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斑马鱼PKR剪接异构体克隆、鉴定及转录表达分析

斑马鱼PKR剪接异构体克隆、鉴定及转录表达分析

欧湘滢等斑马鱼PKR 剪接异构体克隆、鉴定及转录表达分析第7期斑马鱼PKR 剪接异构体克隆、鉴定及转录表达分析①欧湘滢邵敏高宗泽代卫凯熊嘉鸿胡有生(井冈山大学医学部,吉安343009)中图分类号R392.12文献标志码A文章编号1000-484X (2021)07-0839-06[摘要]目的:克隆斑马鱼PKR (ZPKR )及其剪接异构体(ZPKRV )并对其进行鉴定和转录表达分析。

方法:采用基因克隆法克隆ZPKR 及ZPKRV ;利用生物信息学方法分析其结构差异,设计定量分析引物;使用病毒双链RNA 类似物(Poly I :C )刺激,提取斑马鱼组织总RNA 并反转录合成cDNA ,通过qPCR 检测ZPKR 及ZPKRV 转录表达的差异,推测ZPKR 及ZPKRV 的功能。

结果:首次在斑马鱼组织中克隆到ZPKRV ;生物信息分析显示,ZPKRV 仅仅在ZPKR 的双链RNA 结合结构域和激酶区之间的链接区缺失了28个氨基酸残基,并且缺失的序列包括链接区的碱性区;Poly I :C 刺激后的转录表达显示,在刺激后的12h ,ZPKR 表达上调到第一个峰值,24h 又下调,48h 再上调;而ZPKRV 仅在刺激后24h 表达上调到最高,然后下调。

结论:ZPKRV 碱性区的缺失,可能会导致其单链RNA 结合功能的丧失,进而促进蛋白的翻译表达;ZPKR 和ZPKRV 同时表达,可能通过显性的负效应,降低PKR 在抗病毒免疫反应中对蛋白翻译的抑制作用,促进抗病毒免疫细胞因子的翻译表达。

[关键词]斑马鱼;ZPKR ;ZPKR 剪接异构体;转录表达Cloning ,identification and transcription analysis of PKR transcript variant from ZebrafishOU Xiang -Ying ,SHAO Min ,GAO Zong -Ze ,DAI Wei -Kai ,XIONG Jia -Hong ,HU You -Sheng.Department of Medi⁃cine ,Jinggangshan University ,Ji′an 343009,China[Abstract ]Objective :To clone the Zebrafish PKR (ZPKR )and ZPKR transcript variant (ZPKRV ),then analyze its transcrip‐tional expression.Methods :ZPKR and ZPKRV were cloned by gene cloning method.Bioinformatics approaches were used to analyzethe structural differences and design primers for quantification it.Furthermore ,Zebrafish were stimulated with Poly I :C and the total RNA were extracted for reverse transcription.Then fluorescence qPCR was utilized to detect the difference in the transcriptional ex‐pression of ZPKR and ZPKRV ,and to speculate on their function.Results :It was the first time that the ZPKRV was cloned in Zebraf‐ish tissue.Bioinformatics analysis revealed that compared with ZPKR ,ZPKRV was only deleted 28amino acid residues in the linker between dsRBD and KD ,including the conserved basic region in the linker.After Poly I :C stimulation ,the transcriptional expressionof ZPKR was up -regulated to the first peak at 12h and then down -regulated at 24h ,again it was up -regulated at 48h.However ,ZP‐KRV was only up -regulated at 24h ,and it was down -regulated subsequently.Conclusion :The deletion of the basic region in the Ze‐brafish PKRV may result in the loss of its single -stranded RNA binding function ,which in turn promotes protein translation.ZPKR and ZPKRV coexisted in Zebrafish may reduce the inhibitory effect of PKR on protein translation in the antiviral immune response and enhance the translation of antiviral immune cytokines through dominant -negative effect.[Key words ]Zebrafish ;ZPKR ;ZPKR transcript variant ;Transcriptional expression非特异免疫是脊椎动物抵抗病毒侵入的第一道防线,干扰素系统则是机体非特异免疫抵抗感染和清除病毒的主要功能分子体系,而斑马鱼PKR(zebrafish double -stranded RNA -dependent protein ki‐nase ,ZPKR )是干扰素系统抗病毒作用的主要效应分子[1-6]。

澳门大学2015-2016年度招收推荐免试攻读博士(直接读博

澳门大学2015-2016年度招收推荐免试攻读博士(直接读博

Prof Tony Schirato
Theory/Gender)
Recruitment Quota
招生名額
1
Thesis Language
論文語言
Communication 傳播學
Cross border marriage and families, Taiwan, China, Indonesia; Social Media; Cross cultural Prof. Sandel, Todd Lyle adaptation
Prof. Renhe XU
2
Marfan syndrome in stem cells
(1) Stem Cell Biology; (2) Differentiation; (3)
Biotechnology; (4) Translational Medicine; (5) Prof. Guokai CHEN
Academic Unit 學術單位
澳门大学2015-2016年度招收推荐免试攻读博士(直接读博)--专业范畴 Specialization for PhD (Direct Entry) Early Admission 2015/2016
Specialization 專業範疇
Description of Specialization 範疇詳述
Supervisors 導師
Co-Supervisors 副導師
Organizational Behavior and Strategic Management
Prof. Lam Long Wai, Rico
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招生名額
1
Thesis Language

新型合成大麻素ADB-BUTINACA在不同时间段斑马鱼体内的代谢组学分析

新型合成大麻素ADB-BUTINACA在不同时间段斑马鱼体内的代谢组学分析

第42 卷第 5 期2023 年5 月Vol.42 No.5568~576分析测试学报FENXI CESHI XUEBAO(Journal of Instrumental Analysis)新型合成大麻素ADB-BUTINACA在不同时间段斑马鱼体内的代谢组学分析接昭玮1,张文芳2*,王继芬1*,覃仕扬2,徐多麒3,秦歌1,徐鹏4(1.中国人民公安大学侦查学院,北京100038;2.北京市公安司法鉴定中心,法庭毒物分析公安部重点实验室,北京100192;3.上海市法医学重点实验室,司法鉴定科学研究院,上海200063;4.毒品监测管控与禁毒关键技术公安部重点实验室,公安部禁毒情报技术中心,北京100193)摘要:采用液相色谱-高分辨质谱技术对不同时间段斑马鱼体内ADB-BUTINACA的21种代谢产物进行分析。

首先采用正交信号变换的偏最小二乘判别分析和层次聚类分析方法筛选出7种具有显著性差异的组间代谢物,以7种差异代谢物为特征建立Stacking集成学习模型,对4组不同时间段的斑马鱼体内样本进行分类预测。

结果显示,模型预测准确率高达98%,表明筛选的潜在差异代谢物能够有效反映不同时间段原药在斑马鱼体内的变化情况;对7种潜在差异代谢物在4类样本体内的含量变化进行富集分析,结果表明差异代谢物的总体含量随着染毒时间的增加而降低,各类代谢物的含量分布由最初的不均衡趋向于均衡分布。

此外,实验发现大部分差异代谢物的代谢路径与羟基化反应密切相关,推测原药在生物体内发生羟基化反应与给药时间推断方面具有一定关联性。

实验结果可为药物服用时间推断等相关领域分析提供依据。

关键词:ADB-BUTINACA;差异代谢物;Stacking集成学习;代谢路径;富集分析;液相色谱-高分辨质谱中图分类号:O657.7;R917文献标识码:A 文章编号:1004-4957(2023)05-0568-09Metabolomic Analysis of a Novel Synthetic CannabinoidADB-BUTINACA in Zebrafish in Different Time PeriodsJIE Zhao-wei1,ZHANG Wen-fang2*,WANG Ji-fen1*,QIN Shi-yang2,XU Duo-qi3,QIN Ge1,XU Peng4(1.School of Investigation,People’s Public Security University of China,Beijing 100038,China;2.Key Laboratory of Forensic Toxicology,Ministry of Public Security,Forensic Science Service of Beijing Public Security Bureau,Beijing100192,China;3.Scientific Research Institute of Forensic Expertise,Shanghai Key Laboratory of Forensic Medicine,Shanghai 200063,China;4.Anti Drug Information Technology Center of the Ministry of Public Security,Key Laboratory of Drug Monitoring,Control and Anti Drug Key Technologies of theMinistry of Public Security,Beijing 100193,China)Abstract:Liquid chromatography-high resolution mass spectrometry was ultilized for the analysis on 21 metabolites of ADB-BUTINACA in zebrafish over different time periods in this paper.First⁃ly,the partial least squares discriminant analysis and hierarchical clustering analysis of orthogonal signal transformation were used to screen out 7 metabolites with significant differences between groups.Furthermore,a Stacking integrated learning model was established with the 7 differential metabolites as the characteristics for classification and prediction on 4 groups of samples in zebrafish in different time periods.It was found that the prediction accuracy of the model was as high as 98%,indicating that the potential differential metabolites screened could effectively reflect the variation of the original drug in zebrafish in different time periods.The content changes of metabolites in the 4 groups of samples were enriched and analyzed.The results showed that the overall content of differen⁃tial metabolites decreased with the increase of exposure time,and the content distribution of various metabolites tended to be balanced from the initial imbalance.In addition,the experiment showed that most of the differential metabolite metabolic pathways closely related to hydroxylation reactions,doi:10.19969/j.fxcsxb.22112903收稿日期:2022-11-29;修回日期:2023-02-10基金项目:北京市公安局技术研究科研项目专项资金资助(2022CX1001)∗通讯作者:张文芳,硕士,高级工程师,研究方向:毒物毒品分析,E-mail:139****8706@王继芬,教授,硕士研究生导师,研究方向:毒物毒品和微量物证分析,E-mail:wangjifen58@569第 5 期接昭玮等:新型合成大麻素ADB-BUTINACA在不同时间段斑马鱼体内的代谢组学分析and it was speculated that the hydroxylation reactions of the original drug in vivo had a certain correlationwith the estimation of administration time. The experimental results could provide a basis for analysis inrelated fields such as drug taking time estimation.Key words:ADB-BUTINACA;differential metabolites;Stacking integrated learning;metabolicpathway;enrichment analysis;liquid chromatography-high resolution mass spectrometry近年来国际毒品形势发生了很大变化,新精神活性物质作为第三代毒品悄然兴起。

不同浓度氯胺酮多次暴露对斑马鱼发育及远期效应的影响

不同浓度氯胺酮多次暴露对斑马鱼发育及远期效应的影响

*[基金项目]江苏省南京医科大学科技发展基金(NMUB2018068)。

**[作者简介]殷艺娜,女,汉族,江苏常州人,生于1990年4月,硕士研究生,住院医师。

研究方向:全麻药神经毒性研究。

通信作者:马敏,E-mail:*****************[文章编号]1006-2440(2021)03-0222-05[引文格式]殷艺娜,马敏,芮琳琳,等.不同浓度氯胺酮多次暴露对斑马鱼发育及远期效应的影响[J ].交通医学,2021,35(3):222-226.不同浓度氯胺酮多次暴露对斑马鱼发育及远期效应的影响*殷艺娜1**,马敏2,芮琳琳1,常俊晓1(1南京医科大学附属常州妇幼保健院麻醉科,江苏213003;2南通大学附属医院)[摘要]目的:探究不同浓度氯胺酮多次暴露对斑马鱼胚胎、幼鱼及成鱼生长发育及学习认知功能的影响。

方法:挑选受精后24小时(24hour post fertilization ,24hpf )内形态发育正常的斑马鱼胚胎,分别于24~36hpf 和48~72hpf 时间段持续暴露于正常孵化液(对照组)及含有不同浓度氯胺酮(0.2、0.4、0.8、1.6mg/mL 氯胺酮组)孵化液中,在显微镜下观察斑马鱼受精后72h (72hpf )和受精后6天(6day post fertilization ,6dpf )的形态变化,并统计孵化率、畸形率和死亡率。

采用Noldus 幼鱼运动行为监测仪和Ethovision XT 7.0软件控制运动行为仪视频跟踪系统,记录幼鱼的自由运动轨迹,观察强光诱发的惊恐逃避反射。

采用T 迷宫对60dpf 成年斑马鱼进行运动轨迹检测以评价其学习记忆能力。

结果:(1)与对照组相比,氯胺酮暴露浓度≥0.4mg/mL 的致畸作用明显,差异均有统计学意义(P <0.05),且呈剂量相关性。

(2)与对照组相比,各浓度氯胺酮组幼鱼自由运动增强,差异均有统计学意义(P <0.05);暴露浓度≥0.4mg/mL 时,氯胺酮组对光照诱发的惊恐反射的反应能力和适应能力减弱,差异均有统计学意义(P <0.05),表现出兴奋性和抑制性效应并存。

零日病毒传播模型及稳定性分析

零日病毒传播模型及稳定性分析

用背景,有针对性地引入新的节点状态或调整节点 状态转化机制对病毒传播机理进行研究[13-17]。如针 对高级持续性威胁(Advanced Persistent Threat, APT)攻击和病毒潜伏特性,王刚等人[13]引入了潜 伏状态,提出了易感-潜伏-感染-隔离-移除-易感 (Susceptible–Escape-Infected–Quarantine-Removed–Susceptible, SEIQRS)模型,研究了基于潜 伏隔离机制下的病毒传播规律。文献[11]通过研究 一类新型混合攻击病毒,将该类病毒命名为“去二 存一”病毒并在SEIQRS模型的基础上根据该类病 毒的扩散机理,构建了相应的病毒传播模型。Wang 等人[14]考虑到现有的病毒传播模型由于简化近似, 对大型网络中病毒传播分析造成准确性损失这一情 况,构造了离散时间吸收马尔可夫过程来精确地描 述病毒的传播,并通过仿真分析论证了该方法的准 确性。为了更加精准地刻画病毒在智能校园网上的 传播过程,Wang等人[15]考虑感染病毒个体间的差 异性,将病毒感染个体的进化过程扩展到整个网络 中,建立了智能校园网的病毒传播差分模型从而大 大提高了智能校园网的安全性与鲁棒性。文献[16] 在考虑级联故障普遍存在于复杂网络中的这一情 况,提出了基于局部负荷重分配原则的新型级联失 效模型,建立了SIR病毒传播与级联失效的交互模 型:SIR- c模型,为网络拓扑和路由策略的管理和 优化提供了理论参考。文献[17]考虑实际网络中节 点可以随机移动的情况,基于平均场理论提出了一 个移动环境下网络病毒传播的数学模型,并验证了 这一模型的合理性。这些研究揭示了病毒传播的一 般规律,为病毒的有效防控提供了理论基础。然而 不同病毒传播模型有其适用范围,零日病毒传播机 理相对复杂、隐蔽性强、防御难度大且破坏性大, 需要具体问题具体分析,在现有研究成果的基础 上,结合零日病毒特点研究零日病毒的传播规律及 防控手段。

