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The roles of microRNAs in regulation of mammalian spermatogenesis 被引量:9
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作者 Xiaoxu Chen xueliang li +2 位作者 Jiayin Guo Pengfei Zhang Wenxian Zeng 《Journal of Animal Science and Biotechnology》 SCIE CAS CSCD 2017年第4期779-786,共8页
Mammalian spermatogenesis contains three continuous and organized processes, by which spermatogonia undergo mitosis and differentiate to spermatocytes, follow on meiosis to form haploid spermatids and ultimately trans... Mammalian spermatogenesis contains three continuous and organized processes, by which spermatogonia undergo mitosis and differentiate to spermatocytes, follow on meiosis to form haploid spermatids and ultimately transform into spermatozoa. These processes require an accurately, spatially and temporally regulated gene expression patterns. The microRNAs are a novel class of post-transcriptional regulators. Cumulating evidences have demonstrated that microRNAs are expressed in a cell-specific or stage-specific manner during spermatogenesis. In this review, we focus on the roles of microRNAs in spermatogenesis. We highlight that N6-methyladenosine(m6A)is involved in the biogenesis of microRNAs and miRNA regulates the m6A modification on mRNA, and that specific mi RNAs have been exploited as potential biomarkers for the male factor infertility, which will provide insightful understanding of microRNA roles in spermatogenesis. 展开更多
关键词 MICRORNAS RNA METHYLATION SPERMATOGENESIS
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Profiling of miRNAs in porcine Sertoli cells 被引量:1
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作者 Xiaoxu Chen Yi Zheng +7 位作者 xueliang li Qiang Gao Tongying Feng Pengfei Zhang Mingzhi liao Xiu’e Tian Hongzhao Lu Wenxian Zeng 《Journal of Animal Science and Biotechnology》 SCIE CAS CSCD 2021年第1期236-249,共14页
Background: Sertoli cells(SCs) create a specialized environment to support and dictate spermatogenesis.MicroRNAs(miRNAs), a kind of ~ 22 nt small noncoding RNAs, have been reported to be highly abundant in mouse SCs a... Background: Sertoli cells(SCs) create a specialized environment to support and dictate spermatogenesis.MicroRNAs(miRNAs), a kind of ~ 22 nt small noncoding RNAs, have been reported to be highly abundant in mouse SCs and play critical roles in spermatogenesis. However, the miRNAs of porcine SCs remain largely unknown.Methods: We isolated porcine SCs and conducted small RNA sequencing. By comparing miRNAs in germ cells, we systematically analyzed the miRNA expression pattern of porcine SCs. We screened the highly enriched SC miRNAs and predicted their functions by Gene Ontology analysis. The dual luciferase assay was used to elucidate the regulation of tumor necrosis factor receptor(TNFR)-associated factor 3(TRAF3) by ssc-miR-149.Results: The analysis showed that 18 miRNAs were highly expressed in SCs and 15 miRNAs were highly expressed in germ cells. These miRNAs were predicted to mediate SC and germ cell functions. In addition, ssc-miR-149 played critical roles in SCs by targeting TRAF3.Conclusion: Our findings provide novel insights into the miRNA expression pattern and their regulatory roles of porcine SCs. 展开更多
关键词 MICRORNAS PIG Sertoli cell SPERMATOGENESIS TRAF3
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A disentangled generative model for improved drug response prediction in patients via sample synthesis 被引量:1
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作者 Kunshi li Bihan Shen +6 位作者 Fangyoumin Feng xueliang li Yue Wang Na Feng Zhixuan Tang liangxiao Ma Hong li 《Journal of Pharmaceutical Analysis》 2025年第6期1226-1237,共12页
