Open Access Article
Sebastian F.
Konrad
a,
Willem
Vanderlinden
*a,
Wout
Frederickx
b,
Tine
Brouns
b,
Björn H.
Menze
c,
Steven
De Feyter
b and
Jan
Lipfert
*a
aDepartment of Physics and Center for Nanoscience, LMU Munich, Amalienstr. 54, 80799 Munich, Germany. E-mail: willem.vanderlinden@lmu.de; jan.lipfert@lmu.de
bDepartment of Chemistry, KU Leuven, Celestijnenlaan 200F, 3001 Heverlee, Belgium
cDepartment of Informatics, Technical University of Munich, Boltzmannstr. 3, 85748 Garching, Germany
First published on 8th March 2021
Nucleosomes, the fundamental units of chromatin, regulate readout and expression of eukaryotic genomes. Single-molecule experiments have revealed force-induced nucleosome accessibility, but a high-resolution unwrapping landscape in the absence of external forces is currently lacking. Here, we introduce a high-throughput pipeline for the analysis of nucleosome conformations based on atomic force microscopy and automated, multi-parameter image analysis. Our data set of ∼10
000 nucleosomes reveals multiple unwrapping states corresponding to steps of 5 bp DNA. For canonical H3 nucleosomes, we observe that dissociation from one side impedes unwrapping from the other side, but in contrast to force-induced unwrapping, we find only a weak sequence-dependent asymmetry. Notably, centromeric CENP-A nucleosomes do not unwrap anti-cooperatively, in stark contrast to H3 nucleosomes. Finally, our results reconcile previous conflicting findings about the differences in height between H3 and CENP-A nucleosomes. We expect our approach to enable critical insights into epigenetic regulation of nucleosome structure and stability and to facilitate future high-throughput AFM studies that involve heterogeneous nucleoprotein complexes.
Canonical nucleosome core particles consist of two copies each of the four histones H2A, H2B, H3 and H4 assembled into a histone octamer that is tightly wrapped by 147 bp of DNA.19,20 The central 121 bp of DNA contact structurally conserved histone-fold domains and the remaining 13 bp of DNA at each end bind to the N-terminal alpha-helix4 (αN) of histone H3. Electrostatic interactions and hydrogen bonds stably pack the DNA onto the histone octamer, while DNA breathing, sliding, gaping, tightening, and loosening allow for nucleosomal dynamics on millisecond to minute time scales.21–24 Partial unwrapping of the nucleosome core particle has been shown to occur anti-cooperatively16 with unwrapping on one end stabilizing the wrapped DNA on the opposite end in canonical nucleosomes.25
Numerous histone variants and post-translational modifications yield nucleosomal structures with varying degrees of stability and DNA wrapping.2,7,26 In centromers – the chromosomal domains where both chromatids come together – H3 is replaced by the histone variant CENP-A, which has 64% sequence identity27–29 with H3. Crystallographic studies30 have revealed that in CENP-A nucleosomes reconstituted with human α-satellite DNA, the 13 bp of DNA at each end are more flexible than in H3 nucleosomes due to one missing helical turn of αN.
Atomic force microscopy (AFM) is a powerful tool to probe nucleosome structure and interactions due to its capability to image molecular complexes at the single molecule level label-free and with sub-nanometer resolution, well suited to visualize the DNA and protein components of nucleosomes.22,31–35 Nevertheless, the accuracy and precision of measurements of structural parameters by AFM suffer from convolution of the molecular and AFM tip geometry, from the typically small sample sizes, and from inconsistencies associated with manual data analysis.
Here, we present an automated analysis pipeline for DNA and DNA–protein complexes in AFM topographic images that makes possible rapid and highly quantitative assessment of thousands of molecules with single-molecule resolution. Using the capabilities of our multi-parameter analysis, we reveal distinct unwrapping states of canonical H3 and CENP-A nucleosomes. We observe unwrapping of the two DNA ends to be anti-cooperative in H3 nucleosomes, consistent with previous reports. In contrast, no anti-cooperative unwrapping was found for CENP-A nucleosomes. Our results reconcile previous conflicting results on the height of CENP-A nucleosomes and reveal an important role of DNA crossovers in modulating the energy landscape of nucleosome wrapping.
