Influence of Dietary Polyunsaturated Fatty Acid Intake on Potential Lipid Metabolite Diagnostic Markers in Renal Cell Carcinoma: A Case-Control Study.
Humans
Carcinoma, Renal Cell
/ diagnosis
Kidney Neoplasms
/ diagnosis
Case-Control Studies
Male
Female
Middle Aged
Biomarkers, Tumor
/ blood
Aged
Fatty Acids, Unsaturated
/ administration & dosage
Carnitine O-Palmitoyltransferase
/ metabolism
Adult
Lysophosphatidylcholines
/ blood
Carnitine
/ blood
Machine Learning
Lipid Metabolism
Tryptophan
/ blood
carnitine palmitoyltransferase 1
diagnosis markers
lysophosphatidylcholine
metabolite
polyunsaturated fatty acid
renal cell carcinoma
Journal
Nutrients
ISSN: 2072-6643
Titre abrégé: Nutrients
Pays: Switzerland
ID NLM: 101521595
Informations de publication
Date de publication:
24 Apr 2024
24 Apr 2024
Historique:
received:
29
03
2024
revised:
21
04
2024
accepted:
22
04
2024
medline:
11
5
2024
pubmed:
11
5
2024
entrez:
11
5
2024
Statut:
epublish
Résumé
Non-invasive diagnostics are crucial for the timely detection of renal cell carcinoma (RCC), significantly improving survival rates. Despite advancements, specific lipid markers for RCC remain unidentified. We aimed to discover and validate potent plasma markers and their association with dietary fats. Using lipid metabolite quantification, machine-learning algorithms, and marker validation, we identified RCC diagnostic markers in studies involving 60 RCC and 167 healthy controls (HC), as well as 27 RCC and 74 HC, by analyzing their correlation with dietary fats. RCC was associated with altered metabolism in amino acids, glycerophospholipids, and glutathione. We validated seven markers (l-tryptophan, various lysophosphatidylcholines [LysoPCs], decanoylcarnitine, and l-glutamic acid), achieving a 96.9% AUC, effectively distinguishing RCC from HC. Decreased decanoylcarnitine, due to reduced carnitine palmitoyltransferase 1 (CPT1) activity, was identified as affecting RCC risk. High intake of polyunsaturated fatty acids (PUFAs) was negatively correlated with LysoPC (18:1) and LysoPC (18:2), influencing RCC risk. We validated seven potential markers for RCC diagnosis, highlighting the influence of high PUFA intake on LysoPC levels and its impact on RCC occurrence via CPT1 downregulation. These insights support the efficient and accurate diagnosis of RCC, thereby facilitating risk mitigation and improving patient outcomes.
Identifiants
pubmed: 38732512
pii: nu16091265
doi: 10.3390/nu16091265
pii:
doi:
Substances chimiques
Biomarkers, Tumor
0
Fatty Acids, Unsaturated
0
Carnitine O-Palmitoyltransferase
EC 2.3.1.21
Lysophosphatidylcholines
0
Carnitine
S7UI8SM58A
Tryptophan
8DUH1N11BX
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : National Cancer Center
ID : 2210660, 2022
Pays : Republic of Korea