Abstract
The brightness of modern Schottky field-emission guns can produce electron beams that have very high spatial coherence, especially for the weak-illumination conditions that are used for single-particle electron cryo-microscopy in structural biology. Even so, many users have observed defocus-dependent Thon-ring fading that has led them to restrict their data collection strategy to imaging with relatively small defocus values. In this paper, we reproduce the observation of defocus-dependent Thon-ring fading and produce a quantitative analysis and clear explanation of its causes. We demonstrate that a major cause is the delocalization of high-resolution Fourier components outside the field of view of the camera. We also show that, to correctly characterize the phenomenon, it is important to make a correction for linear magnification anisotropy. Even when the anisotropy is quite small, it is present at all defocus values before circular averaging of the Thon rings, as is also true before merging data from particles in many orientations. Under the conditions used in this paper, which are typical of those used in single-particle electron cryomicroscopy, fading of the Thon rings due to source coherence is negligible. The principal conclusion is that much higher values of defocus can be used to record images than is currently thought to be possible, keeping in mind that the above-mentioned delocalization of Fourier components will ultimately become a limitation. This increased understanding should give electron microscopists the confidence to use higher amounts of defocus to allow, for example, better visibility of their particles and Ewald sphere correction.
INTRODUCTION
Fourier transforms of electron-microscope images of weak-phase objects are modulated by the sine of the wave-aberration function of the objective lens. The contributions to the wave aberration that are normally discussed, as a first approximation, include defocus, astigmatism, and spherical aberration. The resulting modulation of the Fourier transform of an image is referred to as the (phase) contrast-transfer function (CTF), and its manifestation in the power spectra of images of amorphous carbon films produces “Thon rings” (Thon, 1966).
The envelope of the modulation decreases in amplitude at increasing spatial frequency due to multiple factors. The envelope function is normally thought of as being the product of two or more component envelope functions, one due to imperfect spatial coherence and another due to imperfect temporal coherence (Wade and Frank, 1977). Imperfect spatial coherence causes defocus-dependent Thon-ring fading, whereas imperfect temporal coherence causes Thon-ring fading that is independent of defocus. The overall “instrumental” envelope function is often modeled as a Gaussian fall-off.
The defocus-dependent envelope function due to limited spatial coherence has traditionally been the one that is of major concern in high-resolution electron microscopy of weak-phase objects. This historical concern still discourages many electron cryo-microscopy (cryo-EM) users from recording images at high defocus - see Figure 2C in (Cheng, 2015), for example, even though doing so would make it easier to recognize particles and extract them from images. In reality, the spatial coherence that is routinely achieved with a Schottky field emission gun (FEG), especially under the low-dose imaging conditions used for single-particle cryo-EM (Russo and Henderson, 2018a; Börrnert et al., 2018), is high enough that its associated envelope function is no longer a concern, even at resolutions as high as 2 Å.
There are other effects, however, that can produce what might be called “anomalous”, defocus-dependent envelope functions, in the sense that they are not caused by imperfect spatial coherence. In this paper, we find that delocalization of high-resolution Fourier components outside the field of view of the camera (de Jong and Van Dyck, 1993) is currently the main factor that is significant. We here distinguish two categories of delocalization-associated envelope functions.
In the first category, which is the most relevant, the amplitude of CTF oscillations decreases when half of the high-resolution information, at a given spatial frequency, is delocalized - in the form of a single-sideband image - outside of the field of view. Naturally, this occurs first for particles located close to the perimeter of the image. The remaining (Friedel-related) half of the information then contributes an unmodulated, focus-independent contribution to the power (square of the amplitude) of the Fourier transform of the image.
Although Thon-ring modulation is absent in the single-sideband case, the average value of the background-subtracted power spectrum is not expected to go to “zero”, by which we mean a baseline value due to the power spectrum of additive noise. Instead, the remaining, unmodulated power spectrum is expected to fall only to half that of the average power in the modulated, or double-sideband case. This is clearly a behavior that is not explained by imperfect spatial coherence.
