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Determinants of Human Asymmetry: Does Asymmetrical Retinal Vasculature Predict Asymmetry Elsewhere in the Body? 人体不对称的决定因素:不对称的视网膜血管是否预示着身体其他部位的不对称?
Pub Date : 2024-07-24 DOI: 10.3390/life14080929
Doris Plećaš, Vesna Gotovac Đogaš, O. Polašek, Jelena Škunca Herman
The aim of this study was to explore retinal vasculature asymmetry (ReVA) patterns in subjects from the islands of Vis and Korcula and the city of Split, Croatia. Asymmetry estimates were based on topographic image analysis of non-mydriatic retinal fundus photographs and compared with nine ophthalmic measurements, three Doppler-based pressure indices and eight frequencies of audiometry. ReVA was also correlated to the genomic runs of homozygosity (ROHs) and used in a Cox regression survival model, where we adjusted for the effects of sex, age and comorbidity. In 1873 subjects, ReVA estimates were significantly correlated with most ophthalmic asymmetry measures, less strongly with the ankle–brachial pressure index and only modestly with higher-amplitude audiometry asymmetries (lowest p = 0.020). ReVA was significantly correlated with the number of ROHs (r = 0.229, p < 0.001) but less strongly with the ROH length (r = 0.101, p < 0.001). The overlap of asymmetries was low, with only 107 subjects (5.7% of the total sample) who had two or more instances in which they were among the top 10%. Multiple asymmetries did not affect survival (HR = 0.74, 95% confidence intervals 0.45–1.22). Retinal vasculature asymmetry is a poor predictor of asymmetry elsewhere in the body. Despite its existence and apparent association with comorbidities, the observed extent of retinal vasculature asymmetry did not affect the lifespan in this population.
本研究旨在探索克罗地亚维斯岛、科尔丘拉岛和斯普利特市受试者的视网膜血管不对称(ReVA)模式。不对称的估计是基于对非眼底视网膜眼底照片的地形图像分析,并与九种眼科测量方法、三种基于多普勒的压力指数和八种听力频率进行比较。ReVA还与基因组同源性(ROHs)相关,并用于Cox回归生存模型,其中我们对性别、年龄和合并症的影响进行了调整。在 1873 名受试者中,ReVA 估计值与大多数眼科不对称测量值有显著相关性,与踝肱压指数的相关性较低,与高振幅听力测量不对称的相关性较低(最低 p = 0.020)。ReVA 与 ROH 的数量有明显相关性(r = 0.229,p < 0.001),但与 ROH 长度的相关性较弱(r = 0.101,p < 0.001)。不对称的重叠率很低,只有 107 名受试者(占样本总数的 5.7%)有两次或两次以上属于前 10%。多重不对称并不影响存活率(HR = 0.74,95% 置信区间为 0.45-1.22)。视网膜血管不对称是身体其他部位不对称的不良预测指标。尽管存在视网膜血管不对称并明显与合并症有关,但观察到的视网膜血管不对称程度并不影响该人群的寿命。
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引用次数: 0
Effects of Endurance Training on Antioxidant and Hormonal Status in Peripheral Blood of Young Healthy Men 耐力训练对年轻健康男性外周血中抗氧化剂和荷尔蒙状态的影响
Pub Date : 2024-07-24 DOI: 10.3390/life14080921
S. Stojiljković, L. Gavrilović, S. Pejić, S. Pajović, M. Macura, Dragan Nikolic, S. Bubanj, V. Stojiljkovic
(1) Background: Physical activity may cause an imbalance in the major functions of the human body. This study aimed to investigate the effects of endurance running training on the parameters of the antioxidant defense system (SOD, CAT, GPx, GR, GSH), LPO (malondialdehyde, MDA), and stress hormones (A, NA) in young healthy, previously untrained men. (2) Methods: The training program was as follows: 8 weeks of running, three times per week; the duration of a single session was 30–70 min, the intensity was twice a week in the so-called extensive endurance zone, and once a week in the anaerobic threshold zone. Blood samples were collected from the subjects, before and after the running program. (3) Results: The training program resulted in a significant increase in maximal oxygen consumption (p < 0.001). The activities of SOD, GPx, and GR also increased significantly (p < 0.05, p < 0.01, and p < 0.05, respectively), while CAT activity and GSH and MDA concentrations remained unchanged. The concentration of A decreased (p < 0.05), while the NA concentration increased significantly (p < 0.05). SOD, GPx, GR, and NA positively correlated with VO2max (p < 0.05, p < 0.001, p < 0.01, p < 0.05, respectively), while a negative correlation was detected between A and VO2max (p < 0.05). (4) Conclusions: These results indicate that there is no persistent oxidative stress in response to the applied 8-week running program, probably due to exercise-induced protective alterations in the antioxidant defense system. Furthermore, adaptations occurred at the hormonal level, making the organism more ready for a new challenge.
