Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Deductive Reasoning01:16

Deductive Reasoning

Deductive reasoning, or deduction, is the type of logic used in hypothesis-based science. In deductive reasoning, the pattern of thinking moves in the opposite direction from inductive reasoning. It uses a general principle or law to predict specific results. From these general principles, a scientist can predict specific results that remain valid as long as the general principles are correct.For example, a researcher can make specific predictions from the hypothesis "butterflies are attracted...
Structural Classification of Joints01:20

Structural Classification of Joints

Joints, also known as articulations, are classified based on their structural characteristics, i.e., based on whether the articulating surfaces of the adjacent bones are directly connected by fibrous connective tissue or cartilage, or whether the articulating surfaces contact each other within a fluid-filled joint cavity. These differences serve to divide the joints of the body into three structural classifications.
A fibrous joint is where the adjacent bones are united by fibrous connective...
Constraints and Statical Determinacy01:26

Constraints and Statical Determinacy

In structural engineering, the equilibrium of a system is not only determined by its equations of equilibrium but also with the help of constraints. Constraints refer to restrictions on the motion of a system. The proper combinations of constraints can minimize the total number of constraints needed to maintain a system in mechanical equilibrium. When this happens, the system is said to be statically determinate. For such systems, the unknown reaction supports can be estimated using equilibrium...
Mass Analyzers: Common Types01:19

Mass Analyzers: Common Types

The quadrupole mass analyzer consists of four cylindrical metal rods arranged in a diamond carrying a DC voltage and a radio-frequency AC voltage. The motion of ions through the quadrupole depends on the field strength, causing only ions of a certain m/z to resonate successfully and strike the detector at a given field strength. Though the transmission rate for these analyzers is high, the exact elemental composition of the sample is not determined because of low resolution; however, they are...
Multi-input and Multi-variable systems01:22

Multi-input and Multi-variable systems

Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence of...
Rationalizing Substitutions01:29

Rationalizing Substitutions

Integrals involving non-rational functions are often difficult to evaluate using standard techniques, especially when radicals appear in the integrand. Rationalizing substitution provides a systematic method for simplifying such integrals by converting them into rational forms that are easier to handle.Consider a rod whose linear mass density depends on a constant linear density, a characteristic length, and the distance from the left end of the rod. Determining the total mass requires...

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

simCRISPR: Modeling Experimental Complexity in Pooled CRISPR Screens.

bioRxiv : the preprint server for biology·2026
Same author

CN-RNN: a Deep Learning Framework for Copy Number Variation Detection with Exome Sequencing Data.

bioRxiv : the preprint server for biology·2026
Same author

Corrigendum to: Autoreactive T cell receptors with shared germline-like α chains in type 1 diabetes.

JCI insight·2026
Same author

Aberrant immune regulation and enrichment of stem-like CD8<sup>+</sup> T cells in the pancreatic lymph node during type 1 diabetes development.

bioRxiv : the preprint server for biology·2026
Same author

scDEcrypter: Uncertainty-aware differential expression analysis for viral infection in scRNA-seq.

bioRxiv : the preprint server for biology·2026
Same author

Spatial transcriptomics from pancreas and local draining lymph node tissue reveals a lymphotoxin-β signature in human type 1 diabetes.

Cell reports·2026
Same journal

Inference on summaries of a model-agnostic longitudinal variable importance trajectory with application to suicide prevention.

The annals of applied statistics·2026
Same journal

A NOVEL BAYESIAN FRAMEWORK UNCOVERING BRAIN CONNECTIVITY-TO-SHAPE RELATIONSHIP IN PRECLINICAL ALZHEIMER'S DISEASE.

The annals of applied statistics·2026
Same journal

EVALUATING MULTIPLEX DIAGNOSTIC TEST USING PARTIALLY ORDERED BAYES CLASSIFIER.