基于L(2+1)D的养殖鱼类摄食状态下活跃程度识别方法

基于L(2+1)D的养殖鱼类摄食状态下活跃程度识别方法

现代电子技术Modern Electronics TechniqueApr. 2024Vol. 47 No. 82024年4月15日第47卷第8期0 引 言随着我国水产养殖产量稳步增长,实现水产养殖智能化、自动化、数字化是水产养殖可持续发展的必然趋势。

其中,鱼类活跃程度识别在实际场景中扮演着重要的角色,具有多方面的意义和应用[1]。

鱼类摄食状态下活跃程度的识别对于鱼类养殖和捕捞具有重要的意义。

在养殖过程中,了解鱼类的摄食状态和活跃程度可以帮助养殖者调整饲料的投放量和时间,以保证鱼类的健康和生长[2]。

在捕捞过程中,了解鱼类的活跃程度可以帮助渔民选择更有效的捕捞方法和工具,提高捕捞效率和收益。

此外,鱼类摄食状态下活跃程度的识别还可以帮助科学家研究鱼类的行为和生态习性,为保护和管理水生生物资源提供重要的参考依据[3]。

目前,鱼类在摄食状态下的活跃程度识别仍然主要依赖养殖者的经验。

使用人工直接观测鱼类行为来辨DOI :10.16652/j.issn.1004⁃373x.2024.08.025引用格式:唐晓萌,缪新颖.基于L(2+1)D 的养殖鱼类摄食状态下活跃程度识别方法[J].现代电子技术,2024,47(8):155⁃159.基于L(2+1)D 的养殖鱼类摄食状态下活跃程度识别方法唐晓萌1, 缪新颖1,2(1.大连海洋大学 信息工程学院, 辽宁 大连 116023; 2.设施渔业教育部重点实验室, 辽宁 大连 116023)摘 要: 鱼类行为的活跃程度是鱼类行为研究中的关键指标,可为水产养殖过程提供有用的基础数据。

然而现有的计算机视觉方法在活跃程度识别的应用中依赖于大量存储和计算资源,在实际场景中实用性较差。

为了解决这些问题,提出一种鱼类摄食活动识别模型——L(2+1)D ,将3D 卷积分解为2D 大空间卷积和1D 时间卷积,使用少量的大型卷积核来增加感受野,实现更强大的特征提取效果。

将空间卷积和时间卷积串联成用于时空特征学习的时空模块,并减少时空模块数量,达到减少参数数量的同时提高准确性的效果。

杏鲍菇废弃菌渣中D-氨基葡萄糖盐酸盐的制备工艺及生物学活性分析

杏鲍菇废弃菌渣中D-氨基葡萄糖盐酸盐的制备工艺及生物学活性分析

张倩如,吴启赐,薛钰,等. 杏鲍菇废弃菌渣中D-氨基葡萄糖盐酸盐的制备工艺及生物学活性分析[J]. 食品工业科技,2023,44(17):263−271. doi: 10.13386/j.issn1002-0306.2022110139ZHANG Qianru, WU Qici, XUE Yu, et al. Preparation and Biological Activity of D-Glucosamine Hydrochloride from the Waste Residues of Pleurotus eryngii [J]. Science and Technology of Food Industry, 2023, 44(17): 263−271. (in Chinese with English abstract).doi: 10.13386/j.issn1002-0306.2022110139· 工艺技术 ·杏鲍菇废弃菌渣中D-氨基葡萄糖盐酸盐的制备工艺及生物学活性分析张倩如1,吴启赐1, *,薛 钰1,林志超1,黄家福1,吕昊坤1,彭 伟1,潘裕添1,林进妹2,*(1.闽南师范大学菌物产业福建省高校工程研究中心,福建漳州 363000;2.闽南师范大学化学化工与环境学院,福建漳州 363000)摘 要:本文以杏鲍菇废弃菌渣为原料,探究了D-氨基葡萄糖盐酸盐(D-glucosamine hydrochloride ,GAH )的制备工艺、液相-质谱(HPLC-MS )、红外光谱、理化指标及其对斑马鱼胚胎发育的影响。

采用单因素和响应面优化试验,获得盐酸水解制备GAH 的最佳条件:盐酸浓度31%,水解时间4 h ,水解温度82 ℃,液固比5 mL/g ,此时GAH 得率可达23.61%。

液相-质谱、红外光谱和理化指标分析显示,GAH 纯化样品纯度是标准品的101.9%,质谱和红外光谱图与标准品一致,各项指标均符合甚至优于美国药典43-国家处方集38(USP43-NF38)的质量标准,砷含量仅0.21 μg/g 。

鱼的ppt课件英语

鱼的ppt课件英语

02
Types and distribution of fish
Freshwater fish
Common freshwater fish
These fish are widely distributed in rivers, lakes, pounds, and other freshwater habitats Some common examples include approach, cart, perch, and catfish
Regional distribution
Fish specifications are often found in specific regions or habitats based on
their adaptations and ecological requirements For example, some fish
Hale Waihona Puke Water temperature environment
要点一
Thermal pollution
要点二
Ice cover
Thermal pollution refers to the increase of water temperature caused by human activities, which will have a great impact on the survival and behavior of fish If the water temperature is too high, it will affect the growth and reproduction of fish, and may also cause adverse effects on human health

心脏发育

心脏发育

Wnt/b-catenin信号的异常表达诱导心内膜的增殖以及has2的表达,而后者跟鼠类的AV
通道上皮细胞向间叶细胞转变的转化所必需。为了对脊椎动物与斑马鱼瓣膜形成有更 好的理解,对调控这三个信号通路进行细胞过程的研究非常重要
1.6 Atrioventricular valves房室瓣的形成
除了遗传因子外,环境因素也会影响瓣膜形成。
心肌细胞类群区域性地从中间向横侧移动,中间的细胞表达心室肌球蛋白重链(vmhc) 而横侧的细胞表达心房肌球蛋白重链(myh6/amhc)
心源性分化起始于12-15体节期,也就是受精后16小时的在将来发育成
心室的细胞中,这些细胞紧邻中线
也被称为静脉极分化 Fig1 C
Fig1 B
紧跟着是旁侧的将来的心房细胞的分化,26体节期(受精后22小时),
1.7 传导系统的建立
与AV延迟有关的基因 在cloche突变体,由于缺少包括心内膜细胞在内的所有内皮组织,在 AV通道上心肌层的AV延迟传导没有观察到。这一现象表明心内膜派 生的信号引起的上覆的心肌细胞分化成慢传导与快传导心肌组织。下 调在心内膜表达的notch1b 或者 neuregulin,会导致在AV通道上心肌 细胞AV传导延迟的缺失。心内膜的神经调节蛋白的作用在其他物种
Zebrafish as a model to study cardiac development and human cardiac disease
Contents
In the first part of this review, I address in chronological order the cellular and molecular events

一天搞懂深度学习演示教学ppt课件

一天搞懂深度学习演示教学ppt课件
= Multi-class Classifier
Softmax
1-2 基本思想
Neural Network
1-2 基本思想
……
……
……
……
……
……
y1
y2
y10
Cross Entropy
“1”
……
1
0
0
……
target
Softmax
……
Given a set of parameters
目标识别
目标分析
图像捕获 图像压缩 图像存储
图像预处理 图像分割
特征提取 目标分类 判断匹配
模型建立 行为识别
2-1 机器视觉
关键技术与应用
A)生物特征识别技术——安全领域应用广泛 生物特征识别技术是一种通过对生物特征识别和检测,对身伤实行鉴定的技术。从 统计意义上讲人类的指纹、虹膜等生理特征存在唯一性,可以作为鉴另用户身份 的依据。目前,生物特征识别技术主要用于身份识别,包括语音、指纹、人脸、 静脉,虹膜识别等。
1958: Perceptron (linear model) 1969: Perceptron has limitation 1980s: Multi-layer perceptron Do not have significant difference from DNN today 1986: Backpropagation Usually more than 3 hidden layers is not helpful 1989: 1 hidden layer is “good enough”, why deep? 2006: RBM initialization 2009: GPU 2011: Start to be popular in speech recognition 2012: win ILSVRC image competition 2015.2: Image recognition surpassing human-level performance 2016.3: Alpha GO beats Lee Sedol 2016.10: Speech recognition system as good as humans

油红O染色在斑马鱼体内脂质染色中的应用

油红O染色在斑马鱼体内脂质染色中的应用

第25卷第4期中国组织化学与细胞化学杂志Vol.25.N〇.4 2016 年 8 月CHINESE JOURNAL OF HISTOCHEMISTRY AND CYTOCHEMISTRY August.2016技术方法油红〇染色在斑马鱼体内脂质染色中的应用陈侃,王长谦'范虞琪,韩志华,汪月,高霖,曾华甦(上海交通大学医学院附属第九人民医院心内科,上海2〇〇〇11)〔摘要〕目的探索油红〇在斑马鱼体内脂质染色中的技术方法。

方法取受精后4d的斑马鱼幼鱼,4%多聚甲醛固定 12h后,用油红0工作液对整鱼进行染色,比较不同的染色时间及不同的染料浓度对油红0染色效果的影响。

结果斑马鱼脑组织、卵黄囊、鱼鳔及血管内的脂质被油红〇染色。

油红〇液浓度〇. 3%、染色时间3h时斑马鱼整鱼油红0染色效果较好。

结论油红〇可对斑马鱼体内的脂质进行染色,可用于斑马鱼脂代谢研究。

〔关键词〕斑马鱼;脂质;油红〇染色〔中图分类号〕R329. 33 〔文献标识码〕A DOI:10.16705/j. cnki. 1004 -1850.2016.04.012Application of Oil Red O in the staining of lipids in ZebrafishChen Kan, Wang Changqian **, Fan Yuqi, Han Zhihua, Wang Yue, Gao Lin, Zeng Huasu(Department o f Cardiology, Shanghai Ninth People9 s Hospital Affiliated to Shanghai JiaotongUniversity School o f M edicine, Shanghai200011, China)〔Abstract〕Objective To explore the technical characteristics of Oil Red 0 staining of lipids in zebrafish. Methods 4d - post -f erti­lization zebrafish larvae were fixed in 4% paraformaldehyde for 12h and then dyed with Oil Red 0. The effects of different dyeing time lengths and dye concentrations on the staining result were compared. Results The lipids in the brain tissue, yolk sacs, swim bladders and blood vessels of zebrafish were able to be stained with Oil Red 0. The best result was observed when the larve was stained with 0.3% Oil Red 0 for 3h. Conclusion Oil Red 0 is able to stain the lipids in zebrafish and be used for the study of lipid metabolism in zebrafish.[Keywords] Zebrafish; lipids; Oil Red 0 staining斑马鱼是近年来新兴的模式生物,具有体型小、身体透明、繁殖量大、生长发育快、养殖费用低等特 点,正越来越多地被应用于科学研究中。

琼脂石蜡双包埋法制备斑马鱼幼鱼切片

琼脂石蜡双包埋法制备斑马鱼幼鱼切片

琼脂石蜡双包埋法制备斑马鱼幼鱼切片张颖1,2夏铭1,2,3黄春华1,2,3楼迪栋1,2,3*(1贵州中医药大学法医学教研室,贵州贵阳550000;2贵州省法医中药毒理学特色重点实验室,贵州贵阳550000;3贵州中医药大学司法鉴定所,贵州贵阳550000)摘要为优化探索斑马鱼幼鱼石蜡组织切片制作方法,以发育4d的斑马鱼幼鱼为试验材料,经4%多聚甲醛固定24h后进行琼脂预包埋、脱水、透明、浸蜡再包埋切片进行苏木精-伊红(HE)染色,比较琼脂-石蜡双包埋法与普通石蜡包埋法之间的优势。

