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Euthyroid sick syndrome predicts the risk of ischemic stroke-associated pneumonia in the acute stage of ischemic stroke: a nested case-control study. 甲状腺疾病综合征可预测缺血性脑卒中急性期发生缺血性脑卒中相关肺炎的风险:一项巢式病例对照研究。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1438700
Shuai Yu, Jia Yan, Robert Logan, Wei-Ting Tang, Jun-Nan Ye, Hong-Xuan Feng, Mei-Xia Wang, Qin-Rong Xu, Xu-Li Jiang, Hai-Yan Lin, Guan-Hui Wu, Qian Gui, Ting-Ting Duan

Objective: Ischemic stroke-associated pneumonia (iSAP) affects about 10% of acute ischemic stroke patients during hospitalization. Current prediction scales for iSAP are insufficient. Identifying early biomarkers for stroke-associated pneumonia is crucial for improving patient outcomes. This study aimed to investigate the predictive value of euthyroid sick syndrome (ESS) for iSAP in acute-stage of ischemic stroke patients.

Methods: We studied 1767 acute ischemic stroke patients within one week of symptom onset, categorizing them into an infection group (iSAP, n=376) and control group (control, n=1391). COX regression analysis was used to identify the potential risk and protected factors. Kaplan-Meier time-event curves and Log-Rank tests were performed to differentiate infection time in patients with ESS or normal T3 group.

Results: The iSAP group had higher rates of risk factors like older age, atrial fibrillation, COPD, and ESS, along with elevated levels of WBC, CRP,and FT4 levels (all P < 0.001). Conversely, iSAP patients had lower GCS scores, eGFR, TSH, T3, FT3 (all P < 0.001) and T4 levels (P = 0.005) upon admission. No significant differences were observed in sex, smoking history, hypertension, diabetes, or LDL-C levels (P > 0.05). COX regression analysis identified age, KWST scores, leukocyte count, CRP, and ESS (all P < 0.001) as significantly correlated with iSAP. ROC analysis revealed ESS as a predictor with sensitivity of 35.64% and specificity of 87.92% for SAP prediction, like atrial fibrillation and higher than COPD and eGFR.

Conclusion: ESS at admission predicts a higher risk of stroke-associated pneumonia in acute-stage of ischemic stroke.

目的:缺血性中风相关肺炎(iSAP缺血性卒中相关肺炎(iSAP)影响到住院期间约 10%的急性缺血性卒中患者。目前对 iSAP 的预测量表还不够充分。确定卒中相关肺炎的早期生物标志物对改善患者预后至关重要。本研究旨在探讨甲状腺疾病综合征(ESS)对缺血性卒中急性期患者 iSAP 的预测价值:我们研究了 1767 名急性缺血性脑卒中患者,将他们分为感染组(iSAP,376 人)和对照组(对照,1391 人)。采用 COX 回归分析确定潜在的风险和保护因素。对ESS组和正常T3组患者的感染时间进行了Kaplan-Meier时间事件曲线和Log-Rank检验:iSAP组中,年龄较大、心房颤动、慢性阻塞性肺病和ESS等危险因素以及白细胞、CRP和FT4水平升高的比例较高(P均<0.001)。相反,iSAP 患者入院时的 GCS 评分、eGFR、TSH、T3、FT3(均为 P <0.001)和 T4 水平(P = 0.005)均较低。性别、吸烟史、高血压、糖尿病或低密度脂蛋白胆固醇水平均无明显差异(P > 0.05)。COX 回归分析表明,年龄、KWST 评分、白细胞计数、CRP 和 ESS(均 P <0.001)与 iSAP 显著相关。ROC分析显示,ESS与心房颤动一样,是预测SAP的指标,其敏感性为35.64%,特异性为87.92%,高于COPD和eGFR:结论:入院时的ESS可预测缺血性卒中急性期发生卒中相关肺炎的更高风险。
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引用次数: 0
Potential effects of peripheral neuropathy on brain function in patients with type 2 diabetes mellitus. 周围神经病变对 2 型糖尿病患者大脑功能的潜在影响。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1448225
Dongsheng Zhang, Yang Huang, Xiaoling Zhang, Wanting Liu, Yitong Guan, Jie Gao, Xiaoyan Lei, Min Tang, Kai Ai, Xuejiao Yan

Background: The mechanisms associated between diabetic peripheral neuropathy (DPN) and various brain function abnormalities in patients remains unclear. This study attempted to indirectly evaluate the effect of DPN on brain function in patients with type 2 diabetes mellitus (T2DM) by characterizing the resting-state functional connectivity (FC) of the lower limb sensorimotor cortex (LSM).

