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Chia, E. S. .., Hammarström, B., Sellberg, J. A., Loh, N. t. & et al., . (2025). Coarse-Graining and Classifying Massive High-Throughput XFEL Datasets of Crystallization in Supercooled Water. Crystals, 15(8), Article ID 734.
Open this publication in new window or tab >>Coarse-Graining and Classifying Massive High-Throughput XFEL Datasets of Crystallization in Supercooled Water
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2025 (English)In: Crystals, ISSN 2073-4352, Vol. 15, no 8, article id 734Article in journal (Refereed) Published
Abstract [en]

Ice crystallization in supercooled water is a complex phenomenon with far-reaching implications across scientific disciplines, including cloud formation physics and cryopreservation. Experimentally studying such complexity can be a highly data-driven and data-hungry endeavor because of the need to record rare events that cannot be triggered on demand. Here, we describe such an experiment comprising 561 million images of X-ray free-electron laser (XFEL) diffraction patterns (2.3 (Formula presented.) raw data) spanning the disorder-to-order transition in micrometer-sized supercooled water droplets. To effectively analyze these patterns, we propose a data reduction (i.e., coarse-graining) and dimensionality reduction (i.e., principal component analysis) strategy. We show that a simple set of criteria on this reduced dataset can efficiently classify these patterns in the absence of reference diffraction signatures, which we validated using more precise but computationally expensive unsupervised machine learning techniques. For hit-finding, our strategy attained 98% agreement with our cross-validation. We speculate that these strategies may be generalized to other types of large high-dimensional datasets generated at high-throughput XFEL facilities.

Place, publisher, year, edition, pages
MDPI AG, 2025
Keywords
classification, crystallization, machine learning, XFEL
National Category
Other Physics Topics Bioinformatics (Computational Biology)
Identifiers
urn:nbn:se:kth:diva-369616 (URN)10.3390/cryst15080734 (DOI)001557379400001 ()2-s2.0-105014514977 (Scopus ID)
Note

QC 20250911

Available from: 2025-09-11 Created: 2025-09-11 Last updated: 2025-12-08Bibliographically approved
Colombo, A., Sehati, A., Sellberg, J. A., Rupp, D. & et al., . (2025). SPRING, an effective and reliable framework for image reconstruction in single-particle Coherent Diffraction Imaging. npj Computational Materials, 11(1), Article ID 265.
Open this publication in new window or tab >>SPRING, an effective and reliable framework for image reconstruction in single-particle Coherent Diffraction Imaging
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2025 (English)In: npj Computational Materials, E-ISSN 2057-3960, Vol. 11, no 1, article id 265Article in journal (Refereed) Published
Abstract [en]

Coherent Diffraction Imaging (CDI) is an experimental technique to image isolated structures by recording the scattered light. The sample density can be recovered from the scattered field through a Fourier Transform operation. However, the phase of the field is lost during the measurement and has to be algorithmically retrieved. Here we present SPRING, an analysis framework tailored to X-ray Free Electron Laser (XFEL) single-shot single-particle diffraction data that implements the Memetic Phase Retrieval method to mitigate the shortcomings of conventional algorithms. We benchmark the approach on data acquired in two experimental campaigns at SwissFEL and European XFEL. Results reveal unprecedented stability and resilience of the algorithm’s behavior on the input parameters, and the capability of identifying the solution in conditions hardly treatable with conventional methods. A user-friendly implementation of SPRING is released as open-source software, aiming at being a reference tool for the CDI community at XFEL and synchrotron facilities.

