Abstract Nasopharyngeal cancer (NPC) is an EBV-driven epithelial cancer endemic to Southeast Asia, Southern China and the Middle East. Accurate profiling of the gene expression of NPC has been challenging because of its intense inflammatory infiltrate, as well as the 3 - 4mm size of biopsies limiting the amount of available material. Here we present a large cohort of 339 micro-dissected gene expression libraries from formalin-fixed paraffin-embedded (FFPE) biopsies from NPC patients treated at the National University Health System, Singapore, as well as healthy controls. NPC tumors from patients who subsequently developed recurrent or metastatic disease (Group A), and patients who did not develop recurrent or metastatic disease (Group B) were profiled. Tumor epithelial and microenvironment compartments were separately obtained using laser-capture microdissection, followed by library preparation performed for RNA-Seq using an in-house specialised technique. Gene signatures for NPC tumor epithelial and microenvironment content were used to validate the purity of gene expression libraries. Our preliminary analysis revealed that primary, pre-treatment tumors from patients who subsequently developed recurrence (Group A) showed downregulation of processes related to interferon gamma and interferon alpha response (p-adj <0.001 for both), while processes related to epithelial-mesenchymal transition (p-adj < 0.05) were enriched compared to patients who remained healthy (Group B). In contrast to primary tumors, recurrent tumors in Group A were enriched for cellular respiration including oxidative phosphorylation (p-adj < 0.0001). Our approach highlights the utility of whole transcriptome profiling from small quantities of archival FFPE material. The gene signatures identified from the primary tumors of high-risk patients are biologically relevant and have the potential to be used in precision medicine to guide additional targeted intervention. Citation Format: Joshua K. Tay, Wei Keat Teo, Joseph W. Foley, Luvita Suryani, Bing Cheng Wu, Chor Hiang Siow, Kwok Seng Loh. Gene expression signatures from FFPE to predict recurrent metastatic nasopharyngeal cancer [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 5660.