Our fully automated image analysis pipeline achieved a detection rate of ∼95% (ESI Fig. 1†), reducing the fraction of undetected molecules at least four-fold compared to the most advanced previous automated analysis framework for DNA–protein complexes.41 Importantly, the automated analysis makes possible high-throughput analysis of the large data sets generated by state-of-the-art AFM instruments imaging large fields of view by operating at high scan speeds: for example, imaging and automated tracing of a 12 μm × 12 μm field of view yielded structural parameters for 1250 bare DNA strands and 1345 nucleosomes (Methods and Fig. 1c).
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| Fig. 2 Structure parameters for H3 nucleosomes from AFM imaging. a, Wrapped DNA length distribution fitted using the sum of two Gaussians (centered at 120 ± 14 bp and 168 ± 12 bp). b, DNA opening angle distribution. The dashed orange line indicates the expected position of a fully wrapped nucleosome. c, Nucleosome core particle volume distribution. The solid line is a kernel density estimate. d, 2D kernel density profile (bandwidth = 2.5°, 2.5 bp) of nucleosome opening angle and wrapped length. The expected position of fully wrapped nucleosomes based on the crystal structure (left; rendered from PDB 1KX5) is shown as a yellow cross at an opening angle of 66.5° and a wrapped DNA length of 147 bp. The data set shown includes N = 1011 nucleosomes. | ||
To quantitatively understand the observed 2D distributions, we simulated AFM images of nucleosomes with different levels of unwrapping. Simulated datasets were generated for eight states of unwrapping between 0 bp (fully wrapped; state 1) and 35 bp (state 8), with 5 bp wrapped length differences (Fig. 3a, ESI Fig. 3,† and Methods), in line with the periodicity of the DNA helix, with results from single molecule DNA force spectroscopy experiments,47,48 and with cryo-EM observations of nucleosome wrapping states.25 After generating the ensemble of simulated nucleosome conformations, we applied AFM tip convolution and added experimental noise to create synthetic images that subsequently were analyzed using our automated framework (Fig. 3b). The slope of wrapped length vs. opening angle for measured nucleosomes at wrapped lengths below 150 bp (Fig. 3c, −0.22 bp/°) agrees well with the slope predicted from simulated data (Fig. 3b, −0.23 bp/°), indicating that nucleosomes attach to the surface in a flat geometry with the DNA gyres parallel to the surface. However, we find that the analysis of the synthetic images systematically underestimates the opening angle by ∼50° (mean squared error MSE = 20°) compared to the input configurations. This underestimation is the result of tip convolution in AFM imaging: due to the finite size of the AFM tip, the dimension of molecules is overestimated obscuring the exact entry/exit position of DNA in nucleosomes (Fig. 3d).
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| Fig. 3 Assigning nucleosome wrapping states by comparison between simulation and experiment. a, Example synthetic nucleosome images of the eight simulated states and AFM imaged and traced nucleosomes with the same opening angle. The grey arrows indicate the starting direction of DNA simulation (ESI Fig. 3†). For state 2, no measured counterpart was observed. b, 2D kernel density profile (bandwidth = 2.5°, 2.5 bp) of opening angle and wrapped DNA length for simulated nucleosome images (N = 1040, ESI Fig. 3†). The simulations consist of eight states of nucleosome wrapping that differ by 5 bp of unwrapping. Orange crosses indicate the simulated positions based on the 5 bp unwrapping periodicity. Yellow circles indicate the centroids of each state found after analyzing the simulated images with our automated analysis pipeline. On average, the opening angle is shifted ∼50° (MSE = 20°) to lower angles due to the effect of AFM tip convolution. c, 2D kernel density profile (bandwidth = 2.5°, 2.5 bp) of opening angle and wrapped DNA length for AFM imaged nucleosomes (N = 1011). Regression lines fit to the experimental data (green) in comparison to the expected correlations (yellow) based on the simulations from (b). The top left population consists of fully wrapped nucleosomes in which the protruding DNA arms overlap in front of the nucleosome core particle whereas the lower population consists of nucleosomes in different states of DNA unwrapping. d, Sketch of AFM tip convolution resulting in an underestimation of the opening angle. | ||
For the simulated partially unwrapped conformations (Fig. 3b, states 2–8; 5–35 unwrapped bp), the wrapped lengths determined from tracing of simulated images agree well with the input configurations (MSE = 4.2 bp). In contrast, the measured wrapped length for the simulated fully wrapped nucleosomes (state 1) exceeds the actual wrapped length of 147 bp by ∼18 bp. Importantly, the apparent wrapped length of 165 bp is in striking agreement with the measured wrapped length of the second peak of the H3 nucleosome data (168 ± 12 bp; Fig. 2a, d and 3c). Thus, our simulations rationalize why the apparent wrapped lengths for fully wrapped nucleosomes exceed the 147 bp expected from the crystal structure: the DNA arms that leave the nucleosome entry/exit site overlap close to the nucleosome core particle due to their initial directionality and the bending stiffness of DNA (Fig. 3a). AFM tip convolution obscures the crossing DNA strands and the software routine interprets the DNA crossover as being part of the nucleosome core, which in turn results in the apparent wrapped length values >160 bp. The results from simulated nucleosome structures strongly suggest that the population at ∼165 bp wrapped length corresponds to fully wrapped nucleosomes (Fig. 3c, top left population), with the DNA arms crossing close to the nucleosome core particle.