In practice, the value of the remaining, unmodulated power spectrum may appear to remain equal to the average, rather than half the average, of the power in the double-sideband case. This is because unrelated single-sideband signal from features that are nearby, but outside the field of view, may enter the image at the same time as signal, from features inside, is delocalized outside the field of view.
We note that information in single-sideband images is “relocalized” by the usual CTF correction (Downing and Glaeser, 2008), even at spatial frequencies at which Thon rings are no longer visible. Since delocalized single-sideband information is recoverable to the same extent as when its Friedel mate is still in the field of view, it can be advantageous to use higher defocus values as part of a scheme to correct for curvature of the Ewald sphere (Russo and Henderson, 2018b). This remains true even for defocus values so high that the Thon-ring modulations become greatly reduced.
The second category of envelope effect is mentioned only for completeness, and we do not consider it further below. It results from delocalization of high-resolution information by a distance equal to more than half the field of view, a situation that did not occur in the experiments presented here. When this happens, as it might if the field of view is reduced by using much higher magnification to record images, both of the high-resolution Fourier components may begin to fall outside the area recorded by the camera. As a result, the average value of the background-subtracted power spectrum from features inside the field of view is expected to fall to zero, as does the modulation depth of the CTF. This effect happens first for particles near the center of the field of view. It is self-evident that images must be recorded with a smaller amount of defocus than that which produces this second type of envelope function. As before, information from single sidebands arising from features outside the field of view will contribute to the power spectrum.
MATERIALS AND METHODS
Specimen
The specimen used to obtain the data presented here consisted of a Quantifoil Cu R 2/2 grid (www.quantifoil.com), which was made hydrophilic by treatment with a glow discharge, to which 10 nm gold nanoparticles (www.cellbiology-utrecht), diluted 1:10 in water, were then applied. The thickness of the holey, amorphous-carbon film, estimated by comparing the Thon-ring power at ~8 Å with that from a calibrated carbon film of known thickness, was ~350 Å but had thicker and thinner regions. A typical area of the specimen is shown in Fig. 1A, in which 17 gold nanoparticles are visible in an area that measures about 0.2 × 0.2 μm. Each nanogold particle contains crystalline domains that are typically about half the diameter (5 nm) of each particle. Images obtained with other specimens were also analyzed in the course of work reported here, including one in which gold particles were deposited on a thin carbon film that was laid over the holes of a Quantifoil grid. Although the same Thon-ring behavior was seen with these, none had a distribution of gold particles as uniform as that presented here.
Imaging conditions
Data analyzed in this paper comprise a series of 20 images, in which the focal increment between successive images was about 425 nm. Summarizing briefly, all images were recorded on a FEI (now Thermo Fisher) Krios G1 microscope, using a Gatan Bioquantum energy filter and a Gatan K2XP camera. The full conditions used to record images are given in Table 1. Images were recorded as “movies” consisting of 40 frames each, for which the exposure time per frame was 0.5 s. Although the total exposure time per image, and the corresponding electron exposure per image, was about 4 times greater than that normally used in single-particle cryo-EM, the spatial coherence of the illumination used to record the images remained fully comparable.
