interindividual variability

个体差异
  • 文章类型: Journal Article
    个体差异,受患者特定因素的影响,包括年龄,体重,性别,种族,和遗传学,其中,有助于治疗反应的变化。群体药代动力学(popPK)建模是确定影响剂量-浓度关系的可测量因素并为个体患者量身定制剂量方案的重要工具。在这里,我们开发了沙丁胺醇的popPK模型,一种用于哮喘治疗的短效β2激动剂(SABA),确定影响治疗反应的关键患者特征。要做到这一点,使用基于生理的药代动力学(PBPK)模型的合成数据,然后使用来自等效研究的真实患者数据进行外部验证。本研究包括32名虚拟患者。一个两室模型,具有一阶吸收(无延迟),线性消除最适合我们的数据,根据诊断图和选择标准。外部验证表明个体预测值和观察值之间有很强的一致性。将协变量纳入基本结构模型确定了年龄对清除率(Cl)和室间清除率(Q)的显着影响;性别对Cl和恒定吸收率(ka);种族对Cl的种族;以及周围隔室分布体积中Cl的重量(V2)。这项研究解决了popPK建模中的关键挑战,特别是数据稀缺,不完整,和同质性,在传统的临床试验中,通过利用PBPK建模的合成数据。个体特征与沙丁胺醇PK参数之间的显著关联,在这里发现,强调个性化治疗方案对于最佳治疗结果的重要性.
    Interindividual variability, influenced by patient-specific factors including age, weight, gender, race, and genetics, among others, contributes to variations in therapeutic response. Population pharmacokinetic (popPK) modeling is an essential tool for pinpointing measurable factors affecting dose-concentration relationships and tailoring dosage regimens to individual patients. Herein, we developed a popPK model for salbutamol, a short-acting β2-agonist (SABA) used in asthma treatment, to identify key patient characteristics that influence treatment response. To do so, synthetic data from physiologically-based pharmacokinetic (PBPK) models was employed, followed by an external validation using real patient data derived from an equivalent study. Thirty-two virtual patients were included in this study. A two-compartment model, with first-order absorption (no delay), and linear elimination best fitted our data, according to diagnostic plots and selection criteria. External validation demonstrated a strong agreement between individual predicted and observed values. The incorporation of covariates into the basic structural model identified a significant impact of age on clearance (Cl) and intercompartmental clearance (Q); gender on Cl and the constant rate of absorption (ka); race on Cl; and weight on Cl in the volume of distribution of the peripheral compartment (V2). This study addresses critical challenges in popPK modeling, particularly data scarcity, incompleteness, and homogeneity, in traditional clinical trials, by leveraging synthetic data from PBPK modeling. Significant associations between individual characteristics and salbutamol\'s PK parameters, here uncovered, highlight the importance of personalized therapeutic regimens for optimal treatment outcomes.
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  • 文章类型: Journal Article
    背景:几十年的研究已经坚定地确定,认知健康和认知治疗服务是精神病患者的关键需求。然而,许多目前的临床项目没有解决这一需求,尽管个人的认知和社会认知能力在决定其现实世界功能方面发挥着至关重要的作用。早期精神病干预网络早期精神病干预网络中基于实践的初步研究表明,有可能开发和实施描绘个人认知健康概况的工具,并帮助客户和临床医生参与包括认知治疗在内的共同决策和治疗计划。这些发现标志着向个性化认知健康的有希望的转变。
    方法:扩展这一早期进展,我们回顾了精神病认知领域/过程中个体差异的概念,作为提供个性化治疗计划的基础.我们提供了使用传统神经心理学措施的研究证据,以及利用逐个试验行为数据来阐明个人采用的不同潜在策略的新兴计算研究的发现。
    我们假设这些计算技术,当与传统的认知评估相结合时,可以丰富我们对治疗需求的个体差异的理解,这反过来可以指导更加个性化的干预措施。
    结论:当我们发现临床相关方法将适应不良行为分解为模型参数捕获的单独潜在认知元素时,最终目标是开发和实施方法,使客户及其临床提供者能够利用个人现有的学习能力来改善他们的认知健康和福祉。
    BACKGROUND: Decades of research have firmly established that cognitive health and cognitive treatment services are a key need for people living with psychosis. However, many current clinical programs do not address this need, despite the essential role that an individual\'s cognitive and social cognitive capacities play in determining their real-world functioning. Preliminary practice-based research in the Early Psychosis Intervention Network early psychosis intervention network shows that it is possible to develop and implement tools that delineate an individuals\' cognitive health profile and that help engage the client and the clinician in shared decision-making and treatment planning that includes cognitive treatments. These findings signify a promising shift toward personalized cognitive health.
