Abstract About 88% of metastatic prostate cancer (PCa) cases involve bone metastasis. When PCa cells spread to the bone, a metabolic adaptation to the new environment takes place, partly influenced by factors secreted by the homing organ. Thus, we hypothesize that metabolic reprogramming, both in the tumor and bone niche drive PCa bone metastasis. In this work, we carried out an integrative in vitro, in vivo, and bioinformatics approach to identify key regulators governing the metabolic behavior of PCa cells. We performed an indirect co-culture between PCa (PC3) and bone progenitor (MC3T3 or Raw264.7) cells. PCa cells displayed a strong transcriptional (RNA-seq) activation of lipid metabolism, including PPAR-signaling, fat digestion, and PI3K-Akt pathway. Accordingly, treatment with the conditioned media (CM) of the co-culture promoted lipid accumulation in PC3 cells (Bodipy 493/503 staining). To assess the clinical relevance of the in vitro model, we performed an unsupervised clustering analysis using transcriptomics data from human PCa and bone metastatic samples (GSE74685). Results showed that the metabolic genes deregulated in PC3 by the co-culture, could accurately cluster samples in primary tumor or bone metastasis. We next performed a multivariable Cox regression analysis and built a prognostic model, identifying a novel signature of 5 lipid-associated genes, PPARA, VDR, SLC16A1, PAPSS2 and GPX1, associated with a 23-fold higher risk of death in PCa patients (SU2C-PCF dataset). The expression of this signature was validated in a PDX pre-clinical model (MDA PCa PDX series) when comparing MDA-PCa-183 growing intrafemorally vs. subcutaneously. In order to identify the central hubs regulating this transcriptional phenotype, we performed an Ingenuity Pathway Analysis (QIAGEN), showcasing that the lipid-related signature deregulated by the bone niche is indeed modulated by the Protein Kinase A (PKA). Accordingly, the expression of these signature was downregulated by PKA inhibition (H89; PKA inhibitor). Moreover, secretome analyses (ESI MS/MS) revealed that bone secreted type I collagen (Col1a1) and fibronectin (Fn1) regulate PKA activity in PCa cells. Further, we investigated whether PKA could modulate critical mechanisms for bone progression, focusing on osteopontin (SPP1), a secreted protein involved in the adhesion and invasion of PCa cells, whose regulatory mechanism in tumor cells is yet to be elucidated. Strikingly, we observed not only that the activation of PKA using Forskolin in PCa cells activated SPP1 expression, but also that PKA inhibition led to a significant impairment of the SPP1 induction triggered by bone soluble factors secreted during the PC3/MC3T3 co-culture. Altogether, we showcase PKA as a central hub of PCa energetic metabolism during bone progression and outline a lipid-associated gene signature that can be targeted to halt metastatic PCa. Citation Format: Pablo Sanchis, Nicolas Anselmino, Estefania Labanca, Agustina Sabater, Juan Bizzotto, Gaston Pascual, Rocio Seniuk, Sofia Lage-Vickers, Antonina Mitrofanova, Pia Valacco, Ayelen Toro, Javier Cotignola, Nora Navone, Elba Vazquez, Geraldine Gueron. Unmasking the deadly tango: PKA and lipid genes in prostate cancer's bone invasion [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2024; Part 1 (Regular Abstracts); 2024 Apr 5-10; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2024;84(6_Suppl):Abstract nr 3064.