Evidence map›Paper›PMID 30123005›Full record

ArticleClinical epidemiology2018

Each pregnancy linearly changes immune gene expression in the blood of healthy women compared with breast cancer patients.

Eiliv Lund, Aurelie Nakamura, Igor Snapkov, Jean-Christophe Thalabard, Karina Standahl Olsen, Lars Holden, Marit Holden

Open access · goldAbstract read
In one paragraph

Article in Clinical epidemiology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
0.5field-weighted citation impact, top 31% 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

7 citing papers in PubMed, 11 citations in OpenAlex.

  1. Article
  2. Pregnancy associated breast cancer: correlation between parity and ultrasonic characteristics of tumors & background echotexture.Cancer imaging : the official publication of the International Cancer Imaging Society · 2025
    Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. 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

7 authors at 5 institutions in 2 countries.

Eiliv LundDepartment of Community Medicine, UiT The Arctic University of Norway, Tromso, Norway, elu000@post.uit.no.
Aurelie NakamuraDepartment of Social Epidemiology, Pierre Louis Institute of Epidemiology and Public Health, Sorbonne University, INSERM, Paris, France.
Igor SnapkovDepartment of Community Medicine, UiT The Arctic University of Norway, Tromso, Norway, elu000@post.uit.no.
Jean-Christophe ThalabardMAP5, UMR CNRS 8145, Université Paris Descartes, Sorbonne Paris Cite, Paris, France.
Karina Standahl OlsenDepartment of Community Medicine, UiT The Arctic University of Norway, Tromso, Norway, elu000@post.uit.no.
Lars HoldenNorwegian Computing Center, Oslo, Norway.
Marit HoldenNorwegian Computing Center, Oslo, Norway.
Norwegian Computing Center · NOUiT The Arctic University of Norway · NOCancer Registry of Norway · NODélégation Paris 5 · FRInserm · FR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThere is a large body of evidence demonstrating long-lasting protective effect of each full-term pregnancy (FTP) on the development of breast cancer (BC) later in life, a phenomenon that could be related to both hormonal and immunological changes during pregnancies. In this work, we studied the pregnancy-associated differences in peripheral blood gene expression profiles between healthy women and women diagnosed with BC in a prospective design.

methodsUsing an integrated system epidemiology approach, we modeled BC incidence as a function of parity in the Norwegian Women and Cancer (NOWAC) cohort (165,000 women) and then tested the resulting mathematical model using gene expression profiles in blood in a nested case-control study (460 invasive case-control pairs) of women from the NOWAC postgenome cohort. Lastly, we undertook a gene set enrichment analysis for immunological gene sets.

resultsA linear trend fitted the dataset precisely showing an 8% decrease in risk of BC for each FTP, independent of stratification on other risk factors and lasting for decades after a woman's last FTP. Women with six children demonstrated 48% reduction in the incidence of BC compared to nulliparous. When we looked at gene expression, we found that 756 genes showed linear trends in cancer-free controls (false discovery rate [FDR] 5%), but this was not the case for any of the genes in BC cases. Gene set enrichment analysis of immunologic gene sets (C7 collection in Molecular Signatures Database) revealed 215 significantly enriched human gene sets (FDR 5%).

conclusionWe found marked differences in gene expression and enrichment profiles of immunologic gene sets between BC cases and healthy controls, suggesting an important protective effect of the immune system on BC risk.

Indexed as

breast cancergene expressionhormonesNorwegian Women and Cancer Studyparitypregnancysemi-allograft

Identifiers

PMID30123005
PMCPMC6084086
OpenAlexW2887832947

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.