Strikingly, we find that nucleosomes measured at an ionic strength of 50 mM NaCl and 2 mM MgCl2 populate the fully wrapped state with a probability of 58% (ESI Fig. 4†), much more frequently than nucleosomes measured in the monovalent salt conditions. The significant decrease in unwrapping upon adding Mg2+ is in line with previous work on the effect of salt concentration on nucleosome wrapping46,51 and with the preferential association of Mg2+ ions with nucleosomes observed by ion counting.50
To quantify how changing the ionic strength affects the distribution of the partially unwrapped states, we fitted seven 2D Gaussians located at fixed distances corresponding to the 5 bp periodicity and corrected for tip convolution based on the simulations. The amplitudes of the Gaussians represent the occupancies of the individual states of unwrapping and demonstrate a clear trend towards increased wrapping at reduced ionic strength, in line with increasing opposite-charge attraction that governs histone–DNA interactions and with previous work using FRET.53,54 To test the influence of electrostatic interactions with the surface on nucleosome conformations,55 we performed control measurements varying the poly-L-lysine concentration used for surface preparation tenfold and found no significant differences (ESI Fig. 6†).
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| Fig. 4 Anti-cooperative unwrapping of H3 nucleosomes. a, 2D kernel density profile (bandwidth = 2.5°, 2.5 bp) of short arm length and opening angle for H3 nucleosomes at 200 mM NaCl. A bimodal distribution for opening angles >80° is apparent, consistent with anti-cooperative unwrapping of the nucleosome core particle (N = 1011). b, 2D kernel density profile (bandwidth = 2.5°, 2.5 bp) of short arm length and opening angle for simulated nucleosomes (N = 1950). Unwrapping was simulated to occur either exclusively at the short arm or exclusively at the long arm, leading to a bimodal unwrapping behavior. c, 2D Gaussian fits to the density distribution of partially unwrapped nucleosomes (ESI Fig. 7†) yield the populations of individual states of unwrapping. Unwrapping occurs significantly more likely (two-sample t-test p = 0.015) via the long arm (53.7 ± 1.6%) than via the short arm (46.3 ± 1.6%; mean ± SEM from four independent repeats) of the nucleosomes respectively. Data sets (N = 1011, 1524, 1480 and 815) comprise nucleosomes reconstituted in three independent nucleosome reconstitutions and imaged on two different AFM setups. Crosses indicate values from the individual data sets. | ||
To quantify the propensity to unwrap via the distinct pathways, we simulated AFM images of nucleosomes featuring different levels of anti-cooperative unwrapping (Fig. 4b). Again, we fitted a linear combination of 2D Gaussians to the experimental density distribution of the partially unwrapped H3 nucleosomes using the expected positions based on the simulations to obtain population sizes along the different unwrapping pathways (Fig. 4c and ESI Fig. 7†). We observed a small but significant (two-sample t-test p = 0.015) preference for long arm opening over short arm opening with probabilities of (53.7 ± 1.6)% and (46.3 ± 1.6)% respectively (mean ± SEM from four biological repeats). This preference for long arm opening reflects the non-palindromic nature of the W601 nucleosome positioning sequence: the DNA flanking the nucleosome dyad is less flexible on the long arm side compared to the short arm side (ESI Fig. 8†) leading to the energetically more favorable unwrapping from the stiffer side. Control measurements with an inverted W601 sequence showed again preferential opening from the less flexible side, which is now the short arm side (ESI Fig. 8†). Our findings are in line with previous force-induced experimental16 and computational57 unwrapping studies. However, in these studies nucleosomes almost exclusively unwrapped from the stiffer side, in contrast to the 54% to 46% partitioning that we observe. The difference might be caused by the experimental configurations: force-induced nucleosome unwrapping with constrained DNA arms requires a nucleosome flip of 180° during unspooling and thus induces strong deformations in the DNA.57 In contrast, thermal fluctuations and electrostatic interactions of the free DNA arms that drive nucleosome unwrapping in our study might be less influenced by DNA flexibility. Quantifying the 5 bp unwrapping substates, we observe small, but significant differences in the unwrapping profiles for the two sides: unwrapping from the short arm side tends to occur by 20–25 bp, while the long arm side favors unwrapping by 30–35 bp (Fig. 4c). These differences are in line with the free energy profile of W601 nucleosome unwrapping from a previous force-induced unzipping study.15,56