(1) 背景:体力活动可能导致人体主要功能失衡。本研究旨在调查耐力跑训练对以前未受过训练的年轻健康男性的抗氧化防御系统(SOD、CAT、GPx、GR、GSH)、LPO(丙二醛,MDA)和应激激素(A、NA)参数的影响。(2)方法:训练计划如下:为期 8 周的跑步,每周三次;单次训练时间为 30-70 分钟,强度为每周两次处于所谓的广泛耐力区,每周一次处于无氧阈值区。在实施跑步计划前后,对受试者进行了血液样本采集。(3)结果:训练计划显著提高了最大耗氧量(p < 0.001)。SOD、GPx 和 GR 的活性也显著增加(分别为 p < 0.05、p < 0.01 和 p < 0.05),而 CAT 活性、GSH 和 MDA 浓度保持不变。A 的浓度降低(p < 0.05),而 NA 的浓度则明显升高(p < 0.05)。SOD、GPx、GR 和 NA 与 VO2max 呈正相关(分别为 p < 0.05、p < 0.001、p < 0.01、p < 0.05),而 A 与 VO2max 呈负相关(p < 0.05)。(4)结论:这些结果表明,在实施为期 8 周的跑步计划后,并没有出现持续的氧化应激反应,这可能是由于运动引起了抗氧化防御系统的保护性改变。此外,激素水平也发生了适应性变化,使机体为迎接新的挑战做好了更充分的准备。
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引用次数: 0
Resistome Signature and Antibiotic Resistance Mechanisms in Rhizospheric Soil Bacteriomes of Mecca Region, Saudi Arabia: Insights into Impact on Human Health 沙特阿拉伯麦加地区根瘤土壤细菌组的抗药性特征和抗生素耐药性机制:洞察对人类健康的影响
Pub Date : 2024-07-24 DOI: 10.3390/life14080928
R. Jalal, H. Sonbol
The objective of this investigation is to ascertain the distinctive profile of the rhizospheric soil resistome within the Mecca region, while also evaluating the potential risks associated with the horizontal transfer of resistome determinants to the open environment and human clinical isolates. We have made metagenomic whole-genome shotgun sequencing for rhizospheric microbiomes of two endemic plants, namely Moringa oleifera and Abutilon fruticosum. The rhizospheric resistomes of the two plants and the abundance of antibiotic resistance genes (ARGs) were identified by cross-referencing encoded proteins with the comprehensive antibiotic resistance database (CARD). The identified ARGs were then analyzed for their antimicrobial resistance (AMR) mechanisms. Predominantly within this soil are the two bacterial species Pseudomonas aeruginosa and Mycobacterium tuberculosis. These opportunistic human pathogens are implicated in respiratory infections and are correlated with heightened mortality rates. The most prevalent array of ARGs existing in this soil comprises mexA, mexC, mexE, and cpxR, associated with mechanisms of antibiotic active efflux, along with ACC(2), ACC(3), AAC(6), and APH(6), in addition to arr1, arr3, arr4, iri, rphA, and rphB, implicated in antibiotic inactivation. Furthermore, vanS, vanR, and vanJ are identified for antibiotic target alteration, while rpoB2 and RbpA are noted for antibiotic target replacement and protection, respectively. These mechanisms confer resistance against a diverse spectrum of drug classes encompassing fluoroquinolones, aminoglycosides, glycopeptides, and rifampicins. This study underscores the potential hazards posed to human health by the presence of these pathogenic bacteria within the rhizospheric soil of the Mecca region, particularly in scenarios where novel ARGs prevalent in human populations are harbored and subsequently transmitted through the food chain to human clinical isolates. Consequently, stringent adherence to good agricultural and food transportation practices is imperative, particularly with regard to edible plant parts and those utilized in folkloric medicine.
