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Genomic and clinical predictors of cardiovascular disease in Familial dyslipidemia: risk stratification in Egyptian adolescents and young adults. 家族性血脂异常中心血管疾病的基因组和临床预测因素:埃及青少年和年轻人的风险分层
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-15 DOI: 10.1186/s12944-025-02814-0
Ammal M Metwally, Nesma M Elaraby, Wafaa M Ezzat, Mark O Dimitry, Ghada A Elshaarawy, Neveen A Ashaat, Ashraf Reda, Ahmed Bendary, Mohamed H Abbas, Tarek R El Mawardy, Walaa A Basha, Iman H Kamel, Engy A Ashaat

Familial dyslipidemia (FD), particularly familial hypercholesterolemia (FH), is a major contributor to premature cardiovascular disease (CVD), especially in regions with high consanguinity and underutilized genetic screening, such as Egypt. This study aimed to assess clinical, biochemical, and genetic factors that differentiate FD patients with and without CVD, and to develop a composite risk score for individualized stratification. A cross-sectional study was conducted on 60 Egyptian patients aged 15-25 years with genetically confirmed FD, equally divided based on CVD status. All participants underwent detailed clinical assessment, lipid profiling, and targeted next-generation sequencing of LDLR, APOB, and PCSK9 genes. Missense variants were evaluated using SIFT, PolyPhen-2, CADD, and ΔΔG stability scores, and classified according to ACMG criteria. Compared to non-CVD patients, those with CVD had significantly higher triglyceride levels (median: 356.5 vs. 236.5 mg/dL; p < 0.001) and a higher frequency of heterozygous pathogenic LDLR variants (30.0% vs. 3.3%; p = 0.006), while homozygous variants were more common in non-CVD patients (26.7% vs. 0%; p = 0.002). Deleterious missense variants were notably more frequent in the CVD group (56.7% vs. 10.0%; p < 0.001). A 10-variable composite risk score integrating clinical, lipid, and bioinformatic predictors effectively distinguished high- and moderate-risk cases (AUC = 0.742; p = 0.022), with 89.5% sensitivity and 81.8% negative predictive value. The study highlights the importance of combining clinical and genomic data for early risk stratification and introduces a pragmatic tool for identifying high-risk youth in resource-limited, consanguineous populations.

家族性血脂异常(FD),特别是家族性高胆固醇血症(FH),是过早心血管疾病(CVD)的主要诱因,特别是在高血缘和未充分利用遗传筛查的地区,如埃及。本研究旨在评估区分FD患者合并和不合并CVD的临床、生化和遗传因素,并制定个体化分层的综合风险评分。一项横断面研究对60名年龄在15-25岁的埃及患者进行了研究,这些患者经基因证实患有FD,根据心血管疾病状况平均分组。所有参与者都进行了详细的临床评估、脂质分析和LDLR、APOB和PCSK9基因的靶向下一代测序。使用SIFT、polyphen2、CADD和ΔΔG稳定性评分评估错义变异,并根据ACMG标准进行分类。与非心血管疾病患者相比,心血管疾病患者的甘油三酯水平明显更高(中位数:356.5 vs 236.5 mg/dL; p
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引用次数: 0
CRP-triglyceride-glucose index (CTGI) as a predictor of preeclampsia: a population-based study of risk stratification. crp -甘油三酯-葡萄糖指数(CTGI)作为先兆子痫的预测因子:一项基于人群的危险分层研究
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1186/s12944-025-02829-7
Yuting Liang, Yanqiu Zhang, Yujing Li, Jun Cao, Bin Feng, Jieyu Jin, Sheng Zhang, Qingqin Tang, Longwei Qiao, Zhixing Jin

Background: preeclampsia (PE) remains a leading cause of maternal and perinatal morbidity and mortality worldwide. While metabolic and inflammatory factors are increasingly recognized in its pathogenesis, the clinical utility of composite biomarkers remains underexplored. This study aimed to investigate the association between the C-reactive protein-triglyceride-glucose (CRP-TG-glucose) index (CTGI), a novel marker of metabolic-inflammation stress, and the risk of preeclampsia.