    METHODS: Extending upon this early progress, we review the concept of interindividual variability in cognitive domains/processes in psychosis as the basis for offering personalized treatment plans. We present evidence from studies that have used traditional neuropsychological measures as well as findings from emerging computational studies that leverage trial-by-trial behavior data to illuminate the different latent strategies that individuals employ.
    UNASSIGNED: We posit that these computational techniques, when combined with traditional cognitive assessments, can enrich our understanding of individual differences in treatment needs, which in turn can guide evermore personalized interventions.
    CONCLUSIONS: As we find clinically relevant ways to decompose maladaptive behaviors into separate latent cognitive elements captured by model parameters, the ultimate goal is to develop and implement approaches that empower clients and their clinical providers to leverage individual\'s existing learning capacities to improve their cognitive health and well-being.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    时间干扰刺激(TIS)使用两对常规经颅交流电流刺激(tACS)电极,每个都有不同的频率,以产生时变电场(EF)包络(EFE)。使用新定义的线性对准蒙太奇计算了标准人脑主要体感和运动皮层区域的EFE焦点。考虑了从磁共振图像构建的60个头部体积导体模型来评估个体间变异性。考虑了六个TIS和两个tACS电极蒙太奇,包括线性和矩形对齐。EFE是使用标量电势有限差分法计算的。计算出的EFE被投影到每个蒙太奇的标准大脑空间上。计算结果表明,TIS和tACS在中央后和中央前回旋区产生不同的EFE和EF分布。对于TIS,目标区域的EFE振幅的变异性低于tACS的EF强度.然而,双极tACS蒙太奇在浅表中央后和中央前回旋区显示出比TIS更高的病灶。在脑表面下方<5-10mm的深度处,TIS产生的EFE穿透力大于双极tACS。从群体层面分析,对于深度<5-10mm的目标(回旋冠),首选具有双极蒙太奇的tACS,对于更深的目标,首选TIS。具有线性对齐蒙太奇的TIS可能是用于深层结构和沟壁的有效方法。这些发现为选择TIS和tACS刺激特定大脑区域提供了有价值的见解。
    Temporal interference stimulation (TIS) uses two pairs of conventional transcranial alternating current stimulation (tACS) electrodes, each with a different frequency, to generate a time-varying electric field (EF) envelope (EFE). The EFE focality in primary somatosensory and motor cortex areas of a standard human brain was computed using newly defined linear alignment montages. Sixty head volume conductor models constructed from magnetic resonance images were considered to evaluate interindividual variability. Six TIS and two tACS electrode montages were considered, including linear and rectangular alignments. EFEs were computed using the scalar-potential finite-difference method. The computed EFE was projected onto the standard brain space for each montage. Computational results showed that TIS and tACS generated different EFE and EF distributions in postcentral and precentral gyri regions. For TIS, the EFE amplitude in the target areas had lower variability than the EF strength of tACS. However, bipolar tACS montages showed higher focality in the superficial postcentral and precentral gyri regions than in TIS. TIS generated greater EFE penetration than bipolar tACS at depths <5-10 mm below the brain surface. From group-level analysis, tACS with a bipolar montage was preferred for targets <5-10 mm in depth (gyral crowns) and TIS for deeper targets. TIS with a linear alignment montage could be an effective method for deep structures and sulcal walls. These findings provide valuable insights into the choice of TIS and tACS for stimulating specific brain regions.