这项调查的目的是确定麦加地区根瘤土壤抗药性基因组的独特特征,同时评估与抗药性基因组决定因子水平转移到开放环境和人类临床分离物相关的潜在风险。我们对两种地方性植物(Moringa oleifera 和 Abutilon fruticosum)的根瘤微生物组进行了元基因组全基因组霰弹枪测序。通过将编码蛋白与抗生素耐药性综合数据库(CARD)进行交叉比对,确定了这两种植物的根瘤微生物组和抗生素耐药性基因(ARGs)的丰度。然后对已确定的 ARGs 进行了抗菌素抗性(AMR)机制分析。在这片土壤中,主要是铜绿假单胞菌和结核分枝杆菌这两种细菌。这些机会性人类病原体与呼吸道感染有关,并与死亡率升高相关。除了与抗生素失活有关的 arr1、arr3、arr4、iri、rphA 和 rphB 外,这种土壤中最常见的 ARGs 包括与抗生素主动外流机制有关的 mexA、mexC、mexE 和 cpxR,以及 ACC(2)、ACC(3)、AAC(6) 和 APH(6)。此外,vanS、vanR 和 vanJ 被确定用于改变抗生素靶标,而 rpoB2 和 RbpA 则分别用于替代和保护抗生素靶标。这些机制产生了对氟喹诺酮类、氨基糖苷类、糖肽类和利福平类等多种药物的耐药性。这项研究强调了麦加地区根瘤土壤中存在的这些病原菌对人类健康造成的潜在危害,尤其是在人类中普遍存在的新型 ARGs 滋生后通过食物链传播给人类临床分离菌的情况下。因此,必须严格遵守良好的农业和食品运输规范,尤其是可食用的植物部分和用于民间医药的植物部分。
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引用次数: 0
The Brain–Heart Axis: An Umbrella Review on Impact of Psychiatric Disease on Incidence, Management, and Outlook of Cardiovascular Disease 脑-心轴:精神疾病对心血管疾病发病率、管理和前景的影响综述
Pub Date : 2024-07-23 DOI: 10.3390/life14080919
Marianna Mazza, Giuseppe Biondi-Zoccai, Francesco Maria Lisci, Caterina Brisi, Greta Sfratta, Sara Rossi, G. Traversi, Eleonora Gaetani, Roberto Pola, Sofia Morini, Enrico Romagnoli, B. Simeoni, M. Covino, G. Marano
Psychiatric conditions, such as depression, anxiety, bipolar disorder, and schizophrenia, are increasingly recognized as significant risk factors for cardiovascular disease (CVD). This review systematically analyzes evidence from various databases to provide a comprehensive understanding of the impact of psychiatric illnesses on the incidence, management, and prognosis of CVD. Key findings suggest a bidirectional relationship between psychiatric disorders and CVD, indicating that mental health conditions can predispose individuals to CVD, while CVD can exacerbate or trigger psychiatric symptoms. The review explores the underlying mechanisms of these associations, including behavioral factors, stress responses, and medication side effects. It also examines the challenges in managing CVD patients with comorbid psychiatric conditions, emphasizing the importance for integrated care approaches. This review underscores the necessity of considering mental health as an integral component of cardiovascular care and calls for further research to develop tailored management strategies for these complex conditions, ultimately aiming to improve patient outcomes and quality of life. This comprehensive analysis provides valuable insights for future investigations and guides clinicians in optimizing care for patients with both psychiatric and cardiovascular conditions.