Place, publisher, year, edition, pages
Springer Nature, 2025
National Category
Atom and Molecular Physics and Optics Other Electrical Engineering, Electronic Engineering, Information Engineering
Identifiers
urn:nbn:se:kth:diva-369359 (URN)10.1038/s41524-025-01661-y (DOI)001552796600001 ()40843384 (PubMedID)2-s2.0-105013642950 (Scopus ID)
Note

QC 20250904

Available from: 2025-09-04 Created: 2025-09-04 Last updated: 2025-09-04Bibliographically approved
Ekeberg, T., Koliyadu, J. C. P., Sellberg, J. A., Maia, F. R. .. & et al., . (2024). Observation of a single protein by ultrafast X-ray diffraction. Light: Science & Applications, 13(1), Article ID 15.
Open this publication in new window or tab >>Observation of a single protein by ultrafast X-ray diffraction
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2024 (English)In: Light: Science & Applications, ISSN 2095-5545, E-ISSN 2047-7538, Vol. 13, no 1, article id 15Article in journal (Refereed) Published
Abstract [en]

The idea of using ultrashort X-ray pulses to obtain images of single proteins frozen in time has fascinated and inspired many. It was one of the arguments for building X-ray free-electron lasers. According to theory, the extremely intense pulses provide sufficient signal to dispense with using crystals as an amplifier, and the ultrashort pulse duration permits capturing the diffraction data before the sample inevitably explodes. This was first demonstrated on biological samples a decade ago on the giant mimivirus. Since then, a large collaboration has been pushing the limit of the smallest sample that can be imaged. The ability to capture snapshots on the timescale of atomic vibrations, while keeping the sample at room temperature, may allow probing the entire conformational phase space of macromolecules. Here we show the first observation of an X-ray diffraction pattern from a single protein, that of Escherichia coli GroEL which at 14 nm in diameter is the smallest biological sample ever imaged by X-rays, and demonstrate that the concept of diffraction before destruction extends to single proteins. From the pattern, it is possible to determine the approximate orientation of the protein. Our experiment demonstrates the feasibility of ultrafast imaging of single proteins, opening the way to single-molecule time-resolved studies on the femtosecond timescale.

Place, publisher, year, edition, pages
Springer Nature, 2024
National Category
Biophysics Atom and Molecular Physics and Optics
Identifiers
urn:nbn:se:kth:diva-342639 (URN)10.1038/s41377-023-01352-7 (DOI)001142025600001 ()2-s2.0-85182166671 (Scopus ID)
Note

QC 20240125

Available from: 2024-01-25 Created: 2024-01-25 Last updated: 2025-02-20Bibliographically approved
Dawod, I., Patra, K., Cardoch, S., Jönsson, H. O., Sellberg, J. A., Martin, A. V., . . . Timneanu, N. (2024). Theoretical Studies of Anisotropic Melting of Ice Induced by Ultrafast Nonthermal Heating. ACS Physical Chemistry Au, 4(4), 385-392
Open this publication in new window or tab >>Theoretical Studies of Anisotropic Melting of Ice Induced by Ultrafast Nonthermal Heating
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2024 (English)In: ACS Physical Chemistry Au, E-ISSN 2694-2445, Vol. 4, no 4, p. 385-392Article in journal (Refereed) Published
Abstract [en]

Water and ice are routinely studied with X-rays to reveal their diverse structures and anomalous properties. We employ a hybrid collisional-radiative/molecular-dynamics method to explore how femtosecond X-ray pulses interact with hexagonal ice. We find that ice makes a phase transition into a crystalline plasma where its initial structure is maintained up to tens of femtoseconds. The ultrafast melting process occurs anisotropically, where different geometric configurations of the structure melt on different time scales. The transient state and anisotropic melting of crystals can be captured by X-ray diffraction, which impacts any study of crystalline structures probed by femtosecond X-ray lasers.

Place, publisher, year, edition, pages
American Chemical Society (ACS), 2024
Keywords
coherent diffractive imaging, molecular dynamics, nonthermal melting, plasma simulations, ultrafast dynamics, X-ray free-electron laser
National Category
Atom and Molecular Physics and Optics
Identifiers
urn:nbn:se:kth:diva-366446 (URN)10.1021/acsphyschemau.3c00072 (DOI)001225154400001 ()39069981 (PubMedID)2-s2.0-85192824558 (Scopus ID)
Note