Methods: This retrospective cohort study included 11,916 pregnant women, of whom 486 developed preeclampsia. Maternal baseline characteristics were compared between the PE and non-PE groups. Logistic regression analyses were conducted to identify factors associated with PE. The relationship between CTGI and PE risk was further explored using quartile stratification, restricted cubic spline regression, and threshold effect analyses. Subgroup analyses were also performed to assess interaction effects across maternal and obstetric variables.

Results: Women with PE had significantly higher maternal age, body mass index (BMI), in vitro fertilization (IVF) conception, multifetal pregnancies, and elevated CTGI levels compared to non-PE counterparts (all P < .001). Multivariate logistic regression identified CTGI as an independent risk factor for PE (adjusted OR, 1.78; 95% CI, 1.51-2.09; P < .001), alongside BMI, maternal age, IVF, and multifetal gestation. A dose-response relationship was observed across CTGI quartiles, with the highest quartile showing a markedly increased PE risk (adjusted OR, 2.06; 95% CI, 1.52-2.81). Restricted cubic spline models and threshold analysis revealed a nonlinear association with a significant inflection point at CTGI = 2.244. Above this threshold, the risk of PE rose sharply (OR, 3.93; 95% CI, 2.09-7.39; P < .001). Subgroup analyses demonstrated consistent associations across maternal age, BMI, parity, plurality, and IVF status, without significant interaction.

Conclusions: Elevated CTGI in early pregnancy is independently and nonlinearly associated with an increased risk of preeclampsia, particularly above a critical threshold of 2.244. These findings underscore the potential clinical value of CTGI as an early risk stratification biomarker for PE, enabling timely intervention in high-risk pregnancies.

背景:子痫前期(PE)仍然是全球孕产妇和围产期发病率和死亡率的主要原因。虽然代谢和炎症因素在其发病机制中越来越被认识到,但复合生物标志物的临床应用仍未得到充分探索。本研究旨在探讨c反应蛋白-甘油三酯-葡萄糖(crp - tg -葡萄糖)指数(CTGI)与子痫前期风险之间的关系,CTGI是一种新的代谢炎症应激标志物。方法:本回顾性队列研究纳入11916例孕妇,其中486例发生先兆子痫。比较PE组和非PE组的产妇基线特征。进行Logistic回归分析以确定与PE相关的因素。采用四分位数分层、限制性三次样条回归和阈值效应分析进一步探讨CTGI与PE风险之间的关系。还进行了亚组分析,以评估孕产妇和产科变量之间的相互作用效应。结果:与非PE女性相比,PE女性的母亲年龄、体重指数(BMI)、体外受精(IVF)受孕、多胎妊娠和CTGI水平升高均显著高于非PE女性(均为P)。结论:妊娠早期CTGI升高与子痫前期风险增加独立且非线性相关,特别是高于临界阈值2.244。这些发现强调了CTGI作为PE早期风险分层生物标志物的潜在临床价值,能够及时干预高危妊娠。
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引用次数: 0
A longitudinal analysis of population-level lipid and apolipoprotein trends over two decades: descriptive assessment using patient medians in a Swedish tertiary care center. 二十年来人群水平脂质和载脂蛋白趋势的纵向分析:在瑞典三级保健中心使用患者中位数进行描述性评估。
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1186/s12944-025-02830-0
Kristina Sejersen, Anders O Larsson

Background: Cardiovascular disease (CVD) remains the leading cause of mortality worldwide. Lipid biomarkers, including direct low-density lipoprotein cholesterol (LDL-C), high-density lipoprotein cholesterol (HDL-C), apolipoprotein B (ApoB), and apolipoprotein A1 (ApoA1), are essential tools for cardiovascular risk assessment. Monitoring patient-derived median values over time may provide insights into population health and analytical performance. This study provides a descriptive analysis of population-level lipid results spanning nearly two decades. While trends in patient medians may support quality assurance, these data do not constitute a validated approach to risk prediction or definitive analytical monitoring due to the absence of outcome and treatment information.

