Biomarkers, Pharmacological

生物标志物,药理学
  • 文章类型: Journal Article
    肝细胞癌(HCC)是全球癌症相关死亡的第二大常见原因。大多数晚期肝癌患者获得索拉非尼耐药。耐药性反映了肿瘤的异质性,是肿瘤复发和死亡的主要原因。我们鉴定并验证了索拉非尼耐药相关基因(SRGs)作为HCC的预后生物标志物。我们从基因表达综合中获得了SRGs,并使用最小绝对收缩和选择算子选择了四个关键SRGs,随机森林,和支持向量机-递归特征消除机器学习算法。来自癌症基因组图谱(TCGA)-HCC的样品通过共有聚类被分成两组。在差异分析之后,通过单变量Cox回归分析获得19个SRGs,建立索拉非尼耐药模型进行危险分层和预后预测。在多元Cox回归分析中,风险评分是总生存期(OS)的独立预测因子.被归类为高风险的患者对其他化疗药物更敏感,并且表现出更高的常见免疫检查点表达。此外,耐药基因的表达在国际癌症基因组联盟队列中得到验证.建立了具有风险评分的列线图模型,并通过TCGA-HCC队列的校准图分析验证了其预测性能。我们得出结论,索拉非尼耐药与肝癌的肿瘤免疫微环境之间存在显着相关性。风险评分可用于确定可靠的预后生物标志物,以优化化学疗法和免疫疗法的治疗益处。这有助于HCC患者的临床决策。
    Hepatocellular carcinoma (HCC) is the second most common cause of cancer-related death worldwide. Most patients with advanced HCC acquire sorafenib resistance. Drug resistance reflects the heterogeneity of tumors and is the main cause of tumor recurrence and death.We identified and validated sorafenib resistance related-genes (SRGs) as prognostic biomarkers for HCC. We obtained SRGs from the Gene Expression Omnibus and selected four key SRGs using the least absolute shrinkage and selection operator, random forest, and Support Vector Machine-Recursive feature elimination machine learning algorithms. Samples from the The Cancer Genome Atlas (TCGA)-HCC were segregated into two groups by consensus clustering. Following difference analysis, 19 SRGs were obtained through univariate Cox regression analysis, and a sorafenib resistance model was constructed for risk stratification and prognosis prediction. In multivariate Cox regression analysis, the risk score was an independent predictor of overall survival (OS). Patients classified as high-risk were more sensitive to other chemotherapy drugs and showed a higher expression of the common immune checkpoints. Additionally, the expression of drug-resistance genes was verified in the International Cancer Genome Consortium cohort. A nomogram model with a risk score was established, and its prediction performance was verified by calibration chart analysis of the TCGA-HCC cohort. We conclude that there is a significant correlation between sorafenib resistance and the tumor immune microenvironment in HCC. The risk score could be used to identify a reliable prognostic biomarker to optimize the therapeutic benefits of chemotherapy and immunotherapy, which can be helpful in the clinical decision-making for HCC patients.
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  • 文章类型: Journal Article
    在这个观点中,我们讨论了在临床试验中应用实验药物如何解决原型自身免疫性疾病系统性红斑狼疮(SLE)中未满足的需求,以改善患者的预后。
    In this Viewpoint we discuss how experimental medicine applied in the setting of clinical trials can address unmet need in the prototypic autoimmune disease systemic lupus erythematosus (SLE) to improve outcomes for patients.