结果表明,琼脂石蜡双包埋法能保持斑马鱼幼鱼的形态结构,组织无变形、碎裂,镜下结果明显比普通石蜡包埋法清楚;HE染色效果好。

琼脂石蜡双包埋法可以克服普通石蜡包埋法的不足,设备简单,操作简便,易于普及推广。

关键词斑马鱼;琼脂;石蜡;双包埋法;石蜡切片中图分类号R-33文献标识码A文章编号1007-7731(2023)21-0080-05Agar-paraffin double embedding method in the preparation ofjuvenile zebrafish slicesZHANG Ying1,2XIA Ming1,2,3HUANG Chunhua1,2,3LOU Didong1,2,3*(1Department of Forensic Medicine,Guizhou University of Chinese Medicine,Guiyang550000,China;2Guizhou Provincial Key Laboratory of Forensic Medicine Toxicology,Guiyang550000,China;3Judicial Appraisal Center,Guizhou University of Traditional Chinese Medicine,Guiyang550000,China)Abstract To explore and optimize the preparation method of paraffin tissue section of juvenile zebrafish.4d zebrafish juvenile were fixed with4%paraformaldehyde for24h and then pre-embedded with agar,dehydrated, transparent,impregnated with wax and then embedded with the slices for hematoxylin-eosin(HE)staining.The advantages of the agar paraffin double embedding method and the conventional paraffin embedding method were compared.The results showed that the agar-paraffin double embedding method can maintain the morphology and structure of zebrafish juvenile without deformation or fragmentation,and the results under the microscope are obviously clearer than those of ordinary paraffin embedding method.HE staining is good.The agar-paraffin double embedding method can overcome the shortcomings of the conventional paraffin embedding method,and the equipment and operation is simple,easy to be popularized.Keywords zebrafish;agar;paraffin;double embedding method;paraffin section斑马鱼是一类典型的脊椎模式生物,因其性成熟期短、繁殖能力强、胚胎透明便于活体观察以及与人类基因具有高度同源性等优势[1-3],近年来受到广大研究者的重视。

latent-diffiusion预训练模型介绍

latent-diffiusion预训练模型介绍

latent-diffiusion预训练模型介绍Latent Diffusion is a pre-training method that aims to improve the performance of various natural language processing (NLP) tasks. It leverages the principle of diffusion processes to learn better representations of text.The pre-training process of Latent Diffusion involves training a diffusion model on a large corpus of text. This diffusion model is trained to generate text in an autoregressive manner, where each token is generated conditioned on the previous tokens. The training objective is to minimize the reconstruction error of the generated text compared to the original text.During pre-training, the diffusion model learns to capture the underlying statistical structure of the text corpus, which enables it to generate coherent and meaningful text. The model learns to encode the semantics and syntax of the text into distributed representations, which can be used for downstream NLP tasks.The Latent Diffusion model can be fine-tuned on specific NLP tasks by adding task-specific layers on top of the pre-trained encoder. This allows the model to leverage the pre-trained representations for better performance on tasks like text classification, named entity recognition, machine translation, and more.Latent Diffusion has been shown to achieve state-of-the-art performance on various NLP benchmarks, demonstrating its effectiveness in learning high-quality text representations. Its pre-training process is unsupervised, making it scalable and adaptableto different domains and languages.In summary, Latent Diffusion is a pre-training method that utilizes diffusion processes to learn high-quality text representations. It can be fine-tuned for various NLP tasks and has demonstrated impressive performance on multiple benchmarks.。

