Literature DB >> 31740816

Time-resolved serial femtosecond crystallography at the European XFEL.

Suraj Pandey1, Richard Bean2, Tokushi Sato2, Ishwor Poudyal1, Johan Bielecki2, Jorvani Cruz Villarreal3, Oleksandr Yefanov4, Valerio Mariani4, Thomas A White4, Christopher Kupitz5, Mark Hunter5, Mohamed H Abdellatif4, Saša Bajt6, Valerii Bondar2, Austin Echelmeier3, Diandra Doppler3, Moritz Emons2, Matthias Frank7, Raimund Fromme3, Yaroslav Gevorkov4,8, Gabriele Giovanetti2, Man Jiang2, Daihyun Kim3, Yoonhee Kim2, Henry Kirkwood2, Anna Klimovskaia2, Juraj Knoska4,9, Faisal H M Koua4, Romain Letrun2, Stella Lisova10, Luis Maia2, Victoria Mazalova4, Domingo Meza11, Thomas Michelat2, Abbas Ourmazd1, Guido Palmer2, Marco Ramilli2, Robin Schubert11, Peter Schwander1, Alessandro Silenzi2, Jolanta Sztuk-Dambietz2, Alexandra Tolstikova4, Henry N Chapman4,9,12, Alexandra Ros3, Anton Barty4, Petra Fromme3, Adrian P Mancuso2,13, Marius Schmidt14.   

Abstract

The European XFEL (EuXFEL) is a 3.4-km long X-ray source, which produces femtosecond, ultrabrilliant and spatially coherent X-ray pulses at megahertz (MHz) repetition rates. This X-ray source has been designed to enable the observation of ultrafast processes with near-atomic spatial resolution. Time-resolved crystallographic investigations on biological macromolecules belong to an important class of experiments that explore fundamental and functional structural displacements in these molecules. Due to the unusual MHz X-ray pulse structure at the EuXFEL, these experiments are challenging. Here, we demonstrate how a biological reaction can be followed on ultrafast timescales at the EuXFEL. We investigate the picosecond time range in the photocycle of photoactive yellow protein (PYP) with MHz X-ray pulse rates. We show that difference electron density maps of excellent quality can be obtained. The results connect the previously explored femtosecond PYP dynamics to timescales accessible at synchrotrons. This opens the door to a wide range of time-resolved studies at the EuXFEL.

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Year:  2019        PMID: 31740816      PMCID: PMC9113060          DOI: 10.1038/s41592-019-0628-z

Source DB:  PubMed          Journal:  Nat Methods        ISSN: 1548-7091            Impact factor:   47.990


Time-resolved macromolecular crystallography (TRX) combines macromolecular structure determination with reaction dynamics[1,2]. Short and ultrashort light pulses are employed to enable snapshot observations that cope with the relevant time scales of biomolecular reactions. With TRX, biologically, biomedically and pharmacologically important reactions can be observed in real time with atomic or near- atomic spatial resolution. Hard X-ray free electron lasers (XFELs) substantially changed the way TRX experiments were conducted[3,4] a direct consequence of XFELs’ unprecedented brilliance, and their short (femtosecond) X-ray pulses. Instead of examining macroscopically large crystals, microcrystals are injected into the X-ray beam[5,6] at room temperature. Although these microcrystals are often destroyed, the femtosecond X-ray pulse duration at the XFEL largely outruns radiation damage and the associated structural rearrangements[7-10]. Once exposed the XFEL beam, the crystal must be replaced, demanding a serial approach where for each new observation a pristine microcrystal interacts with a subsequent X-ray pulse, a technique known as serial femtosecond crystallography (SFX) [5]. It has been demonstrated recently at the EuXFEL that SFX is possible with megahertz X-ray pulses[11,12], which has been a major milestone. In time-resolved SFX (TR-SFX) a reaction in a microcrystal is initiated with an optical laser during sample delivery into the X-ray interaction volume, and the progress of the reaction is probed after a time-delay Δt by the pulsed XFEL beam as pioneered at the Linac Coherent Light Source (LCLS) at 120Hz[3,4,13,14]. TR-SFX has the potential to take advantage of the megahertz peak rate of the European XFEL to structurally map multiple stages of a reaction with a single experiment. The experiments reported here examine the photocycle of PYP (Fig. 1a) using the MHz pulse structure of the EuXFEL (Extended Data Fig. 1). PYP is a bacterial photosensor, where the light triggers a reaction with several intermediates[15]. PYP is an excellent model system to establish TR-SFX at the EuXFEL, as it has been previously studied by TRX investigations at both synchrotrons and XFELs[4,14,16,17]. The photocycle is driven by the trans to cis isomerization of the central para-coumaric acid (pCA) chromophore[18] (Fig. 1b). In addition to being chemically highly important, its ultrafast dynamics displays similarities to other light triggered reactions including the photoisomerization reactions in rhodopsin in the mammalian eye[19] and in other, biologically significant photoreceptors such as the phytochromes[20]. Furthermore, PYP has become a prominent optogenetic tool that can be used for the spatiotemporal optical control of complex biological processes such as neural activity[21]. The photocycle of PYP has been extensively investigated from femtoseconds to seconds[14,17,22]. However, the time-range between 1 ps and 100 ps has so far not been investigated in detail (Fig. 1c) with at least one more process observed by spectroscopy[23] (Fig. 1c, red arrows) for which currently no experimental structural evidence has been provided.
Fig. 1|

The photocycle of PYP in crystals.

a, The photocycle (simplified) is initiated by blue light that excites the ground (dark) state pG to the electronic excited state pG*. After the trans to cis isomerization at 600 fs, several electronic ground state intermediate states called IT, pR1, pR2, pB1 and pB2 are populated on various time scales until the photocycle completes. Approximate relaxation times are shown. Red dotted box: relaxations on the picosecond time scale. b, The chemical structure of the pCA chromophore bound to the Cys-69 sulfur. The trans configuration is shown. The torsional angle φtail as defined by chromophore carbon atoms C1-C2=C3-C1’ is outlined in red. Hydrogen bonds between the pCA head and Glu46 and Tyr42 are marked. The rotation about the double bond as well as the head displacement at longer times are shown by arrows. c, The ultrafast time scale from 100 fs to 100 ps. Black dashed bars: time-delays collected at the LCLS (Pande et al., 2016), green dashed bar: time-delay collected at APS (Jung et al., 2013). Green solid bars: time-delays as collected in this study. They cover the poorly explored time-range from 1 ps to 100 ps (gray). Red arrows: picosecond processes observed spectroscopically (Creelman et al., 2014).

Extended Figure 1

Setup of a MHz TR-SFX experiment at the EuXFEL (modified from Wiedorn et al., 2018)

X-ray pulses arrive in 1.13 MHz bursts which repeat every 100 ms. There are 176 X-ray pulses in the burst. The KB-mirror system focuses the X-ray beam to a 2 – 3 μm focal spot. The fs-laser delivers 376 kHz pulses (λ=420 nm, blue) synchronized to the X-ray pulses. The laser focus is 42 μm Ø in the X-ray interaction region (dotted circle). The microcrystals are mixed with fluorinated oil and injected by a GDVN. The jet produced by the GDVN, the laser beam as well as the X-ray pulses precisely intersect. The time-resolved diffraction patterns are collected by the AGIPD. Diffraction patterns with common time-delays were separated based on the pulse ID (see also Fig. 2b) and combined to datasets.

At the EuXFEL X-rays arrive in pulse trains at 10 Hz (Fig. 2a, Extended Data Fig. 1). Each train consisting of bursts of X-ray pulses with an intra-train rate of up to 4.5 MHz[11]. In the current operational configuration, each train contains up to 176 pulses at a maximum rate of 1.13 MHz. This amounts to 1760 pulses per second—already almost 15 times more pulses per unit time than the next highest repetition rate hard X-ray FEL. A high-intensity MHz optical laser system has been commissioned recently and is now available at the SPB/SFX instrument of the EuXFEL[24]. The high pulse repetition rate offers new opportunities for TR-SFX investigations at the EuXFEL. At other XFELs, the low pulse repetition rate limits the amount of data that can be collected during sparsely available beamtimes. With the higher pulse rates at the EuXFEL, closely spaced time-delays can be collected to cover processes in biomolecules in detail. Additional parameters such as temperature[25], laser pulse duration, and laser chirp may then be varied to control [26], and direct the biomolecular reaction.
Fig. 2|

Pulse train structure and laser excitation.

a, X-ray pulse trains (black vertical lines) at EuXFEL with 1.13 MHz pulse repetition rate. A pulse train is 156 μs long, contains 176 X-ray pulses and repeats 10 times per second. There are 99.84 ms gaps between the pulse trains. Blue: laser pulses for a pump-probe dark TR-SFX data collection scheme. Note: when EuXFEL design specifications are reached, 2700 pulses with up to 4.5 MHz pulse repetition rate are in a train. At 4.5 MHz, each pulse train is 600 μs long with 99.4 ms gaps between the trains. In total there are 27,000 pulses/s, a subset of which (about 3520/s) can be stored in, and read out, by in the AGIPD detector. b, 1.13 MHz control experiment with 376 kHz laser excitation. After the laser pulse, subsequent X-ray pulses arrive at 887 ns, at 1.78 μs and at 2.67 μs. The sequence repeats until the end of the pulse train. c, 564 kHz data collection with three interleaved X-ray pulses. 88 pulses are in the train, only. The laser pulses are separated by 7.1 μs (141 kHz) to provide enough time for the laser excited volume (red) to move out of the X-ray interaction region. 519,336 diffraction patterns were averaged to determine the scheme.