抑郁症、焦虑症、双相情感障碍和精神分裂症等精神疾病越来越被认为是心血管疾病(CVD)的重要风险因素。本综述系统分析了来自各种数据库的证据,以全面了解精神疾病对心血管疾病的发病率、管理和预后的影响。主要研究结果表明,精神障碍与心血管疾病之间存在双向关系,即精神健康状况可能导致心血管疾病,而心血管疾病则可能加重或诱发精神症状。综述探讨了这些关联的内在机制,包括行为因素、压力反应和药物副作用。它还探讨了管理合并精神疾病的心血管疾病患者所面临的挑战,强调了综合护理方法的重要性。这篇综述强调了将心理健康视为心血管护理不可分割的一部分的必要性,并呼吁进一步开展研究,为这些复杂病症制定量身定制的管理策略,最终改善患者的预后和生活质量。这项全面的分析为未来的研究提供了宝贵的见解,并指导临床医生优化对同时患有精神疾病和心血管疾病的患者的护理。
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引用次数: 0
Sensitization to Lanolin in North-Eastern Italy, 1997–2021: Prevalence, Risk Factors and the Impact of Occupation 1997-2021 年意大利东北部对羊毛脂过敏的情况:发病率、风险因素和职业影响
Pub Date : 2024-07-23 DOI: 10.3390/life14080916
Luca Cegolon, F. Larese Filon
Background: Direct skin contact with items containing lanolin can induce sensitization and development of contact dermatitis (CD). This multi-centric study investigated prevalence of lanolin sensitization among 30,269 outpatients from North-Eastern Italy patch tested during 1997–2021. Methods: European baseline and extended Triveneto series were applied on the upper part of patients’ back and removed after 48 h. Risk factors for lanolin sensitization were investigated by multiple logistic regression analysis, reporting adjusted odds ratios (aOR) with 95% confidence interval (95%CI). Results. Overall lanolin patch test positive ratio (PTPR) was 1.64% (=501/30,629), with variability over time and by research center. The body area most frequently affected by CD were hands (36.32%), followed by face (19.52%) and legs (8.09%), with a lanolin PTPR of 1.68%, 1.37% and 3.07%, respectively. Prevalence of occupational CD was 8.24%, and 1.83% patients with occupational CD patch tested positive against lanolin. Lanolin sensitization was significantly higher in males (aOR = 1.34; 95%CI: 1.08; 1.65) and among patients with leg CD aged 49–60 years (aOR = 2.34; 95%CI: 1.20; 4.57) or older than 60 (aOR = 4.21; 95%CI: 2.59; 6.85). Sub-group analysis confirmed the significantly higher sensitization rate of older patients with leg CD, with much stronger effect size in females 61+ years old (aOR = 5.33; 95%CI 2.87; 9.89) than males in the same age group (aOR = 2.92; 95%CI: 1.34; 6.39). Moreover, female house painters were more likely to test positive to lanolin. Conclusions: The variability of lanolin PTPR over time and by research center endorsed the ongoing debate on the relevance of the respective skin reaction. Clinicians assessing patients with dermatitis should collect information on potential risk factors for lanolin sensitization, particularly use of skin care products containing the hapten. Occupational exposure to lanolin-containing varnishes should also be considered.
背景:皮肤直接接触含有羊毛脂的物品会诱发过敏和接触性皮炎(CD)。这项多中心研究调查了 1997-2021 年间意大利东北部 30,269 名门诊病人的羊毛脂过敏症患病率。研究方法通过多重逻辑回归分析研究羊毛脂过敏的风险因素,并报告调整后的几率比(aOR)和 95% 置信区间(95%CI)。结果显示羊毛脂斑贴试验阳性率(PTPR)总体为 1.64%(=501/30629),随时间和研究中心而变化。手部(36.32%)、面部(19.52%)和腿部(8.09%)是最常受羊毛脂过敏症影响的身体部位,羊毛脂过敏症阳性率分别为 1.68%、1.37% 和 3.07%。职业性 CD 患病率为 8.24%,1.83% 的职业性 CD 患者的羊毛脂贴片检测呈阳性。男性(aOR = 1.34;95%CI:1.08;1.65)和 49-60 岁(aOR = 2.34;95%CI:1.20;4.57)或 60 岁以上(aOR = 4.21;95%CI:2.59;6.85)的腿部 CD 患者对羊毛脂过敏的比例明显更高。亚组分析证实,腿部 CD 老年患者的致敏率明显较高,61 岁以上女性(aOR = 5.33;95%CI 2.87;9.89)比同年龄组男性(aOR = 2.92;95%CI:1.34;6.39)的效应更强。此外,女性房屋油漆工对羊毛脂检测呈阳性的可能性更大。结论羊毛脂 PTPR 随时间和研究中心的不同而变化,这表明人们一直在讨论这种皮肤反应的相关性。临床医生在对皮炎患者进行评估时,应收集有关羊毛脂致敏潜在风险因素的信息,尤其是使用含有该合蛋白的护肤品的情况。还应考虑职业性接触含有羊毛脂的清漆。
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引用次数: 0
