The research of Alzheimer's disease (AD) in their early stages and its progression till symptomatic onset 12 is essential to understand the pathology and investigate new treatments. Animal models provide a helpful 13 approach to this research, since they allow for controlled follow-up during the disease evolution. In this 14 work, transgenic TgF344-AD rats were longitudinally evaluated starting at 6 months of age. Every 3 15 months, cognitive abilities were assessed by a memory-related task and magnetic resonance imaging 16 (MRI) was acquired. Structural and functional brain networks were estimated and characterized by graph 17 metrics to identify differences between the groups in connectivity, its evolution with age, and its influence 18 on cognition. Structural networks of transgenic animals were altered since the earliest stage. Likewise, 19 aging significantly affected network metrics in TgF344-AD, but not in the control group. In addition, 20 while the structural brain network influenced cognitive outcome in transgenic animals, functional 21 network impacted how control subjects performed. TgF344-AD brain network alterations were present 22 from very early stages, difficult to identify in clinical research. Likewise, the characterization of aging in 23 these animals, involving structural network reorganization and its effects on cognition, opens a window to 24 evaluate new treatments for the disease. 25 1 AUTHOR SUMMARYWe have applied magnetic resonance image based connectomics to characterize TgF344-AD rats, a 26 transgenic model of Alzheimer's disease (AD). This represents a highly translational approach, what is 27 essential to investigate potential treatments. TgF344-AD animals were evaluated from early to advanced 28 ages to describe alterations in brain connectivity and how brain networks are affected by age. Results
29showed that aging had a bigger impact in the structural connectivity of the TgF344-AD than in control 30 animals, and that changes in the structural network, already observed at early ages, significantly 31 influenced cognitive outcome of transgenic animals. Alterations in connectivity were similar to the 32 described in AD human studies, and complement them providing insights into earlier stages and a plot of 33