Network Analysis of Gene Transcriptions of Arabidopsis thaliana in Spaceflight Microgravity

被引:8
|
作者
Manian, Vidya [1 ,2 ]
Orozco, Jairo [1 ]
Gangapuram, Harshini [2 ]
Janwa, Heeralal [3 ]
Agrinsoni, Carlos [3 ]
机构
[1] Univ Puerto Rico, Dept Elect & Comp Engn, Mayaguez, PR 00681 USA
[2] Univ Puerto Rico, Dept Bioengn, Mayaguez, PR 00681 USA
[3] Univ Puerto Rico, Dept Math, Rio Piedras, PR 00925 USA
关键词
gene expression; graphs; network analysis; root growth; cell wall biosynthesis; spaceflight microgravity; Arabidopsis thaliana;
D O I
10.3390/genes12030337
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The transcriptomic datasets of the plant model organism Arabidopsis thaliana grown in the International Space Station provided by GeneLab have been mined to isolate the impact of spaceflight microgravity on gene expressions related to root growth. A set of computational tools is used to identify the hub genes that respond differently in spaceflight with controlled lighting compared to on the ground. These computational tools based on graph-theoretic approaches are used to infer gene regulatory networks from the transcriptomic datasets. The three main algorithms used for network analyses are Least Absolute Shrinkage and Selection Operator (LASSO), Pearson correlation, and the Hyperlink-Induced Topic Search (HITS) algorithm. Graph-based spectral analyses reveal distinct properties of the spaceflight microgravity networks for the Wassilewskija (WS), Columbia (Col)-0, and mutant phytochromeD (phyD) ecotypes. The set of hub genes that are significantly altered in spaceflight microgravity are mainly involved in cell wall synthesis, protein transport, response to auxin, stress responses, and catabolic processes. Network analysis highlights five important root growth-regulating hub genes that have the highest outdegree distribution in spaceflight microgravity networks. These concerned genes coding for proteins are identified from the Gene Regulatory Networks (GRNs) corresponding to spaceflight total light environment. Furthermore, network analysis uncovers genes that encode nucleotide-diphospho-sugar interconversion enzymes that have higher transcriptional regulation in spaceflight microgravity and are involved in cell wall biosynthesis.
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页数:17
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