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Methylglyoxal (MGO), a by\u2010product of glycolysis, is implicated in various vascular complications.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Purpose<\/jats:title>\n                    <jats:p>To explore the correlation between MGO and CSVD, particularly with white matter hyperintensities (WMH).<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Study Type<\/jats:title>\n                    <jats:p>Prospective.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Population<\/jats:title>\n                    <jats:p>One hundred and fifteen patients with first\u2010ever small artery occlusion (SAO) within 72\u2009h of onset were enrolled, with a mean age of 63.83\u2009\u00b1\u200910.92\u2009years, of whom 75 (65.2%) were male.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Field Strength\/Sequence<\/jats:title>\n                    <jats:p>1.5T or 3T; fast spin\u2010echo for T1\u2010 and T2\u2010weighted imaging, fluid\u2010attenuated inversion recovery (FLAIR), diffusion\u2010weighted imaging (DWI), and susceptibility\u2010weighted imaging (SWI).<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Assessment<\/jats:title>\n                    <jats:p>Two neurologists independently evaluated the conventional MRI biomarkers of CSVD, including WMH, enlarged perivascular spaces, lacunes (LAC), and cerebral microbleeds; fasting blood samples were collected both within 72\u2009h and between 8 and 14\u2009days after the onset of the disease to measure MGO.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Statistical Tests<\/jats:title>\n                    <jats:p>\n                      <jats:italic>T<\/jats:italic>\n                      \u2010test, Wilcoxon Mann\u2013Whitney test, chi\u2010square test, Spearman correlation analysis, ANOVA or the Kruskal\u2013Wallis test; logistic regression analysis, intraclass correlation coefficient (ICC).\n                      <jats:italic>p<\/jats:italic>\n                      \u2009&lt;\u20090.05 was considered statistically significant.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Elevated MGO levels at admission were independently associated with CSVD (odds ratio [OR] 1.007, 95% confidence interval [CI] 1.002\u20131.011), and the severity of WMH (OR 1.004, 95% CI 1.001\u20131.008) and deep white matter hyperintensities (D\u2010WMH) (OR 1.004, 95% CI 1.000\u20131.007). MGO levels also showed\u00a0a positive correlation with LAC (correlation coefficient [\n                      <jats:italic>r<\/jats:italic>\n                      ]\u2009=\u20090.225) but no significant correlation with periventricular white matter hyperintensities (PV\u2010WMH) (\n                      <jats:italic>r<\/jats:italic>\n                      \u2009=\u20090.172,\n                      <jats:italic>p<\/jats:italic>\n                      \u2009=\u20090.066). Furthermore, there was no significant difference in MGO levels between admission and discharge (\n                      <jats:italic>t<\/jats:italic>\n                      \u2009=\u20091.932,\n                      <jats:italic>p<\/jats:italic>\n                      \u2009=\u20090.056). The reproducibility of MRI parameters was excellent (ICC 0.966\u20130.976).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Data Conclusion<\/jats:title>\n                    <jats:p>Elevated MGO levels in patients with first\u2010ever SAO were associated with the presence and severity of WMH, particularly D\u2010WMH.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Level of Evidence<\/jats:title>\n                    <jats:p>1<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Technical Efficacy<\/jats:title>\n                    <jats:p>Stage 1<\/jats:p>\n                  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