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Function and regulation of muscle stem cells in skeletal muscle development and regeneration: a narrative review 肌肉干细胞在骨骼肌发育和再生中的功能和调控:综述
Pub Date : 2021-09-01 DOI: 10.1097/JBR.0000000000000105
Han Zhu, Xin Lin, Yarui Diao
Abstract Skeletal muscle plays an essential role in generating the mechanical force necessary to support the movement of our body and daily exercise. Compared with cardiac and smooth muscle, in mammals, skeletal muscle exhibits remarkable regenerative capacity in response to damage. Muscle stem cells, also known as satellite cells, directly contribute to regeneration. Here, we review primary and secondary myogenesis processes with a focus on muscle stem cells, as well as the function and regulation of muscle stem cells in adult muscle regeneration in mammals.
摘要:骨骼肌在产生支持我们身体运动和日常锻炼所需的机械力方面起着至关重要的作用。与心肌和平滑肌相比,在哺乳动物中,骨骼肌对损伤表现出显著的再生能力。肌肉干细胞,也被称为卫星细胞,直接有助于再生。在这里,我们回顾了原发性和继发性肌肉发生过程,重点关注肌肉干细胞,以及肌肉干细胞在哺乳动物成年肌肉再生中的功能和调控。
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引用次数: 1
Exploring COVID-19 at the single-cell level: a narrative review 在单细胞层面探索COVID-19:叙述性回顾
Pub Date : 2021-08-26 DOI: 10.1097/JBR.0000000000000109
Yifan Chen, J. Pu
Abstract The coronavirus disease 2019 (COVID-19) pandemic has been an unmitigated disaster for society and the economy worldwide. However, much remains unknown about the pathogenesis of, treatment methods for, and preventive measures against COVID-19. Single-cell sequencing is a novel sequencing technology whose use has recently become prevalent in various life-science fields. This high-resolution technology is being used to analyze the COVID-19 pandemic at a single-cell level. In this review, we summarize the application of single-cell sequencing technology to the field of COVID-19-related research, including the biology of severe acute respiratory syndrome coronavirus 2, clinical concerns associated with COVID-19, neutralizing antibody screening, and vaccine development. We also address challenges to, and improvements in, existing single-cell research related to COVID-19.
2019冠状病毒病(COVID-19)大流行已经成为全球社会和经济的一场不折不扣的灾难。然而,关于COVID-19的发病机制、治疗方法和预防措施仍有许多未知之处。单细胞测序是一种新型的测序技术,近年来已广泛应用于生命科学的各个领域。这种高分辨率技术正被用于在单细胞水平上分析COVID-19大流行。本文综述了单细胞测序技术在COVID-19相关研究领域的应用,包括严重急性呼吸综合征冠状病毒2的生物学、与COVID-19相关的临床问题、中和抗体筛选和疫苗开发。我们还讨论了与COVID-19相关的现有单细胞研究面临的挑战和改进。
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引用次数: 1
Ion channel-related hereditary hearing loss: a narrative review 离子通道相关的遗传性听力损失:述评
Pub Date : 2021-08-26 DOI: 10.1097/JBR.0000000000000108
Honglan Zheng, Wanning Cui, Zhiqiang Yan
Abstract Sensorineural hearing loss is the most common sensory deficit in humans, with an estimated prevalence of 1 in 500 newborns. Approximately half of childhood hearing loss is attributed to genetic factors and can be classified as syndromic or non-syndromic based on the inheritance pattern. The ion channel genes KCNQ1, KCNE1, KCNQ4, P2RX2, TMC1, KCNJ10, and CACNA1D have frequently been associated with genetic hearing loss. Because of the important roles these genes play in cochlear hair cell function and the auditory pathways, mutations in these genes that result in impaired ion channel function can lead to hereditary hearing loss. The main purpose of this review was to examine the latest research progress on the functional roles, inheritance pattern, gene expression, protein structure, clinical phenotypes, mouse models, and possible treatments of the most commonly studied ion channels associated with inherited deafness. A comprehensive summary could help highlight ion channels that should be investigated as potential drug targets for the treatment of inherited deafness.