Personalized drug response prediction from molecular data is an important challenge in precision medicine for treating cancer.Computational methods have been widely explored and have become increasingly accurate in re... Personalized drug response prediction from molecular data is an important challenge in precision medicine for treating cancer.Computational methods have been widely explored and have become increasingly accurate in recent years.However,the clinical application of prediction methods is still in its infancy due to large discrepancies between preclinial models and patients.We present a novel disentangled synthesis transfer network(DiSyn)for drug response prediction specifically designed for transfer learning from preclinical models to clinical patients.DiSyn uses a domain separation network(DSN)to disentangle drug response related features,employs data synthesis technology to increase the sample size and iteratively trains for better feature disentanglement.DiSyn is pretrained on large-scale unlabeled cancer samples and validated by three datasets,The Cancer Genome Atlas(TCGA),Investigation of Serial Studies to Predict Your Therapeutic Response With Imaging And moLecular Analysis 2(I-SPY2)and Novartis Institutes for Biomedical Research Patient-Derived Xenograft Encyclopedia(NIBR PDXE),achieving competitive performance with the state-of-the-art methods on cancer patients and mice.Furthermore,the application of DiSyn to thousands of breast cancer patients show the heterogeneity in drug responses and demonstrate its potential value in biomarker discovery and drug combination prediction. 展开更多
关键词 Precision medicine Transfer learning Drug response prediction
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动物细胞培养技术在人造肉研究中的应用 被引量:26
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作者 张国强 赵鑫锐 +4 位作者 李雪良 孙秀兰 周景文 堵国成 陈坚 《生物工程学报》 CAS CSCD 北大核心 2019年第8期1374-1381,共8页
人造肉作为2018年全球十大突破和新兴科技之一,因其来源可追溯、食品安全性和绿色可持续等优势得到广泛的关注。欧美等国家已经投入大量资源开展细胞培养人造肉研究,未来将对我国的肉制品及食品市场造成一定的冲击。现阶段,细胞培养人... 人造肉作为2018年全球十大突破和新兴科技之一,因其来源可追溯、食品安全性和绿色可持续等优势得到广泛的关注。欧美等国家已经投入大量资源开展细胞培养人造肉研究,未来将对我国的肉制品及食品市场造成一定的冲击。现阶段,细胞培养人造肉生产的挑战在于如何高效模拟动物肌肉组织生长环境,并在生物反应器中实现大规模的生产。尽管动物细胞组织培养技术已经得到深入的研究,并取得了不同程度的成功应用,但由于现有动物细胞组织培养成本与技术要求较高,仍不能实现大规模的产业化培养。因此,对于人造肉的生产来说,开发高效、安全的大规模细胞培养技术是亟需解决的问题,可以有效降低生产成本,实现产业化应用。文中通过介绍基于人造肉生物制造的动物细胞组织培养技术研究现状,具体阐述了目前的挑战和关键技术问题,并初步探讨了其可能的解决策略和应用前景。 展开更多
关键词 人造肉 植物蛋白肉 细胞组织培养 干细胞 无血清培养基
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细胞培养肉规模化生产工艺及反应器展望 被引量:9
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作者 李雪良 张国强 +4 位作者 赵鑫锐 孙秀兰 周景文 堵国成 陈坚 《过程工程学报》 CAS CSCD 北大核心 2020年第1期3-11,共9页
体外培养动物肌肉组织作为食用材料的构想在20世纪30年代就有了,90年代末还出现了相关的专利,但该技术到目前为止还没有大规模生产的例子。过去五、六年来,尤其是2013年世界首个细胞培养牛肉汉堡公开试吃活动以后,培养肉(Cultured meat... 体外培养动物肌肉组织作为食用材料的构想在20世纪30年代就有了,90年代末还出现了相关的专利,但该技术到目前为止还没有大规模生产的例子。过去五、六年来,尤其是2013年世界首个细胞培养牛肉汉堡公开试吃活动以后,培养肉(Cultured meat)被大量报道。截至2019年3月,全世界已有超过25家公司宣布正在研究将培养肉推向市场,但仍没有一家企业能把产品放到普通消费者面前。这其中一部分限制因素是监管和社会伦理方面的争议,但更大的问题是生产成本居高不下。规模化生产是降低单位成本的有效手段,但目前业界对动物细胞大规模培养的传质、传热、混合、剪切应力等问题还缺乏足够关注。动物细胞培养传统上多用于量低价高的医疗、医药领域,提高产量的途径往往是多组体积不超过2?20m^3的设备并列运行,保持培养环境均一性问题不大。但人工培养动物肌肉细胞若作为大宗食品进入市场与传统养殖业进行有效竞争,所需的生物反应器规模和细胞密度还需在目前常用的动物细胞培养技术基础上提高至少一个数量级。因此,培养肉大规模培养工艺与设备的进步是使其成为替代性动物蛋白来源的前提条件。本工作对培养肉规模化生产能采用的反应器类型、操作模式、存在的主要问题及与反应器相关的研究方向进行探讨,为国内相关企业和科研机构提供参考。 展开更多
关键词 培养肉 生物反应器 微载体 传质 混合 过程放大
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微小型生物反应器及其在生物医药领域的应用展望 被引量:6
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作者 李雪良 钱钧弢 +2 位作者 刘金 房峻 陈坚 《生物工程学报》 CAS CSCD 北大核心 2020年第11期2241-2249,共9页