Table 1:
Technical details | |
---|---|
Microscope | Thermo Fisher Krios G1 |
Operating energy | 300 keV |
Cs / Cc | 2.7 mm / 2.7 mm |
Estimated beam tilt | < 0.1 mrad in first image (ΔF = 0) |
Energy filter and window | Gatan BioQuantum, 20 eV |
Camera | Gatan K2XP |
Exposure type | Counting mode / 40 frames aligned on-the-fly in SerialEM |
Pixel size / magnification : calibrated / nominal | 0.508 Å / 118,000x / 75,000x (first image) |
Exposure time per image | 20 s |
Stage drift rate | 0.2 Å/s |
Electron dose per image | 154 el/ Å2 = 40 el/pixel |
Defocus range for series of 20 images | 0.02 μm – 8.3 μm, in 19 steps of ΔF = 4340 Å |
Astigmatism | < 70 Å |
Linear magnification anisotropy | +0.09 % at angle 53°, −0.09 % at 143° |
Carbon film thickness | ~350 Å |
Nanogold particle diameter | 100 Å |
Nanogold crystal domain size | 50 Å |
Location of gold particles | On lower side of carbon film in microscope |
Gold 111 spacing used for calibration | 2.35 Å |
Specimen temperature | −186°C |
Magnification change from image 1 to 20 | + 0.8 % (equivalent 0.18 mrad convergence) |
The microscope alignment was checked with AutoCTF for stigmation and coma-free alignment. We estimated any residual astigmatism to be less than 70 Å, and the remaining beam tilt to be less than 0.1 mrad. The camera pixel size at the specimen was 0.508 Å, calibrated from the Au (111) reflection on the first (zero defocus) image. The magnification on the 20th image, taken with an additional 8 μm underfocus, was 0.8% higher, and this was accounted for during data processing.
Systematic corrections were applied before calculating 1-D CTF curves.
Images were first floated and padded to slightly more than twice their initial size, as described more fully in the next section, before being subjected to Fourier transformation (FT). This was done in order to have enough sampling of the FT to resolve what can become very closely-spaced Thon rings at larger-than-usual amounts of defocus. In particular, a perhaps-subtle effect occurs when the separation between two Friedel-related, delocalized contributions to the image becomes equal to half the width of the image, or more. Briefly, the period of the resulting Thon-ring modulation at that spatial frequency becomes less than two pixels in the FT unless the image is padded.
A preliminary calculation of the circularly averaged FT was carried out for every image. Examination of these plots showed that the circularly averaged Thon-ring modulation at the gold (2.35 Å) spacing faded out at about 5 μm defocus and then reappeared at higher values of defocus. This suggested the presence of a small amount of linear magnification anisotropy, which made the Thon rings very slightly elliptical. The Thon-ring spacing at 5 μm defocus was then used to give an initial estimate of 0.17% linear-magnification anisotropy.
In a second step, which is described more fully in Appendix 1 of the Supplemental Material, this initial estimate was used to refine the magnitude and direction of the linear magnification anisotropy (two parameters). For our particular data set, the final value proved to be 0.17% anisotropy, close to the initial estimate, and at an angle of 53°. The correction applied consisted of an increase in the radius for the power-spectrum binning by 0.09% at 143° and a corresponding decrease at 53°, using the function cos(2θ), where θ is the angle between the defined anisotropy direction and the vector direction to each pixel. The presence and amount of linear magnification anisotropy may depend upon the values of stigmator currents set during Supervisor alignment. Making this correction has no effect on the appearance of the circularly averaged Thon rings at small values of defocus (up to 2 μm), but it significantly improves their visibility at defocus values higher than 4 μm. It is important to note that the Thon rings are present in all directions, regardless of the amount of defocus, but the slight ellipticity that existed, prior to the anisotropy correction, damped the modulation in the circular average at high values of defocus.
Calculation of 1-D CTF curves
The 1-D power spectra were calculated using single-purpose scripts and new code added to the package of MRC software (Crowther et al., 1996) as well as adapted local routines. Briefly, the images were padded out to 8192×8192 pixels from the original size of 3708×3838 pixels, and the average values of the power spectra were calculated in annular zones of 1 reciprocal-space pixel of the transform of the padded image. The padded images were floated in order to avoid production of streaks through the origin of the Fourier transform, due to an abrupt discontinuity between the average intensity of the original image and that of the surrounding, padded area. The Nyquist resolution is 1.016 Å, at the 4096th, edge pixel in the FFT, and the gold 111 Fourier component is at just less than half the Nyquist frequency.
Due to the padding, the width of the annular zones near the gold 2.35 Å spacing was reduced to less than 0.33 times the width of the Thon rings, even for the 20th image in the series, recorded with the greatest amount (8 μm) of defocus. There was no further improvement in the visual clarity or the amplitude of the Thon rings achieved by using greater amounts of padding, for example out to 16384×16384.
