Shiyu Zhu

Dr. Shiyu Zhu

orcid

Research Focus & Metrics

Academic Career Length

14Years (2013-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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16 December 2024 in Biomolecules
Verified
Journal Article
Open access
PDF file
YLYunrui Lu
Yunrui Lu
SWShuang Wu
Shuang Wu
SZShiyu Zhu
Shiyu Zhu
JSJian Shen
Jian Shen
CLChang Liu
Chang Liu
YXYAO XIE
YAO XIE
Foam cell formation is a hallmark of atherosclerosis, yet the cellular complexity within foam cells in human plaques remains unexplored. Here, we integrate published single-cell RNA-sequencing, spatial transcriptomic, and chromatin accessibility sequencing datasets of human atherosclerotic lesions across eight distinct studies. Through this large-scale integration of patient-derived information, we identified foamy macrophages enriched for genes characteristic of the foamy signature. We further re-clustered the foamy macrophages into five unique subsets with distinct potential functions: (i) pro-foamy macrophages, exhibiting relatively high inflammatory and adhesive properties; (ii) phagocytic foamy macrophages, specialized in efferocytosis; (iii) high-efflux foamy macrophages marked by high NR1H3 expression; (iv) mature foamy macrophages prone to programmed cell death; and (v) synthetic subset. Trajectory analysis elucidated a bifurcated differentiation cell fate from pro-foam macrophages toward either the programmed death (iv) or synthetic (v) phenotype. The existence of these foamy macrophage subsets was validated by immunostaining. Moreover, these foamy macrophage subsets exhibited strong potential ligand–receptor interactions. Finally, we conducted Mendelian randomization analyses to identify a possible causal relationship between key regulatory genes along the programmed death pathway in foamy macrophages and atherosclerotic diseases. This study provides a high-resolution map of foam cell diversity and a set of potential key regulatory genes in atherosclerotic plaques, offering novel insights into the multifaceted pathophysiology underlying human atherosclerosis.

12 April 2022 in Frontiers in Cell and Developmental Biology
Verified
Journal Article
Open access
SZShiyu Zhu
Shiyu Zhu
CLChang Liu
Chang Liu
CZChengchen Zhao
Chengchen Zhao
GCGuanzhong Chen
Guanzhong Chen
SMSimin Meng
Simin Meng
YXYAO XIE
YAO XIE
Background: Iron deficiency is common in cardiovascular diseases (CVD), e.g., heart failure and coronary heart disease. Soluble transferrin receptor (sTfR) is a promising marker representing unmet cellular iron demands. However, whether higher serum sTfR is associated with increased risk of CVDs needs further investigation.Methods: In the present cross-sectional study, we analyzed data of 4,867 adult participants of the National Health and Nutrition Examination Survey (NHANES) 2017–2018. Linear regression models were employed to identify possible correlations between sTfR and other characteristics. The association between sTfR and CVDs was assessed with univariable and multivariable logistics regression models.Results: The prevalence of CVDs was 9.5% among participants, and higher sTfR levels were found in participants with CVDs (p < 0.001). Linear regression models revealed positive associations between sTfR and age, body mass index, systolic blood pressure, glycated hemoglobulin A1c, and insulin resistance (all p < 0.001). In the multivariable logistics regression model, the adjusted odds ratio of sTfR for CVDs was 2.05 (per 1 log2 mg/L, 95% confidence interval: 1.03∼4.05, p = 0.046). Further subgroup analysis identified the associations of sTfR and CVDs were only significant in participants ≥60 years old, or with hypertension (all p < 0.05).Conclusion: Our study demonstrated that increased serum sTfR levels were associated with a high prevalence of cardiovascular diseases.

7 August 2024 in European Journal of Preventive Cardiology
Verified
Journal Article
Closed access
PDF file
YXYAO XIE
YAO XIE
SZShiyu Zhu
Shiyu Zhu
SWShuang Wu
Shuang Wu
CLChang Liu
Chang Liu
JSJian Shen
Jian Shen
MXMeixiang Xiang
Meixiang Xiang
Aims: We aimed to examine the association between hypnotic agents and cardiovascular outcomes in general individuals with insomnia. Methods and results: In a propensity score matched cohort of UK Biobank (UKB) participants with insomnia, Cox proportional hazard model was used to estimate the association between regular use of hypnotic agents and predetermined cardiovascular outcomes including incident coronary heart diseases (CHD), heart failure (HF), stroke, and cardiovascular death. Inverse probability of treatment weighting, competing risk models, and shared frailty models were further performed during sensitivity analysis. Drug-target Mendelian randomization (MR) analyses were employed for further evaluation of the association between therapeutic targets of hypnotics and cardiovascular diseases. During a median follow-up of 14.3 years, the matched cohort documented a total of 929 CHD cases, 360 HF cases, 262 stroke cases, and 180 cardiovascular deaths. No significant association was detected between Z-meds and CHD, stroke, and cardiovascular mortality. Benzodiazepine use was significantly associated with the increased risk of CHD, HF, and cardiovascular mortality. The inverse probability of treatment weighting, competing risk models, and shared frailty models didn’t alter the above associations. Moreover, drug-target MR analyses corroborated the safety of Z-meds in the general population regarding cardiovascular health. Conclusion: Our findings suggested the heterogeneous associations between different categories of hypnotics and incident cardiovascular events in individuals with insomnia. Both observational and genetic evidence raised safety concerns regarding the cardiovascular impact of benzodiazepines. No cardiovascular hazard of Z-meds was discovered in the UKB population with insomnia.