Methods: We retrospectively analyzed routine clinical laboratory data from Uppsala University Hospital, Sweden, covering January 2006-December 2024. A total of 890,948 LDL-C, 867,446 HDL-C, 64,787 ApoB, and 65,500 ApoA1 results were included. Measurements were performed on Abbott Architect systems until 2021, after which assays were transferred to Roche Cobas Pro platforms. Statistical analyses included trend evaluation, variability assessment, and seasonal pattern analysis.

Results: Women had modestly higher LDL-C and HDL-C levels compared to men, while ApoB values were similar between sexes. ApoA1 was notably higher in women. Over the 19-year period, median LDL-C declined from 3.18 to 2.62 mmol/L, consistent with improved lipid management. HDL-C remained stable (1.36-1.45 mmol/L), while ApoB and ApoA1 concentrations showed minimal change. Variability was highest for LDL-C (median CV 6.4%) and lowest for ApoA1 (median CV 2.6%). Seasonal variation was negligible across all analytes. Testing volumes increased substantially for LDL-C and HDL-C, whereas ApoB and ApoA1 requests peaked around 2010 and later declined.

Conclusions: Long-term monitoring of median patient values demonstrates declining LDL-C, stable HDL-C, and consistent ApoB/ApoA1 ratios with minimal seasonal effects. These findings highlight the potential utility of patient medians as supplementary quality indicators and for population-level lipid surveillance.

背景:心血管疾病(CVD)仍然是世界范围内死亡的主要原因。脂质生物标志物,包括直接低密度脂蛋白胆固醇(LDL-C)、高密度脂蛋白胆固醇(HDL-C)、载脂蛋白B (ApoB)和载脂蛋白A1 (ApoA1),是心血管风险评估的重要工具。随着时间的推移监测患者衍生的中位数可以提供对人口健康和分析性能的见解。本研究对近二十年来人群水平的血脂结果进行了描述性分析。虽然患者中位数的趋势可能支持质量保证,但由于缺乏结果和治疗信息,这些数据并不构成风险预测或明确分析监测的有效方法。方法:回顾性分析瑞典乌普萨拉大学医院2006年1月至2024年12月的常规临床实验室数据。共纳入890,948例LDL-C、867,446例HDL-C、64,787例ApoB和65,500例ApoA1结果。直到2021年,在雅培建筑师系统上进行测量,之后将分析转移到罗氏Cobas Pro平台。统计分析包括趋势评估、变异评估和季节模式分析。结果:与男性相比,女性的LDL-C和HDL-C水平略高,而ApoB值在两性之间相似。ApoA1在女性中明显更高。在19年期间,中位LDL-C从3.18 mmol/L下降到2.62 mmol/L,与改善的脂质管理一致。HDL-C保持稳定(1.36-1.45 mmol/L),而ApoB和ApoA1浓度变化不大。LDL-C变异性最高(中位CV为6.4%),ApoA1变异性最低(中位CV为2.6%)。所有分析物的季节变化可以忽略不计。LDL-C和HDL-C的测试量大幅增加,而ApoB和ApoA1的测试量在2010年左右达到峰值,随后下降。结论:长期监测中位患者值显示LDL-C下降,HDL-C稳定,ApoB/ApoA1比值一致,季节性影响最小。这些发现强调了患者中位数作为补充质量指标和人群水平脂质监测的潜在效用。
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引用次数: 0
Association between lipoprotein(a) levels, cumulative lipoprotein(a) burden, and cardiovascular outcomes in patients with acute myocardial infarction: a large-scale cohort study. 急性心肌梗死患者脂蛋白(a)水平、累积脂蛋白(a)负担与心血管结局之间的关系:一项大规模队列研究
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-12 DOI: 10.1186/s12944-025-02800-6
Zhenwei Wang, Jinying Zhang, Junnan Tang
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引用次数: 0
Phospholipid composition in small airway lining fluid among tunnel construction workers exposed to respirable crystalline silica. 暴露于可吸入结晶二氧化硅的隧道施工工人小气道衬里液中的磷脂组成。
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-11 DOI: 10.1186/s12944-025-02790-5
Mimmi Leite, Per Larsson, Spela Kokelj, Karl-Christian Nordby, Jose Hernan Alfonso, Hatice Koca, Bente Ulvestad, Dag G Ellingsen, Anna-Carin Olin

Objective: To explore if the phospholipid composition in the small airway lining fluid differed between a group of tunnel construction workers exposed to respirable crystalline silica (RCS) and a reference group.

