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持久状态在布尔网络模型中的命运。

Dauer fate in a Boolean network model.

机构信息

Biomedical Engineering, University of Virginia, Charlottesville, VA, United States of America.

Biomolecular Sciences Institute and Department of Biology, Florida International University, Miami, FL, United States of America.

出版信息

PeerJ. 2023 Jan 23;11:e14713. doi: 10.7717/peerj.14713. eCollection 2023.

DOI:10.7717/peerj.14713
PMID:36710867
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9879150/
Abstract

Cellular fates are determined by genes interacting across large, complex biological networks. A critical question is how to identify causal relationships spanning distinct signaling pathways and underlying organismal phenotypes. Here, we address this question by constructing a Boolean model of a well-studied developmental network and analyzing information flows through the system. Depending on environmental signals develop normally to sexual maturity or enter a reproductively delayed, developmentally quiescent 'dauer' state, progressing to maturity when the environment changes. The developmental network that starts with environmental signal and ends in the dauer/no dauer fate involves genes across 4 signaling pathways including cyclic GMP, Insulin/IGF-1, TGF- and steroid hormone synthesis. We identified three stable motifs leading to normal development, each composed of genes interacting across the Insulin/IGF-1, TGF- and steroid hormone synthesis pathways. Three genes known to influence dauer fate, , and , acted as driver nodes in the system. Using causal logic analysis, we identified a five gene cyclic subgraph integrating the information flow from environmental signal to dauer fate. Perturbation analysis showed that a multifactorial insulin profile determined the stable motifs the system entered and interacted with as the switchpoint driving the dauer/no dauer fate. Our results show that complex organismal systems can be distilled into abstract representations that permit full characterization of the causal relationships driving developmental fates. Analyzing organismal systems from this perspective of logic and function has important implications for studies examining the evolution and conservation of signaling pathways.

摘要

细胞命运是由相互作用的基因在大型复杂生物网络中决定的。一个关键问题是如何识别跨越不同信号通路和潜在生物体表型的因果关系。在这里,我们通过构建一个经过充分研究的发育网络的布尔模型并分析系统中的信息流来解决这个问题。根据环境信号,线虫要么正常发育到性成熟,要么进入生殖延迟、发育静止的“ dauer”状态,当环境变化时会发育成熟。从环境信号开始,最终决定 dauer/no dauer 命运的发育网络涉及跨越 4 个信号通路的基因,包括环鸟苷酸、胰岛素/IGF-1、TGF-β和类固醇激素合成。我们鉴定了三个导致正常发育的稳定基序,每个基序都由跨胰岛素/IGF-1、TGF-β和类固醇激素合成通路相互作用的基因组成。三个已知影响 dauer 命运的基因、、和作为系统中的驱动节点。使用因果逻辑分析,我们鉴定了一个整合从环境信号到 dauer 命运信息流的五基因环状子图。扰动分析表明,多种胰岛素模式决定了系统进入的稳定基序,并与作为驱动 dauer/no dauer 命运的开关点的相互作用。我们的结果表明,复杂的生物体系统可以被提炼成抽象的表示形式,从而可以全面描述驱动发育命运的因果关系。从逻辑和功能的角度分析生物体系统对于研究信号通路的进化和保守性具有重要意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a01a/9879150/f7be600924a6/peerj-11-14713-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a01a/9879150/49d37b41272e/peerj-11-14713-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a01a/9879150/c5a8718439f3/peerj-11-14713-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a01a/9879150/e1cd54b1d382/peerj-11-14713-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a01a/9879150/f7be600924a6/peerj-11-14713-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a01a/9879150/49d37b41272e/peerj-11-14713-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a01a/9879150/c5a8718439f3/peerj-11-14713-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a01a/9879150/e1cd54b1d382/peerj-11-14713-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a01a/9879150/f7be600924a6/peerj-11-14713-g004.jpg

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本文引用的文献

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pystablemotifs: Python library for attractor identification and control in Boolean networks.pystablemotifs:用于布尔网络吸引子识别和控制的 Python 库。
Bioinformatics. 2022 Feb 7;38(5):1465-1466. doi: 10.1093/bioinformatics/btab825.
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Parity and time reversal elucidate both decision-making in empirical models and attractor scaling in critical Boolean networks.宇称和时间反演既阐明了经验模型中的决策制定,也阐明了临界布尔网络中的吸引子缩放。
Sci Adv. 2021 Jul 16;7(29). doi: 10.1126/sciadv.abf8124. Print 2021 Jul.
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Somatic aging pathways regulate reproductive plasticity in .
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Elife. 2021 Jul 8;10:e61459. doi: 10.7554/eLife.61459.
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dauers vary recovery in response to bacteria from natural habitat.持久期因对来自自然栖息地的细菌的反应而恢复各异。 (不过原句表述似乎不太准确规范)
Ecol Evol. 2020 Aug 24;10(18):9886-9895. doi: 10.1002/ece3.6646. eCollection 2020 Sep.
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Starvation memory resulting in reproductive plasticity is conserved in some wild isolates.饥饿记忆导致的生殖可塑性在一些野生分离株中是保守的。
MicroPubl Biol. 2020 May 4;2020. doi: 10.17912/micropub.biology.000243.
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WormBase: a modern Model Organism Information Resource.WormBase:现代模式生物信息资源。
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