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相关概念视频

Leaky Scanning02:28

Leaky Scanning

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During most eukaryotic translation processes, the small 40S ribosome subunit scans an mRNA from its 5' end until it encounters the first start AUG codon. The large 60S ribosomal subunit then joins the smaller one to initiate protein synthesis. The location of the translation initiation is largely determined by the nucleotides near the start codon as there may be multiple translation initiation sites present on the mRNA.  Marilyn Kozak discovered that the sequence RCCAUGG (where R...
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Insertion of Single-pass Transmembrane Proteins in the RER01:26

Insertion of Single-pass Transmembrane Proteins in the RER

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Integral membrane proteins are proteins adhered to the lipid bilayer of a cell organelle or membrane. They can be of two types: transmembrane integral proteins that span the lipid bilayer and monotopic proteins that are attached to either side of the membrane but do not pass through it.
Integral transmembrane proteins possess transmembrane and extra membrane domains. The transmembrane domains are primarily made of 20-25 hydrophobic amino acids arranged in a helical secondary confirmation. These...
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Insertion of Multi-pass Transmembrane Proteins in the RER01:29

Insertion of Multi-pass Transmembrane Proteins in the RER

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The rough ER membrane synthesizes, assembles, and embeds transmembrane proteins in diverse topologies. These proteins function as transporters or channels and can remain in the ER membrane or are sent to the Golgi complex, lysosome, and cell membrane.
The multipass transmembrane proteins are the type IV integral membrane proteins with multiple topogenic sequences determining their spatial arrangement in the ER membrane. Nearly all multipass proteins lack a cleavable signal sequence and use...
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¹H NMR Signal Multiplicity: Splitting Patterns01:13

¹H NMR Signal Multiplicity: Splitting Patterns

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When protons A and X are coupled, their nuclear spin energy levels are slightly modified. This is because the energy required to excite proton A to a spin state parallel to proton X is slightly different from the energy required for it to become anti-parallel to spin X. Consequently, there are two possible excitation frequencies for A (A1 and A2), depending on the spin state of X, and vice versa. The mutual nature of coupling implies that the difference between frequencies A1 and A2, indicated...
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Capillary Exchange01:28

Capillary Exchange

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The cardiovascular system's chief role is to disseminate gases, nutrients, waste, and other substances to the body's cells. Small molecules like gases, lipids, and lipid-soluble substances directly diffuse through capillary wall endothelial cell membranes. Glucose, amino acids, and ions, including sodium, potassium, calcium, and chloride, use transporters for facilitated diffusion via membrane-specific channels. Glucose, ions, and bigger molecules may also pass through intercellular...
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Euler's Formula for Pin-Ended Columns01:21

Euler's Formula for Pin-Ended Columns

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In structural engineering, the stability of columns under compressive axial loads is a critical consideration, described as buckling. A typical example involves a column PQ, which is pin-connected at both ends and subjected to a centric axial load F applied at one end, with a reaction force of F' = -F at the other end. Here, it is crucial to understand that when an applied load exceeds the critical load, buckling occurs as the system becomes unstable.
To calculate the critical load, envision...
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相关实验视频

Updated: May 5, 2026

Fast and Simplified Method for High Through-put Isolation of miRNA from Highly Purified High Density Lipoprotein
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从单细胞计数矩阵中泄露私人信息

Conor R Walker1, Xiaoting Li1, Manav Chakravarthy2

  • 1Department of Biomedical Informatics, Columbia University, New York, NY 10032, USA; New York Genome Center, New York, NY 10013, USA.

Cell
|October 3, 2024
PubMed
概括

人类单细胞基因表达数据容易受到隐私攻击. 研究人员可以链接数据集以推断敏感的个人信息,甚至跨研究,突出显著的数据安全风险.

关键词:
基因组隐私连接攻击单细胞基因表达

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Enrichment of Native Lipoprotein Particles with microRNA and Subsequent Determination of Their Absolute/Relative microRNA Content and Their Cellular Transfer Rate
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科学领域:

  • 基因组学
  • 生物信息学
  • 数据隐私

背景情况:

  • 人类单细胞大规模数据集的可用性越来越大,
  • 数据可访问性给个人带来了重大隐私问题.
  • 之前的隐私研究集中在由于单细胞数据中的噪音而导致的大量基因表达数据.

研究的目的:

  • 展示单细胞基因表达数据集中的隐私漏洞.
  • 开发基因型预测方法和将基因型与表型联系起来.
  • 评估使用外部遗传信息连接攻击的风险.

主要方法:

  • 使用公开可用的表达量特征位点 (eQTL) 数据进行连接攻击.
  • 一种基因型预测方法的开发.
  • 在不依赖eQTL的情况下进行基因型-表型链接.
  • 对变种利用的交叉研究分析.

主要成果:

  • 单细胞数据集中的个体容易受到链接攻击.
  • 使用eQTL可以推断敏感的表型信息.
  • 一种新的方法可以在没有eQTL的情况下进行基因型预测和表型链接.
  • 一个研究中的基因变异可能会影响另一个研究中的隐私.

结论:

  • 单细胞基因表达数据存在重大隐私风险.
  • 链接攻击可以利用公开的遗传信息.
  • 需要新的方法来保护大规模基因组数据集中的个人隐私.