TR-SFX Experiments.

A dense microcrystalline slurry of PYP was prepared and injected into the vacuum chamber of the SPB/SFX instrument[27] at the EuXFEL. The microcrystals were exposed to the trains of X-ray bursts. X-ray diffraction patterns were collected by the ‘Adaptive Gain Integrating Pixel Detector’ (AGIPD)[28] operating with MHz frame rates (Extended Data Fig. 1). The PYP photocycle was initiated using 240 fs laser pulses at 420 nm wavelength with a flux density of 1.6 mJ/mm2 in a 42 μm (full width half maximum, FWHM) focal spot. The viscosity of the dense microcrystalline slurry placed an upper limit to the achievable jet speed of 30 m/s (determined in the laboratory under similar injection conditions). Initial measurements were conducted to establish optimal X-ray and laser pulse rates at the achievable jet speed. Laser pulse rates and X-ray pulse structures which were used here are shown in Fig. 2b and c. First, we collected SFX data without any laser excitation at 1.13 MHz X-ray repetition rate to establish a suitable X-ray pulse rate to ensure that the sample was being refreshed between X-ray pulses (Extended Data Table 1, pure ‘dark’). Next, we exposed crystals to the optical laser at 375 kHz repetition rate (every third X-ray pulse, Fig. 2b, control experiment) to determine when and whether the laser excited jet volume had passed the X-ray interaction region. Data statistics is shown in Extended Data Table 2. With a jet velocity of 30 m/s and laser focus of 42 μm, the excited volume should leave the X-ray interaction region within 2 μs. Accordingly, the difference electron density (DED) map at the 2.67 μs time-delay should be free of signal. However, as shown in Fig. 3, the resulting DED maps display signal at all time-delays. The same density features are observed (see α for negative features, and β1 and β2 for positive features) in all difference maps. All three maps are essentially identical, and contain a mixture of PYP intermediates pR1 and pR2 that persists on the early μs time range[17]. Compare for example the structure displayed in Fig. 3a determined at 1 μs delay at the LCLS[4] with those in Fig. 3b–c. In addition, the hit rate abruptly decayed from 2% at the first X-ray pulse in the train to 1% (Extended Data Fig. 2a) in all subsequent pulses. This shows that jet velocities achievable with our dense PYP slurry do not reliably replace the sample at the X-ray interaction point at the 1.13 MHz X-ray repetition rate. Consequently, both the X-ray pulse repetition rate as well as the laser repetition rate are too high for our planned picosecond TR-SFX experiment. However, there is no indication that there are significant structural differences caused by the 1.13 MHz X-ray pulse rate. R/R-free values of the reference model refined against the data collected in the dark are 17%/24%, respectively, with no obvious differences in Fobs-Fcalc difference maps. It seems that, at least in the case of PYP, the crystals are not affected by acoustic shock-waves observed earlier[29] and the dominant effect is an absence of crystals at the interaction point.
Extended Data Table 1|

Summary of data sets collected[&].

X-ray pulse ratetime pointdata setsflow rate [μl/min]oil to crystal slurry rationet datacollectiontimetime per data set
564 kHz10 ps + 3interleaved4350112 min28 min
564 kHz30 ps + 3interleaved44030% - 8%215 min54 min
564 kHz80 ps + 3interleaved43430%148 min37 min
1.13 MHz Control experiment, 0.89 μs - 2.67 μs 335040 min13 min
1.13 MHzpure dark135012 min12 min

The ps time-delays are followed by three more X-ray exposures on the μs time-scale. For the 30 ps and 80 ps time-delays, the crystalline slurry was mixed with various amounts of fluorinated mineral oil to experiment with larger flow rates through the capillary tubing, to prevent clogging and to prevent accumulation of debris on the nozzle tip.

Extended Data Table 2|

Statistics of the control data collected with 1.13 MHz X-ray pulses

Control experiments

Repetition rates X-ray/laser1.13 MHz/376 kHz
Temperature285 K
Data collection
Space groupP63 (173)
Cell dimensions
a, b, c (Å)66.9, 66.9, 40.8
α, β, γ (°)90, 90, 120
Resolution (Å)1.71 (1.71 – 1.74) Å

0.89 μs1.78 μs2.67 μspure dark

Number of hits13,64213,73414,1835,725
Hit/indexing rate [%]1.1/60.01.1/60.01.2/60.00.6/85.7
Reflections observed992,4491,010,839973,205662,072
No of unique reflections11,50211,51011,49711,504
Rsplit (%) 14.9 (76.8)14.7 (76.8)14.6 (70.6)18.1 (111.1)
CC1/2 (%) 97.9 (50.0)98.0 (51.4)97.9 (48.6)96.1 (33.8)
Completeness (%)99.5 (98.7)99.6 (98.7)99.5 (98.4)99.5 (100.0)
Redundancy86.3 (13.9)87.8 (13.2)84.6 (12.7)57.6 (19.0)
Fig. 3|

TR-SFX experiments at LCLS and EuXFEL.

a, Difference electron density (DED) in the PYP chromophore pocket at 1 μs time-delay as determined at the LCLS (Tenboer et al., 2014). Red: negative DED, blue: positive DED on the −3σ/3σ contour levels, respectively. Prominent features are labeled α (negative) or β1 and β2 (positive). Features α are on top of the reference structure (yellow), β1 and β2 features correspond to intermediate structures called pR1 (magenta) and pR2 (red), respectively. The pattern of α and β1, β2 features persists in all maps at all times. b – d, Results of the control experiment with 1.13 MHz X-ray pulse repetition and 376 kHz laser excitation (see also Fig. S2b). b, 0.89 μs after the laser pulse, c, 1.78 μs after the laser pulse, d, 2.67 μs after the laser pulse.

Extended Figure 2

Hit and indexing rates

a, Hit rates (red) and indexing rates (black) with 1.13 MHz X-ray pulse repetition rate. Note, the strong drop of the hit-rate after the first pulse from 2% to 1%. 472,528 total patterns, 41,559 hits and 24,815 indexed patterns were separated on the basis of pulse IDs. From these, hit rates and indexing rates were calculated. b, Hit rates (red) and indexing rates (black) with 564 kHz X-ray pulse repetition. The overall hit rate is about 2%. 52,495,158 total patterns, 304,673 hits and 142,948 indexed patterns were separated on the basis of pulse IDs from which hit rates and indexing rates were calculated. Blue solid line in a and b, X-ray pulse energy (on arbitrary scale). The indexing rate varies only slightly and is about 40% - 60%.

Following these observations, the X-ray repetition rate was reduced to 564 kHz and laser repetition rate reduced to 141 kHz so that laser excitation was achieved before every 4th X-ray pulse, Fig. 2c. At the 0.56 MHz X-ray repetition rate the hit rate across the entire pulse train remains essentially constant (Extended Data Fig. 2b). This shows that at 0.56 MHz the sample is sufficiently refreshed before the next X-ray pulse arrives. The pump-probe delay was set to a value of 10 ps, with subsequent X-ray pulses measuring delays of 1.78 us, 3.56 us and 5.33 us (see Extended Data Table 3 for data statistics). At the 10 ps time delay, we observe a DED map with strong features (Fig. 4a) that resemble the DED map collected at a 3 ps delay at the LCLS (Fig. 5a)[14]. The DED map calculated with data from the following X-ray pulse at 1.78 μs (Fig. 4b) completely differs from the 10 ps DED map,and shows the same pattern of DED features as described in Fig. 3. It can be interpreted with the previously described mixture of intermediates with microsecond lifetimes. The microsecond DED signal decays to a spurious positive feature caused by the displacement of the electron rich Cys-69 sulfur at the 3.56 μs delay (Fig. 4c, blue arrow). This feature vanishes completely at the 5.33 μs delay, which means that a short time after 3.56 μs the laser excited jet volume left the X-ray interaction region. Since the laser profile is Gaussian with a full width at half maximum (FWHM) of 42 μm, there is still substantial intensity in the flanks of the spot that may cause contaminations up to the 3.56 μs time delay. These experiments now demonstrate how the TR-SFX experiment must be set up, when operating within our experimental conditions.
Extended Data Table 3|

Statistics of data collected with 564 kHz X-ray pulses.

time delays

Repetition rates X-ray/Laser564 kHz/141 kHz
Resolution1.6 (1.6 – 1.63) A
Temperature285 K
Space groupP63 (173)
Unit cella = 66.9 Å b = 66.9 Å c = 40.8 Å α=90° β=90° γ=120°

10 ps darkl (1.78 μs) dark2 (3.56 μs) dark3 (5.33 μs)

Hits93,13091,18492,36588,373
Hit/indexing rate [%]2.8/43.52.8/43.42.8/43.42.7/43.7
reflections observed4,016,7633,929,2724,017,2913,883,477
Unique reflections14,12414,14214,14114,157
Redundancy284.4 (8.5)277.8 (7.2)284.1 (8.2)274.3 (8.3)
Completeness (%)99.3 (91.9)99.4 (93.7)99.4 (93.3)99.5 (95.6)
R-split (%)6.9 (64.0)7.0 (63.9)7.0 (60.0)7.3 (67.1)
CC1/2 (%)99.6 (60.3)99.6 (60.0)99.6 (58.4)99.5 (58.4)

30 ps darkl (1.78 μs) dark2 (3.56 μs) dark3 (5.33 μs)

Hits81,06679,58080,02777,608
Hit/indexing rate [%]1.8/50.71.8/50.81.8/50.91.8/51.5
reflections observed3,948,2683,892,7993,921,1543,853,579
Unique reflections13,72713,72213,72613,725
Redundancy287.6 (17.9)283.7 (17.2)285.7 (17.7)280.8 (18.2)
Completeness (%)98.1 (99.6)98.1 (99.4)98.1 (99.4)98.1 (99.8)
R-split5.6 (40.2)5.8 (43.5)5.8 (38.8)6.0 (40.9)
CC1/299.6 (76.1)99.6 (75.4)99.6 (80.6)99.5 (79.8)

80 ps darkl (1.78 μs) dark2 (3.56 μs) dark3 (5.33 μs)

Hits30,86029,26428,33228,235
Hit/indexing rate [%]1.1/60.41.0/60.11.0/62.21.0/60.3
reflections observed2,148,1772,020,5042,052,2911,969,452
Unique reflections13,71113,70013,70513,703
*Redundancy156.7 (15.1)147.5 (14.1)149.7 (15.1)143.7 (14.7)
Completeness (%)98.0 (97.3)97.9 (97.1)98.0 (97.3)97.9 (97.5)
R-split8.88 (49.9)9.58 (49.8)9.62 (49.5)9.73 (50.3)
CC1/299.1 (68.4)98.9 (70.8)98.9 (70.5)98.8 (67.0)
Fig. 4|

Difference electron density (DED) and structures of the chromophore binding region of PYP.