具有双层路由注意力机制的YOLOv8_血鹦鹉目标检测与追踪方法

具有双层路由注意力机制的YOLOv8_血鹦鹉目标检测与追踪方法

第39卷第2期大连海洋大学学报Vol.39No.2 2024年4月JOURNAL OF DALIAN OCEAN UNIVERSITY Apr.2024DOI:10.16535/ki.dlhyxb.2023-206文章编号:2095-1388(2024)02-0318-09具有双层路由注意力机制的YOLOv8血鹦鹉目标检测与追踪方法李鹏龙1,2,张胜茂2∗,沈烈1∗,樊伟2,顾家辉1,邹国华3(1.大连海洋大学航海与船舶工程学院,辽宁大连116023;2.中国水产科学研究院东海水产研究所农业农村部渔业遥感重点试验室,上海200090;3.上海峻鼎渔业科技有限公司,上海200090)摘要:为了检测观赏鱼类的行为及其健康状况,设计了一种具有双层路由注意力机制的血鹦鹉(Vieja syn-spilaɬˑAmphilophus citrinellusȶ)目标检测模型YOLOv8n-BiFormer,该方法在YOLOv8n模型基础上添加了双层路由注意力以减少计算量和内存,添加了新的视觉通用变换器BiFormer以提升计算效率,并采用ByteTrack算法追踪血鹦鹉的运动轨迹㊂结果表明:使用YOLOv8n-BiFormer模型对血鹦鹉的检测准确率达到99.2%,召回率为93.7%,平均精度均值(mAP@0.5)为99.1%,相较于YOLOv8n模型分别提升了0.8%㊁1.4%㊁1.0%;使用该模型对水族箱中的慈鲷(Chindongo demasoni)进行检测追踪同样取得了较好的效果,慈鲷的检测准确率达到97.0%,召回率为93.4%,平均精度均值为96.5%,相较于YOLOv8n模型召回率和平均精度分别提升了1.8%和1.9%㊂研究表明,本文中设计的YOLOv8n-BiFormer模型具有通用性,在检测和追踪血鹦鹉和慈鲷目标方面均表现优异,消耗的计算资源较少,可部署在水族箱监控系统中,为观赏鱼信息记录自动化和智能化提供了可行的解决方案㊂关键词:血鹦鹉;慈鲷;YOLOv8模型;检测追踪;ByteTrack算法中图分类号:S917.4㊀㊀㊀㊀文献标志码:A㊀㊀近年来,随着经济快速增长和人们生活品质的提高,观赏鱼养殖和文化欣赏逐步进入大众视野,观赏鱼市场得到了迅速发展,2023年中国观赏鱼产业相较于2022年增长16.93%,全国观赏鱼产值突破百亿,达到110.92亿元[1]㊂不论是海洋水族馆还是家庭养殖,观赏鱼均深受人们喜爱㊂观赏鱼的行为和生长状态是影响观赏鱼养殖中的一个重要因素,通过对鱼类行为和生长状态进行长期监测,可以收集有关鱼类生活习性和其所处环境的重要数据㊂受水质㊁光线和噪声等因素的干扰,鱼类监测一直是个难点[2-3]㊂过去养殖人员和研究人员只能依靠人工进行观察和记录,需要耗费大量人力㊂现在利用机器视觉进行自动监测效率大幅提高,从而可以帮助研究者更加深入地探索观赏鱼的生态环境,提高观赏鱼的养殖效率和质量,同时也能给观赏鱼爱好者增加欣赏乐趣㊂目前,国内外的观赏鱼检测追踪方法主要有两类:一是传统图像处理方法,包括背景提取㊁边缘检测和形态学处理等,但这些方法普遍精度较低,容易受光线和噪声等因素的干扰,对相似度较高的鱼类无法准确分辨,且在长期观测中会出现漏检和误检;二是基于深度学习的图像处理方法,即使用卷积神经网络CNN(convolutional neural networks)和循环神经网络RNN(recurrent neural network)对观赏鱼进行有效检测和跟踪,该方法相较于传统方法精度有了大幅提升,不足是需要大量标注数据训练,且需要算力较高的运算设备㊂深度学习在鱼类的识别领域也已经有了广泛的应用[4-7]㊂深度学习主要利用CNN进行图像处理任务,可以自动从图像中提取所需要的特征㊂但由于视频是由连续不断的图像帧组成,这些图像帧之间存在着时间上的连续性,代表了图像在不同时间点上的动态变化过程㊂而CNN处理范围仅限于静态图像,缺乏对视频中随时间变化图像的处理能力,㊀收稿日期:2023-09-20㊀基金项目:国家自然科学基金(61936014);崂山实验室专项经费资助(LSKJ202201804)㊀作者简介:李鹏龙(2000 ),男,硕士研究生㊂E-mail:151****2813@㊀通信作者:张胜茂(1976 ),男,博士,研究员㊂E-mail:ryshengmao@沈烈(1981 ),女,博士,讲师㊂E-mail:shenlie@(并列通信作者)故CNN并不能直接用来处理视频㊂因此,可以利用基于深度学习的行为识别技术处理视频[8],通过依次对时间轴中的图像信息进行识别来实现完整的视频检测任务,如视频分类㊁行为识别和目标跟踪等[5,9-10]㊂目前,主流的目标检测算法分为两类,即单阶段目标检测算法和双阶段目标检测算法㊂常见的单阶段目标检测算法包括YOLO系列算法㊁SSD(single shot multibox detector)等,特点是速度快,可以实现实时检测㊂常见的双阶段目标检测算法包括基于区域的卷积神经网络R-CNN(region-based convolutional neural networks)系列算法和Faster R-CNN[11-15]等,其主要特点是准确性高,对于小目标和密集目标的检测效果更好,模型检测精度相对较高,但由于需要多次计算候选区域,因此,检测速度较慢㊂YOLOv8[16]模型采用轻量化的模型架构和多尺度训练技术,在保证高精度检测和快速检测的同时凭借其较小的体积可部署到更多的设备上㊂而ByteTrack则基于在线学习和轨迹预测,能够完成对运动目标的准确跟踪,解决了目标漏检和误检的问题,在保证提高精度的同时可降低设备成本,方便应用在不同条件下的场景㊂本研究中,针对观赏鱼检测与追踪所面临的问题,选择血鹦鹉(Vieja synspilaɬˑAmphilophus cit-rinellusȶ)的监测视频作为数据来源,使用Pot-Player将视频截图产生足够的数据集,采用YOLOv8n-BiFormer对视频进行逐帧检测和标注,最后使用ByteTrack对检测到的物体进行追踪,并将该方法用于慈鲷(Chindongo demasoni)检测与追踪以验证该方法的通用性,以期为实现对观赏鱼的准确检测和追踪提供技术参考㊂1㊀数据集1.1㊀数据来源使用5000万像素的索尼IMX766摄像机拍摄视频,摄像机参数:OIS激光对焦F1.4~F4.0六挡光圈,采用RYYB感光阵列,配合OIS光学防抖,3840ˑ2160像素,帧率为30fps㊂摄像机放置在水族箱外正前方,拍摄血鹦鹉的位置和运动轨迹㊂图1展示了数据视频的拍摄场景㊂1.2㊀数据集的制作本研究中,选取血鹦鹉作为研究目标,原因是血鹦鹉不仅为一种色彩斑斓㊁动态活跃的水生宠物,图1㊀血鹦鹉视频拍摄Fig.1㊀The video shooting of blood parrot其大小适中㊁特点明显,而且其具有较高的观赏价值和商业价值㊂首先对拍摄到的视频进行筛选,删除模糊和血鹦鹉动作较少的视频,选取一段时长为1min的视频㊂其次使用PotPlayer软件对视频进行逐帧截取,得到模型检测所需的1500张图像数据,删除一些不符合的图片㊂最后使用LabelImg软件在图像上对血鹦鹉进行标注,类别命名为 鹦鹉鱼 ,标注后会生成带有位置坐标和类别名称的txt文件㊂将标注后的数据按照7ʒ2ʒ1的比例分为训练集㊁测试集和验证集㊂在标注和划分结束后,将图像进行水平翻转90ʎ㊁顺时针旋转15ʎ,增加5%噪声㊁25%灰度和40%亮度等操作进行数据增强,这样可以增加训练数据集的多样性,提高模型的鲁棒性㊂最终得到3900张图像66300个血鹦鹉目标,其中,训练集2730张图片,测试集780张图片,验证集390张图片,并形成coco格式的数据集㊂慈鲷数据集的制作方法与血鹦鹉数据集的制作方法相同㊂不同增强效果下的图像如图2所示㊂图2㊀不同增强效果下的图像Fig.2㊀Images under different augmentation effects913第2期李鹏龙,等:具有双层路由注意力机制的YOLOv8血鹦鹉目标检测与追踪方法2㊀YOLOv8-BiFormer 网络结构2.1㊀YOLOv8网络模型YOLOv8是基于Python 和PyTorch 构建的目标检测网络模型,其整体架构主要分为3个部分:骨干网络部分(Backbone)㊁颈部网络部分(Neck)和检测头网络部分(Head)㊂其中,Backbone 为网络的主干,常用骨干网络包括VGG (visual geome-try group)㊁ResNet (residual network)[17]㊁DarkNet(darknet neural network framework)[18]等㊂相比于YOLOv7与YOLOv5等YOLO 版本,YOLOv8模型将Neck 和Backbone 的C3模块更换为了C2f 模块,在Head 部分更换为解耦头结构并加入了新的损失函数,大幅提升了模型性能㊂YOLOv8模型更新了检测㊁分类㊁分割和追踪4类任务,训练速度大幅增强,在检测精度方面也有提升,更加适合小目标检测㊂此外,YOLOv8模型提供了完整的PyTorch 代码,可以直接使用并进行自定义训练,同时还提供了已经预训练好的模型权重,方便快速迁移学习或应用到实际项目中㊂2.2㊀ByteTrack 追踪算法在目标检测基础上对血鹦鹉的视频信息进行统计,由于水族箱中的血鹦鹉不止一尾且一直在移动,故同一时间的视频图像中会出现不止一个目标㊂为此,本研究中选择使用基于目标检测的多目标跟踪算法ByteTrack [19]对血鹦鹉进行目标跟踪㊂ByteTrack 算法利用了一种新的目标跟踪方法,即点线集成(point-line integration,PLI)跟踪㊂与传统的目标跟踪算法不同,PLI 跟踪将目标表示为点和线的集合,并通过这些点和线之间的联系进行目标跟踪㊂ByteTrack 目标跟踪算法整体流程图见图3㊂2.3㊀注意力机制的改进双层路由注意力机制是一种新的动态稀疏注意力机制,其通过粗区域级别筛选出不相关的键值对,只在剩下的路由区域应用令牌到令牌的注意来减少内存和计算量㊂BiFormer 视觉变化器主干是双层路由机制的关键部分,可以帮助双层路由注意力寻找相关度最高的键令牌部分㊂BiFormer 视觉变化器的添加位置为骨干网络和头部之间,这样有助于对骨干网络提取的特征进行更多关注㊂注意力机制可以促进骨干网络和头部之间的信息传递和融合,通过学习到的注意力权重,网络可以根据骨干网络提取特征的重要性,选择性地融合这些特征到头部网络中,更好地适应不同尺度的目标或场景㊂图4为YOLOv8n-BiFormer 网络结构㊂图3㊀ByteTrack 算法流程Fig.3㊀Flowchart of the improved ByteTrack algorithm023大连海洋大学学报㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀第39卷图4㊀YOLOv8n-BiFormer网络结构Fig.4㊀The network structure of YOLOv8n-BiFormer3㊀血鹦鹉目标检测与追踪试验3.1㊀试验环境试验基于Ubuntu18.04操作系统㊁Python 3.10.11编程语言和Pytorch1.8.2深度学习框架㊂CPU配置为Intel(R)Core(TM)i5-8300H CPU@ 2.30GHz,Cuda版本为Cuda12.0,GPU为NVIDIA GeForce RTX4060ti㊂模型训练时使用的部分超参数设置:初始学习率为0.001,batchsize为16,迭代次数为150,优化器为随机梯度下降算法㊂3.2㊀评价指标在检验模型效果时,采用准确率(precision, P)㊁召回率(recall,R)㊁模型参数量(parame-ters)㊁查准率与查全率(P-R)曲线㊁F1曲线㊁平均精度均值(mAP@0.5)㊁置信度为95%的平均绝对误差(mAP@0.95)来评估目标检测模型的性能㊂P-R曲线可以直观地显示出样本的精确率和召回率在总体数据上的关系,曲线与坐标轴围成的面积为类别平均精度(AP)和各类平均精度的均值(mAP)㊂mAP@0.5值越高代表模型检测物体位置的能力越强,mAP@0.95值越高代表模型在不同的场景应用需求下均可以达到较好的检测准确率㊂3.3㊀YOLOv8n-BiFormer模型的目标检测结果3.3.1㊀模型精度曲线㊀图5(a)为改进后模型YOLOv8n-BiFormer的总体及两类目标在测试集上的P-R曲线对比图,其中,血鹦鹉(yingwuyu)和慈鲷(cichlid)的平均精度分别为0.991和0.965,两类平均精度的均值(mAP@0.5)为0.978㊂图5(b)为YOLOv8n-BiFormer模型的总体及两类目标在测试集上的F1得分图,其中,置信度在0.4~0.8上取得了比较高的F1分值,在置信度为0.486时,两类平均F1分值取得了最大值(0.964)㊂3.3.2㊀消融试验㊀为了验证模型改进的有效性,设计了YOLOv8n㊁YOLOv8n-BiFormer-EfficientNet㊁YOLOv8n-BiFormer㊁YOLOv8n-CA㊁YOLOv8n-Shuffl-eAttention㊁YOLOv8n-BiFormer-jct和YOLOv8n-Bi-Former-SPD模型的消融试验㊂YOLOv8n-BiFormer模型是指在YOLOv8n的基础上加入双层路由注意力机制;YOLOv8n-CA模型是指在YOLOv8n模型的基础上添加CA位置注意力机制;YOLOv8n-Shuffl-eAttention模型是指在YOLOv8n模型的基础上添加ShuffleAttention注意力机制,该注意力机制可以在减少计算量的同时提高模型的泛化能力;YOLOv8n-Bi-Former-EfficientNet模型是指在YOLOv8n-BiFormer的基础上添加双层路由机制及更换著名的EfficientNet123第2期李鹏龙,等:具有双层路由注意力机制的YOLOv8血鹦鹉目标检测与追踪方法图5㊀YOLOv8n-BiFormer 模型的P-R 曲线和F 1曲线Fig.5㊀P-R curve and F 1curve of YOLOv8n-BiFormer model主干网络,该主干网络可以在保持轻量化的同时高效提取图像中的特征;YOLOv8n-BiFormer-jct 是指在YOLOv8n-BiFormer 的基础上添加针对小目标检测的检测头;YOLOv8n-BiFormer-SPD 则是指在YOLOv8n-BiFormer 的基础上更换适用于低像素图像和小目标的卷积神经网络模块SPD-CONV㊂从表1可见,加入双层路由注意力机制后的YOLOv8n-BiFormer 模型相较于其他模型,对血鹦鹉的检测准确率㊁召回率和mAP@0.5等大部分指标均为最高,其中召回率㊁mAP @0.5和mAP @0.95提升效果明显㊂3.3.3㊀不同模型的检测效果㊀选用改进后的YOLOv8n-BiFormer 模型与YOLO 系列的YOLOv8n㊁YOLOv7和YOLOv5模型对血鹦鹉进行检测对比试验,结果发现:相较于YOLOv5模型,YOLOv8n-BiFormer 模型的准确率㊁召回率㊁mAP @0.5㊁mAP @0.95分别提升了0.7%㊁3.5%㊁4.0%㊁7.1%;相较于YOLOv7模型,YOLOv8n-BiFormer 模型的准确率增加了2.3%,召回率基本持平,mAP @0.5和mAP @0.95分别提升了2.2%㊁4.8%;相较于YOLOv8模型,YOLOv8n-BiFormer 模型的准确率㊁召唤率㊁mAP @0.5分别提升了0.8%㊁1.4%㊁1.0%(表2)㊂这表明,YOLOv8n-BiFormer 模型更加适合血鹦鹉的检测㊂图6展示了YOLOv8n-BiFormer 模型对血鹦鹉目标的检测结果㊂3.3.4㊀模型通用性验证试验㊀为验证本研究中方法表1㊀消融试验结果Tab.1㊀Results of ablation experiment%模型model准确率precision召回率recall平均精度均值mAP@0.5平均绝对误差mAP@0.95YOLOv8n0.9740.9230.9810.733YOLOv8n-BiFormer 0.9920.9370.9910.736YOLOv8n-CA0.9750.9290.9660.650YOLOv8n-ShuffleAttention 0.9710.9180.9640.640YOLOv8n-BiFormer-EfficientNet 0.9640.9180.9590.622YOLOv8n-BiFormer-jct0.9670.9440.9770.657YOLOv8n-BiFormer-SPD0.9720.9270.9710.635表2㊀YOLO 系列模型对血鹦鹉的检测结果Tab.2㊀Detection results of YOLO series models on blood parrots模型model 准确率/%precision 召回率/%recall 平均精度均值/%mAP@0.5平均绝对误差/%mAP@0.95每帧检测时间/msdetection time per frameYOLOv5s 98.590.295.166.526.8YOLOv796.993.996.968.815.5YOLOv8n 98.492.398.173.317.5YOLOv8n-BiFormer99.293.799.173.617.0223大连海洋大学学报㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀第39卷图6㊀YOLOv8n-BiFormer 模型对血鹦鹉的检测结果Fig.6㊀Detection results of blood parrots by YOLOv8n-BiFormer model对其他相似鱼类具有一定的通用性,以慈鲷为例进行检测与追踪㊂慈鲷是最受人们欢迎的观赏鱼之一,慈鲷通常具有多种颜色,包括黄㊁蓝㊁绿和红色等,且具有深色底部并带有明亮的斑点或条纹㊂慈鲷游动速度较缓慢,在检测追踪时,可以得到较为清晰稳定的图像,不会出现目标虚化或者快速移动导致丢失目标的情况㊂慈鲷相较于血鹦鹉颜色和花纹更为复杂,大小体型也不尽相同㊂若能使用该模型成功实现慈鲷的检测和追踪,即可证明本研究中的方法适用于现有大部分观赏鱼的检测和追踪㊂选用YOLOv8n-BiFormer 模型与YOLOv8n㊁YOLOv7和YOLOv5模型对慈鲷进行检测对比试验,结果发现:相较于YOLOv7模型,YOLOv8n-BiFormer 模型的准确率提升了2.2%,召回率㊁mAP @0.5和mAP @0.95分别提升了12.1%㊁9.1%㊁13.9%;相较于YOLOv5s 和YOLOv8n 模型,YOLOv8n-BiFormer 模型的准确率相差不大,但召回率㊁mAP@0.5和mAP@0.95相较于YOLOv5s 提升了4.4%㊁3.0%㊁6.4%,相较于YOLOv8n 提升了1.8%㊁1.9%㊁1.8%,在参数量上较YOLOv8n 