関連する実験動画

Updated: Feb 13, 2026

A Virtual Machine Platform for Non-Computer Professionals for Using Deep Learning to Classify Biological Sequences of Metagenomic Data

A Virtual Machine Platform for Non-Computer Professionals for Using Deep Learning to Classify Biological Sequences of Metagenomic Data

Published on: September 25, 2021

ゲノム全体の酵素ターンオーバー数の予測のための幾何学的ディープラーニングフレームワーク

Tong Pan¹, Xin Cui², Huan Yee Koh³

¹Biomedicine Discovery Institute and Department of Biochemistry and Molecular Biology, Monash University, Melbourne, VIC, 3800, Australia.

|February 12, 2026

まとめ

ディープラーニングモデルであるKcatNetは,種間の酵素触媒効率 (Kcat) を正確に予測します. このツールは,細胞代謝を理解し,分子メカニズムを明らかにすることによって酵素工学を加速するのに役立ちます.

科学分野:

バイオケミストリーバイオケミストリー
コンピュータ生物学コンピュータ生物学
酵素学酵素学とは

背景:

酵素ターンオーバー数 (Kcat) は,酵素効率の重要な指標である.
Kcatの研究は,細胞代謝とタンパク質組成を理解するために不可欠です.
実験的なKcat測定は限られており,騒音に敏感です.

研究の目的:

代謝酵素におけるKcatを予測するための高通量メソッドを開発する.
酵素配列と基板情報を活用するモデルを作成する.
既存のKcat予測ツールを改善するために.

主な方法:

ジオメトリックのディープラーニングモデルであるKcatNetを開発しました.
ペアリングされた酵素配列と基板表現を利用した.
メカニズムを明らかにするための統合された大規模タンパク質言語モデル.

主要な成果:

KcatNetは,特に高効率な酵素については,既存の予測指標を上回ります.
このモデルは,新しい酵素にもよく一般化できます.
KcatNetは,酵素と基板の相互作用メカニズムと建築原理を明らかにしています.
酵母におけるゲノムスケールのKcat予測は,タンパク質配分モデルを改良した.
実験的検証により,強化された酵素変異体の識別が確認されました.

結論:

KcatNetは,Kcat予測のためのシーケンス,構造,および機能をブリッジします.
このモデルは,分子メカニズムを理解するための基礎を提供します.
KcatNetは酵素工学の努力を加速しています.

キーワード:

触媒効率の効率化についてディープラーニングとは,ディープラーニングです.酵素工学とは,酵素工学である.酵素の動力学についてメタボリックモデリングタンパク質の言語モデル売上高の数字について

さらに関連する動画

Constructing and Visualizing Models using Mime-based Machine-learning Framework

Constructing and Visualizing Models using Mime-based Machine-learning Framework

Published on: July 22, 2025

Genome-wide Purification of Extrachromosomal Circular DNA from Eukaryotic Cells

Genome-wide Purification of Extrachromosomal Circular DNA from Eukaryotic Cells

Published on: April 4, 2016

関連する概念動画

Genome-wide Association Studies-GWAS

Genome-wide Association Studies-GWAS

Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...

Geometric Mean

Geometric Mean

The mean is a measure of the central tendency of a data set. In some data sets, the data is inherently multiplicative, and the arithmetic mean is not useful. For example, the human population multiplies with time, and so does the credit amount of financial investment, as the interest compounds over successive time intervals.
In cases of multiplicative data, the geometric mean is used for statistical analysis. First, the product of all the elements is taken. Then, if there are n elements in the...

Geometric Sequences

Geometric Sequences

In systems where values diminish by a constant proportion at each stage, the resulting sequence follows a geometric structure. Each new value in the sequence is obtained by applying a fixed multiplier to the preceding term. This regular, proportional decline type is often used to represent processes involving gradual loss, such as energy dissipation or reduction in amplitude over time.When analyzing the total effect of such a process across unlimited iterations, the series of values is referred...

Enzymes

Enzymes

Inside living organisms, enzymes act as catalysts for many biochemical reactions involved in cellular metabolism. The role of enzymes is to reduce the activation energies of biochemical reactions by forming complexes with its substrates. The lowering of activation energies favor an increase in the rates of biochemical reactions.
Enzyme deficiencies can often translate into life-threatening diseases. For example, a genetic abnormality resulting in the deficiency of the enzyme G6PD...

Genomics

Genomics

Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...

Enzyme Kinetics

Enzyme Kinetics

Enzymes speed up reactions by lowering the activation energy of the reactants. The speed at which the enzyme turns reactants into products is called the rate of reaction. Several factors impact the rate of reaction, including the number of available reactants. Enzyme kinetics is the study of how an enzyme changes the rate of a reaction.
Scientists typically study enzyme kinetics with a fixed amount of enzyme in the controlled environment of a test tube. When more reactant, or substrate, is...