The distribution of wrapped length and opening angle for CENP-A nucleosomes clearly differs from H3 nucleosomes under the same conditions (200 mM NaCl; compare Fig. 5a with Fig. 2d). First, only a small fraction of CENP-A nucleosomes populates the fully wrapped state with overlapping DNA arms (12.4 ± 1.7% for CENP-A vs. 27.0 ± 3.3% for H3, Fig. 5b and c). Second, CENP-A nucleosomes exhibit a shift of the partially unwrapped population towards more unwrapped states compared to H3 nucleosomes. Surprisingly, the clear negative correlation of wrapped length and opening angle for H3 nucleosomes is not apparent for CENP-A nucleosomes (Fig. 5a). We note that in our analysis, opening angles >180° are “folded back” and appear at smaller values (Fig. 5a, inset). Correcting the opening angles of nucleosomes separated by the first local minimum of a PCA of volume and wrapped length (Fig. 5b, inset) led to the expected negative correlation of opening angle and wrapped length (Fig. 5b; −0.19 bp/°). Fitting the populations of unwrapping states by 5 bp steps in the CENP-A nucleosome data (Fig. 5c and ESI Fig. 7†), we find that the most frequented states of CENP-A nucleosomes lie between 25 bp and 35 bp unwrapping (i.e. ∼120 bp wrapped, in agreement with previous findings64), in contrast to H3 nucleosomes where the fully wrapped state is most populated. Further, in contrast to H3 nucleosomes, CENP-A nucleosomes also significantly populate unwrapping states between 40 bp to 60 bp (35.4 ± 4.6% of the total population) unlike H3 nucleosomes and in line with previous work on CENP-A nucleosomes.64
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| Fig. 5 Unwrapping and heights of CENP-A nucleosomes. a, 2D kernel density profile (bandwidth = 2.5°, 2.5 bp) of wrapped length and opening angle for CENP-A nucleosomes (N = 1178, 200 mM NaCl). b, 2D kernel density profile (bandwidth = 2.5°, 2.5 bp) of wrapped length and opening angle for CENP-A nucleosomes after correcting the opening angles for folding back at 180°, based on the PCA of volume and wrapped length (inset). c, 2D Gaussian fits to the partially unwrapped CENP-A nucleosomes yield the populations of individual states of unwrapping (ESI Fig. 7†). H3 populations are mean values obtained from four datasets (N = 1011, 1524, 1480 and 815) of nucleosomes from three biological repeats and imaged on two different AFM setups. CENP-A populations are mean values obtained from three datasets (N = 1178, 484 and 467) of nucleosomes from two biological repeats and imaged on two different AFM setups. d, 2D kernel density profile (bandwidth = 2.5°, 2.5 bp) of short arm length and opening angle for CENP-A nucleosomes indicating stochastic unwrapping of CENP-A nucleosomes in contrast to the anti-cooperative unwrapping of H3 nucleosomes. e, Violin plots of CENP-A and H3 nucleosome heights for the whole ensemble, for fully wrapped nucleosomes and for nucleosomes that wrap ∼120 bp DNA. White bars are centered at the mean values of each distribution and thickness represents SEM. The height difference between CENP-A and H3 is highly significant for all nucleosomes combined (two-sample t-test p = 1.6 × 10−60) but not significant when only comparing fully wrapped nucleosomes (p = 0.11) or nucleosomes that wrap 120 bp (p = 0.12). f, Correlation between wrapped length and nucleosome height for H3 (top) and CENP-A nucleosomes (bottom). | ||
Third, in addition to the overall shift to less wrapped states, our CENP-A nucleosome data reveal a striking difference to H3 nucleosomes in wrapping pathways: while the H3 nucleosome data feature a clearly bimodal distribution of short arm length vs. opening angle for angles >80° (Fig. 4a), indicative of anti-cooperative unwrapping, the CENP-A data exhibit no such branching and feature a broad distribution of short arm lengths instead (Fig. 5d), suggesting that unwrapping of the two arms is not anti-cooperative for CENP-A nucleosomes.