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  • 自闭症谱系障碍(ASD)是一种复杂的发育性疾病,其特征是在社会交往中持续存在困难。言语和非语言交流,和限制性/重复性活动。我们的目标是通过早期行为筛查,让人们对ASD的神经发育有更进一步的认识,基因检测,以及各种环境触发因素的检测。这将大大减少具有自闭症特征的人的数量。截至目前,在理解和治疗ASD方面还有很多工作要做。首先,必须组织和保持提高认识运动,以便能够识别和治疗ASD儿童。其次,产前和孕前环境风险意识,包括反对近亲婚姻的建议,关于最佳母亲营养的信息,尽量减少污染物的暴露,可以集中。最后,基因筛查的扩展以及新生儿喂养的早期产后监测,营养,眼神交流有助于早期治疗。自闭症患者有严格的饮食习惯,但它们也更容易出现胃肠道问题,包括腹泻,便秘,有时还有肠易激综合征.尽管对ASD的症状和可能原因进行了大量研究,胃肠道功能障碍正在成为讨论的热点问题。由于肠道微生物群和大脑活动之间的联系,饮食策略可以部分帮助缓解胃肠道和行为问题。饮食治疗可能更便宜,比药物干预更容易给药,不良反应更少。因此,人们对自闭症儿童的定制饮食和补品越来越感兴趣。未来的研究应该看看这些饮食是否适用于不同的人,以及它们在各种情况下是否实用(资源较少的地区,社会经济较低的地区,有不同饮食限制的国家,等。).饮食中的植物化学物质,包括姜黄素,白藜芦醇,柚皮苷,还有萝卜硫素,具有作为神经治疗剂的重要作用。这些试剂可以作为抗氧化剂,免疫调节剂,肠道菌群调节剂和Nrf2激活剂为ASD患者提供益处。因此,迫切需要为这些膳食植物化学物质创建脑靶向递送方法,并研究其在ASD中的治疗价值。
    Autistic spectrum disorder (ASD) is a complicated developmental disease characterized by persistent difficulties in social interaction, speech and nonverbal communication, and restricted/ repetitive activities. Our goal is to deliver a step ahead awareness on neurodevelopment in ASD through early behavioral screenings, genetic testing, and detection of various environmental triggers. This would significantly reduce the tally of people with autistic characteristics. As of now, much work is to be done in understanding and treating ASD. Firstly, awareness campaigns must be organized and maintained so that ASD children can be identified and treated feasibly. Secondly, prenatal and prepregnancy environmental risk awareness, including advice against consanguineous marriages, information on optimum mother nutrition, and minimizing pollutants exposure, can be focused. Finally, the extension of genetic screening along with early postnatal monitoring of newborn feeding, nutrition, and eye contact will help in early therapy. People with ASD have strict dietary habits, but they are also more prone to gastrointestinal problems, including diarrhoea, constipation, and sometimes irritable bowel syndrome. Despite significant studies on the symptoms and possible causes of ASD, GI dysfunction is becoming a hot issue of discussion. Dietary strategies can partially help to alleviate both GI and behavioural issues due to the link between gut-microbiota and brain activity. Dietary treatments may be less expensive, easier to administer and have fewer adverse effects than pharmacological interventions. Hence, there is an increasing interest in autistic children\'s customized diets and supplements. Future studies should look at whether these diets are applicable to diverse people and whether they are practical in various circumstances (areas with fewer resources, lower socioeconomic areas, countries with different dietary restrictions, etc.). The dietary phytochemicals, including curcumin, resveratrol, naringenin, and sulforaphane, have a substantial role as neurotherapeutic agents. These agents can act as an antioxidant, immunomodulator, gut microbiota modulator and Nrf2 activator to provide benefits to ASD patients. Hence an urgent need is to create brain-targeted delivery methods for these dietary phytochemicals and to investigate their therapeutic value in ASD.