QC 20250708

Available from: 2025-07-08 Created: 2025-07-08 Last updated: 2025-07-08Bibliographically approved
Kim, S., Sattorov, M., Hong, D., Kang, H., Park, J., Lee, J. H., . . . Park, G. S. (2023). Observing ice structure of micron-sized vapor-deposited ice with an x-ray free-electron laser. Structural Dynamics, 10(4), Article ID 044302.
Open this publication in new window or tab >>Observing ice structure of micron-sized vapor-deposited ice with an x-ray free-electron laser
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2023 (English)In: Structural Dynamics, E-ISSN 2329-7778, Vol. 10, no 4, article id 044302Article in journal (Refereed) Published
Abstract [en]

The direct observation of the structure of micrometer-sized vapor-deposited ice is performed at Pohang Accelerator Laboratory x-ray free electron laser (PAL-XFEL). The formation of micrometer-sized ice crystals and their structure is important in various fields, including atmospheric science, cryobiology, and astrophysics, but understanding the structure of micrometer-sized ice crystals remains challenging due to the lack of direct observation. Using intense x-ray diffraction from PAL-XFEL, we could observe the structure of micrometer-sized vapor-deposited ice below 150 K with a thickness of 2-50 μm grown in an ultrahigh vacuum chamber. The structure of the ice grown comprises cubic and hexagonal sequences that are randomly arranged to produce a stacking-disordered ice. We observed that ice with a high cubicity of more than 80% was transformed to partially oriented hexagonal ice when the thickness of the ice deposition grew beyond 5 μm. This suggests that precise temperature control and clean deposition conditions allow μm-thick ice films with high cubicity to be grown on hydrophilic Si3N4 membranes. The low influence of impurities could enable in situ diffraction experiments of ice nucleation and growth from interfacial layers to bulk ice.

Place, publisher, year, edition, pages
AIP Publishing, 2023
National Category
Biophysics
Identifiers
urn:nbn:se:kth:diva-334949 (URN)10.1063/4.0000185 (DOI)001045012300001 ()37577135 (PubMedID)2-s2.0-85168245834 (Scopus ID)
Note

QC 20230830

Available from: 2023-08-30 Created: 2023-08-30 Last updated: 2025-02-20Bibliographically approved
Hammarström, B., Lane, T. J., Batili, H., Sierra, R., Wiklund, M. & Sellberg, J. A. (2022). Acoustic Focusing of Protein Crystals for In-Line Monitoring and Up-Concentration during Serial Crystallography. Analytical Chemistry, 94(37), 12645-12656
Open this publication in new window or tab >>Acoustic Focusing of Protein Crystals for In-Line Monitoring and Up-Concentration during Serial Crystallography
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2022 (English)In: Analytical Chemistry, ISSN 0003-2700, E-ISSN 1520-6882, Vol. 94, no 37, p. 12645-12656Article in journal (Refereed) Published
Abstract [en]

Serial femtosecond crystallography (SFX) has become one of the standard techniques at X-ray free-electron lasers (XFELs) to obtain high-resolution structural information from microcrystals of proteins. Nevertheless, reliable sample delivery is still often limiting data collection, as microcrystals can clog both field- and flow-focusing nozzles despite in-line filters. In this study, we developed acoustic 2D focusing of protein microcrystals in capillaries that enables real-time online characterization of crystal size and shape in the sample delivery line after the in-line filter. We used a piezoelectric actuator to create a standing wave perpendicular to the crystal flow, which focused lysozyme microcrystals into a single line inside a silica capillary so that they can be imaged using a high-speed camera. We characterized the acoustic contrast factor, focus size, and the coaxial flow lines and developed a splitting union that enables up-concentration to at least a factor of five. The focus size, flow rates, and geometry may enable an upper limit of up-concentration as high as 200 fold. The novel feedback and concentration control could be implemented for serial crystallography at synchrotrons with minor modifications. It will also aid the development of improved sample delivery systems that will increase SFX data collection rates at XFELs, with potential applications to many proteins that can only be purified and crystallized in small amounts.