The effect of astigmatism on Thon-ring modulation in a radial power spectrum increases at high resolution but is independent of the defocus. Since the amount of astigmatism was estimated to be less than 70 Å, the effect of astigmatism on Thon-ring modulation at the gold spacing of 2.35 Å was expected to be less than 1/6th of the Thon-ring spacing.
Measurement of the CTF-modulation depth
The following analysis was performed in order to measure fading of the Thon rings in a particular frequency band, as shown in Fig. 4. Smooth curves were first fitted to the local maxima and minima, respectively, of the Thon rings for each of the power spectra. For the 9 Å and 7 Å bands, whose power is from the carbon alone, the mean value minus the minimum value, at a particular defocus, was then taken as a measure of the intensity of the Thon rings in that band. These intensity values were then normalized by dividing by the value obtained for the first in the series of spectra, as well as fitting an offset to account for the first measurement in the series not being at 0 defocus. Low-defocus spectra were not included in the analysis if they lacked a full period of oscillation in the band of interest. The 9 Å band included data from 10.4 Å to 8.3 Å, and the 7 Å band was from 8.3 Å to 5.9 Å. For the 2.3 Å band, which is dominated by scattering from gold 111 reflections, the maximum minus the minimum in the band between 2.38 and 2.33 Å was taken as the intensity, and it was again normalized in the same way.
RESULTS
The field of view presented in Fig. 1A shows there are 17 gold nanoparticles in the particular series of 20 images analyzed in this paper. For ease of reference, individual members of this focal series are referred to as “gold-01” through “gold-20”, respectively, beginning with the one that was recorded with the least amount of defocus. The degree to which the intensity of the delocalized information varies from one gold particle to the next, clearly evident in Fig. 1A, is expected to depend in a very sensitive way upon the orientation of each particle with respect to the incident electron beam.
The two gold nanoparticles labelled #1 and #2 are discussed in more detail. The strongest lattice images are seen from particle #1 in the bottom right panel of Fig. 1A, which has a defocus value of 1.3 μm. This particle, at the same defocus, is shown at higher magnification in the left panel of Fig. 1B, whereas the gold fringes from particle #2 from the 8 μm defocus image (gold-20) are shown in the right panel. The integrated power (measured from the Fourier transform in reciprocal space) at 2.35 Å for particle #2, at 8 μm defocus, is very comparable to (about 2/3) that for particle #1, imaged at 1.3 μm defocus. The FT of the entire 1.3 μm defocus image gold-04 is shown in Fig. 1C, where Thon-ring sampling of the gold diffraction spots can be clearly seen, many at 2.35 Å and 2.04 Å, and, very faintly, some even out as far as 1.4 Å.
As is shown in Fig. 2, the circularly averaged power spectra exhibit defocus-dependent oscillations (Thon rings) extending to a resolution beyond 0.2 nm, even when the images are recorded at a defocus value of 4 μm or more. The power spectra also contain a broad peak at a resolution of ~0.23 nm, due to Bragg diffraction from the nanocrystals. This relatively broad peak provides an internal size-standard, which was used to calibrate the spatial-frequency axis. The width of the broad peak is ~1/50 Å−1, implying that the size of the crystalline domains within each gold nanoparticle is ~50Å. The amplitude of the Thon-rings that modulate this broad diffraction peak is much greater than it is in the Fourier transform on either side of the peak, an effect that is due to the structure factor for the nanocrystals being much greater than it is for the amorphous carbon film.
The power spectrum of the image recorded at a defocus value of 1.3 μm is shown in Fig. 2A. Dotted-line curves in this figure represent fits to the maxima and the minima, respectively of the circularly averaged Thon rings. Fig. 2A also includes a plot of the power spectrum of an image recorded without a specimen, but otherwise under identical conditions, which provides an example of the additive “shot” noise expected in images. The mean value of this noise spectrum can be regarded as the “zero baseline” for the power spectra of images recorded with a specimen.