Methods: Forty-four T2DM patients with diabetic peripheral neuropathy (DPN), 39 T2DM patients without diabetic peripheral neuropathy (ND), and 43 healthy controls (HCs) underwent a neuropsychological assessment and resting-state functional magnetic resonance imaging examinations to examine the differences in FC between the LSM and the whole brain. The relationships of FC with clinical/cognitive variables were examined.

Results: In comparison with the HCs group, the ND group showed reduced FC of the LSM with the right lateral occipitotemporal cortex (LOTC) and increased FC with the medial superior frontal gyrus (SFGmed), while the DPN group showed reduced FC of the LSM with the right cerebellar lobule VI, the right LOTC, the rostral prefrontal cortex (rPFC), and the anterior cingulate gyrus (ACC). Moreover, in comparison with the ND group, the DPN group showed reduced FC of the LSM with the ACC, SFGmed, and rPFC. In the DPN group, the FC between the LSM and right cerebellar lobule VI was significantly correlated with fasting blood glucose levels (r = -0.490, p = 0.001), and that between the LSM and ACC was significantly correlated with the Montreal Cognitive Assessment score (r = 0.479, p = 0.001).

Conclusions: Patients with T2DM may show abnormal motion-related visual perceptual function before the appearance of DPN. Importantly, DPN can influence the brain regions that maintain motion and motor control, and this effect is not limited to motor function, which may be the central neuropathological basis for diabetic peripheral neuropathy.

背景:糖尿病周围神经病变(DPN)与患者各种脑功能异常之间的相关机制仍不清楚。本研究试图通过分析下肢感觉运动皮层(LSM)静息态功能连接(FC)的特征,间接评估DPN对2型糖尿病(T2DM)患者脑功能的影响:44名患有糖尿病周围神经病变(DPN)的T2DM患者、39名未患有糖尿病周围神经病变(ND)的T2DM患者和43名健康对照组(HCs)接受了神经心理学评估和静息态功能磁共振成像检查,以研究下肢感觉运动皮层(LSM)和整个大脑的FC差异。研究还探讨了FC与临床/认知变量之间的关系:与HCs组相比,ND组显示LSM与右侧枕颞皮层(LOTC)的FC降低,与内侧额上回(SFGmed)的FC升高;而DPN组显示LSM与右侧小脑六叶、右侧LOTC、喙前额叶皮层(rPFC)和扣带回前部(ACC)的FC降低。此外,与 ND 组相比,DPN 组的 LSM 与 ACC、SFGmed 和 rPFC 的 FC 值降低。在DPN组中,LSM与右侧小脑叶VI之间的FC与空腹血糖水平显著相关(r = -0.490,p = 0.001),LSM与ACC之间的FC与蒙特利尔认知评估评分显著相关(r = 0.479,p = 0.001):结论:T2DM 患者在出现 DPN 之前可能会表现出与运动相关的视觉感知功能异常。重要的是,DPN可影响维持运动和运动控制的脑区,而且这种影响并不局限于运动功能,这可能是糖尿病周围神经病变的中枢神经病理学基础。
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引用次数: 0
Ferroptosis in diabetic cardiomyopathy: from its mechanisms to therapeutic strategies. 糖尿病心肌病中的铁蛋白沉积:从机制到治疗策略。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1421838
Meimei Tian, Xinli Huang, Min Li, Pingping Lou, Huijie Ma, Xinli Jiang, Yaru Zhou, Yan Liu

Diabetic cardiomyopathy (DCM) is defined as structural and functional cardiac abnormalities in diabetes, and cardiomyocyte death is the terminal event of DCM. Ferroptosis is iron-dependent oxidative cell death. Evidence has indicated that iron overload and ferroptosis play important roles in the pathogenesis of DCM. Mitochondria, an important organelle in iron homeostasis and ROS production, play a crucial role in cardiomyocyte ferroptosis in diabetes. Studies have shown some anti-diabetic medicines, plant extracts, and ferroptosis inhibitors might improve DCM by alleviating ferroptosis. In this review, we systematically reviewed the evidence of ferroptosis in DCM. Anti-ferroptosis might be a promising therapeutic strategy for the treatment of DCM.