感觉神经性听力损失是人类最常见的感觉缺陷,估计每500个新生儿中就有1个。大约一半的儿童听力损失可归因于遗传因素,并可根据遗传模式分为综合征型和非综合征型。离子通道基因KCNQ1、KCNE1、KCNQ4、P2RX2、TMC1、KCNJ10和CACNA1D经常与遗传性听力损失相关。由于这些基因在耳蜗毛细胞功能和听觉通路中起重要作用,这些基因的突变导致离子通道功能受损可导致遗传性听力损失。本文综述了近年来研究较多的与遗传性耳聋相关的离子通道的功能作用、遗传模式、基因表达、蛋白结构、临床表型、小鼠模型以及可能的治疗方法等方面的最新研究进展。一个全面的总结可以帮助突出离子通道作为治疗遗传性耳聋的潜在药物靶点。
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引用次数: 1
The molecular, electrophysiological, and structural changes in the vestibular nucleus during vestibular compensation: a narrative review 前庭神经代偿过程中前庭核的分子、电生理和结构变化:述评
Pub Date : 2021-08-26 DOI: 10.1097/JBR.0000000000000107
Pengjun Wang, Wen Lu, Yini Li, Haibo Shi, S. Yin
Abstract The vestibular system involves high-level sensory and cognitive processes, such as spatial perception, balance control, visual stability, and emotional control. Vestibular dysfunction can induce vertigo, blurred vision, postural imbalance, walking instability, and spatial discomfort, which causes serious damage to health. It has long been known that after peripheral vestibular lesion, vestibular dysfunction may spontaneously recover. This is known as vestibular compensation. However, at least 20% to 30% of patients with vestibular disorders cannot yield vestibular compensation and remain with vestibular dysfunction for the rest of their lives. The exploration of the biological characteristics and regulatory factors of the loss and reestablishment of vestibular function will establish a new understanding of the mechanism of vestibular compensation and provide new tools and strategies for promoting vestibular rehabilitation. We aim to comprehensively review the mechanism of vestibular compensation and discuss future directions in this field.
前庭系统涉及高级感觉和认知过程,如空间感知、平衡控制、视觉稳定性和情绪控制。前庭功能障碍可引起眩晕、视力模糊、姿势不平衡、行走不稳、空间不适等,对健康造成严重损害。人们早就知道,周围前庭病变后,前庭功能障碍可自行恢复。这被称为前庭代偿。然而,至少有20% - 30%的前庭功能障碍患者不能产生前庭代偿,并终生伴有前庭功能障碍。探索前庭功能丧失与重建的生物学特性和调控因素,将建立对前庭代偿机制的新认识,为促进前庭康复提供新的工具和策略。本文旨在对前庭神经代偿的机制进行综述,并探讨该领域的研究方向。
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引用次数: 0
Scrutinizing the causal relationship between schizophrenia and vitamin supplementation: a Mendelian randomization study 仔细研究精神分裂症和维生素补充之间的因果关系:一项孟德尔随机研究
Pub Date : 2021-08-25 DOI: 10.1097/JBR.0000000000000104
Aamir Fahira, Zijia Zhu, Zhiqiang Li, Yongyong Shi
Abstract Objective: Observational studies have reported malnutrition and vitamin deficiency in patients with schizophrenia (SZ), which can lead to serious metabolic syndromes and decrease anti-psychiatric drug outcomes. Whereas, vitamin intake along with psychiatric medication can enhance the medication outcomes. However, it is still unknown if SZ induces vitamin deficiency. Herein, we conduct the Mendelian randomization analysis to explore the causal relationship between schizophrenia and vitamins supplementation. Methods: We retrieved the genome-wide summary statistical data for schizophrenia from recent SZ GWAS data (43,175 cases and 65,166 controls) and vitamins supplementation GWAS data from Neale's GWAS