TR-SFX data were collected with 564 kHz X-ray and 141 kHz laser pulse repetition rates, respectively. a, 10 ps time delay. Yellow: reference structure, green: 10 ps structure. Red features α: negative difference DED (- 3σ contour level), blue, β: positive DED (3 σ contour level). b, The pattern of DED features radically changes compared to (a). Magenta and red: structures of the pR1 (DED features β1) and pR2 (DED features β2) intermediates, respectively. c, After 3.56 μs only the prominent feature of the Cys69 sulfur remains, which is completely absent at 5.33 μs, see blue arrows in c and d.

Fig. 5|

Time series of TRX data from 3 ps to 100 ps collected at LCLS, EuXFEL and APS.

Structures and difference electron density (DED) in the chromophore binding region of PYP. Red: negative DED (−3σ contour level), blue positive DED (3 σ contour level). Important residues and the pCA chromophore are marked in a. Yellow structure: structure of the (dark) reference state. Arrows depict structural displacements in a, f and j. Upper: front view, lower side view. a and f, 3 ps delay as collected at LCLS. Green: PYP structure at 3 ps (Pande et al., 2016). b and g, 10 ps time delay, this study, cyan: PYP structure at 10 ps. c and h, 30 ps time delay, this study, sky blue: PYP structure at 30 ps. d and i, 80 ps time delay, this study, blue: PYP structure at 80 ps. e and j, 100 ps time-delay as determined at APS, light blue: PYP structure at 100 ps (Jung et al., 2012).

Picosecond Time-Series.

In addition to the 10 ps time point, we collected TR-SFX data sets at 30 ps and 80 ps time delays with the successful timing scheme described. Fluorinated oil was added at various ratios (Extended Data Table 1) via a T-junction to the crystalline slurry (Extended Data Fig. 1). The T-junction was located close to the outside end of the nozzle rod. The oil was co-flown through the long capillary across the rod and injected together with the microcrystals. In addition to a slight increase of the liquid flow rate (Extended Data Table 1), the resulting jets became substantially elongated from previously 100 μm to 700 μm. This allowed us to increase the distance from the nozzle to the interaction region to 400 μm, which helped to prevent the accumulation of debris on the nozzle tip which otherwise would quickly interfere with data collection. The 10 ps to 80 ps time delays cover the region previously unknown in the photocycle probing a time region between the published LCLS data at 3 ps and synchrotron data at 100 ps. Extended Data Table 2 lists the data statistics. In Fig. 5, the DED maps at 10 ps, 30 ps and 80 ps are shown together with those obtained previously at LCLS and at APS at 3 ps and 100 ps, respectively. In short, all time delays collected at the EuXFEL resulted in excellent DED maps that contain chemically meaningful positive and negative DED features (α and β in Fig. 5). The DED maps (Fig. 5 b–d) are similar and comparable to those obtained at other X-ray sources on the ps time-scale (Fig. 5 a,e). The positive and negative DED features are interpreted by structural models using extrapolated maps[16,30-32] (see Online Methods; Extended Data Tables 4 and 5 list the refinement statistics). In addition to our newly collected time-delays of 10, 30, and 80 ps, we also revisited the 3 ps[14] and the 100 ps[33] data collected previously at LCLS and APS respectively (Extended Data Fig. 3). We subjected all data across the time window from 3 ps to 100 ps to our objective procedures described in the Online Methods to ensure consistent results.
Extended Data Table 4|

Refinement statistics for structures determined at picosecond delays after laser excitation.

10 ps30 ps80 ps

Refinement
Resolution (Å)1.61.61.6
No. reflections12,86612,31812,072
Rwork / Rfree 0.28/0.340.22/0.260.27/0.32
No. atoms
 Protein1,0051,0051,005
 Ligand/ion171717
 Water919191
R.m.s. deviations
 Bond lengths (Å)0.020.030.02
 Bond angles (°)1.962.542.25
Extended Data Table 5|

Refinement statistics for structures determined from data without laser excitation.

Pure Dark (1.13 MHz)Dark 3(564 kHz, 5.33 μs)*

Refinement
Resolution (Ä)1.71.6
No. reflections10,36112,625
Rwork / Rfree 0.17/0.240.16/0.20
No. atoms
 Protein10051005
 Ligand/ion1717
 Water9191
R.m.s. deviations
 Bond lengths (Ä)0.020.02
 Bond angles (°)1.861.87

from the 30 ps, darkl, dark2, dark3 time-series

Extended Figure 3

Extrapolated electron density maps (1.5 σ contour level)

a, 3 ps at LCLS (Pande et al., 2016). b - c, 10 ps, 30 ps and 80 ps at EuXFEL. e, 100 ps at APS (Jung et al., 2013). The extrapolated maps were calculated from 13,722, 13,142, 13,014, 12,889 and 13,214 extrapolated structure factors for the 3 ps to 100 ps time delays, respectively.

Population transfer (PT) for each time point in this experiment is approximately 7% (see Extended Data Table 6) which is lower compared to similar excitation schemes at other XFELs. With a fs laser pulse we are limited to the primary photo-excitation yield which is 20% at best when excitation is achieved into the absorption maximum[34]. More details on how to estimate the PT are given in the Online Methods. The yield is further diminished here by illuminating into the flanks of the absorption spectrum: excitation was achieved at 420nm rather than into central absorption peak at 450nm (Extended Data Fig. 4b). Still, excellent data can be collected because the laser penetration depth matches the micrometer crystal size[4], leading to uniform sample excitation. From the side view of the pCA chromophore at various time delays in Fig. 5f–j, one can see that the chromophore is in a twisted cis configuration throughout. The chromophore head is strongly tilted with the chromophore tail behind the plane of the unexcited (‘dark’) pCA chromophore (see arrows in Fig. 5). Table 1 lists the torsional angle of the chromophore tail φtail (Fig. 1b) obtained after refinement, as well as the lengths of the H-bonds that fix the chromophore head to Tyr-42 and Glu-46. The revisited φtail at 3 ps (39°) and 100 ps (30°) agree with results published earlier (35° and 33°, respectively)[14,22].
Extended Data Table 6.

Comparison of TRX experiments at various light sources.

Time-delayInstrumentLaserpulsedurationLaserfluence[mJ/mm2]Wavelength[nm]Populationtransfer[%]reference

3 psCXI, LCLS140 fs0.845012.574
10 psSPB/SFX,EuXFEL300 fs1.64206.7this study
30 psSPB/SFX,EuXFEL300 fs1.64207.1this study
80 psSPB/SFX,EuXFEL300 fs1.64207.1this study
100 psBioCARS,APS35 ps23906.3*76

macroscopic crystals investigated by the Laue method CXI[84]: coherent X-ray imaging instrument at the LCLS; SPB/SFX[55]: Single Particles, Clusters, and Biomolecules & Serial Femtosecond Crystallography at the European XFEL; BioCARS[85]: 14-ID-B Laue beamline, sector 14, at the Advanced Photon Source.

Extended Figure 4

Excitation and ultrafast displacements in PYP.

a, Structure of PYP. Some important residues in the chromophore (pCA) binding pocket are marked. The M41–71 moiety (residues 41 to 71) is marked in red. Helix H74–88 is marked. b, Dark state spectra of PYP. Black: measured in solution, red: in the crystal. The wavelength at the absorption maximum is marked. Excitation has been achieved with 240 fs laser pulses with λ=420 nm. c, Solid spheres: root mean square displacements of 31 Cα atoms in M41–71 relative to the dark (reference) structure, red spheres: from data measured at EuXFEL. Dashed line: fit by a function consisting of an exponential, a strongly damped, phase shifted cosine function and a straight line as outlined in the text.

Table 1.

Geometry of the pCA chromophore after refinement.

dark3 ps10 ps30 ps80 ps100 ps
[a]Next--1630292940
H-bond [Å]pCA to E462.553.302.822.872.862.79
H-bond [Å]pCA to Y422.582.572.652.622.642.39
φtail [°]1723951544030

characteristic N used to calculate extrapolated maps

The length of the hydrogen bonds from the pCA head hydroxyl to Glu 46 and Tyr 46 as well as the torsional angle φ of the pCA tail defined by pCA carbon atoms C1, C2, C3 and C1’ is shown. For the tail in the trans configuration φ is close to 180°, in the cis configuration φ it is close to 0°.

