相关实验视频

Updated: Mar 11, 2026

Morphology-Based Distinction Between Healthy and Pathological Cells Utilizing Fourier Transforms and Self-Organizing Maps

Morphology-Based Distinction Between Healthy and Pathological Cells Utilizing Fourier Transforms and Self-Organizing Maps

Published on: October 28, 2018

巴雷托最佳性揭示了细胞原型的地图

George Crowley¹, Uri Alon², Stephen R Quake^1,3

¹Department of Bioengineering, Stanford University, Stanford, CA 94305.

Proceedings of the National Academy of Sciences of the United States of America

|March 9, 2026

概括

巴雷托最佳性通过识别权衡来解释细胞表型变异. 这一原则应用于转录基因数据,揭示了人体内的专门细胞功能.

科学领域:

细胞生物学细胞生物学
系统生物学系统生物学
计算生物学计算生物学

背景情况:

细胞类型内的表型变异是一个基本的生物学问题.
了解这种变异的组织原理对于细胞功能和疾病研究至关重要.
巴雷托最佳性提供了一个框架,通过竞争目标之间的权衡来理解变化.

研究的目的:

调查帕雷托最佳性原理是否普遍解释人类细胞类型的转录组变异.
基于转录基因数据,开发一种基于原则的方法来表征细胞类型功能.
探索这些发现对细胞转录组建模型的含义.

主要方法:

利用了"智慧表图谱" (Tabula Sapiens Atlas),这是一个单细胞RNA测序数据集.
应用帕雷托最佳性分析对来自不同类型人类细胞的转录组数据.
与已知的细胞功能相关联的已识别的表型边界.

主要成果:

该研究发现,大多数人体细胞类型都遵循帕雷托最佳性原则.
这种坚持表明,权衡影响着转录组变异和专门的细胞功能.
该方法成功地回顾了主要细胞类型的已知功能,而没有先前的生物学假设.

结论:

多目标优化,正如帕雷托最佳性所描述的那样,在很大程度上塑造了细胞类型内的表型变异.
这为在低维多元体上表示细胞转录组提供了一个框架.
这些发现可以为先进的计算模型的开发提供信息,例如虚拟细胞语言模型.

关键词:

生物物理学的生物物理学.细胞生物学细胞生物学计算生物学是计算生物学.

更多相关视频

Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns

Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns

Published on: August 30, 2013

Mapping the Emergent Spatial Organization of Mammalian Cells using Micropatterns and Quantitative Imaging

Mapping the Emergent Spatial Organization of Mammalian Cells using Micropatterns and Quantitative Imaging

Published on: April 30, 2019

相关概念视频

Optimal Foraging

Optimal Foraging

How animals obtain and eat their food is called foraging behavior. Foraging can include searching for plants and hunting for prey and depends on the species and environment.

Cell Diversity

Cell Diversity

The concept of a cell started with microscopic observations of dead cork tissue by Robert Hooke in 1665. Hooke coined the term "cell" based on the resemblance of the small subdivisions in the cork to the rooms that monks inhabited, called cells. About ten years later, Antonie van Leeuwenhoek became the first person to observe the living and moving cells under a microscope. In the century that followed, the theory that cells represented the basic unit of life developed.
Multicellular...

Structural Organization of the Human Body: An Overview

Structural Organization of the Human Body: An Overview

It is convenient to consider the body's structures in terms of fundamental levels of organization that increase in complexity: subatomic particles, atoms, molecules, organelles, cells, tissues, organs, organ systems, and organisms.
To study the chemical level of organization, scientists consider the simplest building blocks of matter: subatomic particles, atoms, and molecules. All matter in the universe is composed of one or more unique pure substances called elements, familiar examples of...

Adaptive Mechanisms in Cancer Cells

Adaptive Mechanisms in Cancer Cells

Cancer cells accumulate genetic changes at an abnormally rapid rate due to the defects in the DNA repair mechanisms. From an evolutionary perspective, such genetic instability is advantageous for cancer development. Mutant cell lines accumulate a series of beneficial mutations that contribute to their progression into cancer.
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...

Determining the Plane of Cell Division

Determining the Plane of Cell Division

Positioning the cell division plane is a critical step during development and cell differentiation, particularly during mitosis when the plane is essential for determining the size of the two daughter cells. The cell division plane is perpendicular to the plane of chromosome segregation, but different types of organisms have different cell division mechanisms to suit their morphology and function.
Animal cells
In animal cells, the cleavage furrow forms along the plane of cell division...

Pleiotropy

Pleiotropy

Pleiotropy is the phenomenon in which a single gene impacts multiple, seemingly unrelated phenotypic traits. For example, defects in the SOX10 gene cause Waardenburg Syndrome Type 4, or WS4, which can cause defects in pigmentation, hearing impairments, and an absence of intestinal contractions necessary for elimination. This diversity of phenotypes results from the expression pattern of SOX10 in early embryonic and fetal development. SOX10 is found in neural crest cells that form melanocytes,...