Evaluating the Role of Susceptibility Inducing Cofactors and of Acetaminophen in the Etiology of Autism Spectrum Disorder 评估易感性诱导辅因子和对乙酰氨基酚在自闭症谱系障碍病因学中的作用
Pub Date : 2024-07-23 DOI: 10.3390/life14080918
John P. Jones, Lauren Williamson, Zacharoula Konsoula, Rachel Anderson, Kathryn J. Reissner, William Parker
More than 20 previously reported lines of independent evidence from clinical observations, studies in laboratory animal models, pharmacokinetic considerations, and numerous temporal and spatial associations indicate that numerous genetic and environmental factors leading to inflammation and oxidative stress confer vulnerability to the aberrant metabolism of acetaminophen during early development, leading to autism spectrum disorder (ASD). Contrary to this conclusion, multivariate analyses of cohort data adjusting for inflammation-associated factors have tended to show little to no risk of acetaminophen use for neurodevelopment. To resolve this discrepancy, here we use in silico methods to create an ideal (virtual) population of 120,000 individuals in which 50% of all cases of virtual ASD are induced by oxidative stress-associated cofactors and acetaminophen use. We demonstrate that Cox regression analysis of this ideal dataset shows little to no risk of acetaminophen use if the cofactors that create aberrant metabolism of acetaminophen are adjusted for in the analysis. Further, under-reporting of acetaminophen use is shown to be a considerable problem for this analysis, leading to large and erroneously low calculated risks of acetaminophen use. In addition, we argue that factors that impart susceptibility to acetaminophen-induced injury, and propensity for acetaminophen use itself, can be shared between the prepartum, peripartum, and postpartum periods, creating additional difficulty in the analysis of existing datasets to determine risks of acetaminophen exposure for neurodevelopment during a specific time frame. It is concluded that risks of acetaminophen use for neurodevelopment obtained from multivariate analysis of cohort data depend on underlying assumptions in the analyses, and that other evidence, both abundant and robust, demonstrate the critical role of acetaminophen in the etiology of ASD.
之前报道的 20 多条独立证据来自临床观察、实验室动物模型研究、药代动力学考虑以及大量的时间和空间关联,这些证据表明,导致炎症和氧化应激的众多遗传和环境因素会使对乙酰氨基酚在早期发育过程中代谢异常,从而导致自闭症谱系障碍(ASD)。与这一结论相反,调整炎症相关因素后对队列数据进行的多变量分析表明,使用对乙酰氨基酚对神经发育几乎没有风险。为了解决这一差异,我们在此使用硅学方法创建了一个由 12 万人组成的理想(虚拟)人群,在该人群中,50% 的虚拟 ASD 病例是由氧化应激相关辅因子和对乙酰氨基酚的使用诱发的。我们证明,如果在分析中对造成对乙酰氨基酚代谢异常的辅因子进行调整,对这一理想数据集进行的 Cox 回归分析表明,使用对乙酰氨基酚的风险几乎为零。此外,在这项分析中,对乙酰氨基酚使用情况的报告不足也是一个相当大的问题,这会导致计算出的对乙酰氨基酚使用风险过大且过低。此外,我们还认为,易受对乙酰氨基酚引起的损伤的因素以及使用对乙酰氨基酚的倾向本身在产前、产期和产后期间可能是共通的,这给分析现有数据集以确定特定时间段内对乙酰氨基酚暴露对神经发育的风险带来了更多困难。结论是,通过对队列数据进行多变量分析得出的对乙酰氨基酚对神经发育的风险取决于分析中的基本假设,而其他丰富而有力的证据表明对乙酰氨基酚在 ASD 的病因学中起着至关重要的作用。
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引用次数: 0
Acute Effects of Breath-Hold Conditions on Aerobic Fitness in Elite Rugby Players 憋气条件对精英橄榄球运动员有氧体能的急性影响
Pub Date : 2024-07-23 DOI: 10.3390/life14080917
Wendi Wang, Dongzhe Wu, Hao Wang, Zhiqiang Zhang, Xuming Jiang, Shufeng Li, Yongjin Shi, Xiaolin Gao