Discussions

Structural dynamics.

When comparing results at different ps time-delays, the torsional angle at 3 ps (39°) increases at 10 ps (51°), and 30 ps (54°) and relaxes through 80 ps to a final value (30°) at 100 ps. The torsional relaxations up to 3 ps occur in concert with an initial increase of the H-bond distance from the pCA-O4 to Glu46-Oe (3.3 Å). After 80 ps the H-bonds subsequently relax to shorter distances which approach those observed in the dark structure. Assuming that about half of the absorbed photon energy is stored in the near-cis chromophore configuration (on the order of 100 kJ/mol)[35] the release of the chromophore head from a network of two hydrogen bonds should be possible since the energies of the hydrogen bonds are only about 10 kJ/mol[36], each. However, for the pCA head displacements to occur chromophore pocket relaxations are required which are not yet developed on fast time scales. Displacements of the M41–71 moiety (Extended Data Fig. 4a) that wraps around the chromophore pocket peak at 10 ps, revert slightly at 30 ps, and slowly increase towards 100 ps (Extended Data Fig. 4c). The initial displacements are reminiscent of ultrafast structural dynamics detected by time-resolved experiments on myoglobin in solution[37]. Although the faster ps time-range (between 1 ps and 100 ps) is sparsely covered by previous experiments[14,22,33] and the experiments at EuXFEL included here, direct structural evidence is provided to show how an energetically highly strained structure initially reorders and then only relaxes slowly for a longer period of time (Extended Data Figs. 4c and 5a,c). It is a direct visualization of a non-exponential, non-ergodic, ultrafast relaxation from a high-energy state towards a longer-lived thermal reservoir, which is structurally characterized by intermediate IT (Fig. 1a). Only after 100 ps, the PYP molecules that populate this reservoir may sample configurational space more comprehensively to find a reaction coordinate that permits transition to the next intermediate state. As shown previously, transitions to two intermediates (ICT and pR1) are possible[33] requiring reaction coordinates that likely arise from two different positions in configurational space.
Extended Figure 5

Difference distance matrices evaluated for Cα atoms of residues 42 to 93.

The green line denotes the M41–71 moiety. The scale on top is in Å. a - d, Difference distance matrices derived from structures at 10 ps, 30 ps, 80 ps and 100 ps relative to that at 3 ps, respectively. Difference distances are also shown for helix H74–88.

Data collection strategy.

In this particular experimental case, reduction of the X-ray pulse repetition rate to 564 kHz was necessary to perform TR-SFX experiments with these dense crystalline slurries with about 30 m/s sample jet speeds. The combination of jet speed and 42 μm (FWHM) laser spots demanded optical laser repetition rates not faster than 141 kHz to minimize contamination from previous exposures. This way, 22 laser pulses are accommodated per X-ray pulse train, which amount to 220 laser excitations per second. This rate is between a factor 3.5 and 15 faster than that achieved previously at other XFELs. To push data collection rates towards the MHz range the liquid flow rate as well as the gas flow rate that narrows the jet to boost its speed [38] must be further increased. If synthetic oil is co-flown with the crystalline slurry, clogging of, and debris deposition on, the GDVN is largely reduced and an increase of the flow rate is possible. With higher gas flow rates, provisions such as increased pump rates to maintain high vacuum levels are required to protect the highly sensitive MHz X-ray detector. When the laser focus is reduced to about 20 μm FWHM, the laser excited jet volume will also leave the X-ray interaction region faster. Then, 564 kHz laser pulses interleaved by 1.13 MHz X-ray pulses will push the speed of pump-probe data collection rates to the limit and a time-delay can be collected on the order of minutes. Our results also pave the way to collecting X-ray data with femtosecond time-delays at the EuXFEL. At the same time, meaningful datasets on the fast μs time scale may be obtained, which add important time delays and may serve as invaluable controls to assess signal levels in the DED maps. When longer time delays are explored, different strategies with largely reduced laser repetition rates (10 Hz) may be employed where the reaction is initiated already within the nozzle capillary and probed, after injection, by the entire train of X-ray pulses. The MHz data acquisition rate by the pulse trains will be not affected, though, and the time-delays can be swiftly collected.

Future Experiments.

The results of this TR-SFX experiment at the SPB/SFX instrument of the European XFEL demonstrate that with high repetition rate X-ray and optical laser sources which are tunable to the specific rates and energies required for a particular sample or set of measurements, a comprehensive investigation of a macromolecular reaction is possible within a dedicated experimental time including built-in control measurements. This increased data rate may in future allow for the collection of TR-SFX data within very limited experimental time (Extended Data Tab. 6), assuming high uptime of all necessary experimental apparatus. This opens the door to the deployment of enhanced analysis methods to extract macromolecular structures and their dynamics in the crystalline ensemble[39]. This has been achieved on slower time-scales which were covered by dozens[25] of TRX datasets collected over multiple days, and often weeks, of beamtime at synchrotrons[17,25,40]. Close inspection and kinetic interpretation of the TR-SFX data allow an intimate view on mechanical aspects of signal transduction[41] and catalysis[42,43] with specific atomic displacements linked to specific protein function. The close relationship between structural dynamics and function established in this way provide new avenues for the control [26,44,45] and the understanding of biological function, that then also pave the way to a deeper understanding of the mechanism of the bio-macromolecular reaction in bio-medically and biologically highly significant macromolecules.

ONLINE METHODS

Sample Preparation.

PYP was overexpressed and purified as reported[46,47]. PYP microcrystals were grown with the stir-method using 3.3 mol/L malonate (pH 7) as precipitant[46]. PYP was concentrated to 100 mg/mL, and 4 mol/L Na-malonate, pH 7, was added at once to a final concentration of 3.3 mol/L under vigorous stirring. The suspension (20 mL) was stirred in a closed glass vial for 8 h and let rest for an additional 24 h at room temperature. This method works equally well with smaller ~ 2 mL and larger ~ 20 mL volumes. Stirring is necessary to prevent the growth of crystals to sizes larger than 10 μm. The slurry was spun at 8000 g for 10 min. The microcrystals swim up. The clear solution below the microcrystals was removed and replenished by 2.8 mol/L Na-malonate, pH 7. This resulted in a suspension containing about 109 to 1010 crystals/ml with most crystals being about 5 μm as observed under a microscope with 400 x magnification using a Neubauer cell counting chamber. The dense PYP microcrystalline slurry was filtered twice by handpressing the slurry (placed in a 10 mL syringe) through a 10 μm stainless steel filter. The slurry was injected without further filtering into the vacuum chamber at the SPB/SFX imaging and serial crystallography instrument[48,49] using a gas dynamic virtual nozzle (GDVN)[50] with 75 μm inner diameter (ID) (Extended Data Fig. 1). Smaller nozzle diameters led to clogging and reduced flow rate due to pressure limitations.

Injection and Alignment.

With the 75 μm ID nozzles, we attempted to maximize slurry flow and gas pressure to produce a fast jet that may be able to cope with the enormous X-ray pulse rates. We measured the jet diameter to be about 5 μm with a flow rate of 35 μL/min under identical conditions as used for the experiment (Extended Data Table. 1). This translates into a jet speed of approximately 30 m/s. In order to avoid clogging, for some time-delays, we added an immiscible fluorinated oil mixture (perfluorodecalin and 1H, 1H, 2H, 2H-perfluoro-1-octanol in a 10:1 ratio) through a T-junction (Extended Data Fig. 1) located upstream of the injector nozzle rod at various flow rate ratios (Extended Data Table 1). The GDVN tip surface as well as the capillaries to the GDVN were treated with Novec 1720[51] to stabilize the simultaneous injection with oil and avoid growth of stalactite-like debris on the nozzle which originates from the jet explosion after X-ray exposure. With this treatment, the oil can form a lubricant layer between the walls and the aqueous jet which minimizes interaction and sticking of crystals effectively avoiding clogging. As observed earlier[52], exposure to the intense X-ray pulses resulted in gaps in the jet caused by Coulomb explosion. The PYP photocycle was initiated in microcrystals with 240 fs laser pulses of wavelength 420 nm, which is 30 nm on the blue side of the PYP absorption maximum (Extended Data Fig. 4b). As established earlier by ultrafast spectroscopy on PYP crystals[53], laser excitation (into the absorption maximum) with 1 mJ/mm2, is essentially free of non-linear effects. This disperses concerns voiced recently on other systems (see Nass Kovacs et al., arXiv:1905.09002). Since the absorption at 420 nm is only 60% of that of the absorption maximum (Extended Data Fig. 4b), we used accordingly 1.6 mJ/mm2 laser fluence in a 42 μm (FWHM) laser spot. Imaging the gaps in the jet[52] provides a convenient method to align the laser with the X-rays by centering the laser focal spot in the gap. Temperature was not controlled. Laser warming (about 10° C)[54] and evaporative cooling effects (a few degrees) fortuitously compensate. Details of the experimental setup which includes laser setup, laser alignment, the timing and the determination of the temporal overlap of X-ray and laser pulses are listed below.

Instrumentation.