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  • 文章类型: Journal Article
    芳基乙酰胺脱乙酰酶(AADAC)参与药物水解和脂质代谢。在23个人类肝脏样本中,AADACmRNA(19.7倍变化)和蛋白质水平(137.6倍变化)之间没有观察到显着的相关性,表明转录后调控对AADAC表达的重要贡献。本研究调查了AADAC在人类肝脏中是否受microRNA调节,并阐明了其生物学意义。计算分析预测了AADAC的3'-非翻译区(UTR)中的两个潜在的miR-222-3p识别元件。荧光素酶分析显示miR-222-3p识别元件在下调AADAC表达中具有功能。在用含有3'-UTR的AADAC表达质粒转染的HEK293细胞中,miR-222-3p过表达降低AADAC蛋白水平和活性,而miR-222-3p抑制增加它们。在内源性表达AADAC和HepaSH细胞的人肝癌衍生的Huh-1细胞中观察到类似的结果,这些细胞是来自具有人源化肝脏的嵌合小鼠的肝细胞。在单个人类肝脏样本中,AADAC蛋白水平与miR-222-3p水平呈负相关。miR-222-3p的过表达导致Huh-1细胞中的脂质积累增加,被AADAC过表达逆转。相比之下,miR-222-3p抑制降低脂质积累,被AADAC击倒逆转。总之,我们发现肝脏AADAC被miR-222-3p下调,导致药物水解减少和脂质积累增加。
    Arylacetamide deacetylase (AADAC) is involved in drug hydrolysis and lipid metabolism. In 23 human liver samples, no significant correlation was observed between AADAC mRNA (19.7-fold variation) and protein levels (137.6-fold variation), suggesting a significant contribution of post-transcriptional regulation to AADAC expression. The present study investigated whether AADAC is regulated by microRNA in the human liver and elucidate its biological significance. Computational analysis predicted two potential miR-222-3p recognition elements in the 3\'-untranslated region (UTR) of AADAC. Luciferase assay revealed that the miR-222-3p recognition element was functional in downregulating AADAC expression. In HEK293 cells transfected with an AADAC expression plasmid containing 3\'-UTR, miR-222-3p overexpression decreased AADAC protein level and activity, whereas miR-222-3p inhibition increased them. Similar results were observed in human hepatoma-derived Huh-1 cells endogenously expressing AADAC and HepaSH cells that are hepatocytes from chimeric mice with humanized livers. In individual human liver samples, AADAC protein levels inversely correlated with miR-222-3p levels. Overexpression of miR-222-3p resulted in increased lipid accumulation in Huh-1 cells, which was reversed by AADAC overexpression. In contrast, miR-222-3p inhibition decreased lipid accumulation, which was reversed by AADAC knockdown. In conclusion, we found that hepatic AADAC was downregulated by miR-222-3p, resulting in decreased drug hydrolysis and increased lipid accumulation.
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  • 文章类型: Journal Article
    黄酮类化合物在人类中发挥血管保护作用,但他们行动中的个体间差异也有报道。这项研究旨在确定与类黄酮对血管健康影响相关的基因,其多态性可以解释个体间对其摄入量的反应。应用预定的文献检索标准,我们确定了5项人类干预研究,这些研究报告了黄酮类化合物对血管功能的积极作用以及使用微阵列方法分析的全球基因组变化.从全基因组关联研究(GWAS)中鉴定了与血管功能障碍有关的基因。通过从符合条件的人类干预研究中提取数据,我们获得了5807个差异表达基因(DEGs)。在研究中,确定的上游监管机构(URs)的数量各不相同,从227到1407。GWAS目录的搜索揭示了493个与血管功能障碍相关的基因。使用GWAS基因对转录组数据进行综合分析,确定了106个候选DEG和42个候选URs,而随后的功能分析和文献搜索确定了20个最优先的候选基因:ALDH2,APOE,CAPZA1,CYP11B2,GNA13,IL6,IRF5,LDLR,LPL,LSP1,MKNK1,MMP3,MTHFR,MYO6,NCR3,PPARG,SARM1、TCF20、TCF7L2和TNF。总之,这项综合分析确定了重要的基因,以设计未来的营养遗传学研究,以开发多酚的精确营养。
    Flavonoids exert vasculoprotective effects in humans, but interindividual variability in their action has also been reported. This study aims to identify genes that are associated with vascular health effects of flavonoids and whose polymorphisms could explain interindividual variability in response to their intake. Applying the predetermined literature search criteria, we identified five human intervention studies reporting positive effects of flavonoids on vascular function together with global genomic changes analyzed using microarray methods. Genes involved in vascular dysfunction were identified from genome-wide association studies (GWAS). By extracting data from the eligible human intervention studies, we obtained 5807 differentially expressed genes (DEGs). The number of identified upstream regulators (URs) varied across the studies, from 227 to 1407. The search of the GWAS Catalog revealed 493 genes associated with vascular dysfunction. An integrative analysis of transcriptomic data with GWAS genes identified 106 candidate DEGs and 42 candidate URs, while subsequent functional analyses and a search of the literature identified 20 top priority candidate genes: ALDH2, APOE, CAPZA1, CYP11B2, GNA13, IL6, IRF5, LDLR, LPL, LSP1, MKNK1, MMP3, MTHFR, MYO6, NCR3, PPARG, SARM1, TCF20, TCF7L2, and TNF. In conclusion, this integrated analysis identifies important genes to design future nutrigenetic studies for development of precision nutrition for polyphenols.