Place, publisher, year, edition, pages
American Chemical Society (ACS), 2022
National Category
Structural Biology Atom and Molecular Physics and Optics
Identifiers
urn:nbn:se:kth:diva-335674 (URN)10.1021/acs.analchem.2c01701 (DOI)000851397900001 ()36054318 (PubMedID)2-s2.0-85137901218 (Scopus ID)
Note

QC 20230908

Available from: 2023-09-08 Created: 2023-09-08 Last updated: 2023-09-08Bibliographically approved
Esmaeildoost, N., Jönsson, O., McQueen, T. A., Ladd-Parada, M., Laksmono, H., Loh, N.-T. D. & Sellberg, J. A. (2022). Heterogeneous Ice Growth in Micron-Sized Water Droplets Due to Spontaneous Freezing. Crystals, 12(1), 65-65
Open this publication in new window or tab >>Heterogeneous Ice Growth in Micron-Sized Water Droplets Due to Spontaneous Freezing
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2022 (English)In: Crystals, ISSN 2073-4352, Vol. 12, no 1, p. 65-65Article in journal (Refereed) Published
Abstract [en]

Understanding how ice nucleates and grows into larger crystals is of crucial importance for many research fields. The purpose of this study was to shed light on the phase and structure of ice once a nucleus is formed inside a metastable water droplet. Wide-angle X-ray scattering (WAXS) was performed on micron-sized droplets evaporatively cooled to temperatures where homogeneous nucleation occurs. We found that for our weak hits ice grows more cubic compared to the strong hits that are completely hexagonal. Due to efficient heat removal caused by evaporation, we propose that the cubicity of ice at the vicinity of the droplet’s surface is higher than for ice formed within the bulk of the droplet. Moreover, the Bragg peaks were classified based on their geometrical shapes and positions in reciprocal space, which showed that ice grows heterogeneously with a significant population of peaks indicative of truncation rods and crystal defects. Frequent occurrences of the (100) reflection with extended in-planar structure suggested that large planar ice crystals form at the droplet surface, then fracture into smaller domains to accommodate to the curvature of the droplets. Planar faulting due to misaligned domains would explain the increased cubicity close to the droplet surface. 

Place, publisher, year, edition, pages
MDPI AG, 2022
National Category
Physical Chemistry Biophysics
Identifiers
urn:nbn:se:kth:diva-306972 (URN)10.3390/cryst12010065 (DOI)000749933800001 ()2-s2.0-85122188581 (Scopus ID)
Funder
Swedish Research Council, 2017-05128Göran Gustafsson Foundation for Research in Natural Sciences and Medicine, 1808
Note

QC 20220223

Available from: 2022-01-07 Created: 2022-01-07 Last updated: 2025-02-20Bibliographically approved
Holmes, S., Sellberg, J. A., Abbey, B. & Darmanin, C. (2022). Megahertz pulse trains enable multi-hit serial femtosecond crystallography experiments at X-ray free electron lasers. Nature Communications, 13(1), Article ID 4708.
Open this publication in new window or tab >>Megahertz pulse trains enable multi-hit serial femtosecond crystallography experiments at X-ray free electron lasers
2022 (English)In: Nature Communications, E-ISSN 2041-1723, Vol. 13, no 1, article id 4708Article in journal (Refereed) Published
Abstract [en]

The European X-ray Free Electron Laser (XFEL) and Linac Coherent Light Source (LCLS) II are extremely intense sources of X-rays capable of generating Serial Femtosecond Crystallography (SFX) data at megahertz (MHz) repetition rates. Previous work has shown that it is possible to use consecutive X-ray pulses to collect diffraction patterns from individual crystals. Here, we exploit the MHz pulse structure of the European XFEL to obtain two complete datasets from the same lysozyme crystal, first hit and the second hit, before it exits the beam. The two datasets, separated by <1 mu s, yield up to 2.1 angstrom resolution structures. Comparisons between the two structures reveal no indications of radiation damage or significant changes within the active site, consistent with the calculated dose estimates. This demonstrates MHz SFX can be used as a tool for tracking sub-microsecond structural changes in individual single crystals, a technique we refer to as multi-hit SFX. Free-electron lasers are capable of high repetition rates and it is assumed that protein crystals often do not survive the first X-ray pulse. Here the authors address these issues with a demonstration of multi-hit serial crystallography in which multiple FEL pulses interact with the sample without destroying it.

