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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\u2013regulated genes in the same ACC cell line, raising concerns about technical reproducibility and methodological consistency. This study aimed to reconcile discrepancies in SF-1\u2013regulated gene identification across independent studies using a systematic approach.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Design and Methods<\/jats:title>\n                    <jats:p>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.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>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.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>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.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1093\/ejendo\/lvaf138","type":"journal-article","created":{"date-parts":[[2025,7,1]],"date-time":"2025-07-01T07:39:16Z","timestamp":1751355556000},"page":"135-145","source":"Crossref","is-referenced-by-count":2,"title":["Steroidogenic factor-1 regulates a core set of target genes to promote malignancy in adrenocortical carcinoma"],"prefix":"10.1093","volume":"193","author":[{"given":"Jo\u00e3o C D","family":"Muzzi","sequence":"first","affiliation":[{"name":"Pel\u00e9 Pequeno Pr\u00edncipe Research Institute , Curitiba 80250-060 ,","place":["Brazil"]},{"name":"Bioinformatics and Systems Biology Laboratory, Federal University of Paran\u00e1 (UFPR) , Curitiba 81520-260 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