We draw attention to the fact that the CTF minima do not touch the “zero” baseline, i.e. the expectation value of the power spectrum of additive noise. Instead, there is a gap between the power spectrum of noise and a curve fitted to the minima of the oscillations, as can be seen in the example shown in Fig. 2A. As is addressed further in the Discussion, this gap demonstrates that the image contains small, yet measurable contributions that are not accounted for by the weak-phase approximation.
The amplitude of the Thon-ring oscillations decreases progressively as the defocus value is increased from 2 μm to 6 μm, as is shown in Fig. 2B. Although it becomes increasingly difficult to see Thon rings over much of the power spectrum at higher values of defocus, they nevertheless remain clearly detectable within the broad, 111 diffraction ring of the gold nanoparticles - where the signal is much higher, even at defocus values well above 6 μm. The cause of the decreasing amplitude of the Thon rings is addressed in the Discussion, below.
DISCUSSION
The observed, focus-dependent reduction in Thon-ring amplitude is not due to a spatial-coherence envelope function
As mentioned in the Introduction, the historical concern about the spatial-coherence envelope function (Wade and Frank, 1977) still discourages many cryo-EM users from recording images at high defocus. Indeed, the supposed limitation due to such an envelope function was cited as a reason for using ptychography rather than bright-field imaging (Zhou et al., 2020). Nevertheless, the high brightness of Schottky field-emission guns makes it possible for the illumination semi-angle to be as low as 7 μrad under low-dose conditions (Börrnert et al., 2018), which is much smaller than for thermionic sources, or that assumed in the simulations in (Zhou et al., 2020). Thus, under the low-dose conditions used for cryo-EM, the spatial-coherence envelope function is not expected to limit information transfer out to a resolution of 2 Å, for example, until the defocus value is increased to about 4 μm or more [see Figure 6 in (Börrnert et al., 2018)]. Experiments showing that nearly all of the signal in delocalized lattice images of gold nanocrystals is retained (Russo and Henderson, 2018a) have demonstrated that the spatial-coherence envelope function is no longer a concern at defocus values as high as 4 μm or more, and similar results are presented here, confirming those results.
We note that spatial coherence (for the illumination conditions used here) did not prevent lattice images at 8μm defocus from being recorded at a resolution of 1.44 Å, corresponding to the 220 Bragg spacing of gold, as was clearly observed in the Fourier transform of Figure 3 (data not shown). Although the temporal-coherence envelope is expected to attenuate the signal significantly at that resolution, such fringes were nevertheless seen in many areas of the images recorded at defocus values as high as 6 μm. This leads us to suspect that the illumination semi-angle may have actually been somewhat less than the value of 7 μrad cited above. Indeed, we calculate that it must be in the range 1–2 μrad, based on our measured dose rate having been 7.7 e/Å2-s and an estimated value of ~5×107 A/m2/sr/V for the SFEG gun brightness, which is given in the Titan Condenser Manual. Under lower dose-rate conditions of about 2 e/Å2-s, often used in cryo-EM, the illumination semi-angle might even be less than 1 μrad. As we now report, there nevertheless is a progressive, defocus-dependent reduction in the amplitude of Thon rings, which becomes especially evident when the defocus value is increased beyond 5 or 6 μm. In spite of this, the signal continues to be retained very well in the delocalized lattice images of gold nanocrystals. This is not what is expected if the spatial-coherence envelope were responsible.
Even the diminishing amplitude of Thon-rings fails to behave in the way expected if the cause was limited spatial-coherence. For example, the values of local minima in the power spectrum gradually increase at the same time as the values of the maxima decrease, i.e. as the amount of defocus increases, which is not the behavior expected for a spatial-coherence envelope function. Instead, a more-weakly modulated signal (and eventually an unmodulated signal) is retained, whose power remains midway between the values of the local maxima and minima of the Thon rings that are seen at lower values of defocus. This progressive convergence to an intermediate value is also seen in the Thon-ring modulated, broad diffraction ring from the gold nanocrystals, at a resolution of ~2.35 Å, as is seen in Fig. 2B.
