Evidence map›Paper›PMID 41832987›Full record

ArticleJournal of the National Cancer Institute2026

Landscape of somatic genetic alterations and PAM50 intrinsic subtypes in breast cancer associated with germline pathogenic variants in DNA-repair genes.

Siddhartha Yadav, Sonya Reid, Binyam Yilma, Stamatina Fragkogianni, Jennifer G Whisenant, Anne Weidner, Padma Sheila Rajagopal, Minxuan Huang, Elizabeth Mauer, Ali T Arafa and 6 more

Abstract read
In one paragraph

Article in Journal of the National Cancer Institute, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

16 authors.

Siddhartha YadavDepartment of Oncology, Mayo Clinic, Rochester, MN, United States.ORCID 0000-0003-4630-9903
Sonya ReidDivision of Hematology and Oncology, Vanderbilt University Medical Center, Nashville, TN, United States.ORCID 0000-0003-3787-5233
Binyam YilmaTempus AI, Chicago, IL, United States.ORCID 0009-0007-8845-5390
Stamatina FragkogianniTempus AI, Chicago, IL, United States.
Jennifer G WhisenantDivision of Hematology and Oncology, Vanderbilt University Medical Center, Nashville, TN, United States.ORCID 0000-0002-3435-2464
Anne WeidnerDivision of Hematology and Oncology, Vanderbilt University Medical Center, Nashville, TN, United States.ORCID 0000-0002-8007-8734
Padma Sheila RajagopalCancer Data Science Laboratory, National Cancer Institute, Bethesda, MD, United States.ORCID 0000-0002-0489-0819
Minxuan HuangTempus AI, Chicago, IL, United States.
Elizabeth MauerTempus AI, Chicago, IL, United States.ORCID 0009-0001-8033-0696
Ali T ArafaMasonic Cancer Center, University of Minnesota, Minneapolis, MN, United States.ORCID 0000-0003-0460-3039
Calvin ChaoTempus AI, Chicago, IL, United States.
Emily A TeslowTempus AI, Chicago, IL, United States.ORCID 0000-0001-5506-1749
Emmanuel S AntonarakisMasonic Cancer Center, University of Minnesota, Minneapolis, MN, United States.ORCID 0000-0003-3531-3851
Allison KurianDepartment of Medicine, Stanford University School of Medicine, Stanford, CA, United States.ORCID 0000-0002-6175-9470
Fergus J CouchDepartment of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States.ORCID 0000-0001-9417-9985
Tuya PalDepartment of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States.ORCID 0000-0001-8009-2475

Funding

Tumor Immunology and Microenvironment Research ProgramP30CA068485 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Ben Ho Park · 1995 to 2026
$172.8M
Women's CancerP30CA077598 · NCI · UNIVERSITY OF MINNESOTA TWIN CITIES · PI Timothy C. Hallstrom · 1998 to 2026
$100.4M
The Role of CHFR in Tumorigenesis and Paclitaxel-Sensitivity in Breast CancerP50CA116201 · NCI · MAYO CLINIC ROCHESTER · PI PETER C LUCAS · 2005 to 2026
$49.9M
Use of microfluidic tumor cultures to enable clinical trials of therapies for ovarian cancerP50CA136393 · NCI · MAYO CLINIC ROCHESTER · PI SCOTT H KAUFMANN · 2009 to 2026
$37.0M
Paul Calabresi Program in Clinical/Translational Research at Mayo ClinicK12CA090628 · NCI · MAYO CLINIC ROCHESTER · PI WEROHA, SARAVUT · 2001 to 2025
$19.7M
Resolving the cancer relevance of predisposition gene mutationsR35CA253187 · NCI · MAYO CLINIC ROCHESTER · PI Fergus Joseph Couch · 2020 to 2026
$5.8M
The contribution of RAD51C and RAD51D to breast and ovarian cancerR01CA225662 · NCI · MAYO CLINIC ROCHESTER · PI COUCH, FERGUS JOSEPH, WEROHA, SARAVUT · 2018 to 2024
$2.5M
American Cancer Society PF-23 to 1153194-01-CDPAmerican Society of Clinical Oncology Career DevelopmentBRCA Research and Cure AllianceBreast Cancer Resource FoundationConquer Cancer FoundationNCI NIH HHS K12 CA090628NCI NIH HHS P30 CA068485NCI NIH HHS P30 CA077598NCI NIH HHS P50 CA116201NCI NIH HHS P50 CA136393NCI NIH HHS R01 CA225662NCI NIH HHS R35 CA253187NIH HHS K12CA090628NIH HHS P30CA077598NIH HHS P50 CA116201NIH HHS P50 CA136393NIH HHS R01CA225662NIH HHS R35CA253187Susan G. Komen Foundation SAC210105US Department of Defense W81XWH-22-2-0025
6 · The paper itself