Recent Cryo-EM work25 has suggested that DNA unwrapping on one side triggers a conformational change of the adjacent H3 αN, which in turn leads to rearrangement of H3 αN on the opposite side, resulting in stabilization of the DNA contact on the wrapped side. Together, these allosteric changes constitute a latch mechanism that likely contributes to the anti-cooperative unwrapping of H3 nucleosomes. In CENP-A nucleosomes the αN helix is shortened29 compared to H3. The lack of anti-cooperative unwrapping revealed by our data suggest that the reduced αN helix in CENP-A nucleosomes is insufficient for the latch mechanism, leading to stochastic unwrapping of DNA from CENP-A nucleosomes from both sides, in line with a recent molecular dynamics study.65 Interestingly, we observe that the most unwrapped configurations (Fig. 5d, opening angles >200°, corresponding to >40 bp unwrapped) consistently involve unwrapping of both DNA arms, giving rise to intermediate short arm lengths. This is consistent with the observation that unwrapping of >40 bp, i.e. opening angles >200°, from one side leads to disruption of the overall nucleosome structure25 and, therefore, nucleosomes with unwrapping of >40 bp exhibit concurrent unwrapping on both sides.
In summary, we find that if we average over all wrapping states, CENP-A nucleosomes are lower than H3 nucleosomes, in agreement with an initial report of nucleosome height difference in AFM.69 However, if we only consider fully wrapped nucleosomes or only conformations where 120 bp are wrapped, we do not detect a significant difference, similar to follow up work motivated by the initial study.70,71 While other factors (like differences in mechanical compliance73 or stability of the histone core75) might contribute, our data suggest that the apparent differences in height between H3 and CENP-A nucleosomes can be accounted for by differences in wrapping under our conditions. The apparently conflicting findings might be explained by differences in imaging conditions, for example the different salt conditions used (10 mM NaCl and 1 mM EDTA vs. 150 mM NaCl + 2 mM MgCl2vs. 1 mM EDTA only),69–71 which can significantly alter unwrapping (ESI Fig. 4†).
000 nucleosomes, we map molecular ensembles along different degrees of freedom, which in turn allows us to extract detailed nucleosome wrapping landscapes. We use simulations of AFM images to understand how tip-convolution in AFM imaging affects the observed structure parameters and to quantify the occupancy of different states of wrapping from our experiments. While the fully wrapped state is the most populated configuration, we observe partial unwrapping of ∼70% of the canonical H3 nucleosomes at close to physiological monovalent salt concentrations ([NaCl] = 200 mM) and still ∼40% partial unwrapping in the presence of 2 mM MgCl2 and 50 mM NaCl, in agreement with previous electron microscopy,51 AFM,46 and solution SAXS80 studies of nucleosomes. In fully wrapped nucleosomes, the DNA arms overlap in close proximity to the DNA entry/exit region of the nucleosome core particle. DNA crossover at the exit region presents a significant energy barrier that might regulate nucleosomal DNA readout either by binding of histone H1 to form repressive chromatosomes or by granting access to RNA polymerases8 and other molecular machines that process the genetic code.
Our data demonstrate pronounced anti-cooperative unwrapping of H3 nucleosomes and preferential unwrapping from the stiffer side of the non-palindromic W601 sequence in agreement with previous single-molecule and cryo-EM studies.15,16,25 However, our data show only a slight preference for unwrapping from the stiffer side in contrast to previous studies that have seen it almost exclusively. While our methodology captures a molecular ensemble in thermal equilibrium, previous results were obtained via force-induced unwrapping or for constructs containing only 147 bp of DNA,25,80 which might account for the differences. Both experimental approaches are of physiological relevance since nucleosomes can be invaded either passively due to spontaneous fluctuations13 or actively by forces generated by polymerases and chromatin remodelers.11,12 We speculate that our approach samples the clearly distinct nucleosomal unwrapping landscape for passive invasion of nucleosomes with linker DNA in contrast to previous force-induced unwrapping assays.
