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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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  Data: 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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  Data: <searchLink fieldCode="AU" term="%22Liang+Y%22">Liang Y</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Lin+K%22">Lin K</searchLink>; Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Long+X%22">Long X</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Liu+C%22">Liu C</searchLink>; Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Xie+C%22">Xie C</searchLink>; Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Wu+Q%22">Wu Q</searchLink>; Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Li+D%22">Li D</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Zhao+B%22">Zhao B</searchLink>; 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.
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  Data: <searchLink fieldCode="JN" term="%22101642264%22">Frontiers in nutrition</searchLink> [Front Nutr] 2026 Mar 18; Vol. 13, pp. 1726865. <i>Date of Electronic Publication: </i>2026 Mar 18 (<i>Print Publication: </i>2026).
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              Text: 2026 Mar 18
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