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Passive Diffusion: Overview and Kinetics01:17

Passive Diffusion: Overview and Kinetics

711
Passive diffusion is a critical process that allows small lipophilic drugs to cross the cell membrane along a concentration gradient. This mechanism's efficiency depends on four primary factors: the membrane's surface area, the drug's lipid-water partition coefficient, the concentration gradient, and the membrane's thickness.
When administered orally, drugs establish a substantial concentration gradient between the gastrointestinal (GI) lumen and the bloodstream, expediting...
711
Diffusion01:21

Diffusion

4.9K
Diffusion is a type of passive transport. In passive transport, a substance tends to move from an area of high concentration to an area of low concentration until the concentration is equal across the space. For example, take the diffusion of substances through the air. When someone opens a perfume bottle in a room filled with people, the perfume is at its highest concentration in the bottle and is at its lowest at the edges of the room. The perfume vapor will diffuse, or spread away, from the...
4.9K
Assessment of Diffusion and Perfusion01:17

Assessment of Diffusion and Perfusion

1.1K
Understanding and evaluating diffusion and perfusion is critical in assessing a patient's respiratory and circulatory health. These processes play key roles in maintaining the body's internal environment, ensuring that tissues receive adequate oxygen while waste products are efficiently removed.
The Role of Diffusion in Respiration
Diffusion is the process by which molecules move from an area of higher concentration to an area of lower concentration. In the respiratory system, this...
1.1K
Improving Translational Accuracy02:07

Improving Translational Accuracy

11.8K
Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
11.8K
Protein Diffusion in the Membrane01:24

Protein Diffusion in the Membrane

4.6K
Proteins show rotational as well as lateral diffusion across the membrane. The lateral diffusion of proteins was confirmed through the cell fusion experiment where mouse and human cells were fused, resulting in hybrid cells. When the human and mouse cells fused, the specific membrane proteins on human and mouse cells were marked with the red and green-fluorescent markers, respectively. Initially, the red and green fluorescence was located on the respective hemisphere of the cell. As time...
4.6K
Facilitated Diffusion01:16

Facilitated Diffusion

604
The plasma membrane, a critical structure in cellular biology, houses an array of transporters, or carrier proteins, interspersed within its lipid bilayer. These proteins play a crucial role in solute transport through facilitated diffusion, a form of passive diffusion that uses transporters to move the molecules across the membrane.
In this process, substrates such as organic compounds and ions interact with a transporter on one side, triggering conformational changes in proteins that enable...
604

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相关实验视频

Updated: Sep 9, 2025

A Method for Determination and Simulation of Permeability and Diffusion in a 3D Tissue Model in a Membrane Insert System for Multi-well Plates
10:33

A Method for Determination and Simulation of Permeability and Diffusion in a 3D Tissue Model in a Membrane Insert System for Multi-well Plates

Published on: February 23, 2018

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通过主动学习改进扩散系数预测

Zeno Romero1, Kerstin Münnemann1, Hans Hasse1

  • 1Laboratory of Engineering Thermodynamics, RPTU Kaiserslautern, Erwin-Schrödinger-Str. 44, 67663 Kaiserslautern, Germany.

The journal of physical chemistry. B
|August 29, 2025
PubMed
概括
此摘要是机器生成的。

积极学习策略有效地指导实验以改善混合物中扩散系数的机器学习预测. 有针对性的测量可以显著提高模型的准确性,而数据的收集也很少.

更多相关视频

Single-Molecule Tracking Microscopy - A Tool for Determining the Diffusive States of Cytosolic Molecules
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Single-Molecule Tracking Microscopy - A Tool for Determining the Diffusive States of Cytosolic Molecules

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Fluorescence Recovery after Merging a Droplet to Measure the Two-dimensional Diffusion of a Phospholipid Monolayer
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Fluorescence Recovery after Merging a Droplet to Measure the Two-dimensional Diffusion of a Phospholipid Monolayer

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相关实验视频

Last Updated: Sep 9, 2025

A Method for Determination and Simulation of Permeability and Diffusion in a 3D Tissue Model in a Membrane Insert System for Multi-well Plates
10:33

A Method for Determination and Simulation of Permeability and Diffusion in a 3D Tissue Model in a Membrane Insert System for Multi-well Plates

Published on: February 23, 2018

25.5K
Single-Molecule Tracking Microscopy - A Tool for Determining the Diffusive States of Cytosolic Molecules
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Single-Molecule Tracking Microscopy - A Tool for Determining the Diffusive States of Cytosolic Molecules

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Fluorescence Recovery after Merging a Droplet to Measure the Two-dimensional Diffusion of a Phospholipid Monolayer
07:54

Fluorescence Recovery after Merging a Droplet to Measure the Two-dimensional Diffusion of a Phospholipid Monolayer

Published on: October 15, 2015

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科学领域:

  • 物理化学
  • 计算化学
  • 化学工程

背景情况:

  • 在混合物中预测扩散系数至关重要,但由于数据稀缺,在实验上具有挑战性.
  • 机器学习 (ML) 模型具有潜力,但需要大量的训练数据,而这些数据的获取成本很高.
  • 积极学习 (AL) 策略可以优化针对性数据采集的实验设计.

研究的目的:

  • 研究用于规划扩散系数测量的AL策略.
  • 改进基于ML的无限稀释 (D_ij^∞) 的扩散系数预测.
  • 评估AL指导数据对矩阵完成方法 (MCM) 的影响.

主要方法:

  • 在合成数据上对AL策略进行系统测试.
  • 使用不确定性抽样作为有效的AL策略.
  • 进行脉冲场梯度 (PFG) 核磁共振 (NMR) 光谱测量,以进行新的Dj∞测量.
  • 用新获得的实验数据重新训练混合MCM.

主要成果:

  • 不确定性抽样对于规划Dj^∞测量是有效的.
  • 测量了19个新的D_ij^∞数据点,用于以前未进行表征的混合物.
  • 结合半实证模型 (SEGWE) 的混合MCM预测显示了实质性的准确性改善.
  • 测试组的相对平均二次误差几乎减少了一半.

结论:

  • 通过最少的实验,AL策略可以显著改善ML对扩散系数的预测.
  • AL的有效性取决于具体的ML模型及其与先前信息的整合.
  • 有针对性的实验设计是最大限度地提高ML在预测物理属性的关键.