Evidence map›Paper›PMID 41544200›Full record

ArticleInternational journal of cancer2026

Etiology of gene expression-based subtypes of breast cancer in the Ghana Breast Health Study.

Amber N Hurson, Ebonee N Butler, Alina M Hamilton, Khushali K Shah, Bryan Aapentuo Sienso, Grace Adjoa Ocansey, Sheba Mary Pognaa Kunfah, Bernard Petershie, Kaitlin E White, Lawrence Edusei and 21 more

Abstract read
In one paragraph

Article in International journal of cancer, 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

31 authors.

Amber N HursonDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, Maryland, USA.ORCID https://orcid.org/0000-0001-7831-6660
Ebonee N ButlerDepartment of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA.
Alina M HamiltonDepartment of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA.
Khushali K ShahDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, Maryland, USA.
Bryan Aapentuo SiensoDepartment of Public Health, Tamale Teaching Hospital, Tamale, Ghana.
Grace Adjoa OcanseyDepartment of Public Health, Ashaiman Municipal Hospital, Ghana Health Service, Accra, Ghana.
Sheba Mary Pognaa KunfahGhana HUB of NIHR Global Surgery, Tamale, Ghana.
Bernard PetershieKwame Nkrumah University of Science and Technology, Kumasi, Ghana.
Kaitlin E WhiteDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, Maryland, USA.
Lawrence EduseiKorle Bu Teaching Hospital, Accra, Ghana.
Ernest AdjeiKomfo Anoyke Teaching Hospital, Kumasi, Ghana.
Florence DedeyDepartment of Surgery, College of Health Sciences, University of Ghana Medical School, Accra, Ghana.
Verna VanderpuyeNational Centre for Radiotherapy and Nuclear Medicine, Korle Bu Teaching Hospital, Accra, Ghana.
Joe-Nat Clegg-LampteyDepartment of Surgery, College of Health Sciences, University of Ghana Medical School, Accra, Ghana.
Joel YarneyNational Centre for Radiotherapy and Nuclear Medicine, Korle Bu Teaching Hospital, Accra, Ghana.
Richard BiritwumDepartment of Community Health, College of Health Sciences, University of Ghana School of Public Health, Accra, Ghana.
Kofi M NyarkoDisease Control and Prevention Department, Ghana Health Service, Accra, Ghana.
Francis AitpillahKwame Nkrumah University of Science and Technology, Kumasi, Ghana.
Joseph K OppongKomfo Anoyke Teaching Hospital, Kumasi, Ghana.
Ernest Osei-BonsuNational Radiotherapy and Nuclear Medicine Centre, Komfo Anokye Teaching Hospital, Kumasi, Ghana.
Daniel AnsongKomfo Anoyke Teaching Hospital, Kumasi, Ghana.
Baffour AwuahKomfo Anoyke Teaching Hospital, Kumasi, Ghana.
Beatrice Addai WiafePeace and Love Hospital, Kumasi, Ghana.
Seth WiafeSchool of Public Health, Loma Linda University, Loma Linda, California, USA.
Louise BrintonDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, Maryland, USA.
Thomas U AhearnDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, Maryland, USA.
Melissa A TroesterDepartment of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA.
Jonine D FigueroaDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, Maryland, USA.ORCID https://orcid.org/0000-0002-5100-623X
Nicolas TitiloyeKwame Nkrumah University of Science and Technology, Kumasi, Ghana.
Montserrat Garcia-ClosasThe Institute of Cancer Research, London, UK.
Mustapha AbubakarDivision of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, Maryland, USA.ORCID https://orcid.org/0000-0003-3728-6535

Funding

UNC-CH CENTER FOR ENVIRONMENTAL HEALTH &SUSCEPTIBILITYP30ES010126 · NIEHS · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Hazel B Nichols · 2001 to 2026
$36.3M
Cancer Control Education ProgramT32CA057726 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Melissa B Gilkey, Melissa A. Troester · 2017 to 2026
$3.7M
Intramural NIH HHS Z99 CA999999NCI NIH HHS T32 CA057726NIEHS NIH HHS P30 ES010126NIH HHS
6 · The paper itself

Abstract

Breast cancers are heterogeneous and largely classified using immunohistochemistry of estrogen receptor expression. However, research suggests RNA-based subtyping, including intrinsic (luminal vs. non-luminal) and TP53-based subtypes, may offer additional etiologic insight. TP53 mutant tumors, often more aggressive and non-luminal, are common among women of African descent. We examined possible heterogeneity for RNA-based luminal/non-luminal and TP53 subtypes among women of west African ancestry. We analyzed 595 invasive breast cancer cases and 2096 controls in the Ghana Breast Health Study. RNA was extracted from formalin-fixed paraffin-embedded tumor samples and profiled via nCounter® Breast Cancer 360™. Tumors were classified as luminal (N = 278) vs. non-luminal (N = 282) and TP53 wildtype-like (N = 324) vs. mutant-like (N = 271) using the PAM50 assay and a validated RNA signature, respectively. Case-control odds ratios and 95% confidence intervals were estimated using polytomous logistic regression. Etiologic heterogeneity was assessed in case-only analyses. Higher parity was more protective for luminal than non-luminal tumors (p-heterogeneity = .05). Older age at menarche and alcohol use ≥6 months were associated with elevated risk of luminal, but not non-luminal tumors (p-heterogeneity = .01). Similar trends were observed for TP53 wildtype-like tumors, though not statistically significant. Cross-classification of PAM50/TP53 showed that higher parity, older age at menarche, and alcohol use ≥6 months were more strongly associated with luminal/TP53 wildtype-like than other subtypes. RNA-based breast cancer subtyping suggests TP53 refines breast cancer etiologic heterogeneity in a sub-Saharan African population. The high prevalence of aggressive, mostly TP53-mutant tumors in this population underscores the need for further studies to clarify etiologic heterogeneity.

Indexed as

Breast NeoplasmsTumor Suppressor Protein p53AdultCase-Control StudiesFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticGhanaHumansMiddle AgedMutationParityReceptors, EstrogenRisk FactorsReceptors, EstrogenTP53 protein, humanTumor Suppressor Protein p53breast canceretiologic heterogeneitygene expressionNanostringrisk factors

Identifiers

PMID41544200
PMCPMC13054941

What Socratic 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 Socratic graph.