trajectory for children and adolescents/young adults with cancer, supporting its integration into early clinical management.

Indexed as

NeoplasmsAdolescentChildGenomicsHomologous RecombinationHumansMutationTranscriptomeYoung Adult

Identifiers

PMID36585449
PMCPMC9970873
OpenAlexW4313339967

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.