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. 2023 Oct 9;25:121. doi: 10.1186/s13058-023-01725-1

Table 3.

Covariate-adjusted Least Square Means of Volumetric Percent Density (VPD) by Quartiles of Lipid Species that were Significantly Associated with VPD at a Bonferroni P-value < 0.05 a,b,c

Q1 LSM (95% CI) Q2 LSM (95% CI) Q3 LSM (95% CI) Q4 LSM (95% CI) p-trend FDR p-trend Bonferroni p-trend
Phospholipids
PC(18:0/20:3) 9.0 (8.2–10.0) 8.4 (7.6–9.3) 8.1 (7.3–9.0) 7.1 (6.4–7.9) 1.2E-05 0.0001 0.03
PC(18:1/18:1) 7.4 (6.7–8.2) 8.2 (7.4–9.0) 8.3 (7.4–9.2) 9.5 (8.6–10.6) 1.1E-05 0.0001 0.03
LPC(18:1) 7.4 (6.6–8.2) 7.7 (7.0–8.5) 9.1 (8.2–10.1) 8.8 (7.9–9.8) 0.0006 0.002 1
PI(18:1/18:1) 7.5 (6.7–8.3) 7.7 (7.0–8.6) 8.4 (7.6–9.3) 9.4 (8.5–10.5) 6.3E-06 8.8E-05 0.02
Sphingolipids
LCER(14:0) 7.4 (6.7–8.2) 8.2 (7.4–9.0) 8.6 (7.8–9.6) 9.6 (8.6–10.7) 1.2E-05 0.0001 0.03
Neutral complex lipids
CE(20:3) 9.3 (8.4–10.3) 8.2 (7.4–9.0) 7.7 (6.9–8.5) 7.1 (6.4–8.0) 2.4E-06 5.0E-05 0.006
DAG(14:0/18:2) 8.8 (8.0–9.8) 8.7 (7.8–9.6) 8.2 (7.4–9.1) 7.1 (6.4–7.9) 7.9E-06 0.0001 0.02
DAG(16:0/18:2) 9.4 (8.5–10.5) 9.1 (8.2–10.1) 7.4 (6.7–8.2) 7.2 (6.5–8.0) 6.5E-07 2.7E-05 0.002
DAG(16:0/18:3) 9.2 (8.3–10.2) 9.1 (8.2–10.1) 7.6 (6.8–8.4) 7.2 (6.5–8.0) 2.7E-06 5.2E-05 0.007
DAG(16:1/18:2) 9.3 (8.3–10.3) 8.7 (7.8–9.6) 7.7 (6.9–8.5) 7.0 (6.3–7.9) 2.6E-06 5.2E-05 0.007
DAG(18:0/18:2) 9.1 (8.2–10.2) 8.9 (8.1–9.9) 7.6 (6.8–8.4) 7.3 (6.6–8.1) 2.6E-05 0.0002 0.07
DAG(18:2/20:4) 9.4 (8.5–10.4) 8.3 (7.5–9.2) 8.0 (7.2–8.9) 7.3 (6.5–8.1) 2.3E-05 0.0002 0.06
DAG(18:2/22:4) 9.0 (8.1–10.0) 8.4 (7.6–9.3) 7.8 (7.0–8.7) 7.2 (6.4–8.0) 3.0E-05 0.0002 0.08
TAG50:2-FA16:0 9.2 (8.3–10.2) 9.1 (8.2–10.0) 7.7 (7.0–8.6) 7.0 (6.3–7.8) 1.5E-07 1.2E-05 0.004
TAG50:2-FA18:2 9.3 (8.4–10.3) 8.9 (8.0–9.9) 7.9 (7.1–8.7) 7.1 (6.4–7.9) 3.2E-07 1.8E-05 0.0008
TAG50:3-FA16:0 9.4 (8.5–10.4) 9.2 (8.3–10.1) 7.5 (6.8–8.3) 6.9 (6.2–7.7) 1.2E-08 3.4E-06 3.1E-05
TAG50:3-FA18:2 9.1 (8.2–10.1) 9.0 (8.2–10.0) 7.6 (6.8–8.4) 7.1 (6.3–7.9) 1.3E-06 3.7E-05 0.003
TAG50:3-FA18:3 8.8 (8.0–9.8) 9.3 (8.4–10.3) 8.0 (7.2–8.8) 7.2 (6.5–7.9) 3.6E-06 6.1E-05 0.009
TAG50:4-FA14:0 9.0 (8.1–10.0) 8.2 (7.4–9.1) 8.2 (7.4–9.1) 7.1 (6.4–7.9) 1.6E-05 0.0002 0.04
TAG50:4-FA18:2 9.0 (8.1–9.9) 8.4 (7.6–9.3) 8.1 (7.3–9.0) 7.1 (6.3–7.9) 1.1E-05 0.0001 0.03
TAG51:3-FA16:0 9.4 (8.4–10.4) 8.6 (7.7–9.5) 7.8 (7.1–8.7) 7.1 (6.4–7.9) 1.9E-06 4.6E-05 0.005
TAG52:2-FA18:2 9.3 (8.4–10.4) 8.8 (7.9–9.7) 7.6 (6.8–8.4) 7.3 (6.6–8.1) 1.4E-05 0.0001 0.04
TAG52:2-FA20:2 9.0 (8.1–10.0) 8.7 (7.9–9.6) 8.5 (7.6–9.4) 6.9 (6.3–7.7) 5.3E-07 2.4E-05 0.001
TAG52:3-FA16:0 9.4 (8.5–10.5) 8.5 (7.7–9.4) 7.8 (7.0–8.7) 7.3 (6.5–8.1) 7.6E-06 9.9E-05 0.02
TAG52:3-FA18:1 9.4 (8.4–10.4) 8.5 (7.7–9.4) 7.9 (7.1–8.7) 7.2 (6.5–8.0) 3.7E-06 6.2E-05 0.009
TAG52:3-FA18:2 9.4 (8.5–10.4) 8.5 (7.7–9.4) 7.8 (7.1–8.7) 7.2 (6.5–8.0) 4.0E-06 6.5E-05 0.01