糖尿病心肌病(DCM)是指糖尿病患者的心脏结构和功能异常,心肌细胞死亡是 DCM 的终末事件。铁中毒是铁依赖性氧化细胞死亡。有证据表明,铁超载和铁变态反应在 DCM 的发病机制中起着重要作用。线粒体是铁平衡和 ROS 生成的重要细胞器,在糖尿病心肌细胞铁氧化中起着至关重要的作用。研究表明,一些抗糖尿病药物、植物提取物和铁蛋白沉积抑制剂可通过缓解铁蛋白沉积改善 DCM。在这篇综述中,我们系统地回顾了 DCM 中铁细胞减少的证据。抗高铁血症可能是治疗 DCM 的一种有前景的治疗策略。
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引用次数: 0
Editorial: Mechanistic insight and therapeutic potential for the management of non-alcoholic steatohepatitis (NASH). 社论:非酒精性脂肪性肝炎(NASH)的机理认识和治疗潜力。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1503460
Umashanker Navik, Amit Khurana, Jasvinder Singh Bhatti
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引用次数: 0
Gut microbiota and metabolic profiles in adults with unclassified diabetes: a cross-sectional study. 未分类糖尿病成人的肠道微生物群和代谢特征:一项横断面研究。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1440984
Juan Zhang, Lei Wu, Zhongyun Zhang, Danjie Li, Rulai Han, Lei Ye, Yifei Zhang, Jie Hong, Weiqiong Gu

Aims: Our study, employing a multi-omics approach, aimed to delineate the distinct gut microbiota and metabolic characteristics in individuals under 30 with unclassified diabetes, thus shedding light on the underlying pathophysiological mechanisms.

Methods: This age- and sex-matched case-control study involved 18 patients with unclassified diabetes, 18 patients with classic type 1 diabetes, 13 patients with type 2 diabetes, and 18 healthy individuals. Metagenomics facilitated the profiling of the gut microbiota, while untargeted liquid chromatography-mass spectrometry was used to quantify the serum lipids and metabolites.

Results: Our findings revealed a unique gut microbiota composition in unclassified diabetes patients, marked by a depletion of Butyrivibrio proteoclasticus and Clostridium and an increase in Ruminococcus torques and Lachnospiraceae bacterium 8_1_57FAA. Comparative analysis identified the combined marker panel of five bacterial species, seven serum biomarkers, and three clinical parameters could differentiate patients with UDM from HCs with an AUC of 0.94 (95% CI 0.85-1). Notably, the gut microbiota structure of patients with unclassified diabetes resembled that of type 2 diabetes patients, especially regarding disrupted lipid and branched-chain amino acid metabolism.

Conclusions: Despite sharing certain metabolic features with type 2 diabetes, unclassified diabetes presents unique features. The distinct microbiota and metabolites in unclassified diabetes patients suggest a significant role in modulating glucose, lipid, and amino acid metabolism, potentially influencing disease progression. Further longitudinal studies are essential to explore therapeutic strategies targeting the gut microbiota and metabolites to modify the disease trajectory.

目的:我们的研究采用了多组学方法,旨在描述 30 岁以下未分类糖尿病患者的肠道微生物群和代谢特征,从而揭示其潜在的病理生理机制:这项年龄和性别匹配的病例对照研究涉及 18 名未分型糖尿病患者、18 名典型 1 型糖尿病患者、13 名 2 型糖尿病患者和 18 名健康人。元基因组学有助于分析肠道微生物群,而非靶向液相色谱-质谱法则用于量化血清脂质和代谢物:结果:我们的研究结果表明,未分类糖尿病患者的肠道微生物群组成独特,其特点是蛋白螯合梭状芽孢杆菌(Butyrivibrio proteoclasticus)和梭状芽孢杆菌(Clostridium)减少,瘤胃反刍球菌(Ruminococcus torques)和Lachnospiraceae细菌8_1_57FAA增加。比较分析发现,由五种细菌、七种血清生物标记物和三种临床参数组成的联合标记物面板可以将 UDM 患者与 HC 患者区分开来,其 AUC 为 0.94(95% CI 0.85-1)。值得注意的是,未分类糖尿病患者的肠道微生物群结构与2型糖尿病患者相似,尤其是在脂质和支链氨基酸代谢紊乱方面:结论:尽管未分类糖尿病与2型糖尿病具有某些共同的代谢特征,但未分类糖尿病具有独特的特征。未分类糖尿病患者体内独特的微生物群和代谢物表明,它们在调节葡萄糖、脂质和氨基酸代谢方面起着重要作用,可能会影响疾病的进展。进一步的纵向研究对于探索针对肠道微生物群和代谢物的治疗策略以改变疾病的发展轨迹至关重要。
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引用次数: 0
Progress in gasless endoscopic thyroidectomy. 无气内镜甲状腺切除术的进展。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1466837
Xianbin Cheng, Xiangfu Ding, Sijia Wang, Siyu Li, Hong Zhang

