While cells within tissues generate and sense 3D states of strain, the current understanding of the mechanics of fibrous extracellular matrices (ECMs) stems mainly from uniaxial, biaxial, and shear tests. Here, we demonstrate that the multiaxial deformations of fiber networks in 3D cannot be inferred solely based on these tests. The interdependence of the three principal strains gives rise to anomalous ratios of biaxial to uniaxial stiffness between 8 and 9 and apparent Poisson's ratios larger than 1. These observations are explained using a microstructural network model and a coarsegrained constitutive framework that predicts the network Poisson effect and stress-strain responses in uniaxial, biaxial, and triaxial modes of deformation as a function of the microstructural properties of the network, including fiber mechanics and pore size of the network. Using this theoretical approach, we found that accounting for the Poisson effect leads to a 100-fold increase in the perceived elastic stiffness of thin collagen samples in extension tests, reconciling the seemingly disparate measurements of the stiffness of collagen networks using different methods. We applied our framework to study the formation of fiber tracts induced by cellular forces. In vitro experiments with low-density networks showed that the anomalous Poisson effect facilitates higher densification of fibrous tracts, associated with the invasion of cancerous acinar cells. The approach developed here can be used to model the evolving mechanics of ECM during cancer invasion and fibrosis.fibrous matrices | matrix realignment | 3D cell traction force microscopy | tissue swelling T he elastic modulus, strain-stiffening, and mechanical relaxation timescale of the extracellular matrix (ECM) regulate cellular behaviors such as differentiation and spreading (1-3), as well as the susceptibility of cells to infection by bacterial pathogens (4), and the response of cells to drugs. Mechanical cues and chemical signals are among the key factors that influence the migration of cells. Many cell types migrate toward stiffer regions of a substrate (5, 6) and follow the direction of fiber alignment (7,8). The characterization and modeling of the mechanics of collagen matrices are important for understanding the interaction between invading cancer cells and the tumor microenvironment, and the relation between mechanosensing and matrix biosynthesis in fibrosis, as well as tuning the cellular microenvironment in tissue engineering applications. Most previous microstructural studies and constitutive models of ECM mechanics have focused on either the uniaxial, biaxial, or shear loading of the fibrous ECMs, whereas fiber networks physiologically experience combinations of these modes of mechanical loading. For instance, large Poisson effects are involved in fiber densification at collagen tracts, which promote the invasion of cancerous acinar cells (9). Moreover, factors such as overexpression of hyaluronic acid in cancerous tissues cause swelling in the ECMs of tumors (10, 11)...