datasets (more than 337,000 samples from the European population) and performed a two-sample Mendelian randomization analysis to determine the causal association of SZ with vitamin supplementation, in addition, we conduct the sensitivity analysis to obtain reliable results and remove confounding bias. Results: SZ have causal relationships with vitamins A, B, C, D, and E (SZ/vitamin A: β = 0.002, se = 0.001, 95% confidence interval (CI): 0.001 to 0.004, P = 1.41E-05, heterogeneity P = 0.4486; SZ/vitamin B: β = 0.004, se = 0.001, 95% CI: 0.002-0.005, P = 7.0E-05, heterogeneity P = 0.2217; SZ/vitamin C: β = 0.004, se = 0.001, 95% CI: 0.002-0.007, P = 0.001, heterogeneity P = 0.1349; SZ/vitamin D: β = 0.003, se = 0.001, 95% CI: 0.002-0.005, P = 0.001, heterogeneity P = 0.433; SZ/vitamin E: β = 0.003, se = 0.001, 95% CI: 0.002-0.005, P = 5.0E-05, heterogeneity P = 0.1382). Conclusion: Our findings suggest that vitamin levels and supplementation should be carefully controlled in patients with SZ, which in turn may enhance the therapeutic effects of antipsychotic drug treatments.
摘要目的:观察性研究报道了精神分裂症(SZ)患者营养不良和维生素缺乏,这可能导致严重的代谢综合征和降低抗精神药物疗效。然而,在服用精神药物的同时摄入维生素可以提高治疗效果。然而,尚不清楚SZ是否会导致维生素缺乏。在此,我们通过孟德尔随机化分析来探讨精神分裂症与维生素补充之间的因果关系。方法:我们从最近的SZ GWAS数据(43,175例和65,166例对照)和Neale的GWAS数据集(来自欧洲人群的超过337,000个样本)中检索精神分裂症的全基因组汇总统计数据,并进行双样本孟德尔随机化分析以确定SZ与维生素补充的因果关系,此外,我们进行敏感性分析以获得可靠的结果并消除混杂偏倚。结果:SZ与维生素A、B、C、D、E之间存在因果关系(SZ/维生素A: β = 0.002, se = 0.001, 95%置信区间(CI): 0.001 ~ 0.004, P = 1.41E-05,异质性P = 0.4486;SZ/维生素B: β = 0.004, se = 0.001, 95% CI: 0.002 ~ 0.005, P = 7.0E-05,异质性P = 0.2217;SZ/维生素C: β = 0.004, se = 0.001, 95% CI: 0.002 ~ 0.007, P = 0.001,异质性P = 0.1349;SZ/维生素D: β = 0.003, se = 0.001, 95% CI: 0.002 ~ 0.005, P = 0.001,异质性P = 0.433;SZ/维生素E: β = 0.003, se = 0.001, 95% CI: 0.002 ~ 0.005, P = 5.0e ~ 05,异质性P = 0.1382)。结论:我们的研究结果表明,SZ患者应仔细控制维生素水平和补充,这反过来可能会提高抗精神病药物治疗的效果。
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引用次数: 0
Preimplantation genetic diagnosis of hereditary hearing loss 遗传性听力损失的植入前遗传学诊断
Pub Date : 2021-08-19 DOI: 10.1097/jbr.0000000000000106
Xiaonan Wu, J. Guan, Hongmei Peng, Qiuju Wang
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引用次数: 0
Ultrasound delivery of Chinese rhubarb promotes early recovery of gastrointestinal function after gastrectomy: a prospective randomized controlled study 超声给药大黄促进胃切除术后胃肠功能的早期恢复:一项前瞻性随机对照研究
Pub Date : 2021-07-23 DOI: 10.1097/JBR.0000000000000101
Hengbo Jia, Shaofen Wang, Lujun Shen, J. You, Fan Yang, Masanobu Abe, Yingying Xu, L. Zong
Abstract Objective: Chinese rhubarb is a promising Chinese medicine for the promotion of gastrointestinal function. This study was conducted to investigate the safety and efficacy of Chinese rhubarb administered via ultrasound delivery in promoting the early recovery of gastrointestinal function after gastrectomy. Methods: In this prospective randomized controlled study, 100 patients who were scheduled to undergo total or subtotal gastrectomy in Changzhi People's Hospital or Subei