TAG52:3-FA20:0 9.5 (8.5–10.5) 8.6 (7.8–9.5) 7.8 (7.0–8.6) 7.1 (6.4–7.9) 5.4E-07 2.4E-05 0.001
TAG52:3-FA20:3 8.9 (8.0–9.8) 9.1 (8.2–10.0) 8.1 (7.3–9.0) 7.0 (6.3–7.8) 7.0E-07 2.7E-05 0.002
TAG52:3-FA22:1 9.2 (8.3–10.2) 8.8 (7.9–9.7) 7.9 (7.1–8.8) 7.1 (6.4–7.9) 1.9E-06 4.5E-05 0.005
TAG52:4-FA14:0 9.0 (8.1–9.9) 8.4 (7.6–9.3) 8.3 (7.5–9.2) 6.9 (6.2–7.7) 1.3E-06 3.6E-05 0.003
TAG52:4-FA16:0 9.6 (8.7–10.6) 8.8 (8.0–9.8) 7.4 (6.7–8.2) 7.3 (6.6–8.1) 4.7E-07 2.3E-05 0.001
TAG52:4-FA18:2 9.5 (8.6–10.5) 8.7 (7.8–9.6) 7.6 (6.9–8.4) 7.2 (6.5–8.0) 3.8E-07 2.0E-05 0.001
TAG52:4-FA20:0 9.6 (8.6–10.6) 8.8 (8.0–9.8) 7.4 (6.7–8.2) 7.3 (6.6–8.1) 5.3E-07 2.4E-05 0.001
TAG52:4-FA20:2 9.2 (8.3–10.2) 8.4 (7.5–9.3) 7.8 (7.0–8.6) 7.3 (6.5–8.1) 5.2E-05 0.0004 0.13
TAG52:4-FA22:1 9.4 (8.5–10.5) 8.6 (7.8–9.6) 7.6 (6.8–8.4) 7.3 (6.6–8.1) 4.1E-06 6.6E-05 0.01
TAG52:5-FA16:0 9.4 (8.5–10.4) 8.9 (8.0–9.9) 7.6 (6.9–8.5) 7.2 (6.5–8.0) 1.1E-06 3.3E-05 0.003
TAG52:5-FA20:3 9.2 (8.4–10.2) 8.1 (7.3–9.0) 8.1 (7.3–9.1) 7.0 (6.3–7.8) 2.4E-06 5.0E-05 0.006
TAG52:6-FA20:4 9.0 (8.1–9.9) 8.9 (8.1–9.9) 7.8 (7.0–8.6) 7.2 (6.5–8.0) 1.5E-05 0.0002 0.04
TAG53:4-FA16:0 9.5 (8.5–10.5) 8.4 (7.6–9.3) 7.9 (7.2–8.8) 7.2 (6.5–8.0) 4.5E-06 7.0E-05 0.01
TAG54:3-FA16:0 8.9 (8.0–9.9) 8.7 (7.8–9.6) 7.9 (7.1–8.8) 7.1 (6.4–7.9) 2.1E-05 0.0002 0.05
TAG54:4-FA16:0 9.1 (8.2–10.1) 8.8 (8.0–9.8) 7.6 (6.9–8.5) 7.1 (6.4–7.9) 2.8E-06 5.3E-05 0.007
TAG54:4-FA20:2 9.2 (8.3–10.2) 8.2 (7.4–9.1) 8.1 (7.3–8.9) 7.3 (6.5–8.1) 6.3E-05 0.0004 0.16
TAG54:4-FA20:3 9.0 (8.1–10.0) 8.8 (8.0–9.7) 7.9 (7.1–8.8) 7.1 (6.4–7.9) 5.5E-06 8.1E-05 0.01
TAG54:5-FA16:0 9.4 (8.4–10.4) 8.9 (8.1–9.9) 7.7 (6.9–8.6) 6.9 (6.2–7.7) 6.4E-08 7.5E-06 0.0002
TAG54:5-FA20:2 9.1 (8.2–10.1) 8.4 (7.6–9.3) 7.8 (7.0–8.7) 7.4 (6.6–8.2) 0.0003 0.001 0.71
TAG54:5-FA20:3 9.5 (8.6–10.5) 8.4 (7.6–9.3) 7.8 (7.0–8.6) 7.0 (6.3–7.8) 2.9E-07 1.7E-05 0.0007
TAG54:5-FA20:4 9.5 (8.5–10.5) 8.8 (7.9–9.7) 7.6 (6.9–8.5) 7.2 (6.5–8.0) 6.6E-06 9.0E-05 0.02
TAG54:6-FA16:0 9.7 (8.7–10.7) 8.7 (7.8–9.6) 7.9 (7.1–8.7) 7.0 (6.3–7.7) 2.6E-08 5.2E-06 6.8E-05
TAG54:6-FA20:3 9.4 (8.5–10.4) 8.3 (7.5–9.2) 7.7 (6.9–8.5) 7.2 (6.4–8.0) 3.7E-06 6.2E-05 0.01
TAG54:6-FA20:4 9.8 (8.8–10.9) 8.6 (7.8–9.6) 7.6 (6.8–8.4) 7.0 (6.3–7.8) 8.1E-08 8.7E-06 0.0002
TAG54:7-FA20:4 9.5 (8.6–10.5) 8.9 (8.0–9.8) 7.4 (6.7–8.3) 6.9 (6.2–7.7) 4.4E-08 6.5E-06 0.0001
TAG55:7-FA20:4 9.2 (8.2–10.2) 8.8 (8.0–9.8) 7.7 (7.0–8.6) 7.2 (6.5–8.1) 3.9E-06 6.4E-05 0.01
TAG56:4-FA22:4 9.1 (8.2–10.1) 9.0 (8.2–10.0) 7.7 (6.9–8.5) 7.1 (6.4–7.9) 2.0E-06 4.7E-05 0.005
TAG56:5-FA22:4 9.1 (8.2–10.2) 8.7 (7.8–9.6) 8.0 (7.2–8.9) 7.2 (6.5–8.0) 1.4E-05 0.0001 0.04
TAG56:6-FA22:4 9.6 (8.7–10.7) 8.6 (7.8–9.5) 7.6 (6.9–8.5) 7.1 (6.4–7.9) 1.9E-07 1.3E-05 0.0005
TAG56:7-FA22:4 9.3 (8.4–10.3) 8.9 (8.0–9.8) 7.5 (6.7–8.3) 7.3 (6.5–8.1) 7.0E-06 9.4E-05 0.02