减少了128682个(表3)㊂图7展示了YOLOv8-BiFor-mer 模型对慈鲷目标的检测效果㊂图7㊀YOLOv8n-BiFormer 模型对慈鲷的检测结果Fig.7㊀Detection results of cichlids by YOLOv8n-Bi-Former model表3㊀YOLO 系列模型对慈鲷的检测结果㊀Tab.3㊀Detection results of cichlids by YOLO seriesmodels%模型model准确率precision 召回率recall 平均精度均值mAP@0.5平均绝对误差mAP@0.95YOLOv5s 97.289.093.550.3YOLOv794.881.387.442.8YOLOv8n 97.291.694.654.9YOLOv8n-BiFormer97.093.496.556.73.4㊀追踪算法的选择目前,传统的追踪算法有SORT (simple onlineand realtime tracking)㊁DeepSORT (deep learning-based SORT)[20]㊂SORT 算法主要依赖于外部目标检测器的输出,在单目标或低密度场景下可能存在目标丢失的情况㊂DeepSORT 算法是在SORT 算法的基础上,采用深度学习方法提取特征,在数据关联和多目标跟踪中引入深度学习的一种算法㊂DeepSORT 算法可以高效处理多目标㊁复杂运动情况下目标的跟踪任务㊂缺点是计算复杂度较高,对于一些质量较低的检测框,可能无法正确识别目标㊂相比之下,ByteTrack 算法能够在目标检测的基础上实现更准确的目标跟踪,且在高密度场景中同时跟踪多个重叠的目标㊂ByteTrack 算法在设计上针对目标遮挡㊁尺度变化和运动模糊等常见挑战做出了改进,相较于SORT㊁DeepSORT 等传统的目标跟踪算法更适合本研究要求㊂因为其点线集成(PLI)跟踪算法能够较好地适应鱼类不同的运动状态和形态,以及较为复杂的水下环境,且具有良好的抗干扰能力㊂综上所述,ByteTrack 算法更加适合鱼类的检测和追踪㊂图8为采用DeepSORT 和ByteTrack 算法追踪后的血鹦鹉图像,图9为采用ByteTrack 算法追踪后的慈鲷图像㊂4㊀讨论4.1㊀不同追踪算法对血鹦鹉目标追踪的影响ByteTrack 算法需要的参数主要有track_thres(跟踪阈值)㊁track_buffe (缓冲区大小,即历史帧上保存的检测结果数量)㊁match_thresh (匹配阈值)㊁aspect _ratio _thresh (宽高比阈值)㊁min_box_area (最小Box 面积)和mot20(是否使用mot20训练集进行训练),可以根据实际需要通过调整这些参数来优化算法㊂323第2期李鹏龙,等:具有双层路由注意力机制的YOLOv8血鹦鹉目标检测与追踪方法图8㊀不同追踪算法对血鹦鹉的追踪结果Fig.8㊀Tracking results of different tracking algorithms on blood parrot图9㊀ByteTrack算法对慈鲷的追踪结果Fig.9㊀Tracking results of ByteTrack algorithms on cichlid㊀㊀本研究中,在设置参数时主要参考交并比(intersection over union,IoU)值和要追踪物体的大小㊁速度和数量㊂本次追踪的目标血鹦鹉运动速度比较慢,所以需要降低track_thres的值来增加追踪的灵敏度,以防止在追踪过程中出现卡顿㊂同时需要较小的缓冲区,以避免追踪器在连续多帧都未检测到目标时,将其误判为已离开画面㊂将track_ thres设置为0.25,track_buffe设为30,较小的缓冲区能够更快地更新历史帧上保存的检测结果,保持对血鹦鹉追踪的连续性㊂match_thresh用于判断一个新检测到的边界框是否与之前被追踪的目标匹配,由于本研究中的鱼类个体均偏大,将match_thresh设置为0.8可以过滤掉一些误检测的边界框㊂aspect_ratio_thresh用于排除不符合鱼类特征的无效边界框,故设置为3.0,这样可以提高目标检测的准确性,避免误判㊂min_box_area为最小边界框面积,用于排除面积过小的边界框,避免追踪错误的小目标㊂根据所选鱼类的特征,将最小边界框面积设置为1.0,可以过滤掉面积过小的无效边界框,提高目标追踪的准确性㊂由于并不需要使用mot20训练集,故mot20保持默认值False㊂4.2㊀引入注意力机制对模型检测效果的影响近年来,通过在模型中添加注意力机制成为提高目标检测准确性和抗背景干扰的重要手段之一㊂目前,常见的注意力机制有SE㊁CA㊁CBAM㊁ECA㊁SK㊁GAM和NAM等㊂涂万等[21]提出了一种基于通道非降维与空间协调注意力机制(ECAM)的改进YOLOv8养殖鱼群检测模型㊂ECAM注意力机制是由通道注意力模块(efficient channel attention block,ECAB)和协调空间注意力模块(coordinated spatial attention block,CSAB)组成,其可以减少因为鱼群运动模糊造成的特征提取能力下降问题,通过引入该注意力机制,使模型的检测准确率㊁召回率㊁平均精度均值较原模型分别提升了1.7%㊁1.0%㊁1.3%[21]㊂陈科等[22]在YOLOv5s模型中依次添加ShuffleNet V2㊁CBAM和ASPP3种注意力机制,相较于原模型,其检测准确率分别提升了-3.2%㊁8.7%㊁11.3%,模型参数量从69970个依次变化到9400㊁9505㊁14400个,虽然在添加ShuffleNetV2后模型检测准确率出现了下降,但大幅减少了参数量,确保了后续引入CBAM㊁ASPP两种注意力机制后在提升模型精度的同时模型参数量变化不大㊂相较于陈科与涂万等的研究结果,本研究中提出的具有双层路由注意力机制的YOLOv8n-Biformer模型准确率和召回率更高,在提升召回率方面更有优势,并且在检测其他类别的观赏鱼时也具有一定效果㊂由此可见,在引入注意力机制时不能只考虑模型精度的提升,还需对模型参数量和检测速度等方面综合考虑㊂因此,对模型有选择地进行改进,可以更好地平衡检测精度和满足实际应用需求㊂5㊀结论1)本研究中提出了一种基于改进YOLOv8n 模型的鱼类检测模型YOLOv8n-Biformer模型,该模型在血鹦鹉数据集上的检测准确率为99.2%,423大连海洋大学学报㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀第39卷平均精度均值为99.1%,召回率为93.7%,并且结合ByteTrack追踪算法实现了对血鹦鹉和慈鲷的精确追踪㊂使用该模型可方便地对观赏鱼的活动状态进行追踪观察,避免了传统的人工记录鱼类活动信息时的一些缺点㊂2)本研究中提出的YOLOv8n-Biformer模型,相较于其他主流模型如YOLOv5和YOLOv7,以及其他改进模型YOLOv8-CA㊁YOLOv8n-ShuffleAtten-tion㊁YOLOv8n-BiFormer-EfficientNet㊁YOLOv8n-Bi-Former-jct和YOLOv8n-BiFormer-SPD,在平均精度均值上均有提升,同时YOLOv8n-Biformer模型相比于YOLOv8n检测速度更快,可以为海洋水族馆珍稀鱼类精细化管理㊁渔业环境保护和资源管理等领域提供帮助,适合部署在算力资源缺少的生产环境中㊂本研究结果为后续实现更高精度㊁更准确的鱼类识别和追踪方法提供了有益参考㊂致谢:东海水产研究所与大连海洋大学联合培养研究生王书献,在ByteTrack程序调试中给予了帮助,东海水产研究所与上海海洋大学联合培养研究生孙月莹,在本文写作方面给予了帮助,谨此致谢!参考文献:[1]㊀于秀娟,郝向举,冯天娇,等.中国休闲渔业发展监测报告(2023)[J].中国水产,2023(11):22-27.㊀㊀㊀YU X J.HAO X J.FENG T J,et al.Monitoring report on the de-velopment of recreational fisheries in China(2023)[J].China Fisheries,2023(11):22-27.(in Chinese)[2]㊀刘洋,张胜茂,王书献,等.水族馆鱼类目标检测网络优化研究[J].渔业现代化,2022,49(3):89-98.㊀㊀㊀LIU Y,ZHANG S M,WANG S X,et al.Research on optimization of aquarium fish target detection network[J].Fishery 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[15]㊀王书献,张胜茂,朱文斌,等.基于深度学习YOLOV5网络模型的金枪鱼延绳钓电子监控系统目标检测应用[J].大连海洋大学学报,2021,36(5):842-850.㊀㊀㊀WANG S X,ZHANG S M,ZHU W B,et al.Application of an e-lectronic monitoring system for video target detection in tuna long-line fishing based on YOLOV5deep learning model[J].Journal523第2期李鹏龙,等:具有双层路由注意力机制的YOLOv8血鹦鹉目标检测与追踪方法of Dalian Ocean University,2021,36(5):842-850.(in Chinese) [16]㊀李家俊.基于改进YOLOX的目标检测与跟踪算法研究[D].赣州:江西理工大学,2022.㊀㊀㊀LI J J.Research on target detection and tracking algorithm based on improved YOLOX[D].Ganzhou:Jiangxi University of Scienceand Technology,2022.(in Chinese)[17]㊀MISRA D.Mish:a self regularized non-monotonic activation func-tion[EB/OL].2019:arXiv:1908.08681./abs/1908.08681.pdf.[18]㊀HE K M,ZHANG X Y,REN S Q,et al.Deep residual learning forimage recognition[C]//2016IEEE conference on computer vi-sion and pattern recognition(CVPR).Las Vegas,NV,USA:IEEE,2016:770-778.[19]㊀孙月莹,陈俊霖,张胜茂,等.基于改进YOLOv7的毛虾捕捞渔船作业目标检测与计数方法[J].农业工程学报,2023,39(10):151-162.㊀㊀㊀SUN Y Y,CHEN J L,ZHANG S M,et al.Target detection and counting method for Acetes chinensis fishing vessels operationbased on improved YOLOv7[J].Transactions of the Chinese So-ciety of Agricultural Engineering,2023,39(10):151-162.(inChinese)[20]㊀胡辉,司凤洋,曾琛,等.一种结合Dropblock和Dropout的正则化策略[J].河南师范大学学报(自然科学版),2019,47(6):51-56.㊀㊀㊀HU H,SI F Y,ZENG C,et al.A regularization strategy combining Dropblock and Dropout[J].Journal of Henan Normal University(Natural Science Edition),2019,47(6):51-56.(in Chinese) [21]㊀涂万,于红,张鹏,等.基于通道非降维与空间协调注意力的改进YOLOv8养殖鱼群检测[J].大连海洋大学学报,2023,38(4):717-725.㊀㊀㊀TU W,YU H,ZHANG P,et al.Farmed fish detection by improved YOLOv8based on channel non-degradation with spatially coordi-nated attention[J].Journal of Dalian Ocean University,2023,38(4):717-725.(in Chinese)[22]㊀陈科,周勇,薛明洋,等.基于机器视觉和改进YOLOv5s的鲫病害轻量级无损检测模型[J/OL].水生生物学报,2023:1-8.(2023-12-20).https:///kcms/detail/42.1230.Q.20231219.2149.002.html.㊀㊀㊀CHEN K,ZHOU Y,XUE M Y,et al.Lightweight nondestructive detection model of crucian carp disease based on machine visionand improved YOLOv5s[J/OL].Acta Hydrobiologica Sinica,2023:1-8.(2023-12-20).https:///kcms/detail/42.1230.Q.20231219.2149.002.html.(in Chinese)YOLOv8blood parrot object detection and tracking methodwith dual-layer routing attention mechanismLI Penglong1,2,ZHANG Shengmao2∗,SHEN Lie1∗,FAN Wei2,GU Jiahui1,ZOU Guohua3 (1.College of Navigation and Ship Engineering,Dalian Ocean University,Dalian116023,China;2.Key Laboratory of Fisheries Remote Sensing, Ministry of Agriculture and Rural Affairs,East China Sea Fisheries Research Institute,Chinese Academy of Fishery Sciences,Shanghai200090,China;3.Shanghai Junding Fishery Technology Company Limited,Shanghai200090,China)Abstract:In order to detect the behavior and health status of hybrid ornamental fish(Vieja synspilaɬˑAmphilo-phus citrinellusȶ),a target detection model called YOLOv8n-BiFormer with a dual-layer routing attention mecha-nism was designed.In this method a dual-layer routing attention mechanism is added into the YOLOv8n model to reduce computation and memory requirements,and a new visual universal transformer called BiFormer is introduced to the YOLOv8n model for improvement of computational efficiency.The ByteTrack algorithm is employed to track the motion trajectory of the fish blood parrot.The results showed that the YOLOv8n-BiFormer model had a detection accuracy of99.2%,a recall rate of93.7%,and an average precision of99.1%(mAP@0.5)for the blood par-rot,increased by0.8%,1.4%,and1.0%compared to the YOLOv8n model,respectively.The model demon-strated good performance in the detection and tracking of the cichlid(Chindongo demasoni)in an aquarium,with a detection accuracy of97.0%,a recall rate of93.4%,and an average precision of96.5%,increase by1.8%in recall rate and1.9%in average precision compared to the YOLOv8n model.The finding demonstrates that the de-signed YOLOv8n-BiFormer model performs excellently in detecting and tracking blood parrot fish and cichlid tar-gets,with fewer computational resources,and that can be deployed in aquarium monitoring systems,providing fea-sible solution for the automation and intelligence of ornamental fish information recording.Key words:Vieja synspilaɬˑAmphilophus citrinellusȶ;Chindongo demasoni;YOLOv8model;detection and tracking;ByteTrack algorithm623大连海洋大学学报㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀㊀第39卷。