People's Hospital from August 2017 to January 2018 were recruited. These patients were randomly assigned into two equal groups before surgery: 50 in the experimental (Chinese rhubarb) group, and 50 in the control (routine nursing) group. After surgery, time to flatus, bowel movement, clear liquid diet, and removal of nasogastric tube were recorded and analyzed. In addition, postoperative pain, postoperative bowel movement-related complications, and postoperative hospital stay duration were also recorded and analyzed. The study was approved by The protocol was approved by the Institutional Review Board of Changzhi People's Hospital and Subei People's Hospital on July 1, 2017 and registered with the Chinese Clinical Trial Registry on December 17, 2018 (registration number: ChiCTR1800020143). Results: Time to flatus (control group 85.68 ± 22.00 hours vs experimental group 73.06 ± 23.42 hours; P = 0.007), bowel movement (5.52 ± 1.56 vs 4.40 ± 1.21 days; P < 0.001), clear liquid diet (6.72 ± 1.16 vs 6.22 ± 1.28 days; P = 0.044), and removal of nasogastric tube (6.30 ± 1.52 vs 5.65 ± 1.58 days; P = 0.044) were significantly shorter in the experimental group compared with the control group, as was the postoperative hospital stay duration (14.30 ± 3.46 vs 12.86 ± 1.36 days; P = 0.006). In addition, better pain relief (P = 0.003) and a lower incidence of postoperative bowel movement-related complications (6 vs 21; P = 0.001) were noted in the experimental group. Conclusion: Ultrasound delivery of Chinese rhubarb is useful to promote the early recovery of gastrointestinal function after gastrectomy.
【摘要】目的:大黄是一种很有前景的促进胃肠功能的中药。本研究旨在探讨超声给药大黄促进胃切除术后胃肠功能早期恢复的安全性和有效性。方法:本前瞻性随机对照研究招募2017年8月至2018年1月在长治市人民医院或苏北人民医院行胃全切除术或次全切除术的患者100例。术前将患者随机分为两组,实验组(大黄)50例,对照组(常规护理)50例。术后记录并分析排气时间、排便时间、清食时间和鼻胃管拔除时间。此外,还记录和分析了术后疼痛、术后排便相关并发症和术后住院时间。该方案于2017年7月1日由长治市人民医院和苏北人民医院机构审查委员会批准,并于2018年12月17日在中国临床试验注册中心注册(注册号:ChiCTR1800020143)。结果:排气时间(对照组85.68±22.00 h vs实验组73.06±23.42 h);P = 0.007),排便(5.52±1.56 vs 4.40±1.21天;P < 0.001),透明液体日粮(6.72±1.16 vs 6.22±1.28);P = 0.044),鼻胃管拔除(6.30±1.52 vs 5.65±1.58;P = 0.044),术后住院时间(14.30±3.46天vs 12.86±1.36天;p = 0.006)。此外,更好的疼痛缓解(P = 0.003)和更低的术后排便相关并发症发生率(6 vs 21;P = 0.001)。结论:超声给予大黄可促进胃切除术后胃肠功能的早期恢复。
{"title":"Ultrasound delivery of Chinese rhubarb promotes early recovery of gastrointestinal function after gastrectomy: a prospective randomized controlled study","authors":"Hengbo Jia, Shaofen Wang, Lujun Shen, J. You, Fan Yang, Masanobu Abe, Yingying Xu, L. Zong","doi":"10.1097/JBR.0000000000000101","DOIUrl":"https://doi.org/10.1097/JBR.0000000000000101","url":null,"abstract":"Abstract Objective: Chinese rhubarb is a promising Chinese medicine for the promotion of gastrointestinal function. This study was conducted to investigate the safety and efficacy of Chinese rhubarb administered via ultrasound delivery in promoting the early recovery of gastrointestinal function after gastrectomy. Methods: In this prospective randomized controlled study, 