Abstract Background Elaborating and understanding disparities in the burden of cardiovascular disease (CVD) attributable to high fasting plasma glucose (FPG) is important to improve diabetes prevention and promote cardiovascular health. In this study, we aimed to estimate the burden of CVD and its subtypes attributable to high FPG between 2010 and 2018 in China, by age, sex, region and socio-demographic index (SDI). Methods We pooled data on 791 373 people aged 25 years and older from three population-based surveys, and the temporal-spatial Bayesian hierarchical model was used to estimate age- specific, sex- specific, province- specific, and year-specific average FPG levels from 2010 to 2018. We estimated population attributable fraction for CVD by age and sex for 31 provinces. Data on CVD deaths at the provincial level were obtained from surveillance systems, which were used to compute death numbers and years of life lost (YLLs) due to CVD that could be attributed to high FPG using the counterfactual scenario of theoretical minimum risk level. We also decomposed changes in attributable burdens into four explanatory components, including population growth, population aging, risk exposure to FPG, and in risk-deleted mortality rates for CVD. Results In 2018, an estimated total of 512·29 thousand (95% uncertainty interval [UI] 488·60 to 538·65) adults aged 25 or older were attributable to high FPG in China, with 281·54 thousand (95%UI 267·89 to 295·05) of these deaths occurring in men and 229·75 thousand (95%UI 210·98 to 251·89) in women. The age composition of CVD mortality caused by high FPG suggested a trend toward older ages from 2010 to 2018 (Figure 1). High FPG accounted for 1 093·45 crude YLLs per 100 000 people (95%UI 1 059·13 to 1 131·73) due to FPG-related CVD in 2018, with substantial variation across provinces. The age-standardised CVD mortality rate attributable to high FPG increased by 3·99%, from 41·93 per 100 000 people (95%UI 40·07 to 43·88) in 2010 to 43·60 per 100 000 (95%UI 41·77 to 45·62) in 2018. In 2018, the higher age-standardised CVD mortality rate attributable to high FPG was observed in the high-middle SDI region and the middle SDI region. By province, the age-standardised mortality rate due to FPG-related CVD in both sexes combined varied from 21·31 per 100 000 people in Tibet to 77·66 per 100 000 people in Heilongjiang in 2018. Nationally, compared to 2010, exposure to high FPG and population aging in 2018 were the primary drivers of increased FPG-related deaths due to CVD (Figure 2). Conclusions The CVD burden attributable to high FPG was still large in China, and varied markedly across regions and provinces. Exposure to high FPG and population ageing were associated with substantial changes in the number of FPG-related CVD deaths between 2010 and 2018. Findings of this study emphasize the importance of developing population-specific tailored measures in China and other regions with similar condition.Figure 1Figure 2