Abstract Background: Venetoclax (VEN), a B-cell lymphoma-2 (BCL-2) inhibitor, is an important drug in acute myeloid leukemia (AML) treatment regimens. However, resistance to VEN-based therapy is a common challenge in AML management. Some factors contributing to resistance include dysregulation of BCL-2 family proteins, mutations in the TP53 gene, activating kinase mutations, and oxidative phosphorylation activity. Despite these insights, other mechanisms of resistance remain elusive. We aim to analyze tumor gene expression patterns associated with treatment response in patients who received VEN-based therapy. Methods: Molecular and clinical data of the patients were obtained as part of the Oncology Research Information Exchange Network (ORIEN) Avatar dataset. RNA-Seq data from diagnostic Bone Marrow were processed to remove batch effects, and differential expression analysis was performed using DESeq2, while correcting for age at sample collection and sex of patients. Results: We included 16 individuals treated with VEN-based therapy. Median age at the time of specimen collection was 65 years (interquartile range, 58-69), 9 (56%) male, 11 (69%) had active disease despite treatment with VEN. VEN-based therapy was used as 1st line, 2nd line, 3rd line, 4th line or more in 3, 4, 4, 2, and 3 patients, respectively. We found a total of 332 genes differentially expressed (fdr<0.05 and abs(log2FoldChange)>2.0) among patients having no evidence of active disease and those with no active disease at the time of last contact. Among those genes, we found HOXA7 and PRAME of particular interest. HOXA7 has been previously implicated in Bromodomain and Extraterminal Domain Inhibitors (BETi) inhibitor resistance in AML. This makes HOXA7 a potentially universal mechanism of chemotherapy resistance in AML. PRAME has been associated with leukemia cell survival, and its knockdown has been shown to induce apoptosis in K562 cells, which is only expressed in AML cells but not in normal hematopoietic cells. Pathway analysis found that the top two enriched pathways for the differentially expressed genes were MET activates PTK2 signaling (R-HSA-8874081) and Metabolism of Angiotensinogen to Angiotensins(R-HSA-2022377). Conclusions: This study highlights some molecular mechanisms that give rise to AML resistance to VEN. Our results indicate that HOXA7 may potentially be a universal mechanism of chemotherapy resistance not limited to VEN-based therapy. Similarly, pathways enriched in resistant cells could be targeted to prevent or treat resistance to VEN-based therapy. These and other findings may help us identify resistance mechanisms in all AML cases vs those specific to VEN-based therapy, allowing the development of treatment strategies based on treatment mechanism. Also, analysis of these mechanisms can aid therapeutic decision-making and the development of effective treatment strategies to improve outcomes in AML. Citation Format: Juan Antonio Raygoza Garay, Seongseok Yun, Afaf Osman, Reshma Ramlal, David Feith, Michelle Churchman, Prajwal Dhakal. Tumor gene expression patterns affecting response to BCl-2 inhibitor venetoclax in acute myeloid leukemia [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 5852.