Evolution of Hierarchical Structure Reuse in iGEM Synthetic DNA Sequences

06/06/2019
by   Payam Siyari, et al.
0

Many complex systems, both in technology and nature, exhibit hierarchical modularity: smaller modules, each of them providing a certain function, are used within larger modules that perform more complex functions. Previously, we have proposed a modeling framework, referred to as Evo-Lexis, that provides insight to some fundamental questions about evolving hierarchical systems. The predictions of the Evo-Lexis model should be tested using real data from evolving systems in which the outputs can be well represented by sequences. In this paper, we investigate the time series of iGEM synthetic DNA dataset sequences, and whether the resulting iGEM hierarchies exhibit the qualitative properties predicted by the Evo-Lexis framework. Contrary to Evo-Lexis, in iGEM the amount of reuse decreases during the timeline of the dataset. Although this results in development of less cost-efficient and less deep Lexis-DAGs, the dataset exhibits a bias in reusing specific nodes more often than others. This results in the Lexis-DAGs to take the shape of an hourglass with relatively high H-score values and stable set of core nodes. Despite the reuse bias and stability of the core set, the dataset presents a high amount of diversity among the targets which is in line with modeling of Evo-Lexis.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/13/2018

Emergence and Evolution of Hierarchical Structure in Complex Systems

It is well known that many complex systems, both in technology and natur...
research
04/02/2021

Feature Evolution and Reuse – An Exploratory Study of Eclipse

One of the purported ways to increase productivity and reduce developmen...
research
02/17/2016

Lexis: An Optimization Framework for Discovering the Hierarchical Structure of Sequential Data

Data represented as strings abounds in biology, linguistics, document mi...
research
05/14/2020

Thermodynamically Stable DNA Code Design using a Similarity Significance Model

DNA code design aims to generate a set of DNA sequences (codewords) with...
research
04/26/2017

Ranking in evolving complex networks

Complex networks have emerged as a simple yet powerful framework to repr...
research
07/20/2023

Generative Language Models on Nucleotide Sequences of Human Genes

Language models, primarily transformer-based ones, obtained colossal suc...

Please sign up or login with your details

Forgot password? Click here to reset