Evidence map›Paper›PMID 39905412›Full record

ArticleBreast cancer research : BCR2025

Metabolites and lipid species mediate the associations of adiposity in childhood and early adulthood with mammographic breast density in premenopausal women.

Kayla R Getz, Myung Sik Jeon, Lili Liu, Lei Liu, Haixiang Zhang, Chongliang Luo, Jingqin Luo, Adetunji T Toriola

Abstract read
In one paragraph

Article in Breast cancer research : BCR, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

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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

8 authors.

Kayla R GetzDivision of Public Health Sciences, Department of Surgery, Washington University School of Medicine, 660 South Euclid Avenue, Box 8100, St. Louis, MO, USA.
Myung Sik JeonDivision of Public Health Sciences, Department of Surgery, Washington University School of Medicine, 660 South Euclid Avenue, Box 8100, St. Louis, MO, USA.
Lili LiuDivision of Biostatistics, Washington University School of Medicine, St. Louis, MO, USA.
Lei LiuDivision of Biostatistics, Washington University School of Medicine, St. Louis, MO, USA.
Haixiang ZhangCenter for Applied Mathematics, Tianjin University, Tianjin, 300072, China.
Chongliang LuoDivision of Public Health Sciences, Department of Surgery, Washington University School of Medicine, 660 South Euclid Avenue, Box 8100, St. Louis, MO, USA.
Jingqin LuoDivision of Public Health Sciences, Department of Surgery, Washington University School of Medicine, 660 South Euclid Avenue, Box 8100, St. Louis, MO, USA.
Adetunji T ToriolaDivision of Public Health Sciences, Department of Surgery, Washington University School of Medicine, 660 South Euclid Avenue, Box 8100, St. Louis, MO, USA. a.toriola@wustl.edu.

Funding

Washington University Center for Cellular ImagingP30CA091842 · NCI · WASHINGTON UNIVERSITY · PI TIMOTHY J. EBERLEIN · 2001 to 2026
$128.0M
Postdoctoral Training in Cancer Prevention and ControlT32CA190194 · NCI · WASHINGTON UNIVERSITY · PI GRAHAM A. COLDITZ, AIMEE S JAMES · 2014 to 2026
$4.7M
Metabolite Profiles and Mammographic Density in Premenopausal WomenR01CA246592 · NCI · WASHINGTON UNIVERSITY · PI TORIOLA, ADETUNJI T · 2020 to 2024
$1.8M
NCI NIH HHS P30 CA091842NCI NIH HHS R01 CA246592NCI NIH HHS R01CA246592NCI NIH HHS T32 CA190194NCI NIH HHS T32CA190194
6 · The paper itself

Abstract

backgroundMammographic breast density (MBD), a strong predictor of breast cancer, is highly influenced by body mass index (BMI) in childhood and early adulthood, but the mechanisms underlying these associations are not fully understood. Our goal is to identify biomarkers that mediate the associations of BMI at ages 10 and 18 with MBD in premenopausal women.

methodsThis study consists of 705 premenopausal women who had their screening mammogram at Washington University in St. Louis, MO, and provided a fasting blood sample. Our comprehensive metabolomic and lipidomic profiling yielded complete data for 828 metabolites and 857 lipid species after imputation. We used Volpara to determine volumetric measures of MBD. We performed high dimensional mediation analysis using the HIMA R package, adjusted for confounders, to determine whether lipid species and metabolites mediate the associations of BMI at 10 and 18 with MBD. We applied a false discovery rate (FDR) p-value < 0.1.

resultsFour metabolites (glutamate, β-cryptoxanthin, cortolone glucuronide (1), phytanate) significantly mediated the association of BMI at 10 with volumetric percent density (VPD), and two (glutamate, β-cryptoxanthin) mediated the association of BMI at 18 with VPD. Glutamate was the strongest mediator across time points. Glutamate mediated 6.7% (FDR p-value = 0.06) and 9.3% (FDR p-value = 0.008) of the association between BMI at age 10 and 18, respectively. Four lipid species (CER(18:0), LCER(14:0), LPC(18:1), PC(18:1/18:1)), mediated the association of BMI at 10 with VPD, while five lipid species (CER(18:0), LCER(14:0), PC(18:1/18:1), TAG56:5-FA22:5, TAG52:2-FA16:0) mediated the association of BMI at 18 with VPD. The strongest mediator was PC(18:1/18:1), which mediated 9.7%, (FDR-p = 0.009) and 7.7%, (FDR-p = 0.04) of the association of BMI at age 10 and 18 with VPD, respectively.

conclusionsMetabolites in amino acid, lipid, cofactor/vitamin, and xenobiotic super-pathways as well as lipid species across the phospholipid, neutral complex lipid and sphingolipid super-pathways mediated the associations of BMI in early-life and MBD in premenopausal women. This study offers insight into the biological mechanisms underlying the link between early-life adiposity and MBD, which can support future research into breast cancer prevention.

Indexed as

AdiposityBreast DensityBreast NeoplasmsLipidsPremenopauseAdolescentAdultBody Mass IndexChildFemaleHumansMammographyMetabolomicsMiddle AgedYoung AdultLipidsAge 10Age 18Body mass indexEarly-lifeLipidomicsMammographic breast densityMetabolomicsPremenopausal

Identifiers

PMID39905412
PMCPMC11796188

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LicenceCC BY
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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.