Methods: In total, 19 healthy, non-smoking workers under exposure to RCS and 21 unexposed referents from the same construction site were included. The participants underwent a health examination including lung function measurements and collection of exhaled particles (PEx) using the Particles in exhaled air (PExA) method. Analysis of PEx included determination of lipids. In total, 95 lipid species, primarily phospholipids, were determined. Non-parametric analyses (Wilcoxon rank-sum test and quantile regression), principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) were used for data analysis.

Results: A difference in mol% of phospholipids between the RCS exposed tunnel construction workers and unexposed referents was observed. On lipid class level there was a higher mol% of sphingomyelin (SM) species among exposed workers compared to referents. Regarding single phospholipid species, higher mol % of phosphatidylcholine (PC) and phosphatidylglycerol (PG) species containing diacyl chains with 18:2 (linoleic acid) and 20:4 (arachidonic acid) fatty acid components were observed in the exposed group. Additionally, lower mol% of saturated PC species were observed among the exposed.

Conclusions: Differences in phospholipid composition in the small airway lining fluid between workers exposed to RCS and a reference group were observed. This indicates a possible impact of RCS exposure on phospholipids in the small airways. However, whether these are linked to health effects is currently not known.

目的:探讨暴露于可吸入结晶二氧化硅(RCS)的隧道施工工人与对照组小气道衬里液中磷脂成分的差异。方法:选取19名健康非吸烟的RCS暴露工人和21名来自同一建筑工地的未暴露对照者。参与者接受了健康检查,包括肺功能测量和使用呼出空气中的颗粒(PExA)方法收集呼出颗粒(PEx)。PEx的分析包括脂质的测定。共测定了95种脂质,主要是磷脂。采用非参数分析(Wilcoxon秩和检验和分位数回归)、主成分分析(PCA)和正交偏最小二乘判别分析(OPLS-DA)进行数据分析。结果:观察了暴露于RCS的隧道施工工人与未暴露的参照物之间磷脂的mol%的差异。在脂类水平上,暴露工人鞘磷脂(SM)物质的mol%高于对照物。对于单个磷脂种,暴露组中含有18:2(亚油酸)和20:4(花生四烯酸)脂肪酸成分的二酰基链磷脂酰胆碱(PC)和磷脂酰甘油(PG)的摩尔百分比较高。此外,饱和PC物种的摩尔率也较低。结论:观察到暴露于RCS的工人和对照组之间小气道衬里液中磷脂成分的差异。这表明RCS暴露可能对小气道中的磷脂有影响。然而,目前尚不清楚这些是否与健康影响有关。
{"title":"Phospholipid composition in small airway lining fluid among tunnel construction workers exposed to respirable crystalline silica.","authors":"Mimmi Leite, Per Larsson, Spela Kokelj, Karl-Christian Nordby, Jose Hernan Alfonso, Hatice Koca, Bente Ulvestad, Dag G Ellingsen, Anna-Carin Olin","doi":"10.1186/s12944-025-02790-5","DOIUrl":"10.1186/s12944-025-02790-5","url":null,"abstract":"<p><strong>Objective: </strong>To explore if the phospholipid composition in the small airway lining fluid differed between a group of tunnel construction workers exposed to respirable crystalline silica (RCS) and a reference group.</p><p><strong>Methods: </strong>In total, 19 healthy, non-smoking workers under exposure to RCS and 21 unexposed referents from the same construction site were included. The participants underwent a health examination including lung function measurements and collection of exhaled particles (PEx) using the Particles in exhaled air (PExA) method. Analysis of PEx included determination of lipids. In total, 95 lipid species, primarily phospholipids, were determined. Non-parametric analyses (Wilcoxon rank-sum test and quantile regression), principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) were used for data analysis.</p><p><strong>Results: </strong>A difference in mol% of phospholipids between the RCS exposed tunnel construction workers and unexposed referents was observed. On lipid class level there was a higher mol% of sphingomyelin (SM) species among exposed workers compared to referents. Regarding single phospholipid species, higher mol % of phosphatidylcholine (PC) and phosphatidylglycerol (PG) species containing diacyl chains with 18:2 (linoleic acid) and 20:4 (arachidonic acid) fatty acid components were observed in the exposed group. Additionally, lower mol% of saturated PC species were observed among the exposed.</p><p><strong>Conclusions: </strong>Differences in phospholipid composition in the small airway lining fluid between workers exposed to RCS and a reference group were observed. This indicates a possible impact of RCS exposure on phospholipids in the small airways. However, whether these are linked to health effects is currently not known.</p>","PeriodicalId":18073,"journal":{"name":"Lipids in Health and Disease","volume":"24 1","pages":"382"},"PeriodicalIF":3.9,"publicationDate":"2025-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12699859/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145742624","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Epicardial adipose tissue: an overtly concealed contributor to cardiovascular events in chronic kidney disease patients. 心外膜脂肪组织:慢性肾病患者心血管事件的一个明显隐藏的贡献者。
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-11 DOI: 10.1186/s12944-025-02827-9
Liqin Cui, Min Yang

