João C D Muzzi, Carmen Ruggiero, Mabrouka Doghman-Bouguerra, Maísa E Colodel, Jessica M Magno, Jean S S Resende, Nelly Durand, Juliana F de Moura, Larissa M Alvarenga, Luciane R Cavalli, Bonald C Figueiredo, Enzo Lalli, Mauro A A Castro
{"title":"Steroidogenic factor-1 regulates a core set of target genes to promote malignancy in adrenocortical carcinoma.","authors":"João C D Muzzi, Carmen Ruggiero, Mabrouka Doghman-Bouguerra, Maísa E Colodel, Jessica M Magno, Jean S S Resende, Nelly Durand, Juliana F de Moura, Larissa M Alvarenga, Luciane R Cavalli, Bonald C Figueiredo, Enzo Lalli, Mauro A A Castro","doi":"10.1093/ejendo/lvaf138","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>Gene dosage is at the core of the biological activity of the steroidogenic factor-1 (SF-1/NR5A1) transcription factor. Its overexpression in adrenocortical carcinoma (ACC) is associated with enhanced proliferation and invasive capacities, steroid modulation, immune suppression, and poor prognosis. Surprisingly, 3 independent studies showed less than 10% agreement in identifying SF-1-regulated genes in the same ACC cell line, raising concerns about technical reproducibility and methodological consistency. This study aimed to reconcile discrepancies in SF-1-regulated gene identification across independent studies using a systematic approach.</p><p><strong>Design and methods: </strong>We reanalysed datasets from those studies using an in silico SF-1 regulon obtained from ACC TCGA data as an external reference to evaluate transcriptional patterns. Additionally, we assessed how threshold selection impacts the overlap between experiments and optimized this process. Furthermore, we performed functional experiments to evaluate how variations in SF-1 dosage impact target gene expression.</p><p><strong>Results: </strong>Our analysis revealed comparable transcriptional patterns across all studies, reconciling transcriptional signatures and phenotypes. Threshold optimization identified consensus sets of genes responsive to SF-1 perturbations. Functional experiments confirmed that variations in SF-1 dosage significantly impact gene expression, explaining discrepancies in previous studies, and evidenced negative autoregulation of the SF-1 transcript by its encoded protein both in ACC cells and in a mouse model of Sf-1 overexpression in the adrenal cortex.</p><p><strong>Conclusions: </strong>Our findings deepen our understanding of SF-1 regulatory activity in ACC and demonstrate that dosage is critical for observed gene expression patterns. Our integrative approach improves reproducibility and biological interpretation, offering a framework to reconcile cross-study findings.</p>","PeriodicalId":11884,"journal":{"name":"European Journal of Endocrinology","volume":" ","pages":"135-145"},"PeriodicalIF":5.3000,"publicationDate":"2025-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Journal of Endocrinology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1093/ejendo/lvaf138","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: Gene dosage is at the core of the biological activity of the steroidogenic factor-1 (SF-1/NR5A1) transcription factor. Its overexpression in adrenocortical carcinoma (ACC) is associated with enhanced proliferation and invasive capacities, steroid modulation, immune suppression, and poor prognosis. Surprisingly, 3 independent studies showed less than 10% agreement in identifying SF-1-regulated genes in the same ACC cell line, raising concerns about technical reproducibility and methodological consistency. This study aimed to reconcile discrepancies in SF-1-regulated gene identification across independent studies using a systematic approach.
Design and methods: We reanalysed datasets from those studies using an in silico SF-1 regulon obtained from ACC TCGA data as an external reference to evaluate transcriptional patterns. Additionally, we assessed how threshold selection impacts the overlap between experiments and optimized this process. Furthermore, we performed functional experiments to evaluate how variations in SF-1 dosage impact target gene expression.
Results: Our analysis revealed comparable transcriptional patterns across all studies, reconciling transcriptional signatures and phenotypes. Threshold optimization identified consensus sets of genes responsive to SF-1 perturbations. Functional experiments confirmed that variations in SF-1 dosage significantly impact gene expression, explaining discrepancies in previous studies, and evidenced negative autoregulation of the SF-1 transcript by its encoded protein both in ACC cells and in a mouse model of Sf-1 overexpression in the adrenal cortex.
Conclusions: Our findings deepen our understanding of SF-1 regulatory activity in ACC and demonstrate that dosage is critical for observed gene expression patterns. Our integrative approach improves reproducibility and biological interpretation, offering a framework to reconcile cross-study findings.
期刊介绍:
European Journal of Endocrinology is the official journal of the European Society of Endocrinology. Its predecessor journal is Acta Endocrinologica.
The journal publishes high-quality original clinical and translational research papers and reviews in paediatric and adult endocrinology, as well as clinical practice guidelines, position statements and debates. Case reports will only be considered if they represent exceptional insights or advances in clinical endocrinology.
Topics covered include, but are not limited to, Adrenal and Steroid, Bone and Mineral Metabolism, Hormones and Cancer, Pituitary and Hypothalamus, Thyroid and Reproduction. In the field of Diabetes, Obesity and Metabolism we welcome manuscripts addressing endocrine mechanisms of disease and its complications, management of obesity/diabetes in the context of other endocrine conditions, or aspects of complex disease management. Reports may encompass natural history studies, mechanistic studies, or clinical trials.
Equal consideration is given to all manuscripts in English from any country.