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  • 文章类型: Journal Article
    溃疡性结肠炎(UC)是一种慢性炎症性肠病(IBD)。其病因尚不清楚。许多证据表明,异常肠上皮细胞(IECs)的死亡导致肠屏障破坏,随后的炎症反应在UC中起着至关重要的作用。焦亡是程序性炎症细胞死亡的一种形式,焦凋亡在UC病因学中的作用还有待探讨。这项研究通过从GSE87466数据集获得的基因表达谱鉴定了10个焦亡中的hub基因。同时,通过加权基因共表达网络分析(WGCNA),基于基因显著性(GS)和模块成员(MM)筛选生物标志物.以下分析表明hub基因与UC进展和治疗药物反应密切相关。来自GSE162335数据集内UC患者的单细胞RNA(scRNA)测序数据表明巨噬细胞与焦亡最相关。最后,在葡聚糖硫酸钠(DSS)诱导的结肠炎小鼠中验证了hub基因的表达和对治疗药物[5-氨基水杨酸(5-ASA)]的反应.我们的研究将IL1B确定为UC中关键的焦亡相关生物标志物。巨噬细胞焦亡和IEC焦亡之间的串扰可能在UC中起重要作用,值得进一步探索。
    Ulcerative colitis (UC) is a chronic inflammatory bowel disease (IBD). Its etiology is unclear. Much evidence suggests that the death of abnormal intestinal epithelial cells (IECs) leads to intestinal barrier disruption, and the subsequent inflammatory response plays a vital role in UC. Pyroptosis is a form of programmed inflammatory cell death, and the role of pyroptosis in UC etiology remains to be explored. This study identified 10 hub genes in pyroptosis by gene expression profiles obtained from the GSE87466 dataset. Meanwhile, the biomarkers were screened based on gene significance (GS) and module membership (MM) through the Weighted Gene Co-Expression Network Analysis (WGCNA). The following analysis indicated that hub genes were closely associated with the UC progression and therapeutic drug response. The single-cell RNA (scRNA) sequencing data from UC patients within the GSE162335 dataset indicated that macrophages were most related to pyroptosis. Finally, the expression of hub genes and response to the therapeutic drug [5-aminosalicylic acid (5-ASA)] were verified in dextran sulfate sodium (DSS)-induced colitis mice. Our study identified IL1B as the critical pyroptosis-related biomarker in UC. The crosstalk between macrophage pyroptosis and IEC pyroptosis may play an essential role in UC, deserving further exploration.
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  • 文章类型: Journal Article
    迫切需要具有改善疗效的镇痛药。尤其是在神经性和其他慢性疼痛的情况下。不幸的是,近几十年来,许多候选镇痛药在临床II期或III期试验中失败,尽管有良好的临床前结果.在啮齿动物和人类中都缺少用于验证药理学靶标和对伤害性系统隔室的作用的转化评估工具。通过欧盟和EFPIA的创新药物倡议,建立了一个由学术界和制药业的研究人员组成的联盟,以鉴定和验证一组功能性生物标志物,以评估药物对外周伤害感受过程的影响,使用电生理和功能神经成像技术的脊髓和脊柱上水平。这里,我们报道了允许验证这些生物标志物的药理学探针的系统文献搜索结果.在26种候选物质中,只有7人符合纳入标准:伤害性系统调制的证据,耐受性,口服形式的人使用和活性代谢物的缺乏。根据药代动力学特征,其中3人被选入一组啮齿动物和健康人的交叉研究.所有当前可用的探针作用于痛觉系统的一个以上的隔室。一旦验证,伤害性信号处理的生物标志物,结合药物计量学建模,将使一个更合理的方法来选择剂量范围和验证目标的参与。结合慢性疼痛疾病分类的进展,这些生物标志物有望加速镇痛药物的开发。
    There is an urgent need for analgesics with improved efficacy, especially in neuropathic and other chronic pain conditions. Unfortunately, in recent decades, many candidate analgesics have failed in clinical phase II or III trials despite promising preclinical results. Translational assessment tools to verify engagement of pharmacological targets and actions on compartments of the nociceptive system are missing in both rodents and humans. Through the Innovative Medicines Initiative of the European Union and EFPIA, a consortium of researchers from academia and the pharmaceutical industry was established to identify and validate a set of functional biomarkers to assess drug-induced effects on nociceptive processing at peripheral, spinal and supraspinal levels using electrophysiological and functional neuroimaging techniques. Here, we report the results of a systematic literature search for pharmacological probes that allow for validation of these biomarkers. Of 26 candidate substances, only 7 met the inclusion criteria: evidence for nociceptive system modulation, tolerability, availability in oral form for human use and absence of active metabolites. Based on pharmacokinetic characteristics, three were selected for a set of crossover studies in rodents and healthy humans. All currently available probes act on more than one compartment of the nociceptive system. Once validated, biomarkers of nociceptive signal processing, combined with a pharmacometric modelling, will enable a more rational approach to selecting dose ranges and verifying target engagement. Combined with advances in classification of chronic pain conditions, these biomarkers are expected to accelerate analgesic drug development.
