Machine learning-based association analysis of triglyceride-glucose index with melanoma prevalence and all-cause mortality: insights from cross-sectional NHANES 1999-2018 data and an external hospital-based dataset.

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Title: Machine learning-based association analysis of triglyceride-glucose index with melanoma prevalence and all-cause mortality: insights from cross-sectional NHANES 1999-2018 data and an external hospital-based dataset.
Authors: Liang Y; State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China.; Department of Gastric and Melanoma Surgery, Sun Yat-sen University Cancer Center, Guangzhou, China., Lin K; Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China., Long X; State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China.; Department of Gastric and Melanoma Surgery, Sun Yat-sen University Cancer Center, Guangzhou, China., Wang Y; State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China.; Department of Gastric and Melanoma Surgery, Sun Yat-sen University Cancer Center, Guangzhou, China., Liu C; Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China., Xie C; Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China., Wu Q; Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China., Li D; State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China.; Biotherapy Center, Sun Yat-sen University Cancer Center, Guangzhou, China., Zhao B; State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China.; Department of Gastric and Melanoma Surgery, Sun Yat-sen University Cancer Center, Guangzhou, China.
Source: Frontiers in nutrition [Front Nutr] 2026 Mar 18; Vol. 13, pp. 1726865. Date of Electronic Publication: 2026 Mar 18 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media S. A Country of Publication: Switzerland NLM ID: 101642264 Publication Model: eCollection Cited Medium: Print ISSN: 2296-861X (Print) Linking ISSN: 2296861X NLM ISO Abbreviation: Front Nutr Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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ISSN:2296-861X
DOI:10.3389/fnut.2026.1726865