Abstract

backgroundThe association of germline pathogenic and likely pathogenic variants (GPVs) in hereditary breast cancer genes with underlying tumor biology and clinical outcomes remains incompletely understood. This study characterized differences in somatic alterations and intrinsic subtypes between sporadic and hereditary breast cancers associated with GPVs in ATM, BRCA1, BRCA2, CHEK2, or PALB2.

methodsThis retrospective cohort study included women with breast cancer and an ATM, BRCA1, BRCA2, CHEK2, or PALB2 GPV who had undergone tumor sequencing and whole transcriptome RNA expression analysis. Clinicopathological features, intrinsic subtypes, somatic alterations, and survival were compared by GPV status and immunohistochemistry-defined subtype and to sporadic cases. All statistical significance tests were 2-sided.

resultsThe 4988 women with breast cancer in this study included 98 BRCA1, 126 BRCA2, 74 PALB2, 54 ATM, and 83 CHEK2 GPVs. Compared with sporadic cases, hormone receptor-positive/(ERBB2) formerly HER2-negative tumors in BRCA1 GPVs were statistically significantly enriched for basal subtype (45.5% vs 11.4%; P < .001), while CHEK2 carriers had a higher prevalence of luminal A subtype (80.4% vs 60.3%; P = .006). In hormone receptor-positive/(ERBB2)-negative breast cancers, BRCA1 GPVs were enriched for TP53 alterations (84.6% vs 29.8%; q < 0.001), ATM GPVs with FGFR1 alterations (35.4% vs 12.7%; q = 0.04), and BRCA2 GPVs with APC alterations (10.1% vs 1.5%; q = 0.004). Conversely, BRCA2 GPVs were inversely associated with PIK3CA alterations (13.0% vs 34.1%; q = 0.005) and CHEK2 GPVs with TP53 alterations (8.0% vs 29.8%; q = 0.02).

conclusionsThe GPVs in BRCA1, BRCA2, ATM, CHEK2, and PALB2 are associated with distinct intrinsic breast cancer subtypes and somatic genomic alterations. These findings may enhance precision in risk stratification and guide personalized treatment strategies.

Indexed as

Breast NeoplasmsDNA RepairGerm-Line MutationAdultAgedAtaxia Telangiectasia Mutated ProteinsBiomarkers, TumorBRCA1 ProteinBRCA2 ProteinCheckpoint Kinase 2Erb-b2 Receptor Tyrosine KinasesFanconi Anemia Complementation Group N ProteinFemaleGenetic Predisposition to DiseaseHumansMiddle AgedAtaxia Telangiectasia Mutated ProteinsATM protein, humanBiomarkers, TumorBRCA1 ProteinBRCA1 protein, humanBRCA2 ProteinBRCA2 protein, humanCheckpoint Kinase 2CHEK2 protein, humanErb-b2 Receptor Tyrosine KinasesFanconi Anemia Complementation Group N ProteinPALB2 protein, human

Identifiers

PMID41832987
PMCPMC13453545

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.