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  • 文章类型: Journal Article
    富马酸二甲酯(DMF)是多发性硬化(MS)的免疫调节治疗。尽管其广泛的临床应用,临床应答的潜在机制尚不清楚.这项研究旨在揭示MS对DMF治疗的治疗反应的免疫标志物。为此,我们前瞻性地从一个高度表征的队列中收集了在DMF治疗12周和48周时44例MS患者的外周血单核细胞(PBMC).使用高维质谱术对单细胞进行剖析。为了捕捉不同免疫亚群的异质性,我们采用了生物信息学多面板方法,允许50多个不同参数的细胞群体集群分配,包括谱系和激活标记以及趋化因子受体和细胞因子。以半无偏方式进一步分析数据,实施监督表示学习方法,以捕获治疗反应的细微纵向免疫变化特征。通过这种方法,我们确定了表达高水平神经炎症细胞因子(粒细胞-巨噬细胞集落刺激因子[GM-CSF],干扰素γ[IFNγ])以及CXCR3,其丰度与治疗反应相关。使用光谱流式细胞仪,我们在第二组患者中证实了这些发现.血清神经丝轻链水平证实了这种免疫细胞特征与轴突损伤的相关性。在那他珠单抗治疗下,鉴定的细胞群体在外周血中扩增,证实在治疗反应中的特定作用。我们建议消耗GM-CSF-,IFNγ-,表达CXCR3的T辅助细胞是DMF的主要作用机制,可以监测治疗反应。
    Dimethyl fumarate (DMF) is an immunomodulatory treatment for multiple sclerosis (MS). Despite its wide clinical use, the mechanisms underlying clinical response are not understood. This study aimed to reveal immune markers of therapeutic response to DMF treatment in MS. For this purpose, we prospectively collected peripheral blood mononuclear cells (PBMCs) from a highly characterized cohort of 44 individuals with MS before and at 12 and 48 wk of DMF treatment. Single cells were profiled using high-dimensional mass cytometry. To capture the heterogeneity of different immune subsets, we adopted a bioinformatic multipanel approach that allowed cell population-cluster assignment of more than 50 different parameters, including lineage and activation markers as well as chemokine receptors and cytokines. Data were further analyzed in a semiunbiased fashion implementing a supervised representation learning approach to capture subtle longitudinal immune changes characteristic for therapy response. With this approach, we identified a population of memory T helper cells expressing high levels of neuroinflammatory cytokines (granulocyte-macrophage colony-stimulating factor [GM-CSF], interferon γ [IFNγ]) as well as CXCR3, whose abundance correlated with treatment response. Using spectral flow cytometry, we confirmed these findings in a second cohort of patients. Serum neurofilament light-chain levels confirmed the correlation of this immune cell signature with axonal damage. The identified cell population is expanded in peripheral blood under natalizumab treatment, substantiating a specific role in treatment response. We propose that depletion of GM-CSF-, IFNγ-, and CXCR3-expressing T helper cells is the main mechanism of action of DMF and allows monitoring of treatment response.
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  • 文章类型: Journal Article
    为了加速癌症纳米医学的转化,我们使用整合的基因组方法来提高我们对控制纳米颗粒运输的细胞过程的理解.我们开发了一个利用条形码的大规模并行屏幕,汇集的癌细胞系注释的多组学数据,以研究跨纳米颗粒文库的细胞关联模式,跨越一系列具有临床潜力的制剂。我们确定了介导纳米颗粒-细胞缔合的材料特性和细胞固有特征。使用机器学习算法,我们构建了基因组纳米颗粒运输网络,并鉴定了纳米颗粒特异性生物标志物.我们验证了一种这样的生物标志物:SLC46A3的基因表达,其在体外和体内反向预测基于脂质的纳米颗粒的摄取。我们的工作确立了用于纳米颗粒递送的集成屏幕的功能,并能够识别和利用生物标志物以合理设计纳米制剂。
    To accelerate the translation of cancer nanomedicine, we used an integrated genomic approach to improve our understanding of the cellular processes that govern nanoparticle trafficking. We developed a massively parallel screen that leverages barcoded, pooled cancer cell lines annotated with multiomic data to investigate cell association patterns across a nanoparticle library spanning a range of formulations with clinical potential. We identified both materials properties and cell-intrinsic features that mediate nanoparticle-cell association. Using machine learning algorithms, we constructed genomic nanoparticle trafficking networks and identified nanoparticle-specific biomarkers. We validated one such biomarker: gene expression of SLC46A3, which inversely predicts lipid-based nanoparticle uptake in vitro and in vivo. Our work establishes the power of integrated screens for nanoparticle delivery and enables the identification and utilization of biomarkers to rationally design nanoformulations.