The effects of face immersion and concurrent exercise on the diving reflex evoked by breath-hold (BH) differ, yet little is known about the combined effects of different BH conditions on aerobic fitness in elite athletes. This study aimed to assess the acute effects of various BH conditions on 18 male elite rugby players (age: 23.5 ± 1.8 years; height: 183.3 ± 3.4 cm; body mass: 84.8 ± 8.5 kg) and identify the BH condition eliciting the greatest aerobic fitness activation. Participants underwent five warm-up conditions: baseline regular breathing, dynamic dry BH (DD), static dry BH (SD), wet dynamic BH (WD), and wet static BH (WS). Significant differences (p < 0.05) were found in red blood cells (RBCs), red blood cell volume (RGB), and hematocrit (HCT) pre- and post-warm-up. Peak oxygen uptake (VO2peak) and relative oxygen uptake (VO2/kgpeak) varied significantly across conditions, with BH groups showing notably higher values than the regular breathing group (p < 0.05). Interaction effects of facial immersion and movement conditions were significant for VO2peak, VO2/kgpeak, and the cardiopulmonary optimal point (p < 0.05). Specifically, VO2peak and peak stroke volume (SVpeak) were significantly higher in the DD group compared to that in other conditions. Increases in VO2peak were strongly correlated with changes in RBCs and HCT induced by DD warm-up (r∆RBC = 0.84, r∆HCT = 0.77, p < 0.01). In conclusion, DD BH warm-up appears to optimize subsequent aerobic performance in elite athletes.
脸部浸泡和同时运动对屏气(BH)诱发的潜水反射的影响各不相同,但人们对不同 BH 条件对精英运动员有氧体能的综合影响知之甚少。本研究旨在评估各种憋气条件对 18 名男性精英橄榄球运动员(年龄:23.5 ± 1.8 岁;身高:183.3 ± 3.4 厘米;体重:84.8 ± 8.5 千克)的急性影响,并确定哪种憋气条件能最大程度地激活有氧体能。参与者进行了五种热身条件:基线常规呼吸、动态干式 BH (DD)、静态干式 BH (SD)、湿式动态 BH (WD) 和湿式静态 BH (WS)。热身前后的红细胞(RBC)、红细胞体积(RGB)和血细胞比容(HCT)存在显著差异(P < 0.05)。不同条件下的峰值摄氧量(VO2peak)和相对摄氧量(VO2/kgpeak)差异显著,BH 组的数值明显高于常规呼吸组(p < 0.05)。面部浸泡和运动条件的交互效应对 VO2peak、VO2/kgpeak 和心肺最佳点有显著影响(p < 0.05)。具体来说,与其他条件相比,DD 组的 VO2peak 和峰值冲程量(SVpeak)明显更高。VO2peak 的增加与 DD 热身引起的 RBC 和 HCT 的变化密切相关(r∆RBC = 0.84,r∆HCT = 0.77,p <0.01)。总之,DD BH 热身似乎能优化精英运动员随后的有氧运动表现。
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引用次数: 0
Differentiating Gliosarcoma from Glioblastoma: A Novel Approach Using PEACE and XGBoost to Deal with Datasets with Ultra-High Dimensional Confounders 区分胶质肉瘤和胶质母细胞瘤:利用 PEACE 和 XGBoost 处理超高维度混杂因素数据集的新方法
Pub Date : 2024-07-16 DOI: 10.3390/life14070882
A. Saki, U. Faghihi, Ismaila Baldé
In this study, we used a recently developed causal methodology, called Probabilistic Easy Variational Causal Effect (PEACE), to distinguish gliosarcoma (GSM) from glioblastoma (GBM). Our approach uses a causal metric which combines Probabilistic Easy Variational Causal Effect (PEACE) with the XGBoost, or eXtreme Gradient Boosting, algorithm. Unlike prior research, which often relied on statistical models to reduce dataset dimensions before causal analysis, our approach uses the complete dataset with PEACE and the XGBoost algorithm. PEACE provides a comprehensive measurement of direct causal effects, applicable to both continuous and discrete variables. Our method provides both positive and negative versions of PEACE together with their averages to calculate the positive and negative causal effects of the radiomic features on the variable representing the type of tumor (GSM or GBM). In our model, PEACE and its variations are equipped with a degree d which varies from 0 to 1 and it reflects the importance of the rarity and frequency of the events. By using PEACE with XGBoost, we achieved a detailed and nuanced understanding of the causal relationships within the dataset features, facilitating accurate differentiation between GSM and GBM. To assess the XGBoost model, we used cross-validation and obtained a mean accuracy of 83% and an average model MSE of 0.130. This performance is notable given the high number of columns and low number of rows (code on GitHub).