持续光照建立斑马鱼失眠模型及评价

持续光照建立斑马鱼失眠模型及评价

theproliferationandapoptosisofhumankeloidfibroblastsanditsmechanisminvitro.Methods Thelentiviralvec torcarryingSPARCshRNA(LV2N shRNA SPARC,sh SPARCgroup)andemptyplasmid(LV2 NC,sh NCgroup)weretransfectedintohumankeloidfibroblasts(HKF)respectively.Real timePCR(qRT PCR)andWesternblotwereperformedtoexaminetheexpressionofSPARCmRNAandproteininHKF.MTTassaywasusedtoestimatethecellproliferation.ThecellcycleandapoptosisofHKFweredetectedbyflowcytometry.TheexpressionofTGF β1andTβRⅠproteinsinHKFweredetectedbyWesternblot.Results ①AftertransfectionofSPARCshRNAlentiviralvector,theexpressionofSPARCmRNAandproteininHKFweresignificantlydown regulatedcomparedwiththoseinthecontrolgroups(P<0 05).②MTTassayshowedthattheproliferationofsh SPARCgroupsde creasedcomparedwiththecontrolgroups(P<0 05).③FlowcytometryresultsshowedthattheSphasecellratiosofsh SPARCgroupswerereducedwhiletheapoptosisratesincreasedcomparedwiththecontrolgroups(P<0 05).④WesternblotshowedthattheproteinexpressionlevelsofTGF β1andTβRⅠsignificantlydecreasedinsh SPARCgroups.Conclusion SPARCgenesilencinginhibitstheproliferationblockscellcycleprogressionandpro motescellapoptosisinHKF,whichmayberelatedtothedown regulationoftheTGF βsignalingpathway.Keywords lentivirus;secretedprotienacidicandrichincysteine;keloid;fibroblasts;transforminggrowthfac tor β网络出版时间:2022-05-2817:34 网络出版地址:https://kns.cnki.net/kcms/detail/34.1065.R.20220526.1018.020.html持续光照建立斑马鱼失眠模型及评价冉思邈,夏 婧,夏乐旋,王 平摘要 目的 利用斑马鱼建立睡眠剥夺模型,为失眠的基础研究提供更多可靠的实用建模参考方案。

暗示学习法(Implicitlearning)

暗示学习法(Implicitlearning)