We wanted to know what the correct explanation might be for the focus-dependent reduction in amplitude of the Thon rings, since the spatial-coherence envelope is ruled out. As we discuss below, we found that the focus-dependent delocalization of information appears to account what we found experimentally, while various forms of non-isoplanacity make only negligible contributions.
As an aside, we also note that the local minima in the power spectrum of both the carbon film and the gold nanoparticles are above the “zero baseline” value that corresponds to the power spectrum of shot noise (see Fig. 2 A, for example). In effect, the background-subtracted power spectrum does not go to zero at the zeros of the CTF. It thus is clear that the weak-phase, weak-amplitude object approximation does not account for all of the power in the Fourier transforms of the images like those shown in Fig. 2. Some of the discrepancy might be due to quadratic terms (dark-field images), which are usually ignored in theoretical expressions of the intensity of images of weak objects. Little of it can be attributed to the image intensity produced by inelastically scattered electrons, however, since an energy filter was used to record the images presented here. Finally, we note that there is an unexpected, broad bump in the apparent baseline that corresponds to the local minima in the Thon-ring oscillations, peaking at a resolution of about 3.5 Å. We identify one factor, in Appendix 3 of the Supplemental Material, that contributes to formation of the bump. None of these features bear on the question of whether spatial-coherence is a limiting factor out to a resolution of ~2Å, so we do not discuss them further here.
Delocalization accounts for the observed reduction in Thon-ring amplitude
The observed, focus-dependent reduction in the modulation depth of Thon rings is well accounted for by a wavelet-inspired model, in which sinusoidal packets of structural information are progressively delocalized outside of the field of view of the camera. As this is not a commonly used model to describe delocalization of information in the cryo-EM context, we begin this section of the Discussion with a brief description of the model. We then apply the model to the two categories of defocus-dependent behavior of the CTF that are referred to in the Introduction.
Wavelet representation provides a convenient description of defocus-dependent delocalization
As background, we here consider the spatially varying phase of the electron wavefront immediately after it has passed through a small particle, i.e. the exit wave, to be represented as a superposition of wavelets, i.e. sinusoidal components of the projection of the structure, each of which is confined to the boundaries of the particle. Such a wavelet decomposition provides a natural description when the particle is a nanocrystal, in which case the period of oscillation corresponds to a Bragg spacing of the crystal, and the compact support of the wavelet corresponds to the physical boundaries of the nanocrystal. The same picture is easily generalized to a non-crystalline particle, of course, and even to an imagined nano-region of a continuous, amorphous-carbon film.
As the transmitted electron wave propagates beyond the exit face of the particle, every such wavelet divides into two, delocalized patches, which we will refer to below as “half-wavelets”. After propagating far from the exit face, each such patch of the electron wave function eventually becomes a spot in an electron diffraction pattern. For a weak-phase object, these half-wavelets each have half of the original amplitude of the full wavelet, and equal and opposite spatial frequencies.
In the plane of a defocused image, i.e. much closer to the particle, the centers of these patches are shifted (delocalized) to either side of the center of the particle by an amount that is equal to the gradient of the wave-aberration function of the imaging lens, evaluated at the frequency of oscillation of the wavelet. Considering only defocus, the displacement, a, is given by
(1) |
where ΔZ is the defocus of the image, θ = λ/d is scattering angle, in which λ is the electron wavelength and d is the Bragg spacing.
Once the amount by which patches are shifted becomes greater than the size of the particle, these delocalized half-wavelets produce separate, single-sideband contributions to the image intensity. Furthermore, although the amplitude of oscillations within single-sideband components is independent of focus - see, for example, section 3.11 of (Glaeser et al., 2007), the Fourier transform of the whole image continues to be modulated by the CTF. CTF modulation of the Fourier transform is conveniently attributed, in this case, to interference between the contributions from the two patches, which can be either constructive or destructive, depending upon the distance by which the patches are separated, which is 2a (see Equation 1).