Experiments were performed at the SPB/SFX instrument in March 2019 as a part of proposal 2166 using a similar configuration as used in Wiedorn et.al[52] (Extended Data Fig. 1). The size of the mirror-focused focal spot[55] in the interaction region was estimated to be 2×3 μm FWHM diameter based on optical imaging of single shots using a 20 μm thick Ce:YAG screen. The X-ray pulse energy was about 700 μJ. Diffraction from the sample was measured using an AGIPD [56,57] 1Mpx located 117.7 – 118.6 mm downstream of the sample interaction region, with the unused direct beam passing through a central hole in the detector to a beam stop further downstream (Extended Data Fig. 1). The resolution at the edge of the AGIPD was 1.8 Å, and 1.6 Å data were obtained by integrating Bragg reflections into the detector corner. Experiment control is provided by Karabo[58] and data acquisition is provided by dedicated technology to cope with the megahertz repetition rates[59].

Laser Setup and Timing.

Optical laser radiation with wavelength 840 nm and 15 fs pulse duration was used to generate a 420 nm second harmonic using a 0.5 mm thick beta barium borate (BBO) crystal. Additionally, fused silica windows and lenses stretched the pulse to 250 fs duration. The beam size at the sample position was measured by a scintillator and simple in-situ microscope yielding a diameter of 42 μm FWHM. The average laser energy was about 2.3 μJ, which corresponds to 1.6 mJ/mm2 fluence at the sample. The optical laser timing was synchronized with an radio frequency (RF) signal, and timing at the experiment was controlled by a phase shifter. The T0 position, when both optical and X-ray beams arrive simultaneously, was estimated by the spatial encoding method using a SrTiO3 crystal[60]. Both the inter-train timing and the intra-train timing were measured earlier in facility experiments. The train arrival time jitter was determined to be ~300fs for the system in RF lock[60]. The intra-train jitter was measured to be significantly shorter than 1 ps, which is then negligible in terms of the ps timing scheme employed here. In addition, we never observed more than 1 ps drift in our RF synchronization over a 12 h shift.

Data processing.

Experiment progress was monitored online using OnDA[61] for serial crystallography. Diffraction images with Bragg reflections were found by Cheetah[62] (peakfinder8, minSNR=8, minADC=200, minPix=1, minPeaks=25) using the calibration process described by Wiedorn et al. [52]. Careful masking of shadowed and unreliable regions of the detector was performed on a run-by-run basis. Independent masks were used for peakfinding to avoid false peaks, for example due to ice formation. Indexing was performed using CrystFEL version 0.8.0 with peaks found by Cheetah using the indexing package XGANDALF. Detector geometry, especially the detector distance was refined using program Geoptimiser[63]. Merging and scaling of the Bragg peaks intensities were performed using the partialator program from CrystFEL. To avoid the integration of noise for weakly scattering patterns, reflections were included up to 1.0 nm−1 above a conservative resolution estimate for each crystal (--push-res=1.0). Since PYP crystallizes in P63, an indexing ambiguity[64] is present[46]. It was corrected by the ambigator module in CrystFEL. Figures of merit were calculated using compare_hkl (Rsplit, CC1/2, CC*) and check_hkl (signal-to-noise ratio, multiplicity, completeness), both a part of CrystFEL. The intensities from all indexed patterns were scaled together irrespective of the delay setting. Individual time delays were separated, and their intensity merged. This separation has been achieved based on pulse IDs in the train (see below and Extended Data Fig. 1) which are stored together with the diffraction patterns. The corresponding intensities were then merged to generated reference datasets, and datasets at different time delays, each (Extended Data Tables 1–3).

Pump-Probe Timing Schemes.

X-ray pulses arrive in pulse trains with currently up to 176 X-ray pulses with 1.13 MHz repetition rate within the train. Each train repeats with 10 Hz (Fig. 2a and Extended Data Fig. 1). The tunable, high energy femtosecond laser system installed at the SPB/SFX instrument[65] is able to cope with the MHz pulse repetition rate. For the various experiments, two different pump-probe timing strategies were used. They are shown in Fig. 2. The laser is synchronized to X-ray pulse #1 in each train whose radio frequency signal is delivered by the EuXFEL control room to the instrument. The X-ray fluence in pulse #1 has been very low for this experiment, and spurious diffraction patterns produced by it are not used. In scheme (1), the X-ray pulse rate is 1.1 MHz (Fig. 2b). The laser is activated 2.3 ns after pulse #1. Accordingly, pulses #2, #3 and #4 probe the reaction after 0.89 μs (887 ns), 1.78 μs and 2.67 μs. This sequence repeats with laser activation after pulse #4, #7, #10 and so on, interleaved with the three μs time delays, each. This results in a Laser pulse repetition rate of 376 kHz, and 176/3 = 58 laser activations per pulse train. The effective laser excitation rate is therefore 580 Hz. As demonstrated in Extended Data Fig. 2a and Fig. 3, both the X-ray repetition rate as well as the intra-train laser repetition rate, respectively, are too large for the jet speeds achieved with the viscous PYP microcrystalline slurry. In scheme (2) the X-ray pulse repetition rate in the train is reduced to 564 kHz with 88 pulses/train (Fig. 2c). This time, the hit rate varies smoothly with the X-ray pulse energy across all X-ray pulses in the train (Extended Data Fig. 2b), no abrupt decay as observed for higher X-ray pulse rates (as in Extended Data Fig. 2a) is observed. The laser is synchronized again with respect to X-ray pulse #1. This time, the synchronization is precisely adjusted, so that the pump-probe delay Δt between the laser pulse and X-ray pulse #2 is on the picosecond time-scale (Fig. 2c) which is necessary to collect data for the 10 ps, 30 ps and 80 ps time delays. As shown for other XFELs, the XFEL to laser timing fluctuations are on the order of 300 fs[66], which is negligible on the ps time-scale, and a timing-tool[67,68] is not required. The next laser pulse arrives after X-ray pulse #5. The laser pulse repetition rate is therefore 141 kHz. Accordingly pulses #2, #6, #10 etc. in the train probe a picosecond time delay, and three additional interleaving X-ray pulses probe time delays at 1.78 μs, 3.56 μs and 5.33 μs. This results in 22 pump-probe sequences with ps time delay per train, and 220 effective laser excitations per second. At the Spring-8 Angstrom Compact Laser (SACLA) and the Linac Coherent Light Source (LCLS), typical X-ray pulse rates are 30 Hz and 120 Hz, respectively. Pump-probe sequences with interleaving dark data collection require 15 Hz or 60 Hz laser pulse rates. Compared to these machines, even with the small number of 88 X-ray pulses in the train in these early experiments, the effective laser repetition rate of scheme (2) is between a factor of 3.5 to 15 faster. In the future, more than one order of magnitude more X-ray pulses will be available per train, which speeds up data collection accordingly. It must be decided on a case by case basis whether MHz pulse rates can be used when low viscosity slurries with small crystals are available that allow narrow GDVN orifices and enable fast jet speeds, or repetition rates of both X-ray and laser pulses must be reduced as in the case of PYP. On the order of 675 X-ray pulses per train with a 1.13 MHz intra-train repetition rate are planned to become available soon. A pump-probe data collection strategy shown in Fig. 2a that contains only one interleaved dark will be feasible. In this case 337 laser pulses per train result in the enormous effective laser excitation rate of 3370 Hz. As the AGIPD measures up to 352 pulses per train, 3520 patterns (out of the 6750) can be stored per second. With a low 2% hit rate and a 50% indexing rate as demonstrated in this paper, the approximately 25000 indexed diffraction patterns which are required to detect low levels of population transfer can be collected in about 20 min. This includes the collection of the reference (dark) data. Protein consumption is about 10% of that expected at slower XFELs (Extended Data Tab. 6), and should be between 20 mg and 40 mg per time delay depending on the design of the experiment.

Difference map calculation.

A reference (dark state) model Mref is refined by using the program ‘refmac’[69] against structure factor (SF) amplitudes collected in the dark |Fdark| without laser excitation. To check for spurious features at μs delays, the pure dark data (Extended Data Table 2) were used as a reference. The dark3 data from the 30 ps time-series display superior statistics (Extended Data Table 3), and served as reference for all ps time delays. Model structure factors are calculated from Mref with amplitude |FCref| and phase ϕref. The measured |Fdark| are brought to the absolute scale by scaling them to |FCref| using the CCP4 program ‘scaleit’[70]. The time-dependent SF amplitudes |Fobs(t)|are then scaled to the |Fdark|in a second run of ‘scaleit’. As result, both |Fobs(t)| and |Fdark| are on the absolute scale, and scaled together. Difference structure factor (DSF) amplitudes are calculated: . A weighting factor w for the DSFs is determined to reduce the influence of outliers[71]. The DSFs are combined with phases ϕref. From the weighted DSFs, a weighted difference electron density (DED) map is calculated using the program ‘fft’ from the ccp4 suite of programs[70]. Although the |F(obs,t)| and the |Fdark| are on the absolute scale, the difference map is, due to the difference Fourier approximation[72], only on half the absolute scale. The preserved absolute scale is necessary to estimate population transfer levels as explained below. The DED maps are best contoured on the 3 σ/-3 σ levels (Extended Data Fig. 6)
Extended Figure 6

Signal levels in the DED map at the 30 ps delay

The DED map at 30 ps is overlaid on the entire PYP and contoured from +/− 2σ to +/− 4σ in steps of 0.5σ. Red: negative DED, green: positive DED. The 3σ level, c, is the best compromise to distinguish the signal, for example on the pCA chromophore, from spurious noise features distributed within the protein volume.

Refinement.