微小型生物反应器体积微小但在线分析检测和过程控制功能媲美台式装备。其核心支撑技术包括一次性材料及微加工技术、非接触式光学传感器、自动化以及实验设计(DOE)、数据分析软件与过程控制的整合。由于体积微小、湍流程度和单位能耗较... 微小型生物反应器体积微小但在线分析检测和过程控制功能媲美台式装备。其核心支撑技术包括一次性材料及微加工技术、非接触式光学传感器、自动化以及实验设计(DOE)、数据分析软件与过程控制的整合。由于体积微小、湍流程度和单位能耗较低,微小型反应器内的混合、传质、剪切特性与工业规模设备有一定的区别。现阶段微小型生物反应器主要用于菌株和细胞系筛选和工艺优化,在实现高通量工艺的同时确保了数据的丰度,对缩短研发周期和加速产品上市,尤其是在应对突发性传染性疾病方面有着重要的意义。未来,精准医疗概念的落实也依赖功能柔性化的微小型生物反应器系统。 展开更多
关键词 微型生物反应器 平行生物反应器 高通量技术 生物医药
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发酵过程多尺度解析与调控的研究进展 被引量:3
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作者 刘延峰 李雪良 +3 位作者 张晓龙 徐显皓 刘龙 堵国成 《生物工程学报》 CAS CSCD 北大核心 2019年第10期2003-2013,共11页
工业发酵科学致力于实现高产量、高转化率和高生产强度的相对统一。通过从分子、细胞和反应器进行发酵过程多尺度解析与调控,实施全局与动态的优化与控制能够确保发酵过程高效、转化定向、过程稳定和系统有序。本文从发酵微生物代谢途... 工业发酵科学致力于实现高产量、高转化率和高生产强度的相对统一。通过从分子、细胞和反应器进行发酵过程多尺度解析与调控,实施全局与动态的优化与控制能够确保发酵过程高效、转化定向、过程稳定和系统有序。本文从发酵微生物代谢途径动力学模型、细胞代谢特性、发酵提取相耦合与反应器设计四个方面,总结和讨论发酵过程多尺度解析与调控的研究进展。整合分析发酵过程不同尺度特征并且针对性地开展多尺度整合调控是实现高效工业微生物发酵的重要策略。 展开更多
关键词 动力学模型 细胞代谢特性 发酵提取相耦合 反应器设计
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鼓泡塔细胞反应器流体力学与传质特性
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作者 徐胜楠 刘宏斐 +2 位作者 李雪良 堵国成 陈坚 《过程工程学报》 CAS CSCD 北大核心 2022年第9期1192-1202,共11页
以超大规模细胞培养为目的,构建了与细胞培养体系十分接近的冷模实验体系,系统地研究了微载体(Cytodex I)、细胞保护剂(Pluronic F68)和消泡剂(Antifoam C)对鼓泡塔反应器中气、固、液三相流流体力学和氧传质特性的影响。在0.04~0.17 c... 以超大规模细胞培养为目的,构建了与细胞培养体系十分接近的冷模实验体系,系统地研究了微载体(Cytodex I)、细胞保护剂(Pluronic F68)和消泡剂(Antifoam C)对鼓泡塔反应器中气、固、液三相流流体力学和氧传质特性的影响。在0.04~0.17 cm/s表观气速范围内采用50μm孔径的烧结金属滤芯曝气时,在含有0.5和1.0 g/L的Pluronic F68的磷酸盐缓冲溶液冷模体系中,气含率与表观气速成线性增加关系,而气泡直径受表观气速影响较小;相同气速下的冷模体系与空气-水体系相比,气含率显著提高,气泡直径明显减小。在所研究的表观气速范围内微载体均可全悬浮,对气含率有一定增强,但微载体浓度为14%~20%时对气泡大小几乎无影响。消泡剂用量在1.60×10^(-4)时,可以有效抑制泡沫的形成。添加剂对液膜传质系数k_(L)有较大负面作用,抵消了小气泡带来的传质面积增加,总的体积传质系数k_(L)α变化不大。Euler-Euler多相流计算流体力学模型与拟稳态实验数据吻合较好,可用于指导反应器放大设计。 展开更多
关键词 鼓泡塔 微载体 细胞培养 气泡 气含率 传质 计算流体力学
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水性聚氨酯膜吸收CO_(2)矿化形成复合膜及其防腐蚀性能 被引量:4
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作者 董勇 姚皖生 +5 位作者 董晓宇 王兆飞 樊康鑫 张雪敏 李学良 丁运生 《高分子材料科学与工程》 EI CAS CSCD 北大核心 2022年第5期9-16,共8页
以异佛尔酮二异氰酸酯(IPDI)、聚醚二元醇(PPG)和N,N-二甲基-N',N'-二(2-羟丙基)-1,3-丙二胺等为主要原料制备了聚氨酯预聚体,并利用乙酸、3-羧基-3-羟基戊二酸和2,2-二羟甲基丙酸(DMPA)为成盐剂与聚氨酯预聚体反应,产物经乳化... 以异佛尔酮二异氰酸酯(IPDI)、聚醚二元醇(PPG)和N,N-二甲基-N',N'-二(2-羟丙基)-1,3-丙二胺等为主要原料制备了聚氨酯预聚体,并利用乙酸、3-羧基-3-羟基戊二酸和2,2-二羟甲基丙酸(DMPA)为成盐剂与聚氨酯预聚体反应,产物经乳化得到3种阳离子水性聚氨酯胶乳(WPU1,WPU2和WPU3),并将其制膜后浸泡在模拟海水中。研究了3种水性聚氨酯膜吸收CO_(2)并矿化形成聚氨酯-碳酸钙(PU-CaCO_(3))复合膜的过程及防腐蚀性能。红外光谱分析结果表明,成功合成了3种阳离子水性聚氨酯。粒径分析表明,WPU1,WPU2和WPU3胶乳粒径大小分别为19.38 nm,93.08 nm和84.33 nm。X射线衍射、扫描电镜和电化学测试结果表明,WPU2和WPU3膜经模拟海水浸泡后表面出现CaCO_(3)矿化层,WPU3膜表面形成的矿化层较致密,且具有优良的防腐蚀性能,其腐蚀速率和腐蚀电流密度分别为1.70×10^(-3)mm/a和1.44×10^(-7)A/cm^(2)。 展开更多
关键词 水性聚氨酯 成盐剂 CO_(2) 矿化 复合膜 防腐蚀性能
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Design Method for the Power Shifting Transmission of Parallel Hybrid Electric Vehicle 被引量:2
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作者 xueliang li Jibin Hu Zengxiong Peng 《Journal of Beijing Institute of Technology》 EI CAS 2020年第1期52-59,共8页
A novel method of scheme design is proposed for power shifting transmissions of parallel hybrid electric vehicles(HEVs).First,shift sequences considering the path of power flow and shift logics are analyzed based on t... A novel method of scheme design is proposed for power shifting transmissions of parallel hybrid electric vehicles(HEVs).First,shift sequences considering the path of power flow and shift logics are analyzed based on the graph theory model,abstracted from the degree-of-freedom(DOF)of the schemes.Second,the scheme of gear-pair and shaft,defined as the scheme that ignores the arrangement of synchronizers,is