Gasless endoscopic thyroidectomy obviates the necessity for carbon dioxide insufflation to establish a surgical workspace, thus mitigating the potential complications associated with this practice. This technique presents several benefits, such as the maintenance of neck functionality, minimal scarring, and enhanced visibility of the surgical field, which contribute to its extensive adoption in clinical settings. The objective of this study is to synthesize the current methodologies of gasless endoscopic thyroidectomy and to evaluate the advantages and disadvantages inherent to each technique. It aims to offer theoretical insights to assist surgeons in determining the most suitable approach for gasless endoscopic thyroidectomy in their clinical practice.

无气内镜甲状腺切除术无需通过二氧化碳充气来建立手术工作区,从而减少了与这种做法相关的潜在并发症。这种技术具有多种优点,如保持颈部功能、瘢痕最小、手术视野更清晰等,因此在临床上被广泛采用。本研究的目的是总结目前无气内镜甲状腺切除术的方法,并评估每种技术固有的优缺点。研究旨在提供理论见解,帮助外科医生在临床实践中确定最适合的无气内镜甲状腺切除术方法。
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引用次数: 0
Combined high-intensity interval and resistance training improves cardiorespiratory fitness more than high-intensity interval training in young women with overweight/obesity: a randomized controlled trial. 高强度间歇训练和阻力训练相结合比高强度间歇训练更能改善超重/肥胖年轻女性的心肺功能:随机对照试验。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1450944
Yifei Wang, Xin Yang, Jiamei Deng, Zhenshan Wang, Dongxue Yang, Yanbai Han, Hongli Wang

Objective: This study aimed to compare the effects of high-intensity interval training (HIIT) combined with resistance training (RT) versus HIIT alone on body composition, cardiorespiratory fitness and glycolipid metabolism in young women with overweight/obesity.

Methods: This randomized controlled trial divided 40 subjects into an experimental group (HIIT+RT) and a control group (HIIT). Both groups underwent training three times per week for eight weeks. Body composition, cardiorespiratory fitness and glycolipid levels were assessed before and after the intervention.

Results: The results revealed that compared to baseline, both the experimental and control groups showed significant improvements in body weight, body mass index (BMI), Body fat, waist circumference (WC), waist-hip ratio (WHR), peak oxygen uptake (VO2peak), vital capacity (VC), oxygen pulse (VO2/HR), minute ventilation, resting heart rate, blood oxygen saturation, blood pressure, fasting blood glucose, triglycerides and high-density lipoprotein cholesterol (p<0.05). Additionally, a significant increase in muscle mass and a significant reduction in 2-hour postprandial glucose were observed in the experimental group (p<0.05). Muscle mass (mean difference: 2.75%), VO2peak (mean difference: 1.61 mL/min/kg), VC (mean difference: 334mL), and VO2/HR (mean difference: 0.51mL/beat) showed greater improvement in the HIIT+RT group compared to the HIIT group (p<0.05).

Conclusion: In conclusion, an 8-week regimen of either combined HIIT and RT or HIIT significantly improves body composition, cardiorespiratory fitness and glycolipid metabolism in women with overweight/obesity. However, the combined training appears to offer more benefits than HIIT alone. Further research is needed to evaluate the long-term effects and feasibility of combined training.

Trial registration: https://www.chictr.org.cn/, identifier ChiCTR2300075961.

