We derive an unbiased information theoretic energy landscape for chromosomes at metaphase using a maximum entropy approach that accurately reproduces the details of the experimentally measured pair-wise contact probabilities between genomic loci. Dynamical simulations using this landscape lead to cylindrical, helically twisted structures reflecting liquid crystalline order. These structures are similar to those arising from a generic ideal homogenized chromosome energy landscape. The helical twist can be either right or left handed so chiral symmetry is broken spontaneously. The ideal chromosome landscape when augmented by interactions like those leading to topologically associating domain (TAD) formation in the interphase chromosome reproduces these behaviors. The phase diagram of this landscape shows the helical fiber order and the cylindrical shape persist at temperatures above the onset of chiral symmetry breaking which is limited by the TAD interaction strength.When cells divide, their chromosomes dramatically condense before forming a pair of sister chromatids that exhibits the famous X shape of the mitotic phase [1]. Microscopy reveals the overall morphology of the mitotic chromatin, but its internal structure remains controversial [2][3][4]. A complete understanding of chromosomal organization is challenging since the condensation of the chromosome into its dense mitotic form permits many different orderings and phase transitions. Owing to the large scale of the chromosome, we also can expect interesting non-equilibrium glassy dynamics and possible kinetic control of structure formation [5][6][7][8][9][10][11][12][13].Structural models of the mitotic chromosome have been proposed, including the radial loop model [4], the chromatin network model [14] and the hierarchical folding model [3]. These models often highlight the biologically specific role of protein molecules but the intrinsic properties of the DNA as a long highly helical molecule must also be at work. Being a helix itself, DNA, when condensed, forms a range of distinct liquid crystalline phases [15]. The DNA of dinoflagellates, which is much longer than a human chromosome, organizes into a cholesteric liquid crystal [16,17]. Human mitotic chromosomes also appear to have liquid crystalline features when viewed under the microscope [18]. Chiral symmetry appears to be broken: the daughter chromatids formed on cell division seem to be of opposite handedness in microscope images. In this letter, we use inverse statistical mechanics to infer from high resolution chromosome conformation capture data two energy landscapes that yield ensembles of three-dimensional (3D) structures for the mitotic chromosome. One of these energy landscapes is constructed to be agnostic as to the origin of the fluctuating order, while the other is based on a model constructed by adding to an ideal homogenized chromosome landscape that leads to helical order, sequence dependent interactions that give rise to topologically associating domains (TADs) in the interphase chromo...