Epicardial adipose tissue, a metabolically active visceral fat depot surrounding the heart, is increasingly implicated as a key contributor to cardiovascular disease in patients with chronic kidney disease. This review explores how chronic kidney disease induced metabolic dysregulation, chronic inflammation and uremic toxin accumulation lead to epicardial adipose tissue dysfunction. Pathologically altered epicardial adipose tissue promotes atherosclerosis, myocardial fibrosis and arrhythmogenesis through paracrine signaling, oxidative stress and direct cellular interactions. Advanced imaging modalities now enable precise epicardial adipose tissue quantification, revealing its correlation with cardiovascular outcomes in chronic kidney disease. Epicardial adipose tissue is expected to become a new target for predicting and assessing cardiovascular risk, and for interventions to reduce cardiovascular risk in chronic kidney disease patients, thereby providing a new direciovascular risk, and for interventions to reduce cardiovascular risk in chronic kidney disease patients, thereby providing a new direction for future risk management and therapeutic strategies.

心外膜脂肪组织是心脏周围代谢活跃的内脏脂肪库,越来越多地被认为是慢性肾病患者心血管疾病的关键因素。本文综述了慢性肾脏疾病诱导的代谢失调、慢性炎症和尿毒症毒素积累如何导致心外膜脂肪组织功能障碍。病理改变的心外膜脂肪组织通过旁分泌信号、氧化应激和直接细胞相互作用促进动脉粥样硬化、心肌纤维化和心律失常发生。先进的成像方式现在可以精确地量化心外膜脂肪组织,揭示其与慢性肾脏疾病心血管结局的相关性。心外膜脂肪组织有望成为预测和评估心血管风险的新靶点,成为降低慢性肾脏疾病患者心血管风险的干预措施的新靶点,从而为慢性肾脏疾病患者心血管风险的降低提供新的直接血管风险,成为降低慢性肾脏疾病患者心血管风险的干预措施,从而为未来的风险管理和治疗策略提供新的方向。
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引用次数: 0
Low serum triglycerides related to delayed neurocognitive recovery in geriatric oral and maxillofacial surgery patients: A prospective cohort study. 低血清甘油三酯与老年口腔颌面外科患者延迟神经认知恢复相关:一项前瞻性队列研究。
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-11 DOI: 10.1186/s12944-025-02819-9
Jing Wang, Yanyong Cheng, Fan Wang, Chuanyu Qi, Yi Gao, Tiannan Chen, Jiayi Wang, Jinnan Xu, Ren Zhou, Yanan Jiang, Haoli Mao, Jia Yan
{"title":"Low serum triglycerides related to delayed neurocognitive recovery in geriatric oral and maxillofacial surgery patients: A prospective cohort study.","authors":"Jing Wang, Yanyong Cheng, Fan Wang, Chuanyu Qi, Yi Gao, Tiannan Chen, Jiayi Wang, Jinnan Xu, Ren Zhou, Yanan Jiang, Haoli Mao, Jia Yan","doi":"10.1186/s12944-025-02819-9","DOIUrl":"10.1186/s12944-025-02819-9","url":null,"abstract":"","PeriodicalId":18073,"journal":{"name":"Lipids in Health and Disease","volume":" ","pages":"23"},"PeriodicalIF":3.9,"publicationDate":"2025-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145724346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association of insulin resistance indices with outcomes after endovascular treatment in acute basilar artery occlusion. 急性基底动脉闭塞患者血管内治疗后胰岛素抵抗指标与预后的关系。
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-10 DOI: 10.1186/s12944-025-02828-8
Qiuting Wang, Na Liu, Lu Yang, Chuanjie Wu, Wenbo Zhao, Longfei Wu, Liqun Jiao, Sijie Li, Qingfeng Ma, Xunming Ji, Chuanhui Li