Meaningful negative features in the DED map are necessarily located on top of the reference model Mref. However, contiguous, chemically sensible positive features in the DED map must be interpreted with a new structural model (MTRX). To determine structures from DED maps, extrapolated, conventional electron density (EDext) maps[73,74] are used. For extrapolated structure factor (SFext) amplitudes a multiple of the DSFs are added to the |FCref|: and combined with the reference state (dark) phases ϕref. Here the use of |FCref| derived from an accurately refined dark state model are preferred over the |Fdark| as explained by Terwilliger & Berendsen[75]. From the phased SFext, extrapolated electron density maps (EDext) are calculated with the ccp4 program ‘fft’. A characteristic Next is established when the electron density in the EDext at the positions with strong negative features in the DED maps just vanishes. When N is too large, false - negative features will appear in the EDext. This can be visualized by summing up negative values in the EDext within a volume that contains strong DED features in the DED maps. Extended Data Fig. 7 shows results for such a summation for all our TR-SFX time-delays collected at the EuXFEL and TRX data selected from the literature[46,74,76]. Next is marked with an arrow. Next is approximately related to the population transfer (PT): [%]. The factor of two accounts for the difference Fourier approximation mentioned above. If the PT is small, Next is large. Next = 30 is not uncommon in TRX, especially with fs excitation, since the primary yield of photoactivation can be quite small [77] and is further diminished by experimental circumstances. Once Next has been established, structural models are determined from the resulting EDext maps. The EDext map is displayed in a molecular modeling program such as ‘coot’[78]. The reference model can be used as an initial model for a refinement. When structural changes are small, the initial model is altered by directly refining it against the EDext map by a stepped real-space refinement in ‘coot’ with the torsional restraint switched off (default in ‘coot’). For PYP, isomerization and structural changes are modelled automatically this way, entirely without manual intervention. For other systems[79] structural changes can be modelled manually in analogy to conventional structure determination. A new structural model MTRX is obtained this way. From the real-space refined MTRX and Mref models, calculated DSFcalc can be determined, this time with amplitude and phases ϕΔ. When the DEDcalc calculated from the phased difference structure factors is compared to the DEDobs, prominent DED features should match (Extended Data Fig. 8). The ϕΔ are combined with the measured DSFobs and phased extrapolated SFs (pSF) are obtained by adding the (now phased) DSFobs to the FCref as vectors in the complex plane[80,81]. MTRX is refined against the |pSF| using restrained reciprocal space refinement, using e.g. ‘refmac’[69]. Typically, R-factors are acceptable and do not deviate much from those of refinements against conventional X-ray data. Structural models and ED maps are shown in Extended Data Fig. 3. Refinement statistics is shown in Extended Data Tables 4 and 5. Selected model parameters are listed in Table 1 (main text) for the 3 ps to 100 ps time-range.
Extended Figure 7

Method to determine the factor N and the population transfer (PT).

The factor N has been determined to calculate extrapolated, conventional maps from data collected at various X-ray sources. Black spheres: summed absolute negative DED in a sphere of R = 4 Å centered on the PCA chromophore double bond. Red dotted lines: the more horizontal line follows the initial slope of the data; the second line delineates the constant incline with larger Ns. The Next (in brackets) can be estimated from the intersection of the two lines. a, 3ps data from CXI at LCLS collected with fs laser excitation in the absorption maximum (Pande et al., 2016). Factor N = 16, PT = 12.5 %, insert: 1 μs data collected with ns laser excitation. N = 4, and PT = 50% (Tenboer et al., 2014). b, c, and d, Factors N for the 10 ps, 30 ps, and 80 ps data collected at the EXFEL with fs laser excitation outside the absorption maximum. PT is about 7 % throughout. Insert in d, 100 ps data collected at APS (about 6% PT, Jung et al., 2013). 13,214, 13,542, 13,722, 13,142, 13,014 and 12,889 observed difference amplitudes are used to determine extrapolated maps for the 100ps, 1μs, 3ps, 10ps, 30ps and 80ps time delays, respectively.

Extended Figure 8

Observed and calculated difference electron densities (DED) near the pCA chromophore.

Left panels: observed difference electron density (blue: 3 σ, red: -3 σ contour levels). Right panels: calculated difference electron density (blue: 4 σ, red: -4 σ contour levels). Yellow model: structure of the dark (reference) state; blue model: structure at a particular time delay. a, 10 ps; b, 30 ps, c, 80 ps. In panel b pairwise difference density features are marked with α (negative) and β (positive). The feature γ shows the signal caused by the Cys-69 sulfur. The marked DED features can be readily detected at the other time delays. 13,142, 13,014 and 12,889 difference amplitudes were used to calculate the observed DED maps for a, b and c, respectively.

Displacements and Difference Distance Matrices.

Structural differences were analyzed by calculating the root mean square displacements (RMSDs) of like Cα atoms in the M41–71 moiety (Extended Data Fig. 4a) between the structures determined at the various time-delays and the reference structure. The RMSD values in Extended Data Fig. 4c were fit by an empirical function consisting of an exponential term, a linear term, and a strongly damped cosine function which includes a phase shift: The fit values were A0=0.181 Å, τ=1.4 ps, b=4.5×10−3 Å/ps, A1=0.038 Å, T=50 ps, φ=257°, β=1/50 ps−1. Some of the fit values are not unique. For example, T in the cosine function can vary largely because only a few time delays are available across the 100 ps time scale. T was selected so that the decrease of the RMSD at 30 ps is modeled correctly, and the damping constant β was selected so that the oscillation vanishes quickly. To show more global displacements, difference distance matrices (Extended Data Fig. 5a–d) were calculated[82] using Fortran code of the DDMP program from the Center for Structural Biology at Yale University, New Haven, CT. The calculations include residues 42 to 92 and use the 3 ps structure as a reference (note: if the dark structure would be used as a reference, small structural changes in the time window from 3 ps to 100 ps would not be observable). With these matrices one can also visually identify the decline of the magnitude of the difference distances between 10 ps and 30 ps, and their increase at 100 ps, in particular in the M41–71 region (green bar), and then at 100 ps also more globally in the H74–88 region (depicted also in Extended Data Fig. 4a).

Data Availability.

Data has been deposited with the Coherent X-ray Imaging data bank[83] with CXIDB ID 100. This includes: Stream files for all data and for data separated into each time-delay, MTZ and PDB files for all time-delays including the dark/reference structures. We have deposited data (mtz-files and structures) for the 10 ps, 30 ps and 80 ps time-delays, as well as the dark3 (30 ps) and pure dark reference structures to the protein data bank, with deposition codes 6P4I, 6P5D, 6PSE, 6PSG and 6PSF, respectively.

Code Availability.

Linux scripts and Fortran source codes for the calculation of weighted difference maps, extrapolated electron density maps and the integration of negative densities within a spherical volume are included in a demo which is available online as supplementary material.

Setup of a MHz TR-SFX experiment at the EuXFEL (modified from Wiedorn et al., 2018)

X-ray pulses arrive in 1.13 MHz bursts which repeat every 100 ms. There are 176 X-ray pulses in the burst. The KB-mirror system focuses the X-ray beam to a 2 – 3 μm focal spot. The fs-laser delivers 376 kHz pulses (λ=420 nm, blue) synchronized to the X-ray pulses. The laser focus is 42 μm Ø in the X-ray interaction region (dotted circle). The microcrystals are mixed with fluorinated oil and injected by a GDVN. The jet produced by the GDVN, the laser beam as well as the X-ray pulses precisely intersect. The time-resolved diffraction patterns are collected by the AGIPD. Diffraction patterns with common time-delays were separated based on the pulse ID (see also Fig. 2b) and combined to datasets.

Hit and indexing rates

a, Hit rates (red) and indexing rates (black) with 1.13 MHz X-ray pulse repetition rate. Note, the strong drop of the hit-rate after the first pulse from 2% to 1%. 472,528 total patterns, 41,559 hits and 24,815 indexed patterns were separated on the basis of pulse IDs. From these, hit rates and indexing rates were calculated. b, Hit rates (red) and indexing rates (black) with 564 kHz X-ray pulse repetition. The overall hit rate is about 2%. 52,495,158 total patterns, 304,673 hits and 142,948 indexed patterns were separated on the basis of pulse IDs from which hit rates and indexing rates were calculated. Blue solid line in a and b, X-ray pulse energy (on arbitrary scale). The indexing rate varies only slightly and is about 40% - 60%.

Extrapolated electron density maps (1.5 σ contour level)

a, 3 ps at LCLS (Pande et al., 2016). b - c, 10 ps, 30 ps and 80 ps at EuXFEL. e, 100 ps at APS (Jung et al., 2013). The extrapolated maps were calculated from 13,722, 13,142, 13,014, 12,889 and 13,214 extrapolated structure factors for the 3 ps to 100 ps time delays, respectively.

Excitation and ultrafast displacements in PYP.

a, Structure of PYP. Some important residues in the chromophore (pCA) binding pocket are marked. The M41–71 moiety (residues 41 to 71) is marked in red. Helix H74–88 is marked. b, Dark state spectra of PYP. Black: measured in solution, red: in the crystal. The wavelength at the absorption maximum is marked. Excitation has been achieved with 240 fs laser pulses with λ=420 nm. c, Solid spheres: root mean square displacements of 31 Cα atoms in M41–71 relative to the dark (reference) structure, red spheres: from data measured at EuXFEL. Dashed line: fit by a function consisting of an exponential, a strongly damped, phase shifted cosine function and a straight line as outlined in the text.

Difference distance matrices evaluated for Cα atoms of residues 42 to 93.

The green line denotes the M41–71 moiety. The scale on top is in Å. a - d, Difference distance matrices derived from structures at 10 ps, 30 ps, 80 ps and 100 ps relative to that at 3 ps, respectively. Difference distances are also shown for helix H74–88.