100 patients who were scheduled to undergo total or subtotal gastrectomy in Changzhi People's Hospital or Subei People's Hospital from August 2017 to January 2018 were recruited. These patients were randomly assigned into two equal groups before surgery: 50 in the experimental (Chinese rhubarb) group, and 50 in the control (routine nursing) group. After surgery, time to flatus, bowel movement, clear liquid diet, and removal of nasogastric tube were recorded and analyzed. In addition, postoperative pain, postoperative bowel movement-related complications, and postoperative hospital stay duration were also recorded and analyzed. The study was approved by The protocol was approved by the Institutional Review Board of Changzhi People's Hospital and Subei People's Hospital on July 1, 2017 and registered with the Chinese Clinical Trial Registry on December 17, 2018 (registration number: ChiCTR1800020143). Results: Time to flatus (control group 85.68 ± 22.00 hours vs experimental group 73.06 ± 23.42 hours; P = 0.007), bowel movement (5.52 ± 1.56 vs 4.40 ± 1.21 days; P < 0.001), clear liquid diet (6.72 ± 1.16 vs 6.22 ± 1.28 days; P = 0.044), and removal of nasogastric tube (6.30 ± 1.52 vs 5.65 ± 1.58 days; P = 0.044) were significantly shorter in the experimental group compared with the control group, as was the postoperative hospital stay duration (14.30 ± 3.46 vs 12.86 ± 1.36 days; P = 0.006). In addition, better pain relief (P = 0.003) and a lower incidence of postoperative bowel movement-related complications (6 vs 21; P = 0.001) were noted in the experimental group. Conclusion: Ultrasound delivery of Chinese rhubarb is useful to promote the early recovery of gastrointestinal function after gastrectomy.","PeriodicalId":150904,"journal":{"name":"Journal of Bio-X Research","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134407320","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving genetic diagnosis of Mendelian disease with RNA sequencing: a narrative review 改进孟德尔病的遗传诊断与RNA测序:叙述性回顾
Pub Date : 2021-07-19 DOI: 10.1097/JBR.0000000000000100
Zhou Zhou, Qing Sang, Lei Wang
Abstract Targeted sequencing and whole exome sequencing are the most common approaches used to detect causative variants in Mendelian diseases; however, using DNA-based sequencing techniques, the current molecular diagnostic yield is at best 50%. In recent years, RNA sequencing has been shown to be able to provide a genetic diagnosis in patients whose conditions were previously unable to be identified by DNA analysis. RNA sequencing can reveal expression outliers, aberrant splicing events, allelespecific expression, and new pathogenic variants, and as such can complement and expand on the traditional genomic methods used to diagnose Mendelian diseases. Therefore, RNA sequencing is expected to become a routine method for genetic diagnosis in the future. This article reviews the applications and challenges of RNA sequencing in the genetic diagnosis of Mendelian diseases.