Background: Acute basilar artery occlusion (BAO) represents an uncommon but highly devastating form of ischemic stroke, frequently resulting in severe disability or death, despite advances in endovascular treatment (EVT). Although insulin resistance (IR) has been connected to poorer neurological outcomes after stroke, evidence regarding the predictive usefulness of non-insulin-based IR indices in BAO patients receiving EVT is still limited.

Methods: In this study, 266 BAO patients who received EVT between 2012 and 2024 were analyzed. Three IR indices were calculated at admission: the triglyceride-glucose (TyG) index, the metabolic score for insulin resistance (METS-IR), and the ratio of triglyceride to high-density lipoprotein cholesterol (TG/HDL-C). The primary endpoint included a 90-day unfavorable outcome (modified Rankin scale score: 4-6), and the secondary endpoints included mortality and symptomatic intracranial hemorrhage (sICH). Associations were examined by using multivariable regression, and discriminative ability was quantified via receiver operating characteristic analysis.

Results: In 266 patients, 149 (56.0%) demonstrated unfavorable outcomes, and 77 (28.9%) died within 90 days. Higher TyG values showed a robust association with unfavorable outcomes, mortality, and sICH; moreover, it provided the strongest predictive ability for functional outcomes (area under the curve comparisons, P < 0.05). METS-IR was associated with mortality and demonstrated a predictive ability comparable to that of TyG but weaker for functional outcome. TG/HDL-C was not significantly related to any outcome.

Conclusions: Among BAO patients who underwent EVT, the TyG index could strongly predict unfavorable functional recovery and mortality, whereas the METS-IR was mainly associated with mortality. These findings indicate that TyG may help in refining risk stratification after EVT, whereas METS-IR appears to be less informative.

背景:急性基底动脉闭塞(BAO)是一种罕见但具有高度破坏性的缺血性中风形式,尽管血管内治疗(EVT)取得了进展,但经常导致严重残疾或死亡。尽管胰岛素抵抗(IR)与脑卒中后较差的神经预后有关,但关于非胰岛素基础IR指标在接受EVT的BAO患者中的预测作用的证据仍然有限。方法:对2012 ~ 2024年间接受EVT治疗的266例BAO患者进行分析。入院时计算三个IR指标:甘油三酯-葡萄糖(TyG)指数、胰岛素抵抗代谢评分(METS-IR)和甘油三酯与高密度脂蛋白胆固醇(TG/HDL-C)之比。主要终点包括90天的不良结局(改良Rankin量表评分:4-6),次要终点包括死亡率和症状性颅内出血(sICH)。使用多变量回归检验相关性,并通过受试者工作特征分析量化判别能力。结果:266例患者中,149例(56.0%)出现不良结局,77例(28.9%)在90天内死亡。较高的TyG值显示与不良结局、死亡率和siich密切相关;结论:在接受EVT的BAO患者中,TyG指数能较强地预测功能恢复不良和死亡率,而met - ir主要与死亡率相关。这些发现表明,TyG可能有助于细化EVT后的风险分层,而met - ir似乎信息较少。
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引用次数: 0
An uncertainty-driven gated feature selection network (UGFS-Net) for TG level prediction: linking high-altitude exposure to lipid metabolism disorder via elevated TG. 用于TG水平预测的不确定性驱动门控特征选择网络(UGFS-Net):通过TG升高将高海拔暴露与脂质代谢紊乱联系起来。
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-10 DOI: 10.1186/s12944-025-02826-w
Gaofu Li, Ziwen Zhou, Ningning Wang, Nan Yan, Dezhi Sun, Congshu Huang, Lei Zhou, Yue Sun, Wei Zhou, Yue Gao

Background: High-altitude hypoxia is closely linked to dysregulated lipid metabolism, particularly elevated triglyceride (TG) levels, which increase cardiovascular and metabolic risks. This study proposes an interpretable deep learning model to predict TG levels in high-altitude migrants based on clinically accessible indicators.

Methods: Data were collected from low-altitude residents (n = 96) and high-altitude migrants (n = 388). An Uncertainty-driven Gated Feature Selection Network (UGFS-Net) was developed for TG prediction, incorporating an uncertainty-driven sample re-weighting and hard example mining strategy. The model was trained via modern optimization techniques and stratified partitioning by the TG distribution. Performance was evaluated using accuracy and calibration metrics, and interpretability was assessed via SHapley Additive exPlanations (SHAP). Five benchmark machine learning models with PCA or LASSO dimensionality reduction were used for comparison.

Results: The UGFS-Net demonstrated a notable performance gain through uncertainty estimation, yielding an increase in R² from 0.7294 to 0.8776 for TG levels prediction under high-altitude. Predicted uncertainty showed significant correlations with errors and effectively distinguished low- from high-reliability samples, with strong calibration (bin-wise r = 0.9164). SHAP analysis highlighted that lipid metabolism, glucose metabolism, and the erythrocyte system collectively form a network that drives TG alterations in high-altitude environments and the Pearson correlation coefficient between gated the attention weights and SHAP importance scores was 0.9093. UGFS-Net consistently outperformed conventional machine learning models.

Conclusions: This study developed UGFS-Net, an interpretable deep learning model that accurately predicts triglyceride levels in high-altitude migrants (R² = 0.8776) and provides well-calibrated uncertainty estimates, with identified key biomarkers offering clinical insights.

背景:高原缺氧与脂质代谢失调密切相关,特别是甘油三酯(TG)水平升高,从而增加心血管和代谢风险。本研究提出了一种可解释的深度学习模型,基于临床可获得的指标来预测高海拔移民的TG水平。方法:收集低海拔地区居民(n = 96)和高海拔地区移民(n = 388)的数据。提出了一种不确定性驱动的门控特征选择网络(UGFS-Net)用于热重预测,该网络结合了不确定性驱动的样本重加权和硬例挖掘策略。该模型通过现代优化技术和TG分布的分层划分进行训练。使用准确性和校准指标评估性能,并通过SHapley加性解释(SHAP)评估可解释性。使用PCA或LASSO降维的五个基准机器学习模型进行比较。结果:通过不确定性估计,UGFS-Net显示出显著的性能增益,使高海拔TG水平预测的R²从0.7294增加到0.8776。预测不确定度与误差呈显著相关,可有效区分低可靠性和高可靠性样品,具有强校准性(bin-wise r = 0.9164)。SHAP分析强调,脂质代谢、葡萄糖代谢和红细胞系统共同形成了一个网络,驱动高海拔环境下TG的改变,并且注意权值与SHAP重要性评分之间的Pearson相关系数为0.9093。UGFS-Net始终优于传统的机器学习模型。结论:本研究开发了UGFS-Net,这是一个可解释的深度学习模型,可准确预测高海拔移民的甘油三酯水平(R²= 0.8776),并提供校准良好的不确定性估计,确定的关键生物标志物可提供临床见解。
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引用次数: 0
Prevalence, correlates of dyslipidaemia, and 10-year cardiovascular risk among people living with HIV and people without HIV adults in Rwanda: insights from the NCOHIRWA cohort study. 卢旺达成人艾滋病毒感染者和非艾滋病毒感染者的患病率、血脂异常相关因素和10年心血管风险:来自NCOHIRWA队列研究的见解
IF 3.9 2区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-10 DOI: 10.1186/s12944-025-02813-1
Valentine Dushimiyimana, Yves Marie Ishimwe Kirunga, Albert Tuyishime, Simeon Tuyishime, K M Monirul Islam, Ladislas Nshimiyimana, Vivianne Umuhire Niyonkuru, Noel Gahamanyi, Christian Nsanzabaganwa, Pacifique Mukashema, Jude Kong, Madeleine Durand, Ntobeko A B Ntusi, Marc Twagirumukiza, Brenda Asiimwe Kateera, Sabin Nsanzimana, Steven Callens

