Abstract Glioblastomas multiforme (GBMs) are the most lethal tumors of the brain. Tumoral mesenchymal transformation is a hallmark of GBMs associated with alterations in cellular morphology and dynamic organization. However, little is known about the mechanisms that control this pathological process. Here, we report a comprehensive spatiotemporal study integrating novel intra-tumoral histopathological structures, ‘oncostreams’, with tumor dynamic properties, microenvironment assets and spatial molecular features. Cellular analyses of genetic engineered mouse models of glioma identified that oncostreams are heterogenous structures formed by elongated and aligned neoplastic cells enriched in non-neoplastic cells such as ACTA2+ mesenchymal like cells and CD68+ tumor associated microglia/macrophages (TAM). Deep learning analysis of H&E glioma histological samples from mouse and human gliomas identified that oncostream density correlates with tumor aggressiveness. To determine whether oncostreams fascicles are characterized by a specific gene expression profile, we performed transcriptomic analysis using laser capture microdissection coupled to RNA-sequencing. We found that oncostreams are defined by a transcriptomic signature enriched in mesenchymal genes. Network analyses identified that COL1A1 is a critical gene that regulates oncostream organization and function. Correspondingly, human and mouse high-grade gliomas with high oncostream densities showed prominent alignment of collagen fibers along these fascicles and higher COL1A1 expression compared to low-grade gliomas. To evaluate the functional role of COL1A1 in oncostream formation we generated a COL1A1-deficient GEMM of glioma. We observed that COL1A1 inhibition decreased oncostream formation, impaired tumor cell proliferation and remodeled the tumor microenvironment by diminishing CD68+ TAM cells, CD31+ endothelial vascular proliferation and ACTA2+ perivascular mesenchymal cells, thus increasing animal survival. Further studies, using time lapse confocal imaging in ex vivo glioma explants, and intravital imaging in vivo demonstrated that oncostreams are organized collective dynamic structures present at the tumor core and the invasive tumor border. Oncostreams dynamics increased the intra-tumoral spread of cells within the tumor and foster glioma aggressiveness through collective invasion of the normal brain parenchyma. The analysis of glioma invasion in COL1A1 knockdown tumors exhibited a reduction in collective migration patterns, strongly supporting its importance in tumor progression. We propose that oncostreams represent a novel pathological marker of potential value for diagnosis and COL1A1 depletion within oncostreams is a promising approach and reprogram mesenchymal transformation to reduce the tumor malignancy. Citation Format: Andrea Comba, Syed Faisal, Patrick J. Dunn, Anna E. Argento, Todd C. Hollon, Wajd N. Al-Holou, Maria L. Varela, Daniel B. Zamler, Gunnar L. Quass, Pierre F. Apostolides, Christine E. Brown, Phillip E. E. Kish, Alon Kahana, Celina G. Kleer, Sebastien Motsch, Maria G. Castro, Pedro R. Lowenstein. Spatiotemporal analyses of preclinical glioma models reveal ‘oncostreams’ as dynamic fascicles regulating tumor mesenchymal transformation, invasion, and malignancy [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2476.