暗示学习法(Implicit learning)Suggestion teaching methodImplicit approach is also called heuristic foreign language teaching method". A method of learning languages created by Lozanov, a psychologist in bulgaria. This method has been introduced to people since 1966 and has been extended to more than 10 countries, and also has a good effect in non language subjects.FounderSuggestopaedia is by the Bulgarian psychiatry psychologist George Lozanov also called Georgi Lozanov (Georgi Lozanov) in 60s and the early 70s first, after the Soviet Union and Eastern European countries to the United States, Canada, France, Japan and other countries, in recent years, was introduced to our country.Basic conceptsLozanov to hint teaching method under the definition is: "to create a high level of motivation, establish a psychological tendency to stimulate individual potential, from students is a complete individual this perspective, in the learning process of communication, and strive to combine all the unconscious." Suggestopaedia word, also called the heuristic method of teaching, it is suggested that the creation of Bulgarian expert Georgi Lozanov in mid 60s, is said to be a "development of human intelligence, teaching methods of accelerated learning process".Basic principleThe principle of suggestive teaching is the principle of wholeness. He believes that in the learning process is not only the brain, and the body; not only the left hemisphere of the brain, and the right hemisphere; not only with conscious and unconscious activities; not only intellectual activities, and emotional activities. While people learn normally, always put yourself into several parts: the body, the two hemispheres of the brain, conscious and unconscious, emotional and rational, they are not compatible, even conflict with each other, thus greatly weaken people's learning ability. The suggestion teaching method is to integrate these parts organically, to play the whole function, and to integrate the whole function.InventionIn medicine, hinting is a person's influence on the psychology and behavior of others in an implicit and indirect way. That therapy refers to the patient by doctor suggests that some sort of idea, make the patients relieve psychological pressure and burden in the process of accepting these ideas, so that the symptoms of the disease is a kind of treatment method to reduce and gradually eradicate. In the middle of the 1950s, Lozanov was inspired by a successful case of psychological suggestion therapy, and began to shift all his energies to the study of suggestive teaching. 9 years later, he proved the existence of "super memory" by ample experimental evidence. At the same time, Lozanov also felt the fact that the traditional teaching lagged behind the development of the times, and saw the necessity ofreform. He believes that the main drawbacks of traditional teaching: underestimate human learning potential; the only hard, do not pay attention to methods, by learners of different degrees of psychological tension; there is no flexibility in the use of the latest research results, the lack of established research based on the integrated teaching method in human physiology and psychology. In 1965, he led the establishment of Suggestopedia teaching group, second years for the expansion of Suggestopedia Institute, began to experiment with more than 5000 students in the 16 experimental schools. The results show that good learning atmosphere can improve the effect of foreign language learning. In l971, the first international seminar on suggestive law was held in Bulgaria. Since then, the suggestion teaching method has been rapidly applied in many countries, and has become a research topic in the educational field.Psychological basisThere are a series of theoretical bases, such as pedagogy, psychology, neurophysiology, psychotherapy and so on. The most important one is the theory of psychology. Lozanov's theory is based, learning should be a fun, should in no tension; as people, their thinking is in consciousness and subconscious awareness of the two level; that is to use the brain reserve means not generally, is to add fast learning. Later, it was summed up as four psychological bases:1. suggestibility.That people can be, and the influence of enlightenment, "is a common human individual quality", because it makes no sense ofthe relationship between human and environment effect. Although people have the ability to accept the suggestibility, but implied different. It is subject to a variety of factors, such as physical and mental, professional ability and social status. If the former is superior to the latter in these respects, it can produce strong hinting ability, otherwise it may cause the resistance to be resisted and even lose its function. Who has the ability to take a hint, but also has the ability of anti implied, this suggests that anti defence usually has three way: the logic of defense, "it seems illogical for the impression motivation, welcome all the feelings"; "for defense, cannot create a sense of trust and security, are welcome." the ethics of defense; "where the principles of moral and personal conflicts that are unlikely to be accepted". These three lines of defence are shared by all. In the use of implied teaching method, not to break through the three lines of defense, but on the contrary, to achieve coordination with the three lines of defense, causing psychological resonance, so as to overcome it.Unconscious mental activities of 2. people. Unconscious activity, also called irrational activity, is a concept relative to conscious and rational activity. In the process of rational activity, human beings are accompanied by irrational activities. That study that "even the most strong ideas, and unless the unconscious psychological tendency of the combination, and his attitude and motivation combination, and he is looking for something together, and his interest in the needs of combining, and his personal emotion, intelligence, memory and other characteristics will require coordination otherwise, can not produce the implied effect."The non attention psychological reaction of 3. people (also known as non-specific psychological reaction). This is a kind of psychological reaction without notice, such as a person to another person to speak, the listener's attention focused on the content of the speaker said in a note, this is the psychological reaction, also known as the specific psychological reaction. The speaker's tone, intonation, facial expression, accompanying movements, gestures, gestures, and so on, also attract the attention of the listener from time to time, which is the listener's unconscious attention, that is, vague attention. The listener's unconscious attention is the psychological response to inattention.The potential of 4. people. Refers to the latent ability in the human brain and the body has not yet played out, that is, people still have not yet used the physiological and psychological ability. Throughout the ages, all the successful scientific inventions and literary creations in the world have not been made by writers and scientists to maximize their potential and exploit their potential. Tap the potential of people is not easy, because in general, it is hidden in the depths of human psychology and physiology, only in special circumstances, namely specific environmental oppression, in a strong desire and motivation, purpose and need to, will reveal to. The potential of people once excavated, it can make people have extraordinary memory, imagination, thinking ability, teaching method is suggested to create a certain environment and situation in various ways, forcing people to play their various potential.The psychological theory basis of the suggestive teaching method comes from scientific practice and conforms to the objective reality of human beings. It is based on the suggestibility, people's unconscious psychological activities, pay attention to non mental reaction, human potential, overall, is human centered, student-centered, pay attention to emotional factors, human intelligence factors, non intelligence factors. And these can also be understood as people's emotion and cognition, human intuition and creativity, personality and development of human beings, human potential and other factors.Theoretical basisThat is teaching, elaborate design of teaching environment, with hints, Lenovo, music and other comprehensive practice and establish a psychological tendency of the unconscious, the creation of a high degree of learning motivation, stimulate students' learning needs and interests,Give full play to the potential of students, so that students in a relaxed and happy learning to achieve better results. Key points of the theory are: (1) the environment is extensive and the birthplace of the important place that; (2) the suggestibility; (3) the overall view of human activities; (4) false negative state of creativity most likely to enhance memory, increase knowledge, develop intelligence; (5) fully self the development is the most fundamental one of the inherent needs; (6) unpleasant things are often inadvertently knowledge for perceived resistance.Basic principle(1) students should be confident, happy and not nervous;(2) emotion regulates reason, and unconsciousness regulates consciousness;(3) set the situation, use communicative exercises, and learna lot of teaching materials in the short term;(4) comparing foreign languages by means of mother tongue translation;(5) mutual trust and respect between teachers and students.Basic stepsThe first is to present the new teaching materials, teachers with gestures and facial expressions to the teaching contents, and then, in the beautiful music, with the music rhythm, with vivid emotional expressions and read the text, the students looked at the text, can imitate; then students in a relaxed and happy mood to listen to the teacher read music, this can produce intentional and unintentional cognitive ability and strong memory, imperceptibly memory learning materials.Application strategy(1) the authority of teachers and teaching materials. The authority (authority) here refers to some people, ideas or teaching materials, after the test of time to obtain respectand respect of people's trust. The use of this authority influence, make people can be taught, easy to accept the suggestion, reinforcement learning ability. The authority of teachers is naturally formed in the process of teaching. It requires teachers not only strict to the students, but also care about, equality; not only profound specialized knowledge, and extensive knowledge of the structure; not only to have a graceful movement, strong physique and healthy personality. In the use of authority technology should also pay attention to, in the process of teacher-student interaction, the role of authority can not be too obvious, because when students do not know the technology used by teachers, anti implicit line of defense is more likely to be broken.(2) infant. The technology of "infantilization" is aimed at adult teaching. It is not to eliminate or weaken the life experience and intelligence of adults, but to make use of some characteristics of children in learning, such as spontaneity, self-confidence, curiosity and memory. It can help senior students eliminate their cues, freeing them from past restricted and unfavorable cues. Such as puberty students, restrict self-expression for some ideas from adults desire to complete the movement of technology has a certain degree of difficulty shows obvious fear, retreat or reserved in front of people, in the girls who was particularly significant. While children do not have such pressure or conscious effort in the process of learning, the passivity of consciousness and physical relaxation make it easier to carry out physical education. Therefore, through the creation of active classroom atmosphere and teachers' superb teaching art to achieve childish, to trigger a relaxed atmosphere of learning, toeliminate pressure and fear is of great significance.(3) dual communication. Double communication(double-planeness) refers to the unconscious stimulus from the environment (such as classroom decoration) and the teacher's teaching characteristics (facial expressions, gestures, etc.) to stimulate students' unconscious psychology. These marginal stimuli have an important influence on students' learning ability, so it implies that teaching should focus on the arrangement of teaching situations, and teachers should maintain a happy, enthusiastic, proud and full mental state. In addition, teachers should also try to penetrate the high expectation information to the students, so as to improve their expectation of themselves and stimulate their confidence in learning.(4) superb educational art. The use of suggestive teaching is not simply to do a few gestures, to put a few pieces of music, to say a few words of encouragement is so simple. Real hint,It is necessary to master the theory of psychology and psychological hint skills, such as how to effectively grasp the implied time, how to effectively break through students' counter suggestion how to defense, leaving no trace to that effect and so on, are the need for teachers with superb educational wisdom and teaching art. Therefore, it is necessary for teachers to do relevant study and training before using the suggestive teaching method.LimitationsIn fact, there are some limitations in implicit teaching method. For example, in large-scale group teaching, the teacher's implication on students is often difficult to guarantee the expected effect. Lozanov first experiment is mainly for memory in language teaching to improve teaching ability, thus suggesting that in other aspects of the training and development of the cooperative effect is significant and has yet to be scientifically proven, scientific value of the remaining people questioned because of the experiment itself, when we transplant and reference suggestion teaching method, should also be cautious attitude should not exaggerate the implied teaching effect, also need not be denied. However, from the perspective of psychology, suggests that teaching advocates focus on students' unconscious psychological tendency, the positive psychological suggestion, arouse students' confidence and motivation, pay attention to students' irrational factors in teaching significance, to overcome the fear of students in the physical learning, enhance students' expectations for their own learning the discover body movement potential, or have the positive significance of the. It can be said that the suggestion is very valuable auxiliary teaching strategies in the teaching of physical education, if can and other teaching strategies of coordination and cooperation, give full play to teachers' educational wisdom and art of teaching, to improve teaching effect, stimulate learning motivation, is undoubtedly of great value.。

斑马鱼精子冻存与复苏实验方法与流程

斑马鱼精子冻存与复苏实验方法与流程

HEREDITAS (Beijing) 2012 年9 月, 34(9): 1211―1216实验指南ISSN 0253-9772 www.chinagene.c nDOI: 10.3724/SP.J.1005.2012.01211斑马鱼精子冻存与复苏实验方法与流程郑乃中, 张博北京大学生命科学学院, 细胞增殖与分化教育部重点实验室, 北京100871摘要: 斑马鱼是研究胚胎发育及其遗传机制的重要模式脊椎动物。

目前人们已经积累了大量的突变体和转基因鱼系, 如何安全、妥善地长期保存这些品系是每一个研究斑马鱼的实验室都会面临的问题。

精子冻存与复苏技术是目前最为简单有效的一种长期保存斑马鱼遗传品系的方法。

应用这一技术不仅可以节省大量的鱼房空间与人力、物力, 使鱼系的使用与保存更加灵活和持久, 更重要的是能够防止珍贵鱼系的意外丢失, 为鱼系保种提供额外的保障。

这类方法一般是通过体外挤出精子或研磨精巢获取新鲜的精子, 用适量的冻存液混匀后, 分装保存在液氮罐中。

需要时可以随时通过体外授精的方法使精子复苏。

经过30 年的发展, 随着冷冻保护剂的不断改良和冻存与复苏条件的不断优化, 斑马鱼精子冻存与复苏技术已逐渐成熟。

文章简单回顾了斑马鱼精子冻存与复苏技术的历史与发展, 并重点介绍本实验室自2005 年以来常规使用的斑马鱼精子冻存与复苏的方法及具体流程。

关键词: 斑马鱼; 精子冻存; 精子复苏; 体外授精A brief protocol for sperm cryopreservation and revival in zebrafish ZHENG Nai-Zhong, ZHANG BoKey Laboratory of Cell Proliferation and Differentiation o f Ministry of Education, C ollege of Life Sciences, Peking University, B eijing100871, ChinaAbstract: Zebrafish is an important vertebrate model organism for the study of embryonic development and the under-lying genetic mechanism. Numerous mutants and transgenics have been generated in recent years, long-term and safe stor-age of these fish lines is of crucial importance for every zebrafish community/lab. Sperm cryopreservation and revival has become a preferred method for this purpose, which provides extra and reliable security as a backup for the cost-effective maintenance of genetic stocks in addition to reducing space demanding for housing large amount of live fish. This is espe-cially critical for invaluable fish lines against accidental loss. Generally, the sperm are obtained by either squeezing the malefish or dissecting out and homogenizing the testes, then they are mixed with the freezing medium before gradually frozen as aliquots in liquid nitrogen. They can be easily revived through in vitro fertilization whenever necessary. This technique was收稿日期: 2012-08-31; 修回日期: 2012-09-07基金项目: 国家自然科学基金项目(编号:31110103904)和国家重大科学研究计划项目(编号:2012CB945101)资助作者简介: 郑乃中, 博士, 研究方向:斑马鱼遗传与发育机制。

诺氟沙星对斑马鱼胚胎发育的毒性作用及对TGF-β1的影响

诺氟沙星对斑马鱼胚胎发育的毒性作用及对TGF-β1的影响

诺氟沙星对斑马鱼胚胎发育的毒性作用及对TGF-β1的影响王冬梅;谷从友;刘铜;张琼宇;李培;胡晓军【摘要】The aim of this work is to investigate the deleterious effects of norfloxacin on zebrafish embryonic development in different periods, and determine its effects on TGF-β1 expression. Zebrafish embryos were exposed to different concentrations of norfloxacin(0, 10, 20, and 40μmol/L). The effects of norfloxacin on spinal curvature, pericardial cyst, yolk edema and mortality of zebrafishes in the different developmental periods were observed. Furthermore, the mRNA level of TGF-β1 was examined by qPCR. The results showed that norfloxacin had significantly deleterious effects on zebrafish embryonic development, as mainly evidenced by spinal curvature, pericardial cyst and yolk edema. With the increase of concentration of norfloxacin, embryonic development was delayed, and the hatch period and mortality increased. The mortality rate of zebrafish embryos at 96 hpf re ached 76.46% after exposure to 40μmol/L norfloxacin. Moreover, comparing with control g roup, the increase trend on mRNA level of TGF-β1 in zebrafish embryo exposing to different dose of norfloxacin slowed down with the prolonging of development time. Conclusively, norfloxacin has teratogenic and lethal effects on zebrafish embryonic development, suggesting norfloxacin residue in water system has serious latent dangers to the reproduction and development of fish.%旨在通过观察不同浓度诺氟沙星对斑马鱼胚胎不同发育时期的毒性作用,以及对 TGF-β1基因表达的影响。