靶向测序和全外显子组测序是检测孟德尔病致病变异最常用的方法;然而,使用基于dna的测序技术,目前的分子诊断率最多为50%。近年来,RNA测序已被证明能够为以前无法通过DNA分析确定病情的患者提供遗传诊断。RNA测序可以揭示异常表达、异常剪接事件、等位基因特异性表达和新的致病变异,因此可以补充和扩展用于诊断孟德尔病的传统基因组方法。因此,RNA测序有望在未来成为一种常规的遗传诊断方法。本文综述了RNA测序在孟德尔病遗传诊断中的应用及面临的挑战。
{"title":"Improving genetic diagnosis of Mendelian disease with RNA sequencing: a narrative review","authors":"Zhou Zhou, Qing Sang, Lei Wang","doi":"10.1097/JBR.0000000000000100","DOIUrl":"https://doi.org/10.1097/JBR.0000000000000100","url":null,"abstract":"Abstract Targeted sequencing and whole exome sequencing are the most common approaches used to detect causative variants in Mendelian diseases; however, using DNA-based sequencing techniques, the current molecular diagnostic yield is at best 50%. In recent years, RNA sequencing has been shown to be able to provide a genetic diagnosis in patients whose conditions were previously unable to be identified by DNA analysis. RNA sequencing can reveal expression outliers, aberrant splicing events, allelespecific expression, and new pathogenic variants, and as such can complement and expand on the traditional genomic methods used to diagnose Mendelian diseases. Therefore, RNA sequencing is expected to become a routine method for genetic diagnosis in the future. This article reviews the applications and challenges of RNA sequencing in the genetic diagnosis of Mendelian diseases.","PeriodicalId":150904,"journal":{"name":"Journal of Bio-X Research","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122083997","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
CRISPR/Cas9-mediated pou4f3 knockout induces defects in the development of the zebrafish inner ear CRISPR/ cas9介导的pou4f3敲除诱导斑马鱼内耳发育缺陷
Pub Date : 2021-07-19 DOI: 10.1097/JBR.0000000000000102
Jingwen Liu, Xuchu Duan, Ming Li, Dong Liu, Xiaohui Bai
Abstract Objective: The zebrafish is an excellent model for studying gene function in auditory system development. Pou4f3 plays an important role in mouse hair cell formation. Here, we constructed a pou4f3-knockout Tg(Brn3c:GFP) zebrafish to provide an efficient fluorescence-visualized model for studying the molecular mechanisms of ear development. Methods: Cas9/single guide RNAs targeting exon 2 of pou4f3 were designed and injected into one-cell stage zebrafish embryos (G0 generation). The G0 generation were crossed with Tg(Brn3c:GFP) zebrafish to obtain pou4f3-mutant Tg(Brn3c:GFP) zebrafish. The targeting efficiency was detected by polymerase chain reaction amplification and Sanger sequencing. Zebrafish hair cells were observed by laser scanning confocal microscopy in vivo. The morphology of the otoliths and semicircular canals were analyzed. All animal experiments were approved by the Animal Care and Use Committee of Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University (approval No. 2016-KY-040) on March 3, 2016. Results: The pou4f3-mutant Tg(Brn3c:GFP) zebrafish line was successfully established. Fluorescence observation suggested that hair cell development was delayed in pou4f3-knockout zebrafish. Knockout of pou4f3 also induced defects in the otoliths and semicircular canals and impaired ear function in zebrafish. Conclusion: A CRISPR/Cas9-mediated pou4f3 mutant Tg(Brn3c:GFP) zebrafish model was established for the first time to demonstrate the essential role of pou4f3 in zebrafish ear development. Our study provides a highly efficient method for the establishment of a visualized model of gene knockout zebrafish and has the potential to allow high-throughput drug screening to explore therapeutics for related diseases.