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  • 文章类型: Journal Article
    探讨片子黄改善肝纤维化症状的生物标志物。
    在我们的研究中构建了两组四氯化碳诱导的肝纤维化(HF)小鼠模型:一组接受PZH治疗,另一组不接受治疗。本研究旨在探讨PZH在肝纤维化调控过程中的作用。
    我们使用小RNA-seq分析鉴定了31个下调和39个上调的miRNA。结合RNA-Seq数据分析,我们的研究揭示了7个重要的靶基因(Sp4,Slc2a6,Tln2,Hmga2,Ank3,Pax9,Fgf9)。实时定量聚合酶链反应分析结果表明,与对照组相比,6个基因(Sp4,Tln2,Hmga2,Ank3,Pax9,Fgf9)的表达水平下调。另一方面,Slc2a6的表达水平似乎上调。蛋白质谱显示PZH组Tln2蛋白表达低于对照组。
    我们使用多种联合分析方法鉴定了与HF小鼠中的PZH应答显著相关的7个基因。这些基因可能参与PZH治疗期间肝纤维化的潜在调控机制。
    To explore biomarkers of Pien Tze Huang that ameliorated the symptoms of hepatic fibrosis.
    Two groups of carbon tetrachloride-induced hepatic fibrosis (HF) mice model were constructed in our study: one group received PZH treatment and another group received no treatment. We performed this study to investigate the role of PZH in the regulation process of hepatic fibrosis.
    We identified 31 down-regulated and 39 up-regulated miRNAs using small RNA-seq analysis. Combining RNA-Seq data analysis, our study revealed 7 significant target genes (Sp4, Slc2a6, Tln2, Hmga2, Ank3, Pax9, Fgf9). The results of real-time quantitative polymerase chain reaction analysis suggested that the expression level of 6 genes (Sp4, Tln2, Hmga2, Ank3, Pax9, Fgf9) were down-regulated compared to control group. On the other hand, the expression level of Slc2a6 appeared to be up-regulated. The protein mass spectrometry showed that PZH group had lower protein expression of Tln2 compared to control group.
    We identified 7 genes that were significantly related to PZH response in HF mice using multiple conjoint analysis methods. These genes could participate in underlying regulation mechanism of hepatic fibrosis during PZH treatment.
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  • 文章类型: Journal Article
    紫杉醇(PTX)是乳腺癌和胰腺癌最有效和最常用的化疗药物之一。一些正在进行的临床试验正在研究增强胶质母细胞瘤跨血脑屏障的PTX递送的方法。尽管PTX广泛用于乳腺癌,以及将这种药物重新用于神经胶质瘤的倡议,没有预测性生物标志物可以告知哪些患者可能从这种治疗中获益.
    为了确定PTX易感性的预测性生物标志物,我们使用人神经胶质瘤细胞进行了全基因组CRISPR敲除(KO)筛选.在CRISPR筛选中KO最丰富的基因根据其与接受PTX治疗的乳腺癌患者队列中的生存率的相关性进行了进一步选择,而不是接受其他化学疗法治疗的患者。这一发现在使用无进展生存期的第二个独立患者队列中得到了验证.
    将CRISPR筛查结果与紫杉烷治疗的乳腺癌患者的预后相结合,发现了内质网(ER)蛋白SSR3作为PTX的推定预测生物标志物。SSR3蛋白水平与乳腺癌细胞对PTX的易感性呈正相关,神经胶质瘤细胞,和多发性颅内胶质瘤异种移植模型。SSR3的KO使细胞对PTX产生抗性,而其过表达使细胞对PTX敏感。机械上,SSR3通过调节ER应激传感器IRE1α的磷酸化赋予对PTX的易感性。
    我们的假设生成研究表明,SSR3是PTX易感性的推定生物标志物,保证其前瞻性临床验证。
    Paclitaxel (PTX) is one of the most potent and commonly used chemotherapies for breast and pancreatic cancer. Several ongoing clinical trials are investigating means of enhancing delivery of PTX across the blood-brain barrier for glioblastomas. Despite the widespread use of PTX for breast cancer, and the initiative to repurpose this drug for gliomas, there are no predictive biomarkers to inform which patients will likely benefit from this therapy.