derived from the basic configuration,defined as the scheme of gear-pair and shaft that contains only one of each type of the variable connections,and the numbers of each type of the variable connections.Finally,a multi-parameter scheme,including the arrangement of synchronizers and gear ratios,is designed to optimize the results of synthesis.This method helps to gain a deeper understanding of the systematic design of other fixed gear transmission schemes,such as automated mechanical transmission,dual clutch transmission,and even some novel multi-input transmission. 展开更多
关键词 hybrid ELECTRIC VEHICLE TRANSMISSION SCHEME novel design method
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Control of temperature dependent viscosity for manufacturing of Bi-doped active fiber
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作者 Rui Duan Jingfei Chen +8 位作者 Hao Ke Tianxia Wei Ke Zhang xueliang li Xu Feng Qiuju Zheng Zhixue He Jianrong Qiu Shifeng Zhou 《International Journal of Extreme Manufacturing》 SCIE EI CAS CSCD 2024年第3期522-530,共9页
Bi-activated photonic materials are promising for various applications in high-capacity telecommunication,tunable laser,and advanced bioimaging and sensing.Although various Bi-doped material candidates have been explo... Bi-activated photonic materials are promising for various applications in high-capacity telecommunication,tunable laser,and advanced bioimaging and sensing.Although various Bi-doped material candidates have been explored,manufacturing of Bi heavily doped fiber with excellent optical activity remains a long-standing challenge.Herein,a novel viscosity evolutional behavior mediated strategy for manufacturing of Bi-doped active fiber with high dopant solubility is proposed.The intrinsic relation among the evolution of Bi,reaction temperature and viscosity of the glass system is established.Importantly,the effective avenue to prevent the undesired deactivation of Bi during fiber drawing by tuning the temperature dependent viscosity evolution is built.By applying the strategy,for the first time we demonstrate the success in fabrication of heavily doped Bi active fiber.Furthermore,the principal fiber amplifier device is constructed and broadband optical signal amplification is realized.Our findings indicate the effectiveness of the proposed temperature dependent viscosity mediated strategy for developing novel photonic active fiber,and they also demonstrate the great potential for application in the next-generation high-capacity telecommunication system. 展开更多
关键词 infrared luminescence active fiber optical amplification
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Precision vertical drawing of diameter‑gradient microfibers:cascaded geometries for tailored nonlinearity
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作者 Hao Chi Xinying He +6 位作者 Dezhou Lu Shuoyang Wang Jiahui Wu Mengyang Jin xueliang li Zhuning Wang Yaoguang Ma 《Frontiers of Optoelectronics》 2025年第3期41-52,共12页
As nonlinearity is highly correlated with their geometric dimensions,precise fabrication of optical micro/nanofibers(MNFs)has been a longstanding pursuit.Existing MNFs fabrication systems typically adopt horizontal st... As nonlinearity is highly correlated with their geometric dimensions,precise fabrication of optical micro/nanofibers(MNFs)has been a longstanding pursuit.Existing MNFs fabrication systems typically adopt horizontal structures,which inherently introduce inaccuracy stem from asymmetry between fiber axis/geometry and chaotic environment due to high temperature airflow,vibration,etc.,leading to deviations from the