研究目的本研究旨在比较高强度间歇训练(HIIT)结合阻力训练(RT)与单纯 HIIT 对超重/肥胖年轻女性的身体成分、心肺功能和糖脂代谢的影响:这项随机对照试验将 40 名受试者分为实验组(HIIT+RT)和对照组(HIIT)。两组均接受每周三次、为期八周的训练。干预前后对身体成分、心肺功能和糖脂水平进行了评估:结果显示,与基线相比,实验组和对照组在体重、体重指数(BMI)、体脂、腰围(WC)、腰臀比(WHR)、峰值摄氧量(VO2peak)、生命容量(VC)、氧脉搏(VO2/HR)、分钟通气量、静息心率、血氧饱和度、血压、空腹血糖、甘油三酯和高密度脂蛋白胆固醇(pp2peak(平均差异:1.61毫升/分钟/千克)、VC(平均差异:334毫升)和VO2/HR(平均差异:0.51毫升/次)显示,与HIIT组相比,HIIT+RT组有更大的改善(p结论:总之,为期 8 周的 HIIT 和 RT 或 HIIT 联合训练可显著改善超重/肥胖女性的身体成分、心肺功能和糖脂代谢。不过,联合训练似乎比单独的 HIIT 更有益处。需要进一步研究以评估联合训练的长期效果和可行性。试验注册:https://www.chictr.org.cn/,标识符为ChiCTR2300075961。
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引用次数: 0
Reduced expression of FOXE1 in differentiated thyroid cancer, the contribution of CPG methylation, and their clinical relevance. 分化型甲状腺癌中 FOXE1 的表达减少、CPG 甲基化的贡献及其临床意义。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1454349
Erika Urbano De Lima, Filipe Ferreira Dos Santos, Igor Campos Da Silva, Cláudio Rogério Alves De Lima, Vitoria Sousa Frutuoso, Gustavo Felisola Caso, Paloma Ramos De Oliveira, Ana Karina Bezerra, Janete Maria Cerutti, Rodrigo Esaki Tamura, Helton Estrela Ramos, Ileana Gabriela Sanchez de Rubio

Introduction: Forkhead box E1 (FOXE1) is a transcription factor with a crucial role in thyroid morphogenesis and differentiation. Promoter hypermethylation downregulates FOXE1 expression in different tumor types; nevertheless, its expression and relationship with methylation status in differentiated thyroid cancer (DTC) remain unclear.

Methods: A total of 33 pairs of matched samples of PTC tumors and non-tumors were included. Tumor cell cultures were treated with either 5-Aza-2'-deoxycytidine demethylating agent or dimethyl sulfoxide (DMSO). A real-time polymerase chain reaction (RT-PCR) and Western blotting were performed to assess FOXE1 expression. The methylation status was quantified using bisulfite sequencing. A luciferase gene assay was used to determine CpG-island functionality. Gene expression and promoter methylation of FOXE1 and FOXE1-regulated genes were also analyzed with data from The Cancer Genome Atlas (TCGA) thyroid samples.

Results: After demethylating treatment, increased FOXE1 mRNA was observed concomitantly with reduced promoter methylation of CpGisland2. A negative correlation between mRNA downregulation and an increased methylation level of CpGisland2 was observed in tumors. Diminished protein expression was also detected in some DTC cell lines and in some tumor samples, suggesting the involvement of post-transcriptional regulatory mechanisms. CPGisland2 was proved to be an enhancer. TCGA data analysis showed low FOXE1 mRNA expression in tumors with a negative correlation with methylation status and a positive correlation with the expression of most of its target genes. Reduced FOXE1 expression, accompanied by a high methylation level, was associated with PTC aggressiveness (tall cell variant, advanced extra thyroid extension, T4 American Joint Committee on Cancer (AJCC) classification), age at diagnosis (over 45 years old), and presence of a BRAFV600E mutation.

Conclusion: FOXE1 mRNA was downregulated in DTC compared with non-tumors, followed by high CpGisland methylation. A coupling of low mRNA expression and high methylation status was related to characteristics of aggressiveness in DTC tumors.