在这项研究中,我们使用了最近开发的一种因果关系方法,即概率易变因果效应(PEACE),来区分胶质肉瘤(GSM)和胶质母细胞瘤(GBM)。我们的方法采用了一种因果度量方法,将概率易变因果效应(PEACE)与 XGBoost(即梯度提升算法)相结合。以往的研究通常在进行因果分析前依赖于统计模型来减少数据集的维度,而我们的方法则不同,它使用了完整的数据集、PEACE 和 XGBoost 算法。PEACE 提供了对直接因果效应的全面测量,适用于连续和离散变量。我们的方法提供正负两个版本的 PEACE 及其平均值,以计算放射学特征对代表肿瘤类型(GSM 或 GBM)的变量的正负因果效应。在我们的模型中,PEACE 及其变体都带有度数 d,度数从 0 到 1 不等,它反映了事件稀有性和频率的重要性。通过将 PEACE 与 XGBoost 结合使用,我们对数据集特征中的因果关系有了细致入微的了解,从而有助于准确区分 GSM 和 GBM。为了评估 XGBoost 模型,我们使用了交叉验证,获得了 83% 的平均准确率和 0.130 的平均模型 MSE。鉴于列数较多而行数较少,这一性能非常显著(代码在 GitHub 上)。
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引用次数: 0
Comparative Proteomic Analysis of Type 2 Diabetic versus Non-Diabetic Vitreous Fluids 2 型糖尿病玻璃体液与非糖尿病玻璃体液的蛋白质组对比分析
Pub Date : 2024-07-16 DOI: 10.3390/life14070883
Abdulaziz H. Alanazi, Shengshuai Shan, S. P. Narayanan, P. R. Somanath
Background: Diabetic retinopathy (DR) is a leading cause of vision loss, with complex mechanisms. The study aimed to comprehensively explore vitreous humor of diabetic and non-diabetic individuals, paving the way for identifying the potential molecular mechanisms underlying DR. Methods: Vitreous samples from type 2 diabetic and non-diabetic subjects, collected post-mortem, were analyzed using liquid chromatography–mass spectrometry. Pathway enrichment and gene ontology analyses were conducted to identify dysregulated pathways and characterize protein functions. Results: Pathway analysis revealed dysregulation in multiple metabolic and signaling pathways associated with diabetes, including glycerolipid metabolism, histidine metabolism, and Wnt signaling. Gene ontology analysis identified proteins involved in inflammation, immune response dysregulation, and calcium signaling. Notably, proteins such as Inositol 1,4,5-trisphosphate receptor type 2 (ITPR2), Calcium homeostasis endoplasmic reticulum protein (CHERP), and Coronin-1A (CORO1A) were markedly upregulated in diabetic vitreous, implicating aberrant calcium signaling, inflammatory responses, and cytoskeletal reorganization in DR. Conclusions: Our study provides valuable insights into the intricate mechanisms underlying DR and highlights the significance of inflammation, immune dysregulation, and metabolic disturbances in disease progression. Identification of specific proteins as potential biomarkers underscores the multifactorial nature of DR. Future research in this area is vital for advancing therapeutic interventions and translating findings into clinical practice.