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    微量元素和重金属通过调节多种重要的生物学功能在健康状况中起着关键作用。异常的金属体内平衡与一系列致病并发症有关,包括氧化应激,炎症过程,血脂异常,胰岛素介导的碳水化合物代谢受损,从而增加儿童肥胖和相关合并症的几率。在这里,我们提供了有关儿童肥胖之间关联的最新文献的全面修订,微量元素,和重金属。Further,我们强调解决个体差异因素影响的至关重要性(例如,性别,年龄,遗传决定因素,伴随合并症,和环境因素)可能对调节疾病发展的易感性。总之,这篇综述文章提供了一个简明的指南,以更好地理解金属在儿童肥胖发病机制中的作用,并讨论了未来的需求,目的是在精准医学的背景下建立可靠的生物标志物。
    Trace elements and heavy metals play pivotal roles in health status by regulating a myriad of vital biological functions. Abnormal metal homeostasis has been linked to a constellation of pathogenic complications, including oxidative stress, inflammatory processes, dyslipidemia, and impaired insulin-mediated metabolism of carbohydrates, thereby increasing the odds of developing childhood obesity and related comorbidities. Herein, we provide a comprehensive revision of recent literature on the association between childhood obesity, trace elements, and heavy metals. Further, we emphasize on the crucial importance of addressing the influence that interindividual variability factors (e.g., sex, age, genetic determinants, concomitance of comorbidities, and environmental factors) may have in modulating the susceptibility to disease development. Altogether, this review article represents a concise guide to better understand the involvement of metals in childhood obesity pathogenesis and discusses future needs with the aim of establishing robust biomarkers in the context of precision medicine.
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  • 文章类型: Journal Article
    使用theta爆发刺激(TBS)诱导神经可塑性在改善神经系统疾病的治疗方面发挥了重要作用。然而,TBS诱导的初级运动皮层突触可塑性的变异性阻碍了其临床应用。因此,应该探索与这种变异性相关的因素,以便创建预测模型。统计方法,如回归分析,已用于预测TBS的影响。由于机器学习捕获非线性变化的能力增加,机器学习可能会发现以前未探索的预测因素。在这项研究中,我们使用了以前的数据集(Katagiri等人。,2020)确定使用机器学习预测间歇性(iTBS)和连续性(cTBS)TBS在下肢运动皮层中TBS诱导的突触可塑性变异性的因素。所创建模型的验证显示,iTBS和cTBS的曲线下面积(AUC)为0.85和0.69,阳性预测值为77.7%和70.0%,两种模式的阴性预测值分别为75.5%。此外,iTBS和cTBS的准确率分别为0.76和0.72,准确率分别为0.82和0.67,召回率分别为0.82和0.67,F1评分分别为0.82和0.67,分别。iTBS最重要的预测指标是运动诱发电位振幅,而cTBS是皮质内促进。我们的结果为根据基线神经生理因素预测TBS变异性的影响提供了更多见解。
    Using theta burst stimulation (TBS) to induce neural plasticity has played an important role in improving the treatment of neurological disorders. However, the variability of TBS-induced synaptic plasticity in the primary motor cortex prevents its clinical application. Thus, factors associated with this variability should be explored to enable the creation of a predictive model. Statistical approaches, such as regression analysis, have been used to predict the effects of TBS. Machine learning may potentially uncover previously unexplored predictive factors due to its increased capacity for capturing nonlinear changes. In this study, we used our prior dataset (Katagiri et al., 2020) to determine the factors that predict variability in TBS-induced synaptic plasticity in the lower limb motor cortex for both intermittent (iTBS) and continuous (cTBS) TBS using machine learning. Validation of the created model showed an area under the curve (AUC) of 0.85 and 0.69 and positive predictive values of 77.7 and 70.0% for iTBS and cTBS, respectively; the negative predictive value was 75.5% for both patterns. Additionally, the accuracy was 0.76 and 0.72, precision was 0.82 and 0.67, recall was 0.82 and 0.67, and F1 scores were 0.82 and 0.67 for iTBS and cTBS, respectively. The most important predictor of iTBS was the motor evoked potential amplitude, whereas it was the intracortical facilitation for cTBS. Our results provide additional insights into the prediction of the effects of TBS variability according to baseline neurophysiological factors.