    To identify predictive biomarkers for susceptibility to PTX, we performed a genome-wide CRISPR knockout (KO) screen using human glioma cells. The genes whose KO was most enriched in the CRISPR screen underwent further selection based on their correlation with survival in the breast cancer patient cohorts treated with PTX and not in patients treated with other chemotherapies, a finding that was validated on a second independent patient cohort using progression-free survival.
    Combination of CRISPR screen results with outcomes from patients with taxane-treated breast cancer led to the discovery of endoplasmic reticulum (ER) protein SSR3 as a putative predictive biomarker for PTX. SSR3 protein levels showed positive correlation with susceptibility to PTX in breast cancer cells, glioma cells, and in multiple intracranial glioma xenografts models. KO of SSR3 turned the cells resistant to PTX while its overexpression sensitized the cells to PTX. Mechanistically, SSR3 confers susceptibility to PTX through regulation of phosphorylation of ER stress sensor IRE1α.
    Our hypothesis generating study showed SSR3 as a putative biomarker for susceptibility to PTX, warranting its prospective clinical validation.
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  • 文章类型: Journal Article
    目的:反义寡核苷酸nusinersen(Spinraza)调节存活运动神经元2(SMN2)信使RNA的剪接以增加SMN蛋白的表达。Nusinersen改善了小儿脊髓性肌萎缩症(SMA)的无呼吸机生存和运动功能结果,在疾病的早期治疗。然而,在后期发病形式的SMA中,反应是高度可变的,并且取决于开始治疗时的症状严重程度和疾病持续时间.因此,我们旨在鉴定新的非侵入性生物标志物,这些生物标志物可以预测II型和III型SMA患者对nusinersen的反应.
    方法:纳入34例SMA患者。我们应用下一代测序来鉴定脑脊液(CSF)中的microRNAs作为预测对nusinersen反应的候选生物标志物。在基线和开始nusinersen治疗后6个月进行Hammersmith功能运动量表扩展(HFMSE)以评估运动功能。HFMSE总分改变≥3分或≤0分的患者被认为是应答者或无应答者。分别。
    结果:两种肌肉微小RNA(miR-206和miR-133a-3p)的基线水平较低,单独或组合,预测治疗6个月后对nusinersen的临床反应。此外,miR-206水平与HFMSE评分呈负相关。
    结论:CSF中miR-206和miR-133a-3p较低,预测晚期SMA患者对nusinersen治疗的临床反应更稳健。这些新发现对于识别晚期发病的SMA患者对nusinersen的早期治疗反应具有高度的临床相关性,并要求测试miRNA预测更持续的长期益处的能力。
    OBJECTIVE: The antisense oligonucleotide nusinersen (Spinraza) regulates splicing of the survival motor neuron 2 (SMN2) messenger RNA to increase SMN protein expression. Nusinersen has improved ventilator-free survival and motor function outcomes in infantile onset forms of spinal muscular atrophy (SMA), treated early in the course of the disease. However, the response in later onset forms of SMA is highly variable and dependent on symptom severity and disease duration at treatment initiation. Therefore, we aimed to identify novel noninvasive biomarkers that could predict the response to nusinersen in type II and III SMA patients.
    METHODS: Thirty-four SMA patients were included. We applied next generation sequencing to identify microRNAs in the cerebrospinal fluid (CSF) as candidate biomarkers predicting response to nusinersen. Hammersmith Functional Motor Scale Expanded (HFMSE) was conducted at baseline and 6 months after initiation of nusinersen therapy to assess motor function. Patients changing by ≥3 or ≤0 points in the HFMSE total score were considered to be responders or nonresponders, respectively.
    RESULTS: Lower baseline levels of two muscle microRNAs (miR-206 and miR-133a-3p), alone or in combination, predicted the clinical response to nusinersen after 6 months of therapy. Moreover, miR-206 levels were inversely correlated with the HFMSE score.
    CONCLUSIONS: Lower miR-206 and miR-133a-3p in the CSF predict more robust clinical response to nusinersen treatment in later onset SMA patients. These novel findings have high clinical relevance for identifying early treatment response to nusinersen in later onset SMA patients and call for testing the ability of miRNAs to predict more sustained long-term benefit.
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