aModels were adjusted for age (continuous), age at menarche (continuous), body fat % (continuous), race (non-Hispanic white, non-Hispanic black, other), family history of breast cancer (yes, no), oral contraceptive use (never, less than 1 year, 1–4 years, 5–9 years, more than 10 years), alcohol consumption (never, less than 1 drink per week, 1–2 drinks per week, 3–5 drinks per week, and 6 + drinks per week), parity/age at first birth (nulliparous, 1–2 children & < 25 years, 1–2 children & 25–29 years, 1–2 children &, ≥ 30 years, ≥ 3 children & < 25 years, ≥ 3 children & ≥ 25 years) and body shape at age 10 (1&2, 3&4, 5, 6–9)

bVolumetric percent density was log10 transformed and coefficients were back-transformed (10^β)

Abbreviations: phosphatidylcholine (PC), lysophosphatidylcholine (LPC), phosphatidylinositol (PI), lactosylceramide (LCER), cholesteryl ester (CE), diacylglycerol (DAG), triacylglycerol (TAG), quartiles 1–4 (Q1-4), least square mean (LSM), confidence interval (CI), false discovery rate (FDR)

cLipid species presented were associated with volumetric percent density in multivariable linear regression analyses, after Bonferroni correction and bolded if the Bonferroni p-trend is < 0.05