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ReviewWindows into development:historic,current,and future perspectiveson transgenic zebrafishAva J.Udvadia*and Elwood LinneyDepartment of Molecular Genetics and Microbiology,Box 3020,Duke University Medical Center,Durham,NC 27710,USAReceived for publication 20September 2002,revised 18November 2002,accepted 18November 2002AbstractThe recent explosion of transgenic zebrafish lines in the literature demonstrates the value of this model system for detailed in vivo analysis of gene regulation and morphogenetic movements.The optical clarity and rapid early development of zebrafish provides the ability to follow these events as they occur in live,developing embryos.This article will review the development of transgenic technology in zebrafish as well as the current and future uses of transgenic zebrafish to explore the dynamic environment of the developing vertebrate embryo.©2003Elsevier Science (USA).All rights reserved.Keywords:Zebrafish;Transgenic;Time-lapse;Gene regulationIntroductionMany model organisms have been studied in the effort to understand the complex mechanisms that transform a single cell zygote into a functional,multicellular organism.Ovip-arous zebrafish have the advantage that their externally fertilized eggs can develop rapidly as transparent embryos,allowing us to literally visualize all stages of vertebrate development.In combination with fluorescent reporter genes that can be assayed in living tissue,it is possible in zebrafish to visualize changes in gene expression and de-tailed morphogenetic movements as they transpire in a live,developing vertebrate embryo.It is this possibility of real-time imaging in the native environment of the developing embryo that constitutes a major contribution of zebrafish to the study of vertebrate development.The first stable lines of transgenic zebrafish appeared in the literature over a decade ago (Stuart et al.,1988;1990).However,as with the development of transgenic mousetechnology,it took some time for laboratories to develop techniques that reliably produced transgenic animals on a routine basis (for information on technique,see Linney and Udvadia,2003;Meng et al.,1999a).It is mainly during the past 3years that this technology has seen widespread use in studies addressing developmental stage-and tissue-specific gene regulation,as well as in studies of cell migration and targeted misexpression (see Table 1).One consequence of these studies is a wealth of stable transgenic lines in which fluorescent reporter genes are expressed in tissue-restricted patterns or under regulation of inducible promoters (Table 1).Examples of stable transgenic lines expressing fluores-cent proteins under ubiquitous,restricted,and inducible promoters are shown in Fig.1.This review will focus on the generation and use of transgenic zebrafish for studies in vertebrate developmental biology.Given the early difficulties in developing trans-genic zebrafish,we will begin with a review on how the technology for generating stable,germ-line transgenic ze-brafish has evolved.We will follow with examples of stud-ies on early developmental processes that take advantage of transgenic zebrafish.Finally,we will discuss the future possibilities of these transgenic animals in targeted screens for mutations,toxins,and small molecules that affect spe-cific developmental events or pathways.Supplementary data for this article are available on ScienceDirect ().*Corresponding author.Fax:ϩ1-919-684-8735.E-mail address:ajudvad@ (A.J.Udvadia).RAvailable online at Developmental Biology 256(2003)1–/locate/ydbio0012-1606/03/$–see front matter ©2003Elsevier Science (USA).All rights reserved.doi:10.1016/S0012-1606(02)00083-0Table1Transgenic zebrafish linesExpression category Transgene Vector Expression pattern Rate oftransgenesis(%)Notes ReferencesUnrestricted pSV/hygro P not expressed5*SV-40early promoter drivinghygromycin resistance gene1 pUSVCAT P batch assay positive7RSVLRT&SV-40early regiondriving CAT reporter2 RSV/lacZ P not expressed16RSVLTR driving lacZ reporter3CMV/luciferase P not expressed3CMV promoter/enhancer drivingluciferase reporter4dHSP/CAT-NPT-BGAL or dHSP/HPT P not expressed31Drosophila HSP driving DrosophilaP-element and CAT-NPT-BGALreporter or HPT reporter5Xenopus ef1␣/lacZ P5lines range fromubiquitous to patchyexpression 6 4.6-kb Xenopus ef1␣promoter/enhancer driving lacZreporter6MoMLV/lacZ& RSV/neo R not expressed16pseudotyped retrovirus withMoMLV LTR driving lacZ reporterand RSV LTR driving neomycinresistance gene7Xenopus ef1␣/GFP P2/4with detectableexpression,ubiquitous 7185-bp enhancer/280-bp promoterfrom Xenopus ef1␣driving GFPreporter8Xenopus ef1␣/GFP P5/5with detectableexpression,ubiquitous 5same as above with rabbit␤globin2nd intron betweenpromoter/enhancer and GFP8Xenopus ef1␣/GFP PϩI1/3with detectableexpression,ubiquitous 9same as above plus2,1.2-kbinsulators from human␤globinflanking entire transgene fragment8carp␤actin/CAT P nonuniform expressionlimited to axial and paraxialmesoderm in tail&eyes andanterior CNS 7carp␤actin promoter driving CATreporter9carp␤actin/CAT PϩI ubiquitous20same as above with scs borderelements from Drosophila heatshock locus9carp␤actin/CAT PϩI ubiquitous3*same as above with A borderelements from chicken␤globinlocus9Xenopus ef1␣/lacZ R not expressed83Exchanged the MoMLV LTRtranscriptional regulatory regionswith Xenopus ef1a promoter drivinglacZ expression10zebrafish␤actin/ GFP P ubiquitous817-kb upstream sequences fromzebrafish␤-actin(includes exon1,intron1&part of exon2)drivingGFP reporter11CMV/luciferase P n.a.8CMV promoter/enhancer drivingluciferase reporter12 CMV/luciferase PϩNLS n.a.43plasmid same as above,ionicallycomplexed with nuclear localizationsignal peptides prior to injection12mariner element T n.a.33Plasmid with Drosophila mauritiananonautonomous mariner element,peach,transposed into genome whencoinjected with transposase mRNA13Xenopus ef1␣/GFP T ubiquitous(of the3founders,only1wastransposed—others randomintegration.Transposed hadstronger expression forlonger)8Xenopus ef1␣promoter driving GFPreporter(in Tc3transposon).Ableto integrate into genome bytransposition&mobilized withexogenous transposase142 A.J.Udvadia,E.Linney/Developmental Biology256(2003)1–17Expression category Transgene Vector Expression pattern Rate oftransgenesis(%)Notes Referencescarp␤actin/CAT P ubiquitous(did not transmitto F2offspring)2carp␤actin promoter driving CATreporter15carp␤actin/CAT PϩI ubiquitous(expression levelsproportional to numbers ofintegrated transgenes)4same as above with scs borderelements from Drosophila heatshock locus15carp␤actin/CAT PϩI ubiquitous(expression levelsproportional to numbers ofintegrated transgenes)1same as above with A borderelements from chicken␤globinlocus15Xenopus ef1␣/GFPntdP ubiquitous(nuclearlocalization)12Xenopus ef1␣promoter drivingnuclear targeted GFP reporter16 Xenopus ef1␣/GFPntdR ubiquitous(nuclearlocalization)10Xenopus ef1␣promoter drivingnuclear targeted GFP reporter in aretroviral construct16medaka Tol2-tyr T n.a.25Plasmid with zebrafish Tol2-tyrelement transposed into genomewhen coinjected with transposasemRNA17CMV/luciferase PϩNLS n.a.56peptides containing nuclearlocalization signals increasetransgenic rate18medaka␤actin/GFPPϩITR ubiquitous1910.6-kb medaka␤actin promoterdriving GFP reporter19zebrafish H2A.F/Z/GFPP nuclei of all cells42-kb zebrafish histone promoter/enhancer driving expression ofhistone-GFP fusion protein20zebrafish ef1␣/H2BGFPP ubiquitous(nuclearlocalization)100*injection of sperm nuclei transfectedwith Xenopus ef1a promoter drivingnuclear targeted GFP reporter21Nervous system mouse HSP/lacZ P7/8nonexpressing lines;1line expressing in restrictedpattern in RB and trigeminal;suggest enhancer trap 6truncated mouse heat shockpromoter driving lacZ reporter22goldfish␣1tubulin(del-1046/Ϫ846)/GFP P sporadic skin cell expression;regenerating(but notdeveloping)retinal ganglioncellsn.a.goldfish␣1tubulin5Јflankingregion,exon1and intron1,with a200-bp deletion in5Јflankingregion,driving GFP reporter23zebrafish islet1/ GFP P cranial motor neurons3 4.1-kb zebrafish islet1promoter/30bp5ЈUTR driving GFP reporter24zebrafish HuC/ GFP P nervous system2*10.5-kb zebrafish HuC promoterdriving GFP reporter25goldfish␣1tubulin/ GFP P nervous system2–5goldfish␣1tubulin sequences(including1696bp5Јflankingregion,exon1and intron1)drivingGFP reporter26zebrafish rod opsin/GFP P rod photoreceptors4* 1.2-kb upstream of translation startsite of zebrafish rod opsin genedriving GFP reporter27rat GAP43/GFP P nervous system31-kb upstream of translation start ofrat GAP43gene driving GFPreporter28zebrafish FoxD3/ GFP P migrating pigmentprecursors,PNS glia,neurons of the pineal glandn.a.14-kb upstream sequence ofzebrafish FoxD3(fkd6)driving GFPreporter29zebrafish HuC/ GFP P nervous system100*injection of sperm nuclei transfectedwith10.5-kb zebrafish HuCpromoter driving GFP reporter213 A.J.Udvadia,E.Linney/Developmental Biology256(2003)1–17Table1(continued)(continued on next page)Expression category Transgene Vector Expression pattern Rate oftransgenesis(%)Notes Referenceszebrafish pax2.1/lacZP MHB,hindbrain,spinal cord,ear and pronephros&ectopic but spatiallyrestricted activation of thereporter genes inrhombomeres3and5and inthe forebrain9used transient analysis to comparedifferent promoter lengths,chose5.3-kb upstream of translationalstart,pax2.1,driving lacZ reporter30zebrafish pax2.1/GFPPЈЈn.a. 5.3-kb upstream of pax2.1translational start driving GFPreporter30zebrafishrod-opsin/GFPP rod photoreceptors n.a. 1.1-and3.7-kb upstream regions ofthe zebrafish rod-opsin gene drivingGFP reporter31Xenopus opsin/GFP-rhodopsinP rod outer segments 1.3-kb Xenopus proximal opsinpromoter driving expression ofGFP-fusion protein with sequencesencoding C-terminal44aa ofXenopus rhodopsin.RA responsive32zebrafish AANAT-2/GFPP pineal photoreceptors3 1.65-kb5Јand3.5-kb3Јsequencesfrom zebrafish serotonin-N-acetyltransferase gene driving GFPreporter33Lymphoid cells zebrafish rag1/GFP PAC largest construct expressed inthymus,kidney and olfactoryneuronsn.a.GFP homologously recombined intoPAC containing80kb of5Јand40kb of3Јsequenceflanking thezebrafish pared withtansgenics made with smallerconstructs—more ectopic expression34Epithelia zebrafish krt8/GFP P EVL;epithelia(skin&digestive tract)16 2.2-kb upstream of zebrafishkeratin8transcription initiation site,driving GFP reporter35Pancreas zebrafish pdx-1/GFP P pancreas n.a. 6.5kb zebrafish pdx-1promoterdriving GFP reporter36zebrafish insulin/ GFP P pancreas n.a.4kb zebrafish insulin promoterdriving GFP reporter(also758,903,1392,1489,2620bp fragments)36Muscle zebrafish␣-actin/GFP PϩITR muscle6adeno-associated virus invertedterminal repeatsflanking transgene:zebrafish␣-actin driving GFPreporter(see below)19zebrafish␣-actin/ GFP P muscle28 3.9kb upstream(include.,exon1,intron1and20bp exon2)␣-actindriving GFP reporter11Blood zebrafish gata1/GFP Pϩ/ϪNLS intermediate cell mass andcirculating blood1 5.6kb upstream of zebrafish gata1translational start driving GFPreporter.ϩ/ϪNLS no difference inefficiency37zebrafish gata1/ GFP P lateral plate mesoderm andintermediate cell massn.a.8.1kb upstream of zebrafish gata1translation start driving GFPreporter38Germ cells Xenopus ef1␣/GFP-vasa3ЈUTR P germ cells n.a.0.5kb Xenopus ef1a promoterdriving GFP expression with variousfragments from vasa3ЈUTR to testfor germ cell localization394 A.J.Udvadia,E.Linney/Developmental Biology256(2003)1–17 Table1(continued)Expression category Transgene Vector Expression pattern Rate oftransgenesis(%)Notes Referenceszebrafish vasa/GFPP germ cells2first three exons and introns plusfourth exon to codon25fromzebrafish vasa gene driving GFPwith2.3kb downstream of stopcodon ligated to GFP3Јend forgerm cell targeting40Vasculature zebrafishfli1/GFP P developing vasculature,aortic arches,developingjaw,fin mesenchyme 1515kb zebrafishfll fragmentincluding exon1driving GFP.5/21express brightly41Response element reporters ERE/luciferase P n.a.4luciferase activity detectable in14dpf larvae,estrogen inducibleinducible42RAREtk/GFP P domains of retinoic acidactivity(nuclear localization)n.a.reporter of RA activity;3xRARE tkbasal promoter driving nuclearlocalized GFP43RAREGT2/YFP P domains of retinoic acidactivity(nuclear localization)n.a.reporter of RA activity;3xRAREbasal gata2promoter driving nuclearlocalized YFP43Lef/GFP P domains of Wnt/␤cateninsignalling1*reporter of beta catenin activity(uses4Lef binding sites and mousec-fos minimal promoter)44GAL4/UAS zebrafish HSP/Gal4P ubiquitous upon heat shock n.a.zebrafish heat shock protein70promoter driving Gal4expression45zebrafish DeltaD/ Gal4P Delta D expresses asendogenous genen.a.6kb zebrafish deltaD promoterdriving Gal4expression45svtk/GAL4PϩMAR ln.1:wk.Isolated exp.;ln.2:st.exp in h.b.and EVL 12SV40enhancer/tk minimal promoterdriving GAL4expression.5Јmatrixattach.region(MAR)46carp␤actin/GAL4PϩMAR adaxial mesoderm,h.b.20carp␤actin promoter driving GAL4expression.5ЈMAR46 carp␤actin/GAL4PϩMAR adaxial mesoderm,h.b.20carp␤actin promoter driving GAL4expression withflanking MARs46UASmyc-notch1: intra PϩMAR under UAS regulation165UAS sites driving expression ofmyc-tagged,activated notch1(6myc epitopes/intracellular notch1)withflanking MARs46Heat shock-inducible zebrafish hsp70/GFPP lens/ubiquitous upon heatshock2 1.5kb zebrafish HSP70/4promoterdriving GFP reporter.(Only twolines expressed)47zebrafish hsp70/sema3A1P lens/ubiquitous upon heatshockn.a. 1.5kb zebrafish HSP70/4promoterdriving expression of zebrafishsemaphorin3A-GFP fusion protein47zebrafish hsp/slit2-GFPP ubiquitous upon heat shock4 1.5kb zebrafish HSP70/4promoterdriving expression of zebrafish slit2-GFP fusion protein48Other zebrafish twhh/GFP P notochord,floorplate,branchial arches,pectoral tinbud,retina,kupffer’s vesiclen.a. 5.2kb zebrafish twhh promoterdriving GFP reporter49zebrafish shh/GFP P differentiating retinalganglion cells,in other areasrecapitulates shh RNAexpression n.a. 5.8kb intron enhancer and2.7kbpromoter from zebrafish shh drivingGFP505A.J.Udvadia,E.Linney/Developmental Biology256(2003)1–17Table1(continued)(continued on next page)Transgenic zebrafish technology:a historical perspectiveThe potential for transgenic zebra fish was first realized when it was shown that plasmid DNA injected into the cytoplasm of fertilized eggs could integrate into the genome and be stably transmitted to subsequent generations (Stuart et al.,1988).Investigations into the fate of injected DNA showed that high molecular weight concatemers were im-mediately formed and,in some cases,subject to sequence rearrangement (Cretekos and Grunwald,1999;Culp et al.,1991;Stuart et al.,1988,1990).The concatemerized DNA remained extrachromosomal and was ampli fied approxi-mately 10-fold prior to gastrulation.During gastrulation,the majority of foreign DNA was subsequently degraded,al-though low levels could still be detected in most injected embryos through at least 3weeks (Stuart et al.,1988).Examination of the progeny of injected animals revealed:(1)a relatively high frequency of germline transformants,5-25%of injected animals,and (2)a stability of the se-quences transmitted to the F 1and F 2progeny (i.e.,no further sequence rearrangements).Although these early results boded well for the simple generation of transgenic zebra fish,two extenuating factors prevented the widespread implementation of this technol-ogy:(1)unreliable expression of integrated transgenes,and (2)low frequency of germline transmission to the F 1prog-eny.First,while stable germline integration and transmis-sion of the plasmid DNA could be demonstrated by South-ern blot,expression of the reporter genes encoded in the plasmids was not always detectable (Bayer and Campos-Ortega,1992;Culp et al.,1991;Gibbs et al.,1994a,b;Stuart et al.,1988).These results led to the prevalent notion that transgenes in zebra fish were unusually susceptible to silencing as they passed to subsequent generations (Bayer and Campos-Ortega,1992;Caldovic et al.,1999;Caldovic and Hackett,1995;Culp et al.,1991;Gibbs et al.,1994a,b;Stuart et al.,1988).There was even concern that plasmid remaining in an extrachromosomal state could actually be passed on to F 1progeny,but lost in subsequent generations (Patil et al.,1994).Attempts to overcome these problems included the use of “border ”or “insulator ”elements to separate the transgene from integration site-speci fic repres-sion.Two studies using border elements from the Drosoph-ila heat shock locus or chicken ␤-globin locus reported an increase in the level and uniformity of transgene expression (Caldovic et al.,1999;Caldovic and Hackett,1995).In contrast,the use of insulator elements from the human ␤-globin locus appeared to decrease the number of express-ing transgenic animals (Amsterdam et al.,1995).However,the latter report did show an increase in the number of expressing transgenic animals observed when an intron was included in the transgene construct.Subsequently,there have been many reports of stable lines of transgenic ze-Expression categoryTransgeneVector Expression patternRate of transgenesis (%)Notes Referenceszebra fish DeltaD/DeltaDPcomplex pattern of mesodermal andneuroectodermal expression that changes over developmental time n.a.minigene to rescue DeltaD mutant fish.12.5kb of genomic sequence,including entire coding sequence of DeltaD51zebra fish DeltaD/GFPPcomplex pattern of mesodermal andneuroectodermal expression that changes over developmental timen.a.several different lines containing different fragments from 12.5kb DeltaD genomic sequence driving GFP reporter51Note.P,plasmid;P ϩI,plasmid with insulator elements;P ϩNLS,plasmid ϩnuclear localization sequence peptides;T,transposon;R,retrovirus;P ϩITR,plasmid with adeno-associated virus inverted terminal repeat;P ϩMAR,plasmid with martrix attachment region;PAC,P1arti ficial chromosome.MHB,midbrain –hindbrain boundary.*,based on single transgenic animal.SV-40,simian virus-40;n.a.,information not available;RSVLTR,Rous sarcoma virus long terminal repeat;LacZ,␤-galactosidase gene;CMV,cytomegalovirus;CAT,chloramphenicol acetyl transferase;HSP,heat shock promoter;GFP,green fluorescent protein;NPT,neomycinphosphotransferase;BGAL,␤-galactosidase;HPT,hygromycinphospho-transferase;MoMLV,Moloney Murine Leuke-mia Virus;svtk,SV40virus thymidine kinase;UAS,yeast upstream activating sequence;twhh,tiggy winkle hedgehog;shh,sonic hedgehog.References:Stuart et al.,1988(1);Stuart et al.,1990(2);Culp et al.,1991(3);Gibbs et al.,1994b (4);Gibbs et al.,1994a (5);Lin et al.,1994b (6);Lin et al.,1994a (7);Amsterdam et al.,1995(8);Caldovic and Hackett,Jr.,1995(9);Gaiano et al.,1996(10);Higashijima,et al.,1997(11);Collas and Alestrom,1998(12);Fadool et al.,1998(13);Raz et al.,1998(14);Caldovic et al.,1999(15);Linney et al.,1999(16);Kawakami et al.,2000(17);Liang et al.,2000(18);Hsiao et al.,2001(19);Pauls et al.,2001(20);Jesuthasan and Subburaju,2002(21);Bayer and Campos-Ortega,1992(22);Goldman and Ding,2000(23);Higashijima et al.,2000(24);Park et al.,2000(25);Goldman et al.,2001(26);Kennedy et al.,2001(27);Udvadia et al.,2001(28);Gilmour et al;2002(29);Picker et al.,2002(30);Hamaoka et al.,2002(31);Perkins et al.,2002(32);Gothilf et al.,2002(33);Jessen et al.,1999(34);Gong et al.,2002(35);Huang et al.,2001(36);Long et al.,1997(37);Kobayashi et al.,2001(38);Knaut et al.,20002(39);Kr øvel and Olsen,2002(40);Lawson and Weinstein,2002(41);Legler et al.,2000(42);Perz-Edwards,et al.,2001(43);Dorsky et al.,2002(44);Scheer,et al.,2001(45);Scheer and Campos-Ortega,1999(46);Halloran,et al.,2000(47);Yeo et al.,2001(48);Du and Dienhart,2001(49);Neumann and Nuesslein-Volhard (50);Hans and Campos-Ortega,2002(51).6A.J.Udvadia,E.Linney /Developmental Biology 256(2003)1–17Table 1(continued )brafish that express the transgene without the benefit of border elements(see Table1).We have generated several transgenic lines that have been carried through multiple generations,and we do notice a significant difference in levels of transient transgene ex-pression in embryos that have been injected with a reporter gene versus those that inherit the same reporter gene(Lin-ney et al.,1999;Perz-Edwards et al.,2001;Udvadia et al., 2001;E.L.,unpublished observations).It is not surprising that transgene expression in injected embryos is stronger than in embryos that have inherited the same sequence since many more copies of the transgene may be present in injected embryos.However,we have not observed any divergence or extinction of the F1patterns of expression in any subsequent generations.One explanation for the ap-pearance of silencing comes from the observation that some transgenic founder females can express the transgene in their oocytes(Linney et al.,1999).In this case,it was shown that,in embryos derived from founder females,transgene expression could be detected prior to the onset of zygotic transcription(Fig.2).A similarfinding was reported in earlier studies where weak transgene expression could be detected in F1progeny of transgenic founders that had not inherited the foreign DNA(Stuart et al.,1990).Thus,it is possible for progeny from a transgene-expressing female to score positive by expression without actually inheriting the transgene.While thesefindings do not rule out the possi-bility of transgene silencing,they offer an alternate expla-nation and present the possibility that silencing may not be as prevalent as previously believed.It has also been suggested that the use of promoter sequences from other species could lead to transgene silenc-ing(Higashijima,et al.,1997).To our knowledge,there has been no study directly comparing gene promoters from zebrafish with the homologous gene promoters from another species,although several reports suggest that transgene ex-pression from viral promoters is particularly problematic (see Table1).However,a number of transgene expressing lines have been created by using heterologous promoters, including those from Xenopus,carp,medaka,goldfish, mouse,and rat(see Table1).In fact,several studies have tested heterologous promoters in zebrafish specifically to discover regulatory elements that have evolutionarily con-served functions(Barton et al.,2001;Motoike et al.,2000; Reinhard et al.,1994;Udvadia et al.,2001;Westerfield et al.,1992).Therefore,while we cannot rule out the possi-bility that non-zebrafish sequences are more susceptible to silencing,it is more likely that the strength andfidelity of transgene expression from heterologous promoters will de-pend on how well the regulatory sequences,and the factors that bind them,have been conserved between species for a given gene.The other difficulty in establishing stable transgenic ze-brafish is the germline mosaicism of transgenic founder animals(see Fig.3).Early reports showed that founderfish usually transmitted the transgene to far less than50%of the F1progeny(frequencies ranged from6to54%),while F2 progeny consistently inherited the transgene at a rate of50% (Culp et al.,1991;Stuart et al.,1988,1990).Similar fre-quencies of transgene transmission have since been noted in most other reports of transgenic zebrafish(see references in Table1),including germline transmission of retroviral vec-tors(Lin et al.,1994a;Linney et al.,1999)and transposons (Fadool et al.,1998;Kawakami et al.,2000;Raz et al., 1998).The exceptions to germline mosaicism come from two reports that describe the use of nuclear localization signal(NLS)peptides(Collas and Alestrom,1998;Liang et al.,2000).These synthetic peptides,ionically complexed to plasmid DNA,function to increase both the number of nuclei taking up the foreign DNA and the amount of DNA taken up per nuclei.This in turn was shown to greatly increase the frequency of germline integration in injected fish and also to increase the percentage of F1progeny inheriting the transgene to nearly50%.In contrast,two earlier publications using a different reporter construct noted little or no difference in transgenesis in the presence or absence of NLS peptides(Higashijima et al.,1997;Long et al.,1997).Whether the difference lies in the plasmids used or in the exact experimental conditions remains to be determined.In most cases,germline mosaicism continued to be a hurdle.For example,if a founder produced less than5% transgenic progeny it would be likely to be scored nega-tively if fewer than100progeny were screened,thus con-tributing to the perception of germline silencing.Since transgene detection in embryos required their sacrifice for either enzymatic assays or DNA collection,screening100 progeny/founder could be cumbersome and time-consum-ing.However,with the availability of reporter assays that could detect transgenes in live animals,the rare transgene expressing F1progeny could be immediately identified and raised to maturity.Live reporter assays made it unnecessary to raise hundreds of transgene-negativefish tofind the few transgene-positivefish,thus saving time,space,and re-sources(Amsterdam et al.,1995;Lin et al.,1994b).Thefirst such application used afluorescent substrate for␤-galacto-sidase that could be used to identify lacZ transgenes in live animals(Lin et al.,1994b).However,Green Fluorescent Protein(GFP)and other subsequently derivedfluorescent proteins require no exogenous substrate and have proven to be much more sensitive,and therefore are the reporters of choice for transgenicfish(Amsterdam et al.,1995, 1996).There are now a number of useful GFP variants that are commercially available that differ influorophore excitation and emission spectra,protein folding time,protein half-life, and subcellular localization of the protein.While there have been no published transgenic lines using GFP variants with a shorter half-life,our limited experience with this variant suggests that the reduced sensitivity of this reporter may limit its usefulness for stable transgenic lines.More useful are the GFP variants thatfluoresce in the green,yellow,and7A.J.Udvadia,E.Linney/Developmental Biology256(2003)1–178 A.J.Udvadia,E.Linney/Developmental Biology256(2003)1–17blue range as well as the red fluorescent proteins now also available.These variations,among other bene fits,provide the possibility for multiple transgenes to be studied simul-taneously in the same fish.A recent review provides a more detailed analysis of the bene fits and drawbacks of the var-ious fluorescent proteins,as well as suggestions for maxi-mizing detection of weak fluorescent signals (Linney and Udvadia,2003).Transgenic zebra fish in developmental studies Transient assaysA complementary approach to generating stable trans-genic lines for the purpose of analyzing gene regulatory sequences is the use of transient expression assays.In these assays,dozens of fish are injected with a given plasmid in order to generate an “expression map ”by pooling expres-sion information from the mosaic embryos.This method has been used successfully to analyze cis -acting promoter/en-hancer elements that contribute to tissue-speci fic,species-speci fic,or developmental time-speci fic gene expression (Chen et al.,1998,2001;Du and Dienhart,2001;Hieber et al.,1998;Higashijima et al.,2000;Huang et al.,2001;Ju et al.,1999;Marsh-Armstrong et al.,1995;Meng et al.,1997,1999b;Moav et al.,1993;Moss et al.,1996;Motoike et al.,2000;Muller et al.,1999;Park et al.,2000;Picker et al.,2002;Reinhard et al.,1994;Udvadia et al.,2001;Wester-field et al.,1992).The drawbacks to this method are that the injected em-bryos are often highly mosaic and there is a greater degree of ectopic expression.Several techniques have been re-cently described for decreasing mosaic and/or ectopic trans-gene expression in transient assays.One solution is to use arti ficial chromosomal vectors (PAC or BAC)that can ac-commodate larger DNA fragments than rger gene fragments are less likely to be missing crucial gene regulatory elements,and thus are less likely to display ectopic expression.Such reporter constructs,in which 20–55kb of regulatory genomic sequence has been in-cluded,have been shown to result in very reproducible patterns of expression in injected embryos (Jessen et al.,1998).Similarly,Hsiao et al.(2001)have shown that a more uniform expression of transgene in injected embryos could be achieved by flanking the transgene with inverted terminal repeats from adeno-associated virus.Also,as previously observed in mouse,vector sequences have been shown to interfere with or cause ectopic transgene expression in ze-bra fish (Higashijima et al.,1997;Udvadia et al.,2001).Most recently,more uniform expression of both ubiquitous and neuron-speci fic reporter constructs has been achieved by injection of transfected sperm nuclei (Jesuthasan and Subburaju,2002).Regardless of the drawbacks,these assays have proven quite useful for rapidly generating information on tissue-speci fic expression.This method has been successfully em-ployed to analyze deletion mutations and point mutations within the GATA-1and GATA-2gene promoters,leading to the isolation of elements responsible for tissue-speci ficFig.2.Expression of GFP is observed in an ef1␣/GFPntd embryo from a female founder.Zygotic transcription begins at 1000-cell stage;therefore,GFP expression appearing prior to this stage is due to maternal loading of the either GFP protein or mRNA.(A)Bright-field image of two 8-cell-stage embryos.(B)Fluorescent image of the same embryos shows fluorescent cells in the embryo on the left.Fig.1.Examples of different classes of transgenic zebra fish.(A)Unrestricted expression of nuclear-targeted GFP in a 24-h postfertilization (hpf)ef1␣GFPntd embryo.(B)Dorsolateral view of hindbrain of a 24-hpf ef1␣YFPntd embryo.(C)Neuron-restricted expression of YFP in a 24-hpf HuC/YFP embryo.(D)Ventral view of eyes and forebrain from a HuC/YFP 24-hpf embryo.(E)YFP expression is predominantly in the rostral third of the developing spinal cord in a 31-hpf RAREGT2/YFP embryo.(F)YFP expression is expanded both rostrally into the brain and caudally within the spinal cord in a 31-hpf RAREGT2/YFP embryo exposed to retinoic acid (10Ϫ6M for 6h beginning at the 19-to 20-somite stage).(G)No GFP expression is observed in a 30-hpf zfHSP/GFP embryo grown at 28.5°C.(H)GFP expression is rapidly induced in a 30-hpf zfHSP/GFP embryo following exposure to 37°C for 1h (beginning at 24hpf).All embryos,with the exception of (D),are lateral view with rostral right and dorsal up.The HuC promoter was a gift from Dr.A.B.Chitnis.The HSP/GFP fish were a gift from Dr.J.Y.Kuwada.9A.J.Udvadia,E.Linney /Developmental Biology 256(2003)1–17。

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