Evidence map›Paper›PMID 36129803›Full record

ArticleCancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology2022

RNA-Based Classification of Homologous Recombination Deficiency in Racially Diverse Patients with Breast Cancer.

Andrea Walens, Sarah C Van Alsten, Linnea T Olsson, Markia A Smith, Alex Lockhart, Xiaohua Gao, Alina M Hamilton, Erin L Kirk, Michael I Love, Gaorav P Gupta and 4 more

Open access · bronzeAbstract read
In one paragraph

Article in Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed
1.5field-weighted citation impact, top 18% 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

17 citing papers in PubMed, 20 citations in OpenAlex.

  1. Article
  2. Therapeutic synergies that overcome carboplatin resistance in triple-negative breast cancer.Journal of experimental & clinical cancer research : CR · 2026
    Article
  3. Article
  4. Review
  5. Article
  6. Article
  7. Homologous Recombination Deficiency and Survival in Ovarian High-Grade Serous Carcinoma by Self-Reported Race.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2025
    Article
  8. Review
  9. Review
  10. Article
  11. Article
  12. Diffsig: Associating Risk Factors with Mutational Signatures.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2024
    Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
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

14 authors at 1 institution in 2 countries.

Andrea Walens *Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0001-8706-563X
Sarah C Van Alsten *Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0003-2131-6939
Linnea T OlssonDepartment of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0002-2786-5966
Markia A SmithDepartment of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0002-7114-3776
Alex LockhartDepartment of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.ORCID 0000-0003-0578-6308
Xiaohua GaoLineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0003-4308-6126
Alina M HamiltonDepartment of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0001-9121-7114
Erin L KirkDepartment of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0003-2709-0870
Michael I LoveDepartment of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.ORCID 0000-0001-8401-0545
Gaorav P GuptaLineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0001-9177-552X
Charles M PerouLineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0001-9827-2247
Cyrus VaziriDepartment of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0002-3081-8685
Katherine A HoadleyLineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0002-1216-477X
Melissa A TroesterLineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, North Carolina.ORCID 0000-0001-9506-6624
University of North Carolina at Chapel Hill · US

Funding

Virology Research Program (Program 4)P30CA016086 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI David Darr · 1985 to 2026
$201.5M
Tissue Procurement & PathologyP50CA058223 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI CHARLES M PEROU · 1992 to 2026
$59.3M
UNC-CH CENTER FOR ENVIRONMENTAL HEALTH &SUSCEPTIBILITYP30ES010126 · NIEHS · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Stephanie Engel · 2001 to 2026
$36.3M
Reproduction, Lactation and Hormonal Factors in Breast Cancer SubtypesP01CA151135 · NCI · ROSWELL PARK CANCER INSTITUTE CORP · PI AMBROSONE, CHRISTINE B., OLSHAN, ANDREW · 2011 to 2017
$18.1M
Cancer Control Education ProgramT32CA057726 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Melissa B Gilkey, Melissa A. Troester · 2017 to 2026
$3.7M
P53, DNA Repair Imbalance, and Immune Response in Breast Cancer Mortality DisparitiesR01CA253450 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI KATHERINE A. HOADLEY, Melissa A. Troester · 2021 to 2026
$3.6M
Impact of the Breast Cancer Immune Microenvironment on Racial Disparities and SurvivorshipF31CA257388 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI HAMILTON, ALINA MARIE · 2021 to 2022
$44k
NCI NIH HHS F31 CA257388NCI NIH HHS P01 CA151135NCI NIH HHS P30 CA016086NCI NIH HHS P50 CA058223NCI NIH HHS R01 CA253450NCI NIH HHS T32 CA057726NIEHS NIH HHS P30 ES010126
6 · The paper itself

Abstract

backgroundAberrant expression of DNA repair pathways such as homologous recombination (HR) can lead to DNA repair imbalance, genomic instability, and altered chemotherapy response. DNA repair imbalance may predict prognosis, but variation in DNA repair in diverse cohorts of breast cancer patients is understudied.

methodsTo identify RNA-based patterns of DNA repair expression, we performed unsupervised clustering on 51 DNA repair-related genes in the Cancer Genome Atlas Breast Cancer [TCGA BRCA (n = 1,094)] and Carolina Breast Cancer Study [CBCS (n = 1,461)]. Using published DNA-based HR deficiency (HRD) scores (high-HRD ≥ 42) from TCGA, we trained an RNA-based supervised classifier. Unsupervised and supervised HRD classifiers were evaluated in association with demographics, tumor characteristics, and clinical outcomes.

results: Unsupervised clustering on DNA repair genes identified four clusters of breast tumors, with one group having high expression of HR genes. Approximately 39.7% of CBCS and 29.3% of TCGA breast tumors had this unsupervised high-HRD (U-HRD) profile. A supervised HRD classifier (S-HRD) trained on TCGA had 84% sensitivity and 73% specificity to detect HRD-high samples. Both U-HRD and S-HRD tumors in CBCS had higher frequency of TP53 mutant-like status (45% and 41% enrichment) and basal-like subtype (63% and 58% enrichment). S-HRD high was more common among black patients. Among chemotherapy-treated participants, recurrence was associated with S-HRD high (HR: 2.38, 95% confidence interval = 1.50-3.78).

conclusionsHRD is associated with poor prognosis and enriched in the tumors of black women. IMPACT: RNA-level indicators of HRD are predictive of breast cancer outcomes in diverse populations.

Indexed as

BRCA1 ProteinTriple Negative Breast NeoplasmsFemaleHomologous RecombinationHumansPrognosisRNABRCA1 ProteinRNA

Identifiers

PMID36129803
PMCPMC9720427
OpenAlexW4296552805

What OpenQuestion holds

Textmetadata
LicenceTDM
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.