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Auto-encoding generative adversarial networks (GANs) combine the standard GAN algorithm, which discriminates between real and model-generated data, with a reconstruction loss given by an auto-encoder. Such models aim to prevent mode…

机器学习 · 统计学 2017-10-24 Mihaela Rosca , Balaji Lakshminarayanan , David Warde-Farley , Shakir Mohamed

We propose a new compression scheme for genomic data given as sequence fragments called reads. The scheme uses a reference genome at the decoder side only, freeing the encoder from the burdens of storing references and performing…

信息论 · 计算机科学 2023-02-10 Yotam Gershon , Yuval Cassuto

In this work, we develop a stochastic model of gene gain and loss with the aim of inferring when (if at all) in evolutionary history and association between two genes arises. The data we consider is a species tree along with information on…

种群与进化 · 定量生物学 2023-09-07 Jiahao Diao , Malgorzata M. O'Reilly , Barbara R. Holland

Gene gains and losses have shaped the gene repertoire of species since the universal last common ancestor to species today. Genes in extant species were gained at different historical times via de novo creation of new genes, duplication of…

种群与进化 · 定量生物学 2018-02-19 Haiming Tang , Paul Thomas , Haoran Xia

Deprivation of essential nutrients can have stark consequences for many processes in a cell. We consider amino acid starvation, which can result in bottlenecks in mRNA translation when ribosomes stall due to lack of resources, i.e. tRNAs…

亚细胞过程 · 定量生物学 2015-11-06 Frank S Heldt , Chris A Brackley , Celso Grebogi , Marco Thiel

Early literature on genome rearrangement modelling views the problem of computing evolutionary distances as an inherently combinatorial one. In particular, attention was given to estimating distances using the minimum number of events…

种群与进化 · 定量生物学 2023-01-12 Joshua Stevenson , Venta Terauds , Jeremy Sumner

mRNA technology has revolutionized vaccine development, protein replacement therapies, and cancer immunotherapies, offering rapid production and precise control over sequence and efficacy. However, the inherent instability of mRNA poses…

生物大分子 · 定量生物学 2025-03-26 Max Ward , Mary Richardson , Mihir Metkar

How to represent the genetic code? Despite the fact that it is extensively known, the DNA mapping into proteins remains as one of the relevant discoveries of genetics. However, modern genomic signal processing usually requires converting…

其他定量生物学 · 定量生物学 2015-03-10 H. M. de Oliveira , N. S. Santos-Magalhaes

Color Appearance Models are biological networks that consist of a cascade of linear+nonlinear layers that modify the linear measurements at the retinal photo-receptors leading to an internal (nonlinear) representation of color that…

神经元与认知 · 定量生物学 2022-10-13 Jesus Malo

The GC-content is very variable in different genome regions and species but although many hypothesis we still do not know the reason why. Here we show that a relationship exists with the mutation rate, in particular we noticed a new…

种群与进化 · 定量生物学 2013-07-24 Valentina Agoni

A Genome rearrangement problem studies large-scale mutations on a set of DNAs in living organisms. Various rearrangements like reversals, transpositions, translocations, fissions, fusions, and combinations and different variations have been…

离散数学 · 计算机科学 2022-05-11 Pramod P Nair

Recent experiments and simulations have demonstrated that proteins can fold on the ribosome. However, the extent and generality of fitness effects resulting from co-translational folding remain open questions. Here we report a genome-wide…

生物大分子 · 定量生物学 2017-10-12 William M Jacobs , Eugene I Shakhnovich

The genetic code is the set of rules by which information encoded in genetic material (DNA or RNA sequences) is translated into proteins (amino acid sequences) by living cells. The code defines a mapping between tri-nucleotide sequences,…

其他定量生物学 · 定量生物学 2015-12-03 Jayanta Kumar Das , Atrayee Majumder , Pabitra Pal Choudhury

In many cases, the computation of a neural system can be reduced to a receptive field, or a set of linear filters, and a thresholding function, or gain curve, which determines the firing probability; this is known as a linear/nonlinear…

神经元与认知 · 定量生物学 2014-11-12 Sungho Hong , Brian N. Lundstrom , Adrienne Fairhall

Fairness-aware GANs (FairGANs) exploit the mechanisms of Generative Adversarial Networks (GANs) to impose fairness on the generated data, freeing them from both disparate impact and disparate treatment. Given the model's advantages and…

机器学习 · 计算机科学 2022-03-14 Beatrice Nobile , Gabriele Santin , Bruno Lepri , Pierpaolo Brutti

The mutation-selection mechanism of Darwinian evolution gives rise not only to adaptation to environmental conditions but also to the enhancement of robustness against mutations. When two or more phenotypes have the same fitness value, the…

种群与进化 · 定量生物学 2024-11-20 Macoto Kikuchi

By starting from the four DNA bases order in the Boolean lattice, a novel Lie Algebra of the genetic code is proposed. Here, the principal partitions of the genetic code table were obtained as equivalent classes of quotient subspaces of the…

定量方法 · 定量生物学 2007-05-23 Robersy Sanchez , Ricardo Grau

Although recurrent neural networks (RNNs) trained on cognitive tasks have become a widely used framework for studying neural computation, the internal mechanisms by which RNNs switch between rhythms across multiple frequency bands, and how…

神经元与认知 · 定量生物学 2026-05-15 Yutaka Yamaguti , Shota Nakamura

Gene finding is the task of identifying the locations of coding sequences within the vast amount of genetic code contained in the genome. With an ever increasing quantity of raw genome sequences, gene finding is an important avenue towards…

基因组学 · 定量生物学 2025-05-07 Frederikke I. Marin , Dennis Pultz , Wouter Boomsma

A self-organizing approach is proposed for gene finding based on the model of codon usage for coding regions and positional preference for noncoding regions. The symmetry between the direct and reverse coding regions is adopted for reducing…

生物物理 · 物理学 2007-05-23 Fang Wu , Wei-Mou Zheng