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  • 文章类型: Journal Article
    已经发现许多肿瘤药物在一部分患者中引起心脏毒性,这极大地限制了它们的临床应用,并阻碍了救生抗癌治疗的益处。人类诱导的多能干细胞衍生的心肌细胞(iPSC-CM)携带供体特异性遗传信息,并已被提出用于探索肿瘤药物诱导的心脏毒性的个体间差异。在这里,我们评估了iPSC-CM相关测定的个体间和个体内变异性,并提出了使用供体特异性iPSC-CM前瞻性预测多柔比星(DOX)诱导的心脏毒性(DIC)的概念证明。我们的发现表明,供体特异性iPSC-CM在细胞毒性和转录测定中表现出比个体内变异性更大的线间变异性。iPSC-CM的可变和剂量依赖性细胞毒性反应与临床实践中观察到的相似,并在很大程度上复制了报告的机制。通过根据iPSC-CM对DOX的时间和浓度相关表型反应将其分为抗性和敏感细胞系,我们发现供体特异性iPSC-CM对DOX的敏感性可以预测体内DIC风险.此外,我们确定了一个差异表达的基因,DNDmicroRNA介导的抑制抑制剂1(DND1),在DOX抗性和DOX敏感性iPSC-CM之间。我们的结果支持利用供体特异性iPSC-CM评估DIC的个体差异。进一步的研究将包括一大群供体特异性iPSC-CM,以鉴定潜在的新型分子和遗传生物标志物,用于预测DOX和其他肿瘤药物诱导的心脏毒性。
    Many oncology drugs have been found to induce cardiotoxicity in a subset of patients, which significantly limits their clinical use and impedes the benefit of lifesaving anticancer treatments. Human induced pluripotent stem cell-derived cardiomyocytes (iPSC-CMs) carry donor-specific genetic information and have been proposed for exploring the interindividual difference in oncology drug-induced cardiotoxicity. Herein, we evaluated the inter- and intraindividual variability of iPSC-CM-related assays and presented a proof of concept to prospectively predict doxorubicin (DOX)-induced cardiotoxicity (DIC) using donor-specific iPSC-CMs. Our findings demonstrated that donor-specific iPSC-CMs exhibited greater line-to-line variability than the intraindividual variability in impedance cytotoxicity and transcriptome assays. The variable and dose-dependent cytotoxic responses of iPSC-CMs resembled those observed in clinical practice and largely replicated the reported mechanisms. By categorizing iPSC-CMs into resistant and sensitive cell lines based on their time- and concentration-related phenotypic responses to DOX, we found that the sensitivity of donor-specific iPSC-CMs to DOX may predict in vivo DIC risk. Furthermore, we identified a differentially expressed gene, DND microRNA-mediated repression inhibitor 1 (DND1), between the DOX-resistant and DOX-sensitive iPSC-CMs. Our results support the utilization of donor-specific iPSC-CMs in assessing interindividual differences in DIC. Further studies will encompass a large panel of donor-specific iPSC-CMs to identify potential novel molecular and genetic biomarkers for predicting DOX and other oncology drug-induced cardiotoxicity.
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