expected fiber morphology,especially for complex-structured MNFs.Here,we propose and manufacture a MNFs fabrication systems,effectively reducing fiber shape deviations during the fabrication process,enabling the fabrication of precise MNFs.To demonstrate the capability of our system in manufacturing precise structure MNFs,we design and fabricate diameter-gradient microfibers with four cascaded structures over a length of approximately 120 mm and a minimum diameter of about 1μm for on-demand nonlinearity to generate supercontinuum spectrum.Eventually,we obtain supercontinuum spectrum covering 1463-1741 nm at the−10 dB level with an efficiency of 264.62 nm∕kW,exhibiting good flatness and enabling efficient spectral broadening. 展开更多
关键词 Micro/nanofiber Fiber tapering Supercontinuum generation Cascaded micro/nanofiber
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Experimental study on the boundary layer transition of a high-speed fin-cone configuration
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作者 xueliang li Binghui Xu +1 位作者 Ganglei Huang Jie Wu 《Advances in Aerodynamics》 2025年第2期80-96,共17页
The high-speed boundary layer transition directly affects the refined design of the flight vehicle’s aerodynamic and thermal properties.However,current research in this field generally focuses on simplified geometrie... The high-speed boundary layer transition directly affects the refined design of the flight vehicle’s aerodynamic and thermal properties.However,current research in this field generally focuses on simplified geometries,such as cones or flat plates,resulting in a limited understanding of high-speed boundary layer transition in prac-tical vehicle configurations.This study aims to carry out an in-depth investigation of high-speed boundary layer transitions in a fin-cone configuration with a double-cone design.PCB sensors are used to characterize the evolution of instability waves along the streamwise direction on both the leeward and windward sides of the model.Additionally,focused laser differential interferometry(FLDI)is deployed to measure the instability characteristics along the wall-normal direction of the high-speed bound-ary layer.Furthermore,an infrared camera is employed to obtain surface temperatures.In addition to the second-mode instabilities observed on the leeward side,streamwise vortex-induced local peaks on the windward side are also observed with PCB sensors.Infrared images reveal that the thermal characteristics are different between the wind-ward and leeward sides due to transition mechanisms.The study reveals that at simi-lar Reynolds numbers,the area fully developed to turbulence on the windward side is considerably larger than that on the leeward side for the cone region,while the fin region displays different trends.These findings provide invaluable insights for the advancement of aerodynamic and thermal design in high-speed aircraft. 展开更多
关键词 High-speed boundary layer Transition Fin-cone configuration FLDI Second-mode instabilities
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Transcriptome-wide Dynamics of m^(6)A mRNA Methylation During Porcine Spermatogenesis 被引量:2
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作者 Zidong liu Xiaoxu Chen +10 位作者 Pengfei Zhang Fuyuan li lingkai Zhang xueliang li Tao Huang Yi Zheng Taiyong Yu Tao Zhang Wenxian Zeng Hongzhao Lu Yinghua Lv 《Genomics, Proteomics & Bioinformatics》 SCIE CAS CSCD 2023年第4期729-741,共13页
