AI-Powered Structural and Co-Expression Analysis of Potato (Solanum tuberosum) StABCG25 Transporters Under Drought: A Combined AlphaFold, WGCNA, and MD Approach

Drought stress significantly impacts potato (<i>Solanum tuberosum</i>) yield and quality, necessitating the identification of molecular regulators involved in stress response. This study presents a systems-level, integrative in silico strategy to characterize <i>StABCG25</i> transporter homologs, key players in abscisic acid (ABA) export in Arabidopsis, to evaluate their potential role in drought adaptation. We performed a genome-wide scan of the potato genome and identified four <i>StABCG25</i> isoforms. A comprehensive computational framework was applied, including transcriptomic profiling, Weighted Gene Co-expression Network Analysis (WGCNA), AlphaFold2-based 3D modeling, docking, and long-timescale Molecular Dynamics (MD) simulations. Expression analyses revealed the coordinated upregulation of <i>StABCG25-2</i> and <i>-4</i> in the drought-tolerant FB clone, contrasted by suppression or instability in sensitive cultivars. WGCNA placed <i>StABCG25-2</i> as a hub gene in ABA-enriched stress response modules, while <i>StABCG25-4</i> was associated with plastid-related pathways, suggesting functional divergence. Structurally, <i>StABCG25-2</i> and -6 exhibited high conformational stability in MD simulations, supported by consistent RMSD/RMSF profiles and MM/PBSA-based binding energy estimates. In contrast, <i>StABCG25-5B</i>, despite favorable docking scores, demonstrated poor dynamic stability and unreliable binding affinity. Overall, this study highlights the critical role of transcriptional coordination and structural robustness in the functional specialization of <i>StABCG25</i> isoforms under drought stress. Our findings underscore the value of combining WGCNA and molecular dynamics simulations to identify structurally and functionally relevant ABA transporters for future crop improvement strategies.

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Journal
Biology
Published
2025-12-01
DOI
https://doi.org/10.3390/biology14121723
Primary Topic
Plant Stress Responses and Tolerance
Type
article
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article

AI-Powered Structural and Co-Expression Analysis of Potato (Solanum tuberosum) StABCG25 Transporters Under Drought: A Combined AlphaFold, WGCNA, and MD Approach

Barış Kurt, Fırat Kurt
Biology
Plant Stress Responses and Tolerance
article

AI-Powered Structural and Co-Expression Analysis of Potato (Solanum tuberosum) StABCG25 Transporters Under Drought: A Combined AlphaFold, WGCNA, and MD Approach

Barış Kurt, Fırat Kurt
article en

Abstract

Drought stress significantly impacts potato (<i>Solanum tuberosum</i>) yield and quality, necessitating the identification of molecular regulators involved in stress response. This study presents a systems-level, integrative in silico strategy to characterize <i>StABCG25</i> transporter homologs, key players in abscisic acid (ABA) export in Arabidopsis, to evaluate their potential role in drought adaptation. We performed a genome-wide scan of the potato genome and identified four <i>StABCG25</i> isoforms. A comprehensive computational framework was applied, including transcriptomic profiling, Weighted Gene Co-expression Network Analysis (WGCNA), AlphaFold2-based 3D modeling, docking, and long-timescale Molecular Dynamics (MD) simulations. Expression analyses revealed the coordinated upregulation of <i>StABCG25-2</i> and <i>-4</i> in the drought-tolerant FB clone, contrasted by suppression or instability in sensitive cultivars. WGCNA placed <i>StABCG25-2</i> as a hub gene in ABA-enriched stress response modules, while <i>StABCG25-4</i> was associated with plastid-related pathways, suggesting functional divergence. Structurally, <i>StABCG25-2</i> and -6 exhibited high conformational stability in MD simulations, supported by consistent RMSD/RMSF profiles and MM/PBSA-based binding energy estimates. In contrast, <i>StABCG25-5B</i>, despite favorable docking scores, demonstrated poor dynamic stability and unreliable binding affinity. Overall, this study highlights the critical role of transcriptional coordination and structural robustness in the functional specialization of <i>StABCG25</i> isoforms under drought stress. Our findings underscore the value of combining WGCNA and molecular dynamics simulations to identify structurally and functionally relevant ABA transporters for future crop improvement strategies.

BiologyVol. 14(12)
Muş Alparslan University (TR)
Openalex Percentile: Top 72%
Plant Stress Responses and Tolerance
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AI-Powered Structural and Co-Expression Analysis of Potato (Solanum tuberosum) StABCG25 Transporters Under Drought: A Combined AlphaFold, WGCNA, and MD Approach — Barış Kurt, Fırat Kurt · Biology (2025) | TGRS Research Map | TGRS