简介叉头盒E1(FOXE1)是一种转录因子,在甲状腺形态发生和分化过程中起着至关重要的作用。在不同类型的肿瘤中,启动子高甲基化会下调FOXE1的表达;然而,在分化型甲状腺癌(DTC)中,FOXE1的表达及其与甲基化状态的关系仍不清楚:方法:共纳入 33 对匹配的 PTC 肿瘤和非肿瘤样本。用 5-Aza-2'-deoxycytidine 去甲基化剂或二甲基亚砜(DMSO)处理肿瘤细胞培养物。采用实时聚合酶链反应(RT-PCR)和免疫印迹法评估 FOXE1 的表达。利用亚硫酸氢盐测序对甲基化状态进行量化。荧光素酶基因检测用于确定 CpG 岛的功能。还利用癌症基因组图谱(TCGA)甲状腺样本的数据分析了FOXE1和FOXE1调控基因的基因表达和启动子甲基化情况:结果:经过去甲基化处理后,在观察到FOXE1 mRNA增加的同时,CpGisland2启动子甲基化程度降低。在肿瘤中观察到 mRNA 下调与 CpGisland2 甲基化水平升高呈负相关。在一些 DTC 细胞系和一些肿瘤样本中也发现了蛋白表达的降低,这表明转录后调控机制的参与。CPGisland2 被证明是一个增强子。TCGA数据分析显示,肿瘤中FOXE1 mRNA表达量较低,与甲基化状态呈负相关,与大多数靶基因的表达呈正相关。FOXE1表达的降低以及高甲基化水平与PTC的侵袭性(高细胞变异、晚期甲状腺外扩展、T4美国癌症联合委员会(AJCC)分类)、诊断时的年龄(45岁以上)以及BRAFV600E突变的存在有关:结论:与非肿瘤相比,FOXE1 mRNA在DTC中下调,其次是高CpGisland甲基化。低 mRNA 表达和高甲基化状态与 DTC 肿瘤的侵袭性特征有关。
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引用次数: 0
Tissue adaptation to metabolic stress: insights from SUMOylation. 组织对代谢压力的适应:SUMOylation 的启示。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1434338
Hao Xie, Xin Liu, Shuo Li, Ming Wang, Ying Li, Ting Chen, Linwei Li, Faxi Wang, Xuan Xiao

Post-translational modification (PTM) plays a crucial role in adaptation of mammals to environmental changes, enabling them to survive in stressful situations. One such PTM is SUMO modification, which is evolutionarily conserved. It involves the covalent and reversible attachment of a small ubiquitin-like modifier (SUMO) to lysine (Lys) residues in the target protein. SUMOylation regulates various functions, including cell proliferation, differentiation, apoptosis, senescence, and maintenance of specific cellular activities. It achieves this by influencing protein-protein interactions, subcellular localization, protein stability, and DNA binding activity. Mounting evidence suggests that SUMOylation is implicated in the pathogenesis of metabolic disorders such as obesity, insulin resistance, and fatty liver. This review aims to provide an overview of the role of SUMOylation in regulating tissue adaptation to metabolic stress. Recent advancements in spectroscopic techniques have shed light on potential targets of SUMOylation and the underlying regulatory mechanisms have been elucidated, laying the theoretical foundation for the development of targeted SUMOylation interventions for metabolic syndrome while minimizing side effects.

翻译后修饰(PTM)在哺乳动物适应环境变化、使其在压力环境下生存方面发挥着至关重要的作用。SUMO 修饰就是这样一种 PTM,它在进化过程中得到了保留。它涉及一种小型泛素样修饰物(SUMO)与目标蛋白质中的赖氨酸(Lys)残基的共价和可逆连接。SUMOylation 可调节多种功能,包括细胞增殖、分化、凋亡、衰老和维持特定的细胞活动。它通过影响蛋白质与蛋白质之间的相互作用、亚细胞定位、蛋白质稳定性和 DNA 结合活性来实现这一目的。越来越多的证据表明,SUMOylation 与肥胖、胰岛素抵抗和脂肪肝等代谢性疾病的发病机制有关。本综述旨在概述 SUMOylation 在调节组织适应代谢压力方面的作用。光谱学技术的最新进展揭示了 SUMOylation 的潜在靶点,并阐明了潜在的调控机制,为开发针对代谢综合征的 SUMOylation 干预方法奠定了理论基础,同时最大限度地减少了副作用。
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引用次数: 0
Enhancing type 2 diabetes mellitus prediction by integrating metabolomics and tree-based boosting approaches. 通过整合代谢组学和基于树的提升方法加强 2 型糖尿病的预测。
IF 3.9 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM Pub Date : 2024-11-11 eCollection Date: 2024-01-01 DOI: 10.3389/fendo.2024.1444282
Ahmet Kadir Arslan, Fatma Hilal Yagin, Abdulmohsen Algarni, Erol Karaaslan, Fahaid Al-Hashem, Luca Paolo Ardigò

Background: Type 2 diabetes mellitus (T2DM) is a global health problem characterized by insulin resistance and hyperglycemia. Early detection and accurate prediction of T2DM is crucial for effective management and prevention. This study explores the integration of machine learning (ML) and explainable artificial intelligence (XAI) approaches based on metabolomics panel data to identify biomarkers and develop predictive models for T2DM.