In contrast to their canonical H3 counterparts, we find centromeric CENP-A nucleosomes to be substantially less wrapped, with the most populated state corresponding to ∼120 bp wrapped DNA. This result is in agreement with previous high-resolution structural studies by X-ray crystallography30 and cryo-EM29 that assigned the shortened N-terminal α-helix of histone H3 to weakened interaction with DNA at the exit points of the nucleosome. More than 30% of the population of CENP-A nucleosomes unwraps >35 bp. Unwrapping >40 bp requires partial opening of both arms, which is suppressed in H3 nucleosomes. Our data are in line with results from force-induced unzipping of nucleosomal DNA: peak-forces associated with the strong barrier between superhelical locations 3.5 and 6.5, i.e. up to 40 bp unwrapping, were significantly reduced in yeast centromeric versus H3 nucleosomes.47 However, DNA–histone interactions closer to the dyad were equally strong for yeast centromeric and H3 nucleosomes preventing unwrapping of more than 40 bp from one side.
Our data show no anti-cooperativity in the unwrapping of CENP-A nucleosomes, in contrast to H3 nucleosomes. We propose that the stabilizing latch mechanism that contributes to anti-cooperativity25 in H3 nucleosome unwrapping is missing in CENP-A nucleosomes due to the shortened αN helix. Since CENP-A is a key epigenetic mark to maintain structural integrity of the centromer, we speculate that both stochastic unwrapping and overall decreased DNA wrapping of CENP-A nucleosomes might facilitate binding of proteins to specific DNA sequences in the centromer. For example, the centromer-DNA binding protein complex CBF3 is essential for chromosome segregation and binds selectively to the highly conserved CDEIII DNA sequence found in centromers.81 Similarly, CENP-B facilitates centromere formation in humans by recognizing and binding a 17 bp DNA sequence – the CENP-B box – in the centromeric α-satellite DNA.82
Finally, our work demonstrates strong correlations of nucleosomal wrapped length with the entry-exit angle and particle height. This implies that by measuring “local” parameters one can accurately deduce nucleosome wrapping in the context of nucleosome arrays, which opens up exciting opportunities to quantify reconstituted or purified higher order chromatin assemblies.
We used two different commercial AFM instruments for imaging. All AFM images were acquired in tapping mode at room temperature. One set of images was acquired on a Multimode VIII AFM (Bruker, Billerica, Massachusetts) using silicon tips (AC160TS, drive frequency of 300–350 kHz, tip radius 7 nm, Olympus, Tokyo, Japan). Images were scanned over a field of view of 3 μm × 3 μm at 2048 × 2048 pixels with a line scanning speed of 1 Hz. Independent measurement repeats were performed on a Nanowizard Ultraspeed 2 (JPK, Berlin, Germany) with reflex gold coated tips (USC-F5-k30, drive frequency 5000 kHz, tip radius <10 nm, Nanoworld, Neuchâtel, Switzerland). Here, images were scanned over a field of view of 6 μm × 6 μm at 4096 × 4096 pixels with a line scanning speed of 3 Hz or over a field of view of 12 μm × 12 μm at 8192 × 8192 pixels at 3 Hz line scanning speed (Fig. 1b). For H3 nucleosomes, four data sets were acquired at 200 mM NaCl and 10 mM Tris over three separate nucleosome reconstitutions. For CENP-A nucleosomes, three data sets were acquired at 200 mM NaCl and 10 mM Tris over two separate nucleosome reconstitutions.
Bare DNA strands were traced with 5 nm segments40 from both sides separately and the mean value was used as contour length. Over 95% of the viable molecules in the images were detected automatically. Here, viable molecules are defined as molecules that do not have overlaps with other molecules and can be analyzed by manual tracing. To achieve an even higher detection rate, manual input allowed the separation of unclassified objects (for example for two DNA arms that slightly overlap and thus prevent automated detection). This way, 98% of all viable nucleosomes of the example image were detected (ESI Fig. 1†). Even with manual help for detecting and classifying individual molecules, all measured and presented structure parameters were obtained by the structure analysis routine of the toolbox. The four H3 data sets at 200 mM NaCl consist of 1011, 1524, 1480 and 815 analyzed nucleosomes. The three CENP-A datasets consist of 1178, 484 and 467 analyzed nucleosomes.
Footnote |
| † Electronic supplementary information (ESI) available. See DOI: 10.1039/d0nr08564b |
| This journal is © The Royal Society of Chemistry 2021 |