摘要目的:斑马鱼是研究听觉系统发育中基因功能的良好模型。Pou4f3在小鼠毛细胞形成中起重要作用。在此,我们构建了一个pou4f3敲除Tg(Brn3c:GFP)斑马鱼,为研究耳朵发育的分子机制提供了一个高效的荧光可视化模型。方法:设计靶向pou4f3外显子2的Cas9/单导rna,注射到单细胞期(G0代)斑马鱼胚胎中。将G0代与Tg(Brn3c:GFP)斑马鱼杂交,获得pou4f3突变体Tg(Brn3c:GFP)斑马鱼。采用聚合酶链反应扩增和Sanger测序检测靶向效率。采用激光扫描共聚焦显微镜对斑马鱼毛细胞进行了活体观察。分析耳石及半规管形态。所有动物实验均于2016年3月3日获得山东大学齐鲁医学院山东省医院动物护理与使用委员会(批准号2016- key -040)批准。结果:成功建立了pou4f3突变体Tg(Brn3c:GFP)斑马鱼品系。荧光观察显示,敲除pou4f3后,斑马鱼毛细胞发育延迟。敲除pou4f3也会导致斑马鱼耳石和半规管缺陷和耳功能受损。结论:首次建立了CRISPR/ cas9介导的pou4f3突变体Tg(Brn3c:GFP)斑马鱼模型,证明了pou4f3在斑马鱼耳部发育中的重要作用。我们的研究为建立基因敲除斑马鱼的可视化模型提供了一种高效的方法,并有可能实现高通量药物筛选,探索相关疾病的治疗方法。
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引用次数: 1
A differential privacy protection query language for medical data: a proof-of-concept system validation 用于医疗数据的差分隐私保护查询语言:概念验证系统验证
Pub Date : 2021-06-08 DOI: 10.1097/JBR.0000000000000099
Huanhuan Wang, Yongting Zhang, Hong-Li Yin, Ruirui Li, Xiang Wu
Abstract Objective: Medical data mining and sharing is an important process in E-Health applications. However, because these data consist of a large amount of personal private information of patients, there is the risk of privacy disclosure when sharing and mining. Therefore, ensuring the security of medical big data in the process of publishing, sharing, and mining has become the focus of current research. The objective of our study is to design a framework based on a differential privacy protection mechanism to ensure the secure sharing of medical data. We developed a privacy protection query language (PQL) that integrates multiple data mining methods and provides a secure sharing function. Methods: This study is mainly performed in Xuzhou Medical University, China and designs three sub-modules: a parsing module, mining module, and noising module. Each module encapsulates different computing methods, such as a composite parser and a noise theory. In the PQL framework, we apply the differential privacy theory to the results of the computing between modules to guarantee the security of various mining algorithms. These computing devices operate independently, but the mining results depend on their cooperation. In addition, PQL is encapsulated in MNSSp3 that is a data mining and security sharing platform and the data comes from public data sets, such as UCBI. The public data set (NCBI database) was used as the experimental data, and the data collection time was January 2020. Results: We designed and developed a query language that provides functions for medical data mining, sharing, and privacy preservation. We theoretically proved the performance of the PQL framework. The experimental results show that the PQL framework can ensure the security of each mining result and the availability of the output results is above 97%. Conclusion: Our framework enables medical data providers to securely share health data or treatment data and develops a usable query language, based on a differential privacy mechanism, that enables researchers to mine information securely using data mining algorithms.
摘要目的:医疗数据挖掘与共享是电子健康应用的重要环节。但由于这些数据包含了大量患者的个人隐私信息,在共享和挖掘时存在隐私泄露的风险。因此,保障医疗大数据在发布、共享、挖掘过程中的安全成为当前研究的重点。我们的研究目的是设计一个基于差分隐私保护机制的框架,以确保医疗数据的安全共享。我们开发了一种集成了多种数据挖掘方法并提供安全共享功能的隐私保护查询语言(PQL)。方法:本研究主要在中国徐州医科大学进行,设计了三个子模块:解析模块、挖掘模块和降噪模块。每个模块封装了不同的计算方法,如复合解析器和噪声理论。在PQL框架中,我们将差分隐私理论应用于模块之间的计算结果,以保证各种挖掘算法的安全性。这些计算设备独立运行,但挖掘结果取决于它们的合作。此外,PQL被封装在数据挖掘和安全共享平台MNSSp3中,数据来自公共数据集,如UCBI。实验数据采用公共数据集(NCBI数据库),数据采集时间为2020年1月。结果:我们设计并开发了一种查询语言,提供了医疗数据挖掘、共享和隐私保护功能。从理论上证明了PQL框架的性能。实验结果表明,PQL框架能够保证每个挖掘结果的安全性,输出结果的可用性在97%以上。结论:我们的框架使医疗数据提供者能够安全地共享健康数据或治疗数据,并基于差异隐私机制开发一种可用的查询语言,使研究人员能够使用数据挖掘算法安全地挖掘信息。
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引用次数: 0
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Journal of Bio-X Research
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