Signal levels in the DED map at the 30 ps delay

The DED map at 30 ps is overlaid on the entire PYP and contoured from +/− 2σ to +/− 4σ in steps of 0.5σ. Red: negative DED, green: positive DED. The 3σ level, c, is the best compromise to distinguish the signal, for example on the pCA chromophore, from spurious noise features distributed within the protein volume.

Method to determine the factor N and the population transfer (PT).

The factor N has been determined to calculate extrapolated, conventional maps from data collected at various X-ray sources. Black spheres: summed absolute negative DED in a sphere of R = 4 Å centered on the PCA chromophore double bond. Red dotted lines: the more horizontal line follows the initial slope of the data; the second line delineates the constant incline with larger Ns. The Next (in brackets) can be estimated from the intersection of the two lines. a, 3ps data from CXI at LCLS collected with fs laser excitation in the absorption maximum (Pande et al., 2016). Factor N = 16, PT = 12.5 %, insert: 1 μs data collected with ns laser excitation. N = 4, and PT = 50% (Tenboer et al., 2014). b, c, and d, Factors N for the 10 ps, 30 ps, and 80 ps data collected at the EXFEL with fs laser excitation outside the absorption maximum. PT is about 7 % throughout. Insert in d, 100 ps data collected at APS (about 6% PT, Jung et al., 2013). 13,214, 13,542, 13,722, 13,142, 13,014 and 12,889 observed difference amplitudes are used to determine extrapolated maps for the 100ps, 1μs, 3ps, 10ps, 30ps and 80ps time delays, respectively.

Observed and calculated difference electron densities (DED) near the pCA chromophore.

Left panels: observed difference electron density (blue: 3 σ, red: -3 σ contour levels). Right panels: calculated difference electron density (blue: 4 σ, red: -4 σ contour levels). Yellow model: structure of the dark (reference) state; blue model: structure at a particular time delay. a, 10 ps; b, 30 ps, c, 80 ps. In panel b pairwise difference density features are marked with α (negative) and β (positive). The feature γ shows the signal caused by the Cys-69 sulfur. The marked DED features can be readily detected at the other time delays. 13,142, 13,014 and 12,889 difference amplitudes were used to calculate the observed DED maps for a, b and c, respectively. Summary of data sets collected[&]. The ps time-delays are followed by three more X-ray exposures on the μs time-scale. For the 30 ps and 80 ps time-delays, the crystalline slurry was mixed with various amounts of fluorinated mineral oil to experiment with larger flow rates through the capillary tubing, to prevent clogging and to prevent accumulation of debris on the nozzle tip. Statistics of the control data collected with 1.13 MHz X-ray pulses Statistics of data collected with 564 kHz X-ray pulses. Refinement statistics for structures determined at picosecond delays after laser excitation. Refinement statistics for structures determined from data without laser excitation. from the 30 ps, darkl, dark2, dark3 time-series Comparison of TRX experiments at various light sources. macroscopic crystals investigated by the Laue method CXI[84]: coherent X-ray imaging instrument at the LCLS; SPB/SFX[55]: Single Particles, Clusters, and Biomolecules & Serial Femtosecond Crystallography at the European XFEL; BioCARS[85]: 14-ID-B Laue beamline, sector 14, at the Advanced Photon Source. Protein consumption estimates per successfully collected timedelay compared between EuXFEL and XFELS with 120 Hz repetition rates (with a warm copper LINAC). Net time and protein consumption for 10,000 indexed patterns (per dataset) are compared. In practice 25,000 and more patterns may be required for a high-quality data set. The hit rate and the indexing rate are assumed to be 2% and 50%, respectively. If the hit rate increases, the data collection time and the protein consumption decrease accordingly. Final design specifications at the EuXFEL are assumed. The apparent data collection rate (3520 frames/s) at EuXFEL is determined by the AGIPD that can store 352 diffraction patterns from the X-ray pulses in a train. With an injector flow rate of 30 ^l/min, 1.8 mL are consumed per hour. 1.8 mL of dense protein slurry contain about 100 mg of PYP. The injector flow rate at the warm copper XFEL is one third (10 μL/min) of that of the EuXFEL with an accordingly smaller protein consumption of 33 mg/h. This data collection scheme has been selected for exploration at the EuXFEL. This does not need to be employed at other (slower) XFELs. time delay much longer than the train length (0.6 ms).
Extended Data Table 7|

Protein consumption estimates per successfully collected timedelay compared between EuXFEL and XFELS with 120 Hz repetition rates (with a warm copper LINAC). Net time and protein consumption for 10,000 indexed patterns (per dataset) are compared. In practice 25,000 and more patterns may be required for a high-quality data set. The hit rate and the indexing rate are assumed to be 2% and 50%, respectively. If the hit rate increases, the data collection time and the protein consumption decrease accordingly. Final design specifications at the EuXFEL are assumed. The apparent data collection rate (3520 frames/s) at EuXFEL is determined by the AGIPD that can store 352 diffraction patterns from the X-ray pulses in a train. With an injector flow rate of 30 ^l/min, 1.8 mL are consumed per hour. 1.8 mL of dense protein slurry contain about 100 mg of PYP. The injector flow rate at the warm copper XFEL is one third (10 μL/min) of that of the EuXFEL with an accordingly smaller protein consumption of 33 mg/h.

EuXFELwarm LINAC

ExperimentTotalIndexedDatasetsNet data collection timePYPNet data collection timePYP
pump/probe - dark 1-dark2-dark3*4 M40 K419 min32 mg- na -- na -
pump/probe-dark2 M20 K29.5 min 16 mg 4.6 h150 mg
pump into capillary probe with entire train**1 M10 K14.7 min 8 mg 2.3 h75 mg

This data collection scheme has been selected for exploration at the EuXFEL. This does not need to be employed at other (slower) XFELs.

time delay much longer than the train length (0.6 ms).

  59 in total

1.  Application of singular value decomposition to the analysis of time-resolved macromolecular x-ray data.

Authors:  Marius Schmidt; Sudarshan Rajagopal; Zhong Ren; Keith Moffat
Journal:  Biophys J       Date:  2003-03       Impact factor: 4.033

2.  Bayesian difference refinement.

Authors:  T C Terwilliger; J Berendzen
Journal:  Acta Crystallogr D Biol Crystallogr       Date:  1996-09-01

3.  pH dependence of the photoactive yellow protein photocycle investigated by time-resolved crystallography.

Authors:  Shailesh Tripathi; Vukica Srajer; Namrta Purwar; Robert Henning; Marius Schmidt
Journal:  Biophys J       Date:  2012-01-18       Impact factor: 4.033

4.  Visualizing reaction pathways in photoactive yellow protein from nanoseconds to seconds.

Authors:  Hyotcherl Ihee; Sudarshan Rajagopal; Vukica Srajer; Reinhard Pahl; Spencer Anderson; Marius Schmidt; Friedrich Schotte; Philip A Anfinrud; Michael Wulff; Keith Moffat
Journal:  Proc Natl Acad Sci U S A       Date:  2005-05-03       Impact factor: 11.205

Review 5.  Time-Resolved Macromolecular Crystallography at Modern X-Ray Sources.

Authors:  Marius Schmidt
Journal:  Methods Mol Biol       Date:  2017

6.  Features and development of Coot.

Authors:  P Emsley; B Lohkamp; W G Scott; K Cowtan
Journal:  Acta Crystallogr D Biol Crystallogr       Date:  2010-03-24

7.  OnDA: online data analysis and feedback for serial X-ray imaging.

Authors:  Valerio Mariani; Andrew Morgan; Chun Hong Yoon; Thomas J Lane; Thomas A White; Christopher O'Grady; Manuela Kuhn; Steve Aplin; Jason Koglin; Anton Barty; Henry N Chapman
Journal:  J Appl Crystallogr       Date:  2016-05-23       Impact factor: 3.304

8.  Enzyme intermediates captured "on the fly" by mix-and-inject serial crystallography.

Authors:  Jose L Olmos; Suraj Pandey; Jose M Martin-Garcia; George Calvey; Andrea Katz; Juraj Knoska; Christopher Kupitz; Mark S Hunter; Mengning Liang; Dominik Oberthuer; Oleksandr Yefanov; Max Wiedorn; Michael Heyman; Mark Holl; Kanupriya Pande; Anton Barty; Mitchell D Miller; Stephan Stern; Shatabdi Roy-Chowdhury; Jesse Coe; Nirupa Nagaratnam; James Zook; Jacob Verburgt; Tyler Norwood; Ishwor Poudyal; David Xu; Jason Koglin; Matthew H Seaberg; Yun Zhao; Saša Bajt; Thomas Grant; Valerio Mariani; Garrett Nelson; Ganesh Subramanian; Euiyoung Bae; Raimund Fromme; Russell Fung; Peter Schwander; Matthias Frank; Thomas A White; Uwe Weierstall; Nadia Zatsepin; John Spence; Petra Fromme; Henry N Chapman; Lois Pollack; Lee Tremblay; Abbas Ourmazd; George N Phillips; Marius Schmidt
Journal:  BMC Biol       Date:  2018-05-31       Impact factor: 7.431

9.  The Single Particles, Clusters and Biomolecules and Serial Femtosecond Crystallography instrument of the European XFEL: initial installation.