The annals of applied statistics·2026
Same journal

BRIDGING THE GAP: ENHANCING THE GENERALIZABILITY OF EPIGENETIC CLOCKS THROUGH TRANSFER LEARNING.

The annals of applied statistics·2026
Same journal

TREATMENT EFFECT HETEROGENEITY AND IMPORTANCE MEASURES FOR MULTIVARIATE CONTINUOUS TREATMENTS.

The annals of applied statistics·2026
Same journal

FEDERATED LEARNING OF ROBUST INDIVIDUALIZED DECISION RULES WITH APPLICATION TO HETEROGENEOUS MULTIHOSPITAL SEPSIS POPULATION.

The annals of applied statistics·2026
查看所有相关文章

相关实验视频

Updated: Jun 20, 2026

Discrimination and Characterization of Heterocellular Populations Using Quantitative Imaging Techniques
09:48

Discrimination and Characterization of Heterocellular Populations Using Quantitative Imaging Techniques

Published on: June 30, 2017

7.4K

绑定多项逻辑回归用于整合性单元类型注释.

Keshav Motwani1, Rhonda Bacher2,3, Aaron J Molstad4,3

  • 1Department of Biostatistics, University of Washington.

The annals of applied statistics
|April 10, 2025
PubMed
概括
此摘要是机器生成的。

这项研究引入了一种新的统计方法,用于在单细胞基因组学中准确的细胞类型注释. 该方法集成了多个数据集,具有不同的标签分辨率,改善了细胞类型概率估计.

关键词:
综合性分析是一种综合性分析.细胞类型的注释.拉索集团拉索是一个团队.多项逻辑回归多项逻辑回归非凸的优化优化方法单细胞基因组学 单细胞基因组学

更多相关视频

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
07:35

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Published on: October 11, 2018

7.4K
Author Spotlight: Unlocking Insights into the Immune Cell Landscape of Tumors
06:32

Author Spotlight: Unlocking Insights into the Immune Cell Landscape of Tumors

Published on: August 18, 2023

1.8K

相关实验视频

Last Updated: Jun 20, 2026

Discrimination and Characterization of Heterocellular Populations Using Quantitative Imaging Techniques
09:48

Discrimination and Characterization of Heterocellular Populations Using Quantitative Imaging Techniques

Published on: June 30, 2017

7.4K
Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
07:35

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances

Published on: October 11, 2018

7.4K
Author Spotlight: Unlocking Insights into the Immune Cell Landscape of Tumors
06:32

Author Spotlight: Unlocking Insights into the Immune Cell Landscape of Tumors

Published on: August 18, 2023

1.8K

科学领域:

  • 基因组学就是基因组学.
  • 计算生物学 计算生物学
  • 生物统计学 生物统计学

背景情况:

  • 细胞类型注释对于单细胞基因组学分析至关重要,但目前是耗时和主观的.
  • 现有的自动化方法难以在数据集中统一模型,而细胞类型标签分辨率不一致.

研究的目的:

  • 开发一种用于细胞类型概率建模的新型统计估计器,它集成了多个单细胞基因组学数据集,具有不同的标签分辨率.
  • 为细胞类型注释提供统一和自动化的方法.

主要方法:

  • 提出了一个新的多项逻辑回归估计器.
  • 解决了一个非凸的优化问题,使用一个块向近接梯度下降算法.
  • 将该方法应用于十个单细胞RNA-seq数据集.

主要成果:

  • 拟议的方法准确地估计了各种场景中的细胞类型概率,在模拟研究中表现优于现有的方法.
  • 在未标记的数据上预测精细分辨率的单元类型标签和完善粗度分辨率注释的证明实用性.
  • 通过差异基因表达分析生成新的科学见解,比较干扰素治疗前后的外周血液.

结论:

  • 开发的方法为单细胞基因组学中的细胞类型注释提供了强大而准确的解决方案.
  • 能够整合多个数据集信息,具有不同的标签细分度,以改善生物洞察力.
  • 为可访问性和可重复性提供一个R包.