Methods: Metabolomics data from T2DM (n = 31) and healthy controls (n = 34) were analyzed for biomarker discovery (mostly amino acids, fatty acids, and purines) and T2DM prediction. Feature selection was performed using the least absolute shrinkage and selection operator (LASSO) regression to enhance the model's accuracy and interpretability. Advanced three tree-based ML algorithms (KTBoost: Kernel-Tree Boosting; XGBoost: eXtreme Gradient Boosting; NGBoost: Natural Gradient Boosting) were employed to predict T2DM using these biomarkers. The SHapley Additive exPlanations (SHAP) method was used to explain the effects of metabolomics biomarkers on the prediction of the model.

Results: The study identified multiple metabolites associated with T2DM, where LASSO feature selection highlighted important biomarkers. KTBoost [Accuracy: 0.938; CI: (0.880-0.997), Sensitivity: 0.971; CI: (0.847-0.999), Area under the Curve (AUC): 0.965; CI: (0.937-0.994)] demonstrated its effectiveness in using complex metabolomics data for T2DM prediction and achieved better performance than other models. According to KTBoost's SHAP, high levels of phenylactate (pla) and taurine metabolites, as well as low concentrations of cysteine, laspartate, and lcysteate, are strongly associated with the presence of T2DM.

Conclusion: The integration of metabolomics profiling and XAI offers a promising approach to predicting T2DM. The use of tree-based algorithms, in particular KTBoost, provides a robust framework for analyzing complex datasets and improves the prediction accuracy of T2DM onset. Future research should focus on validating these biomarkers and models in larger, more diverse populations to solidify their clinical utility.

背景:2 型糖尿病(T2DM)是以胰岛素抵抗和高血糖为特征的全球性健康问题。早期检测和准确预测 T2DM 对于有效管理和预防至关重要。本研究探讨了基于代谢组学面板数据的机器学习(ML)和可解释人工智能(XAI)方法的整合,以确定生物标志物并开发 T2DM 的预测模型:对T2DM(31人)和健康对照组(34人)的代谢组学数据进行分析,以发现生物标志物(主要是氨基酸、脂肪酸和嘌呤)并预测T2DM。采用最小绝对收缩和选择算子(LASSO)回归法进行特征选择,以提高模型的准确性和可解释性。先进的三种基于树的 ML 算法(KTBoost:KTBoost: Kernel-Tree Boosting;XGBoost: eXtreme Gradient Boosting;NGBoost:采用这些生物标志物预测 T2DM。采用SHAPLE Additive exPlanations(SHAP)方法解释代谢组学生物标志物对模型预测的影响:研究发现了与 T2DM 相关的多种代谢物,其中 LASSO 特征选择突出了重要的生物标志物。KTBoost[准确度:0.938;CI:(0.880-0.997),灵敏度:0.971;CI:(0.847-0.999),曲线下面积(AUC):0.965;CI:(0.880-0.997),灵敏度:0.971;CI:(0.847-0.999):0.965; CI: (0.937-0.994)]证明了其在利用复杂代谢组学数据预测 T2DM 方面的有效性,并取得了比其他模型更好的性能。根据 KTBoost 的 SHAP,高水平的苯丙氨酸(pla)和牛磺酸代谢物以及低浓度的半胱氨酸、天门冬氨酸和半胱氨酸与 T2DM 的存在密切相关:代谢组学分析与 XAI 的整合为预测 T2DM 提供了一种前景广阔的方法。使用基于树的算法,特别是 KTBoost,为分析复杂数据集提供了一个稳健的框架,并提高了对 T2DM 发病的预测准确性。未来的研究应侧重于在更大规模、更多样化的人群中验证这些生物标志物和模型,以巩固它们的临床实用性。
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Frontiers in Endocrinology
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