Authors:  Adrian P Mancuso; Andrew Aquila; Lewis Batchelor; Richard J Bean; Johan Bielecki; Gannon Borchers; Katerina Doerner; Klaus Giewekemeyer; Rita Graceffa; Oliver D Kelsey; Yoonhee Kim; Henry J Kirkwood; Alexis Legrand; Romain Letrun; Bradley Manning; Luis Lopez Morillo; Marc Messerschmidt; Grant Mills; Steffen Raabe; Nadja Reimers; Adam Round; Tokushi Sato; Joachim Schulz; Cedric Signe Takem; Marcin Sikorski; Stephan Stern; Prasad Thute; Patrik Vagovič; Britta Weinhausen; Thomas Tschentscher
Journal:  J Synchrotron Radiat       Date:  2019-04-12       Impact factor: 2.616

10.  The Adaptive Gain Integrating Pixel Detector at the European XFEL.

Authors:  Aschkan Allahgholi; Julian Becker; Annette Delfs; Roberto Dinapoli; Peter Goettlicher; Dominic Greiffenberg; Beat Henrich; Helmut Hirsemann; Manuela Kuhn; Robert Klanner; Alexander Klyuev; Hans Krueger; Sabine Lange; Torsten Laurus; Alessandro Marras; Davide Mezza; Aldo Mozzanica; Magdalena Niemann; Jennifer Poehlsen; Joern Schwandt; Igor Sheviakov; Xintian Shi; Sergej Smoljanin; Lothar Steffen; Jolanta Sztuk-Dambietz; Ulrich Trunk; Qingqing Xia; Mourad Zeribi; Jiaguo Zhang; Manfred Zimmer; Bernd Schmitt; Heinz Graafsma
Journal:  J Synchrotron Radiat       Date:  2019-01-01       Impact factor: 2.616

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  22 in total

1.  Dynamic Structural Biology Experiments at XFEL or Synchrotron Sources.

Authors:  Pierre Aller; Allen M Orville
Journal:  Methods Mol Biol       Date:  2021

2.  Free-electron lasing with compact beam-driven plasma wakefield accelerator.

Authors:  R Pompili; D Alesini; M P Anania; S Arjmand; M Behtouei; M Bellaveglia; A Biagioni; B Buonomo; F Cardelli; M Carpanese; E Chiadroni; A Cianchi; G Costa; A Del Dotto; M Del Giorno; F Dipace; A Doria; F Filippi; M Galletti; L Giannessi; A Giribono; P Iovine; V Lollo; A Mostacci; F Nguyen; M Opromolla; E Di Palma; L Pellegrino; A Petralia; V Petrillo; L Piersanti; G Di Pirro; S Romeo; A R Rossi; J Scifo; A Selce; V Shpakov; A Stella; C Vaccarezza; F Villa; A Zigler; M Ferrario
Journal:  Nature       Date:  2022-05-25       Impact factor: 49.962

3.  Co-flow injection for serial crystallography at X-ray free-electron lasers.

Authors:  Diandra Doppler; Mohammad T Rabbani; Romain Letrun; Jorvani Cruz Villarreal; Dai Hyun Kim; Sahir Gandhi; Ana Egatz-Gomez; Mukul Sonker; Joe Chen; Faisal H M Koua; Jayhow Yang; Mohamed Youssef; Victoria Mazalova; Saša Bajt; Megan L Shelby; Matt A Coleman; Max O Wiedorn; Juraj Knoska; Silvan Schön; Tokushi Sato; Mark S Hunter; Ahmad Hosseinizadeh; Christopher Kuptiz; Reza Nazari; Roberto C Alvarez; Konstantinos Karpos; Sahba Zaare; Zachary Dobson; Erin Discianno; Shangji Zhang; James D Zook; Johan Bielecki; Raphael de Wijn; Adam R Round; Patrik Vagovic; Marco Kloos; Mohammad Vakili; Gihan K Ketawala; Natasha E Stander; Tien L Olson; Katherine Morin; Jyotirmory Mondal; Jonathan Nguyen; José Domingo Meza-Aguilar; Gerdenis Kodis; Sara Vaiana; Jose M Martin-Garcia; Valerio Mariani; Peter Schwander; Marius Schmidt; Marc Messerschmidt; Abbas Ourmazd; Nadia Zatsepin; Uwe Weierstall; Barry D Bruce; Adrian P Mancuso; Thomas Grant; Anton Barty; Henry N Chapman; Matthias Frank; Raimund Fromme; John C H Spence; Sabine Botha; Petra Fromme; Richard A Kirian; Alexandra Ros
Journal:  J Appl Crystallogr       Date:  2022-02-01       Impact factor: 3.304

4.  Combination of an inject-and-transfer system for serial femtosecond crystallography.

Authors:  Keondo Lee; Jihan Kim; Sangwon Baek; Jaehyun Park; Sehan Park; Jong-Lam Lee; Wan Kyun Chung; Yunje Cho; Ki Hyun Nam
Journal:  J Appl Crystallogr       Date:  2022-07-05       Impact factor: 4.868

Review 5.  Mapping Enzyme Landscapes by Time-Resolved Crystallography with Synchrotron and X-Ray Free Electron Laser Light.

Authors:  Mark A Wilson
Journal:  Annu Rev Biophys       Date:  2021-12-21       Impact factor: 19.763

6.  Segmented flow generator for serial crystallography at the European X-ray free electron laser.

Authors:  Austin Echelmeier; Jorvani Cruz Villarreal; Marc Messerschmidt; Daihyun Kim; Jesse D Coe; Darren Thifault; Sabine Botha; Ana Egatz-Gomez; Sahir Gandhi; Gerrit Brehm; Chelsie E Conrad; Debra T Hansen; Caleb Madsen; Saša Bajt; J Domingo Meza-Aguilar; Dominik Oberthür; Max O Wiedorn; Holger Fleckenstein; Derek Mendez; Juraj Knoška; Jose M Martin-Garcia; Hao Hu; Stella Lisova; Aschkan Allahgholi; Yaroslav Gevorkov; Kartik Ayyer; Steve Aplin; Helen Mary Ginn; Heinz Graafsma; Andrew J Morgan; Dominic Greiffenberg; Alexander Klujev; Torsten Laurus; Jennifer Poehlsen; Ulrich Trunk; Davide Mezza; Bernd Schmidt; Manuela Kuhn; Raimund Fromme; Jolanta Sztuk-Dambietz; Natascha Raab; Steffen Hauf; Alessandro Silenzi; Thomas Michelat; Chen Xu; Cyril Danilevski; Andrea Parenti; Leonce Mekinda; Britta Weinhausen; Grant Mills; Patrik Vagovic; Yoonhee Kim; Henry Kirkwood; Richard Bean; Johan Bielecki; Stephan Stern; Klaus Giewekemeyer; Adam R Round; Joachim Schulz; Katerina Dörner; Thomas D Grant; Valerio Mariani; Anton Barty; Adrian P Mancuso; Uwe Weierstall; John C H Spence; Henry N Chapman; Nadia Zatsepin; Petra Fromme; Richard A Kirian; Alexandra Ros
Journal:  Nat Commun       Date:  2020-09-09       Impact factor: 14.919

7.  High-resolution crystal structures of transient intermediates in the phytochrome photocycle.

Authors:  Melissa Carrillo; Suraj Pandey; Juan Sanchez; Moraima Noda; Ishwor Poudyal; Luis Aldama; Tek Narsingh Malla; Elin Claesson; Weixiao Yuan Wahlgren; Denisse Feliz; Vukica Šrajer; Michał Maj; Leticia Castillon; So Iwata; Eriko Nango; Rie Tanaka; Tomoyuki Tanaka; Luo Fangjia; Kensuke Tono; Shigeki Owada; Sebastian Westenhoff; Emina A Stojković; Marius Schmidt
Journal:  Structure       Date:  2021-03-22       Impact factor: 5.006

Review 8.  Macromolecular movies, storybooks written by nature.

Authors:  Marius Schmidt
Journal:  Biophys Rev       Date:  2021-11-03

9.  Effect of X-ray free-electron laser-induced shockwaves on haemoglobin microcrystals delivered in a liquid jet.

Authors:  Marie Luise Grünbein; Alexander Gorel; Lutz Foucar; Sergio Carbajo; William Colocho; Sasha Gilevich; Elisabeth Hartmann; Mario Hilpert; Mark Hunter; Marco Kloos; Jason E Koglin; Thomas J Lane; Jim Lewandowski; Alberto Lutman; Karol Nass; Gabriela Nass Kovacs; Christopher M Roome; John Sheppard; Robert L Shoeman; Miriam Stricker; Tim van Driel; Sharon Vetter; R Bruce Doak; Sébastien Boutet; Andrew Aquila; Franz Josef Decker; Thomas R M Barends; Claudiu Andrei Stan; Ilme Schlichting
Journal:  Nat Commun       Date:  2021-03-15       Impact factor: 14.919

10.  The primary structural photoresponse of phytochrome proteins captured by a femtosecond X-ray laser.

Authors:  Elin Claesson; Weixiao Yuan Wahlgren; Heikki Takala; Suraj Pandey; Leticia Castillon; Valentyna Kuznetsova; Léocadie Henry; Matthijs Panman; Melissa Carrillo; Joachim Kübel; Rahul Nanekar; Linnéa Isaksson; Amke Nimmrich; Andrea Cellini; Dmitry Morozov; Michał Maj; Moona Kurttila; Robert Bosman; Eriko Nango; Rie Tanaka; Tomoyuki Tanaka; Luo Fangjia; So Iwata; Shigeki Owada; Keith Moffat; Gerrit Groenhof; Emina A Stojković; Janne A Ihalainen; Marius Schmidt; Sebastian Westenhoff
Journal:  Elife       Date:  2020-03-31       Impact factor: 8.140

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