25 September 2023 in Reviews in Cardiovascular Medicine
Verified
Journal Article
Open access
PDF file
JSJianli Shi
Jianli Shi
YWYufeng Wu
Yufeng Wu
SZShiyu Zhu
Shiyu Zhu
YXYao Xie
Yao Xie
MXMeixiang Xiang
Meixiang Xiang
Background: The Serum creatinine/cystatin C ratio (Cr/CysC ratio) is an emerging alternative index for muscle mass loss, a risk factor for cardiovascular diseases (CVDs). However, the association between the Cr/CysC ratio and CVD morbidity and mortality remains unknown. Methods: A total of 11,150 participants of the National Health and Nutrition Examination Survey (NHANES) were included in this study. Univariable and multivariable logistic regression models were employed to assess the association between the Cr/CysC ratio and self-reported CVD morbidity. Cox proportional hazard models were used to estimate the hazard ratio (HR) and 95% confidence interval (CI) of the Cr/CysC ratio for CVD mortality. Results: At baseline, 1181 (7.90%) participants had self-reported CVDs. Lower Cr/CysC ratios were found in participants with CVDs (1.18 ± 0.30 vs. 1.05 ± 0.23, p < 0.001). In the multivariable logistic regression model, the Cr/CysC ratio was inversely linked to CVD morbidity (odds ratio: 0.65, 95% CI: 0.52–0.81, p < 0.001, per standard deviation [SD] increase). 997 (8.94%) CVD deaths were documented during a median follow-up of 16.9 years. A higher Cr/CysC ratio was associated with a decreasing risk of CVD mortality (adjusted HR: 0.54, 95% CI: 0.46–0.65, p < 0.001, per SD increase). Conclusions: In NHANES participants, the Cr/CysC ratio had an inverse correlation with CVD morbidity and mortality.

22 December 2021 in Frontiers in Cardiovascular Medicine
Verified
Journal Article
Open access
YYYi Yu
Yi Yu
CJChunna Jin
Chunna Jin
CZChengchen Zhao
Chengchen Zhao
SZShiyu Zhu
Shiyu Zhu
SMSimin Meng
Simin Meng
MXMeixiang Xiang
Meixiang Xiang
Background: Perturbation of energy metabolism exacerbates cardiac dysfunction, serving as a potential therapeutic target in congestive heart failure. Although circulating free fatty acids (FFAs) are linked to insulin resistance and risk of coronary heart disease, it still remains unclear whether circulating FFAs are associated with the prognosis of patients with acute heart failure (AHF).Methods: This single-center, observational cohort study enrolled 183 AHF patients (de novo heart failure or decompensated chronic heart failure) in the Second Affiliated Hospital, Zhejiang University School of Medicine. All-cause mortality and heart failure (HF) rehospitalization within 1 year after discharge were investigated. Serum FFAs were modeled as quartiles as well as a continuous variable (per SD of FFAs). The restricted cubic splines and cox proportional hazards models were applied to evaluate the association between the serum FFAs level and all-cause mortality or HF rehospitalization.Results: During a 1-year follow-up, a total of 71 (38.8%) patients had all-cause mortality or HF rehospitalization. The levels of serum FFAs positively contributed to the risk of death or HF rehospitalization, which was not associated with the status of insulin resistance. When modeled with restricted cubic splines, the serum FFAs increased linearly for the incidence of death or HF rehospitalization. In a multivariable analysis adjusting for sex, age, body-mass index, coronary artery disease, diabetes mellitus, hypertension, left ventricular ejection fraction and N-terminal pro-brain natriuretic peptid, each SD (303.07 μmol/L) higher FFAs were associated with 26% higher risk of death or HF rehospitalization (95% confidence interval, 2–55%). Each increasing quartile of FFAs was associated with differentially elevated hazard ratios for death or HF rehospitalization of 1 (reference), 1.71 (95% confidence interval, [0.81, 3.62]), 1.41 (95% confidence interval, [0.64, 3.09]), and 3.18 (95% confidence interval, [1.53, 6.63]), respectively.Conclusion: Serum FFA levels at admission among patients with AHF were associated with an increased risk of adverse outcomes. Additional studies are needed to determine the causal-effect relationship between FFAs and acute cardiac dysfunction and whether FFAs could be a potential target for AHF management.

4 October 2013 in Asia Pacific Journal of Public Health
Verified
Journal Article
Closed access
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WSWen Shu
Wen Shu
WCWei Chen
Wei Chen
SZShiyu Zhu
Shiyu Zhu
YHYongchun Hou
Yongchun Hou
JMJian Mei
Jian Mei
YXYihua Xu
Yihua Xu
Few studies have examined, in a prospective cohort study, factors causing delay of access to tuberculosis (TB) diagnosis among new, active TB patients. A prospective cohort study (2009-2011) was carried out among 408 889 Chinese. Data on known/potential influencing factors were obtained from baseline questionnaires. We used stepwise logistic regression models to analyze the association between several known/potential influencing factors and diagnosis delay, assessed the current situation, and explored determinants of diagnosis delay. During follow-up and final visits, 202 new, active TB patients were found. Median patient delay was 5.4 (quartile 2.7-26) weeks, health system delay was 0 (quartile 0-1.6) weeks, and diagnosis delay was 9.9 (quartile 3.1-28.1) weeks. The influencing factors on patient delay were age and duration of symptoms. Smoking and sputum smear status were influencing factors for health system delay, and duration of symptoms was one of the factors for diagnosis delay. These findings provide information on the current situation of diagnosis delay and evidence for specific strategy development for TB control in China.