Pre-diagnostic lipid metabolites are enriched in men who develop advanced prostate cancer: a nested case-control study
Graff, R. E.; Fuller, H.; Wilson, K. M.; Dickerman, B. A.; Chan, J. M.; Kantoff, P. W.; Feng, X.; Clish, C. B.; Vander Heiden, M. G.; Darst, B. F.; Ebot, E. M.; Mucci, L. A.
Show abstract
Few studies with pre-diagnostic samples have estimated associations between circulating metabolites and risk of advanced prostate cancer. We performed untargeted metabolomic profiling of pre-diagnostic blood samples from 212 advanced prostate cancer cases (stage [≥]T3b or lethal during follow-up) and 212 matched controls from the Health Professionals Follow-up Study. 243 metabolites were assayed using liquid chromatography-tandem mass spectrometry (Broad Institute) and met quality control standards. We used multivariable conditional logistic regression to generate odds ratios (OR) and 95% confidence intervals (95%CI) for associations between individual metabolites and risk of advanced prostate cancer, and conducted metabolite set enrichment tests to identify metabolite classes enriched in advanced prostate cancer. Subgroup analyses were conducted by body mass index (BMI) and time between blood draw and diagnosis. Levels of 16 lipid species were nominally associated with advanced prostate cancer at p<0.05, though none were statistically significant after multiple testing correction. The strongest signals were for C56:1 triacylglycerol (TAG; OR: 1.34, 95%CI: 1.07-1.67) and C38:4 diacylglycerol (DAG; OR: 1.27, 95%CI: 1.04-1.55). Enrichment analyses revealed six metabolite classes associated with advanced prostate cancer after multiple testing adjustment, the top four of which were DAGs and TAGs: DAGs overall (P=3.4E-07), unsaturated DAGs (P=5.9E-07), unsaturated TAGs (P=2.3E-06), and TAGs overall (P=2.4E-06). 43 metabolites were nominally associated with advanced prostate cancer among individuals with BMI <25 kg/m2; only three demonstrated nominal associations in individuals with BMI [≥]25 kg/m2. These findings suggest associations between circulating pre-diagnostic lipid levels and aggressive prostate cancer risk, particularly in lean individuals.
Matching journals
The top 10 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Polygenic risk of any, metastatic, and fatal prostate cancer in the Million Veteran Program 94%
- Novel biomarkers of habitual alcohol intake and associations with risk of pancreatic and liver cancers and liver disease mortality 90%
- Time-dependent relationship between urinary biomarkers of nucleic acid oxidation and colorectal cancer risk 89%
Similar papers in this journal
- Integrated RNA and metabolite profiling of urine liquid biopsies for prostate cancer biomarker discovery 93%
- CD117/c-kit Represents a Prostate Cancer Stem-Like Subpopulation Driving Progression, Migration, and TKI Resistance 90%
- Accurate prognosis for localized prostate cancer through coherent voting networks and multi-omic data 90%
Similar papers in this journal
- Circulating insulin-like growth factor-I, total and free testosterone concentrations and prostate cancer risk in 200,000 men in UK Biobank 93%
- Free testosterone and malignant melanoma risk in men: prospective analyses of testosterone and SHBG with 19 cancers in men and postmenopausal women UK Biobank 91%
- Associations of plasma omega-6 and omega-3 fatty acids with overall and 19 site-specific cancers: a population-based cohort study in UK Biobank 91%
Similar papers in this journal
- Applying a genetic risk score for prostate cancer to men with lower urinary tract symptoms in primary care to predict prostate cancer diagnosis: a cohort study in the UK Biobank 92%
- Peroxisomal β-oxidation enzyme, DECR2, regulates lipid metabolism and promotes treatment resistance in advanced prostate cancer 91%
- Loss of ARID1A accelerates prostate tumourigenesis with a proliferative collagen-poor phenotype through co-operation with AP1 subunit cFos 90%
Similar papers in this journal
- Cholesterol-lowering Decreased mTOR Complex 2 Signaling and Enhanced Antitumor Immunity 91%
- Assessment of Androgen Receptor splice variant-7 as a biomarker of clinical response in castration-sensitive prostate cancer 90%
- A Subset of Localized Prostate Cancer Displays an Immunogenic Phenotype Associated with Losses of Key Tumor Suppressor Genes 90%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.