Spermatogenesis is a continual process that occurs in the testes,in which diploid spermatogonial stem cells(SSCs)differentiate and generate haploid spermatozoa.This highly efficient and intricate process is orchestrat... Spermatogenesis is a continual process that occurs in the testes,in which diploid spermatogonial stem cells(SSCs)differentiate and generate haploid spermatozoa.This highly efficient and intricate process is orchestrated at multiple levels.N^(6)-methyladenosine(m^(6)A),an epigenetic modification prevalent in mRNAs,is implicated in the transcriptional regulation during spermatogenesis.However,the dynamics of m^(6)A modification in non-rodent mammalian species remains unclear.Here,we systematically investigated the profile and role of m^(6)A during spermatogenesis in pigs.By analyzing the transcriptomic distribution of m^(6)A in spermatogonia,spermatocytes,and round spermatids,we identified a globally conserved m^(6)A pattern between porcine and murine genes with spermatogenic function.We found that m^(6)A was enriched in a group of genes that specifically encode the metabolic enzymes and regulators.In addition,transcriptomes in porcine male germ cells could be subjected to the m^(6)A modification.Our data show that m^(6)A plays the regulatory roles during spermatogenesis in pigs,which is similar to that in mice.Illustrations of this point are three genes(SETDB1,FOXO1,and FOXO3)that are crucial to the determination of the fate of SSCs.To the best of our knowledge,this study for the first time uncovers the expression profile and role of m^(6)A during spermatogenesis in large animals and provides insights into the intricate transcriptional regulation underlying the lifelong male fertility in non-rodent mammalian species. 展开更多
关键词 N^(6)-methyladenosine Spermatogonial stem cell SPERMATOGENESIS SETDB1 PIG
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Digital Twin in biomanufacturing:challenges and opportunities towards its implementation 被引量:2
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作者 Isuru A.Udugama Pau C.Lopez +3 位作者 Carina L.Gargalo xueliang li Christoph Bayer Krist V.Gernaey 《Systems Microbiology and Biomanufacturing》 2021年第3期257-274,共18页
The domain of industrial biomanufacturing is enthusiastically embracing the concept of Digital Twin,owing to its promises of increased process efficiency and resource utilisation.However,Digital Twin in biomanufacturi... The domain of industrial biomanufacturing is enthusiastically embracing the concept of Digital Twin,owing to its promises of increased process efficiency and resource utilisation.However,Digital Twin in biomanufacturing is not yet clearly defined and this sector of the industry is falling behind the others in terms of its implementation.On the other hand,some of the benefits of Digital Twin seem to overlap with the more established practices of process control and optimization,and the term is vaguely used in different scenarios.In an attempt to clarify this issue,we investigate this overlap for the specific case of fermentation operation,a central step in many biomanufacturing processes.Based on this investigation,a framework built upon a five-step pathway starting from a basic steady-state process model is proposed to develop a fully-fledged Digital Twin.For demonstration purposes,the framework is applied to a bench-scale second-generation ethanol fermentation process as a case study.It is proposed that the success or failure of a fully-fledged Digital Twin implementation is determined by key factors that comprise the role of modelling,human operator actions,and other propositions of economic value. 展开更多
关键词 Digital Twin FERMENTATION Process control MODELLING Biomanufacturing
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