Importantly, this model assumes that constructive and destructive interference occurs between the respective, delocalized half-wavelets and the reference wave, i.e. the unscattered beam, during formation of the image, thereby producing lattice images outside the outline of the particle itself. The persistence of lattice images within the boundary of a half-wavelet is thus proof that the coherence diameter is equal to or larger than twice the distance by which the half-wavelet is displaced from the particle.
CTF modulation disappears when only one component of delocalized information is recorded
To summarize the preceding section, as long as both of the delocalized patches remain within the field of view, the Thon-ring modulation of the Fourier transform of the images varies with defocus in the usual way. This no longer remains true, however, if one of the patches is delocalized beyond the limited field recorded by the camera. At that point the remaining patch still contributes a share to the power spectrum, but it no longer contributes to the CTF oscillations.
Particles that lie closest to the edge of the field of view are obviously the first to have one of their half-wavelets become delocalized outside of the recorded image. As the amount of defocus increases further, particles located closer and closer to the center of the field of view will experience the same effect, i.e. only one of their half-wavelets will remain within the field of view. An example illustrating this point is shown in Fig. 3. As a result, the fraction of the field of view for which both half-wavelets are retained continues to decrease as the amount of defocus increases. As is derived in Appendix 2 of the Supplemental Material, the resulting area that still contributes to Thon-ring modulation decreases almost linearly with how far the half-wavelets are displaced. The rate at which the modulation depth decreases also depends upon the spatial frequency of interest, since the delocalization itself increases linearly with spatial frequency. As the examples in Fig. 4 demonstrate, this wavelet model describes our experimental data. We note that this behavior is different to what is expected if the focus-dependent fading of the Thon rings were caused by a familiar, bell-shaped spatial-coherence envelope function.
The value of defocus at which the modulation depth finally reaches zero depends both upon the spatial frequency of a Fourier component of the specimen and upon the size of the camera (i.e. the pixel size and the number of pixels), referred back to the specimen. According to Equation 1, a half-wavelet with a period of 2.3 Å is expected to be displaced from the original particle by a distance of ~870 Å when the image is defocused by 10 μm. This displacement is almost half of the field of view under the experimental conditions used here. Thus, at a defocus of 10 μm, only a tiny fraction of the area of the image still remains in which particles contribute both of their delocalized half-wavelets to the image. An analytical expression for this fraction of the area is given in Eq. S6 of Appendix 2 of the Supplemental Material. Numerical simulations of Thon ring fading are presented in Appendix 3 of the Supplemental Material, and a table of calculated displacements is presented in Appendix 4 of the Supplemental Material, for electron energies of 100 keV and 300 keV, respectively.
In practice, the highest defocus used here was 8 μm, so even here a small fraction of the image could in principle give rise to gold Thon-ring sampling. Unfortunately, as seen in Fig. 4, there is only half of one gold nanoparticle in that region and it may not be in a diffracting orientation. We therefore expect there to be nearly zero Thon-ring modulation of the gold diffraction in the final 8 μm defocus image in the series, as observed.
The discussion above assumes, of course, that the displaced half wavelets remain coherent with the unscattered-electron, reference wave. This is a good approximation for 300 keV electrons under low dose-rate conditions, as indicated by the fading experiment in (Russo and Henderson 2018a) and by the illumination semi-angle reported by (Börrnert et al., 2018).
The average-signal level is reduced by half when only one component of delocalized information is recorded
Let F be the amplitude of a scattered electron beam (and of its Friedel mate), also referred to as the magnitude of its structure factor. In the absence of a spatial-coherence envelope function or other losses, the amplitude of the Fourier transform of a double sideband image is proportional to 2F sin γ(θ), where γ(θ) is the wave aberration due to defocus and spherical aberration given by
(2) |
Under the same conditions, the amplitude of a single-sideband image is proportional to F, independent of the value of γ. The signal power in the Fourier transform of a single-sideband image is thus proportional to F2, which is one quarter the peak power, and one half the average power, in the Fourier transform of a double-sideband image.
