Next Article in Journal
Internal Microbiota Guided Stage Selection in Two Swine-Manure Bioconversion Flies for Feed-Protein Harvest
Previous Article in Journal
Evaluation of Novel Dillapiol Analogs as Insect Detoxification Enzyme Inhibitors and Insecticide Synergists
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Identification of Central Regulatory Hubs in Pupal Diapause of Helicoverpa armigera Using Weighted Gene Co-Expression Network Analysis and Multiscale Embedded Network Analysis

School of Life Sciences, Zhengzhou University, Zhengzhou 450001, China
*
Authors to whom correspondence should be addressed.
Insects 2026, 17(3), 352; https://doi.org/10.3390/insects17030352
Submission received: 22 January 2026 / Revised: 5 March 2026 / Accepted: 20 March 2026 / Published: 23 March 2026
(This article belongs to the Section Insect Molecular Biology and Genomics)

Simple Summary

Diapause is a programmed dormancy that helps insects survive unfavorable seasons. The cotton bollworm, Helicoverpa armigera, uses pupal diapause to overwinter, making it a widespread agricultural pest. Understanding how diapause is controlled at the molecular level could lead to new ways to manage this pest. In this study, we conducted a comprehensive, multi-faceted transcriptomic investigation, combining differential expression analysis, WGCNA, and MEGENA to progress from gene lists toward functional modules and central regulatory hubs. We found that diapause involves extensive changes in gene expression, especially in pathways related to IgSF CAM signaling and nucleocytoplasmic transport pathways, which have not been previously linked to insect diapause. Using gene network analysis, we identified three candidate genes, DDX5, PLK4, and TAF5L. These findings provide new insights into the genetic control of diapause and highlight potential targets for disrupting this process in pest populations.

Abstract

Diapause is a vital overwintering strategy for many insects, yet its comprehensive molecular architecture remains elusive. In the polyphagous pest Helicoverpa armigera, facultative pupal diapause is key to its ecological success. To elucidate the complex diapause regulatory network, we conducted a transcriptomic analysis of diapause (DP) versus non-diapause (NP) pupal brains across early pupal development (days 2, 5, and 10). Integrated analyses, including differential expression, persistent gene identification, weighted gene co-expression network analysis (WGCNA), and multiscale embedded network analysis (MEGENA), were employed to define core regulatory modules and hubs. The number of differentially expressed genes (DEGs) increased over time, with 1781 genes persistently regulated across all time points, enriched in mitochondrial metabolism, hormone signaling, and chromatin remodeling. WGCNA revealed a diapause-associated module (red) linked to RNA processing/transcription and a development-associated module (blue) enriched for translation and mitochondrial metabolism. Network analyses pinpointed three central hub genes: DDX5 and PLK4 (downregulated in diapause, upregulated upon 20E treatment) and TAF5L (upregulated in diapause, downregulated after 20E). This study provides a systems-level view of the transcriptional landscape governing pupal diapause in H. armigera and identifies novel candidate regulators for future functional studies.
Keywords: Diapause; Helicoverpa armigera; transcriptomic analysis; co-expression network analysis Diapause; Helicoverpa armigera; transcriptomic analysis; co-expression network analysis

Share and Cite

MDPI and ACS Style

Song, Z.; Liu, X.; Cao, J.; Wang, Y. Identification of Central Regulatory Hubs in Pupal Diapause of Helicoverpa armigera Using Weighted Gene Co-Expression Network Analysis and Multiscale Embedded Network Analysis. Insects 2026, 17, 352. https://doi.org/10.3390/insects17030352

AMA Style

Song Z, Liu X, Cao J, Wang Y. Identification of Central Regulatory Hubs in Pupal Diapause of Helicoverpa armigera Using Weighted Gene Co-Expression Network Analysis and Multiscale Embedded Network Analysis. Insects. 2026; 17(3):352. https://doi.org/10.3390/insects17030352

Chicago/Turabian Style

Song, Zhe, Xinhui Liu, Jiawen Cao, and Yujue Wang. 2026. "Identification of Central Regulatory Hubs in Pupal Diapause of Helicoverpa armigera Using Weighted Gene Co-Expression Network Analysis and Multiscale Embedded Network Analysis" Insects 17, no. 3: 352. https://doi.org/10.3390/insects17030352

APA Style

Song, Z., Liu, X., Cao, J., & Wang, Y. (2026). Identification of Central Regulatory Hubs in Pupal Diapause of Helicoverpa armigera Using Weighted Gene Co-Expression Network Analysis and Multiscale Embedded Network Analysis. Insects, 17(3), 352. https://doi.org/10.3390/insects17030352

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop