Myriam Guadalupe Rodríguez-Gandarilla, Julio Armando Massange-Sánchez
{"title":"Reference gene stability and stress marker expression during drought and senescence in forage and malting barley","authors":"Myriam Guadalupe Rodríguez-Gandarilla, Julio Armando Massange-Sánchez","doi":"10.1007/s11738-026-03958-x","DOIUrl":null,"url":null,"abstract":"<div><p>Reference genes are essential for accurate normalisation in qPCR-based gene expression studies, yet their stability can vary widely across tissues, developmental stages, genetic backgrounds and stress conditions. Fourteen candidate reference genes previously reported as stable in barley were evaluated in forage and malting varieties across senescence, grain development, and drought stress. Seven genes satisfied specificity and amplification-efficiency criteria and were subsequently assessed for expression stability using the ΔCt, BestKeeper, NormFinder, and geNorm algorithms integrated through a comprehensive stability index. Across all tissues, <i>EF1α</i> consistently emerged as the most stable reference gene, whereas <i>MALD</i>, <i>UPL</i>, and <i>HSP70</i> provided reliable alternatives depending on the tissue type, variety, or stress condition. In contrast, widely used housekeeping genes such as <i>TUBα</i> showed high variability and were unsuitable as internal controls. To validate the selected reference genes, eight drought- and senescence-responsive marker genes were analysed. Expression profiling normalised with <i>EF1α</i> and <i>MALD</i> revealed both conserved and variety-specific patterns: <i>HSP17</i> and <i>GPR</i> were strongly induced under drought, whereas <i>WRKY1</i> showed mild repression. During senescence, <i>GS2</i> and <i>RBCS</i> were sharply downregulated, while <i>AGTX</i> and <i>SAG12</i> displayed contrasting induction between varieties. These findings identify a robust set of reference genes for barley and reveal distinct stress-response strategies between forage and malting backgrounds, providing a validated framework for qPCR normalisation and stress-adaptation studies.</p></div>","PeriodicalId":6973,"journal":{"name":"Acta Physiologiae Plantarum","volume":"48 10","pages":""},"PeriodicalIF":2.3000,"publicationDate":"2026-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Acta Physiologiae Plantarum","FirstCategoryId":"99","ListUrlMain":"https://link.springer.com/article/10.1007/s11738-026-03958-x","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PLANT SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Reference genes are essential for accurate normalisation in qPCR-based gene expression studies, yet their stability can vary widely across tissues, developmental stages, genetic backgrounds and stress conditions. Fourteen candidate reference genes previously reported as stable in barley were evaluated in forage and malting varieties across senescence, grain development, and drought stress. Seven genes satisfied specificity and amplification-efficiency criteria and were subsequently assessed for expression stability using the ΔCt, BestKeeper, NormFinder, and geNorm algorithms integrated through a comprehensive stability index. Across all tissues, EF1α consistently emerged as the most stable reference gene, whereas MALD, UPL, and HSP70 provided reliable alternatives depending on the tissue type, variety, or stress condition. In contrast, widely used housekeeping genes such as TUBα showed high variability and were unsuitable as internal controls. To validate the selected reference genes, eight drought- and senescence-responsive marker genes were analysed. Expression profiling normalised with EF1α and MALD revealed both conserved and variety-specific patterns: HSP17 and GPR were strongly induced under drought, whereas WRKY1 showed mild repression. During senescence, GS2 and RBCS were sharply downregulated, while AGTX and SAG12 displayed contrasting induction between varieties. These findings identify a robust set of reference genes for barley and reveal distinct stress-response strategies between forage and malting backgrounds, providing a validated framework for qPCR normalisation and stress-adaptation studies.
期刊介绍:
Acta Physiologiae Plantarum is an international journal established in 1978 that publishes peer-reviewed articles on all aspects of plant physiology. The coverage ranges across this research field at various levels of biological organization, from relevant aspects in molecular and cell biology to biochemistry.
The coverage is global in scope, offering articles of interest from experts around the world. The range of topics includes measuring effects of environmental pollution on crop species; analysis of genomic organization; effects of drought and climatic conditions on plants; studies of photosynthesis in ornamental plants, and more.