In the experimental results shown in Fig. 2B, however, it is not apparent that the average power of the Fourier transform is reduced as the CTF modulation depth decreases. The reason that the average power remains constant is that “invading” half-wavelet patches, which originate from particles lying outside the field of view, are delocalized into the field of view. This only happens if sufficient area outside of the field of view is illuminated by the electron beam.
Off-axis aberrations do not currently contribute significantly to the anomalous envelope effects
For completeness, we note that anything that causes the CTF within one sub-region of a recorded image to differ from that in another sub-region could, in principle, also produce an anomalous envelope function. Were that to happen, the image would no longer be isoplanatic, although smaller regions within the image might still be approximated as being isoplanatic. An isoplanatic patch, as defined in section 2.2 of (Goodman, 1968) or section 9.5 of (Born and Wolf, 1997), is an area within which the image of a point, although possibly distorted, is everywhere the same to within the resolution of interest.
Effects that may limit the size of the isoplanatic patch, and which are not compensated by making the systematic corrections described in this paper, include off-axis coma (Glaeser et al., 2011), some types of magnification distortion including that in the energy filter lens (Gubbens et al., 2010) or field aberrations encountered when stitching images (Kaynig et al., 2010), and variations in Z-height of different areas of what is otherwise a thin sample. The agreement shown in Fig. 4 between the experimental data points and the results expected because of delocalization of half-wavelets, indicates that delocalization alone can account for the focus-dependent loss. It thus appears that the images obtained here are isoplanatic to a resolution of 2 Å.
SUMMARY AND CONCLUSIONS
The amount by which the amplitudes of Thon-ring modulations decrease at high values of defocus is investigated under conditions that are currently in use in single-particle cryo-EM. The results demonstrate that defocus values as high as 4 μm result in little loss of information about the specimen, up to a resolution of about 2 Å. Contrary to common beliefs, there is no significant disadvantage to record images with defocus values well above the usual practice, in order to increase the signal-to noise ratio at low resolution, if doing so improves the ability to extract and process images of individual particles. Appropriate steps are described to deal with computational issues that become important when the amount of defocus is much larger than usual, and it is taken for granted that the box size - and thus the computational burden - can be expected to increase as the amount of delocalization increases.
Although the loss of information does become significant at defocus values of 6 μm or more, even this loss is not caused by limited spatial coherence, as is often claimed. Instead, we demonstrate that it is caused by the delocalization of information outside the field of view of the camera. In the future, it can be expected that data will be collected with pixel sizes smaller than 0.5 Å (referred to the specimen), in order to achieve resolutions that are twice, or more, than investigated here. In this case, delocalization will play an even greater role, since using a defocus of 4 μm (at 300 keV) would already result in a significant loss of information, as is explained in Appendix 2. As a result, care will have to be taken to record images within a correspondingly low, but still useful value of defocus.
Supplementary Material
Highlights.
The spatial-coherence envelope function has almost no effect under the conditions used in cryo-EM.
Even for defocus values as high as 8 μm, this envelope remains negligible compared to other factors.
On the other hand, delocalization of high-resolution information can become an important factor.
For many situations, it may thus be beneficial to use defocus values as high as ~5 μm or more.
ACKNOWLEDGEMENTS
This work was completed in part with the support of NIH grant GM126011, MRC grants MC-U105184322 and MC-UP-120117, and the Structural and Computational Biology unit, European Molecular Biology Laboratory, Heidelberg.
Footnotes
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Conflict of information statement
All authors declare that they have no conflicts of information related to this paper.
Contributor Information
Robert M. Glaeser, Lawrence Berkeley National Laboratory, University of California, Berkeley, CA 94720, USA
Wim J.H. Hagen, European Molecular Biology Laboratory, Meyerhofstraße 1, 69117 Heidelberg, Germany.
Bong-Gyoon Han, Lawrence Berkeley National Laboratory, University of California, Berkeley, CA 94720, USA.
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