19Chromatin conformation regulates gene expression and thus constant remodeling of chromatin 20 structure is essential to guarantee proper cell function. To gain insight into the spatio-temporal 21 organization of the genome, we employ high-density photo-activated localization microscopy and 22 deep learning to obtain temporally resolved super-resolution images of chromatin in vivo. In 23 combination with high-resolution dense motion reconstruction, we confirm the existence of 24 elongated ~ 45 to 90 nm wide chromatin 'blobs', which appear to be dynamically associating 25 chromatin fragments in close physical and genomic proximity and adopt TAD-like interactions in 26 the time-average limit. We found the chromatin structure exhibits a spatio-temporal correlation 27 extending ~ 4 μm in space and tens of seconds in time, while chromatin dynamics are correlated 28 over ~ 6 μm and outlast 40 s. Notably, chromatin structure and dynamics are closely interrelated, 29 which may constitute a mechanism to grant access to regions with high local chromatin 30 concentration. 32 The three-dimensional organization of the eukaryotic genome plays a central role in gene regulation 33 (1-3). Its spatial organization has been prominently characterized by molecular and cellular 34 approaches including high-throughput chromosome conformation capture (Hi-C) (4) and 35 fluorescent in situ hybridization (FISH) (5). Topologically associated domains (TADs), genomic 36 regions that display a high degree of interaction, were revealed and found to be a key architectural 37 feature (6). Direct 3D localization microscopy of the chromatin fiber at the nanoscale (7) confirmed 38 the presence of TADs in single cells but also, among others, revealed great structural variation of 39 chromatin architecture (8, 9). To comprehensively resolve the spatial heterogeneity of chromatin, 40 super-resolution microscopy must be employed. Previous work showed that nucleosomes are 41 distributed as segregated, nanometer-sized accumulations throughout the nucleus (10-13) and that 42 the epigenetic state of a locus has a large impact on its folding (14, 15). However, to resolve the 43 fine structure of chromatin, high labeling densities, long acquisition times and, often, cell fixation 44 are required. This precludes capturing dynamic processes of chromatin in single live cells, yet 45 chromatin moves at different spatial and temporal scales.
46The first efforts to relate chromatin organization and its dynamics were made using a combination 47 of Photo-activated Localization Microscopy (PALM) and tracking of single nucleosomes (16). It 48 could be shown that nucleosomes mostly move coherently with their underlying domains, in 49 accordance with conventional microscopy data (17); however, a quantitative link between the 50 observed dynamics and the surrounding chromatin structure could not yet be established in real-51 time. Although it is becoming increasingly clear that chromatin motion and long-range interactions 52 are key to genome o...