背景:糖尿病视网膜病变(DR)是视力丧失的主要原因之一,其发病机制十分复杂。本研究旨在全面探讨糖尿病患者和非糖尿病患者的玻璃体,为确定糖尿病视网膜病变的潜在分子机制铺平道路。研究方法采用液相色谱-质谱联用技术分析死后采集的 2 型糖尿病患者和非糖尿病患者的玻璃体样本。进行通路富集和基因本体分析,以确定失调通路和蛋白质功能特征。结果通路分析表明,与糖尿病相关的多种代谢和信号通路出现失调,包括甘油脂代谢、组氨酸代谢和Wnt信号转导。基因本体分析发现了涉及炎症、免疫反应失调和钙信号转导的蛋白质。值得注意的是,1,4,5-三磷酸肌醇受体 2 型(ITPR2)、钙平衡内质网蛋白(CHERP)和冠蛋白-1A(CORO1A)等蛋白在糖尿病玻璃体内明显上调,这与 DR 中异常的钙信号转导、炎症反应和细胞骨架重组有关。结论:我们的研究为了解 DR 的复杂机制提供了有价值的见解,并强调了炎症、免疫失调和代谢紊乱在疾病进展中的重要性。作为潜在生物标志物的特定蛋白质的鉴定强调了 DR 的多因素性质。该领域的未来研究对于推进治疗干预措施和将研究结果转化为临床实践至关重要。
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引用次数: 0
Influence of Diet on Reproducible Corticosterone Levels in a Mouse Model of Maternal Separation with Early Weaning 饮食对早期断奶母鼠分离模型中可复制皮质酮水平的影响
Pub Date : 2024-07-15 DOI: 10.3390/life14070880
Jamie Y. Choe, Michael Donkor, Roland J. Thorpe, Michael S. Allen, Nicole R. Phillips, Harlan P. Jones
Maternal separation with early weaning (MSEW) is a popular early life stress (ELS) model in rodents, which emulates childhood neglect through scheduled mother-offspring separation. Although variations of ELS models, including maternal separation and MSEW, have been published for the mouse species, the reported results are inconsistent. Corticosterone is considered the main stress hormone involved in regulating stress responses in rodents—yet generating a robust and reproducible corticosterone response in mouse models of ELS has been elusive. Considering the current lack of standardization for MSEW protocols, these inconsistent results may be attributed to variations in model methodologies. Here, we compared the effects of select early wean diet sources—which are the non-milk diets used to complete early weaning in MSEW pups—on the immediate stress phenotype of C57BL/6J mice at postnatal day 21. Non-aversive handling was an integral component of our modified MSEW model. The evaluation of body weight and serum corticosterone revealed the early wean diet to be a key variable in the resulting stress phenotype. Interestingly, select non-milk diets facilitated a stress phenotype in which low body weight was accompanied by significant corticosterone elevation. Our data indicate that dietary considerations are critical in MSEW-based studies and provide insight into improving the reproducibility of key stress-associated outcomes as a function of this widely used ELS paradigm.
早期断奶的母体分离(MSEW)是啮齿类动物中一种流行的早期生活压力(ELS)模型,它通过计划性的母子分离来模拟儿童期的忽视。尽管针对小鼠物种的各种 ELS 模型(包括母体分离和 MSEW)已经发表,但报告的结果并不一致。皮质酮被认为是参与调节啮齿类动物应激反应的主要应激激素--然而在 ELS 小鼠模型中产生稳健且可重复的皮质酮反应却一直难以实现。考虑到目前 MSEW 方案缺乏标准化,这些不一致的结果可能归因于模型方法的差异。在这里,我们比较了选择早期断奶饮食来源(即用于完成 MSEW 幼鼠早期断奶的非牛奶饮食)对 C57BL/6J 小鼠出生后第 21 天的直接应激表型的影响。非逆向操作是我们改良的MSEW模型的一个组成部分。对体重和血清皮质酮的评估显示,早期断奶饮食是导致应激表型的一个关键变量。有趣的是,精选的非牛奶日粮有助于形成一种应激表型,在这种表型中,低体重伴随着皮质酮的显著升高。我们的数据表明,在基于 MSEW 的研究中,对饮食的考虑至关重要,并为提高关键应激相关结果的可重复性提供了见解,而这正是这种广泛使用的 ELS 范式的功能所在。
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Life
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