Introduction: Noncommunicable diseases, primarily cardiovascular diseases (CVDs), are an emerging cause of morbidity in sub-Saharan Africa. Dyslipidaemia, a key modifiable CVD risk factor, is increasing but remains underdiagnosed and undertreated, particularly among people living with HIV (PLHIV), where HIV-related chronic inflammation, antiretroviral therapy (ART), and sociodemographic factors may contribute. This study assessed the prevalence, correlates of dyslipidaemia, and estimated 10-year CVD risk among PLHIV and people without HIV (PWoH) adults in Rwanda.

Methods: We analysed baseline data from 1,546 adults (1,234 PLHIV and 312 PWoH) enrolled in the NCOHIRWA Cohort from 12 Rwandan health facilities. Data were collected via standardised World Health Organisation (STEP) questionnaires. Dyslipidaemia was defined according to the National Cholesterol Education Program Adult Treatment Panel III (NCEP ATP III) criteria, and 10-year CVD risk was calculated via the Framingham risk score. For group comparisons, chi-square tests were used. Multivariate logistic regression identified independent predictors of dyslipidaemia, with adjusted odds ratios and 95% confidence intervals reported.

Results: Overall, 979 participants (61.9%) had dyslipidaemia, with comparable prevalence rates among PLHIV (744/1234; 60.29%) and PWoH participants (205/312; 65.06%). The PWoH participants had higher LDL-C levels (59 (18.9%) vs. 120 (9.7%), p < 0.0001). Independent predictors of dyslipidaemia included female sex, older age, obesity, and widowhood. PLHIV had lower odds of having elevated total cholesterol (aOR = 0.68, 0.49-0.95). Based on the estimated 10-year CVD risk, 3.95% of the participants had high and 21.47% had very high 10-year CVD, respectively, which was concentrated among older, widowed women with low education levels.

Conclusion: Dyslipidaemia and elevated CVD risk are highly prevalent among the study participants, with disparities based on HIV status, sex, and social vulnerability. Routine lipid screening and integrated HIV-CVD care, particularly for high-risk subgroups such as older women, are essential for reducing the long-term CVD burden.

简介:非传染性疾病,主要是心血管疾病(cvd),是撒哈拉以南非洲的一个新发病原因。血脂异常,一个关键的可改变的心血管疾病危险因素,正在增加,但仍未得到充分的诊断和治疗,特别是在艾滋病毒感染者(PLHIV)中,艾滋病毒相关的慢性炎症,抗逆转录病毒治疗(ART)和社会人口因素可能起作用。本研究评估了卢旺达成人PLHIV和无HIV (PWoH)患者的患病率、血脂异常相关因素以及10年心血管疾病风险。方法:我们分析了来自12个卢旺达卫生机构的NCOHIRWA队列中登记的1546名成年人(1234名hiv携带者和312名PWoH)的基线数据。数据通过标准化的世界卫生组织(STEP)问卷收集。根据国家胆固醇教育计划成人治疗小组III (NCEP ATP III)标准定义血脂异常,并通过Framingham风险评分计算10年心血管疾病风险。组间比较采用卡方检验。多变量logistic回归确定了血脂异常的独立预测因素,并报告了调整后的优势比和95%置信区间。结果:总体而言,979名参与者(61.9%)患有血脂异常,PLHIV参与者(744/1234;60.29%)和PWoH参与者(205/312;65.06%)的患病率相当。PWoH参与者的LDL-C水平较高(59 (18.9%)vs. 120(9.7%)。p结论:血脂异常和心血管疾病风险升高在研究参与者中非常普遍,存在基于HIV状态、性别和社会脆弱性的差异。常规脂质筛查和HIV-CVD综合护理,特别是对老年妇女等高危亚群,对于减少长期CVD负担至关重要。
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Lipids in Health and Disease
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