Place, publisher, year, edition, pages
Springer Nature, 2022
National Category
Subatomic Physics Atom and Molecular Physics and Optics
Identifiers
urn:nbn:se:kth:diva-316797 (URN)10.1038/s41467-022-32434-6 (DOI)000840107100020 ()35953469 (PubMedID)2-s2.0-85135812771 (Scopus ID)
Note

QC 20220830

Available from: 2022-08-30 Created: 2022-08-30 Last updated: 2025-02-14Bibliographically approved
Wells, D. J., Dahlqvist, C., Jonsson, O., Sellberg, J. A., Abbey, B., Martin, A. V., . . . et al., . (2022). Observations of phase changes in monoolein during high viscous injection. Journal of Synchrotron Radiation, 29(3), 602-614
Open this publication in new window or tab >>Observations of phase changes in monoolein during high viscous injection
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2022 (English)In: Journal of Synchrotron Radiation, ISSN 0909-0495, E-ISSN 1600-5775, Vol. 29, no 3, p. 602-614Article in journal (Refereed) Published
Abstract [en]

Serial crystallography of membrane proteins often employs high-viscosity injectors (HVIs) to deliver micrometre-sized crystals to the X-ray beam. Typically, the carrier medium is a lipidic cubic phase (LCP) media, which can also be used to nucleate and grow the crystals. However, despite the fact that the LCP is widely used with HVIs, the potential impact of the injection process on the LCP structure has not been reported and hence is not yet well understood. The self-assembled structure of the LCP can be affected by pressure, dehydration and temperature changes, all of which occur during continuous flow injection. These changes to the LCP structure may in turn impact the results of X-ray diffraction measurements from membrane protein crystals. To investigate the influence of HVIs on the structure of the LCP we conducted a study of the phase changes in monoolein/water and monoolein/buffer mixtures during continuous flow injection, at both atmospheric pressure and under vacuum. The reservoir pressure in the HVI was tracked to determine if there is any correlation with the phase behaviour of the LCP. The results indicated that, even though the reservoir pressure underwent (at times) significant variation, this did not appear to correlate with observed phase changes in the sample stream or correspond to shifts in the LCP lattice parameter. During vacuum injection, there was a three-way coexistence of the gyroid cubic phase, diamond cubic phase and lamellar phase. During injection at atmospheric pressure, the coexistence of a cubic phase and lamellar phase in the monoolein/water mixtures was also observed. The degree to which the lamellar phase is formed was found to be strongly dependent on the co-flowing gas conditions used to stabilize the LCP stream. A combination of laboratory-based optical polarization microscopy and simulation studies was used to investigate these observations.

Place, publisher, year, edition, pages
International Union of Crystallography (IUCr), 2022
Keywords
high-viscosity injection, monoolein, lipidic cubic phase, cooling effect, continuous flow
National Category
Biomedical Laboratory Science/Technology Biochemistry Molecular Biology
Identifiers
urn:nbn:se:kth:diva-313313 (URN)10.1107/S1600577522001862 (DOI)000795895900002 ()35510993 (PubMedID)2-s2.0-85129997732 (Scopus ID)
Note

QC 20220607

Available from: 2022-06-07 Created: 2022-06-07 Last updated: 2025-02-20Bibliographically approved
Esmaeildoost, N., Pathak, H., Späh, A., Lane, T. J., Kim, K. H., Yang, C., . . . Sellberg, J. A. (2021). Anomalous temperature dependence of the experimental x-ray structure factor of supercooled water. Journal of Chemical Physics, 155(21), 214501-214501
Open this publication in new window or tab >>Anomalous temperature dependence of the experimental x-ray structure factor of supercooled water
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2021 (English)In: Journal of Chemical Physics, ISSN 0021-9606, E-ISSN 1089-7690, ISSN 0021-9606, Vol. 155, no 21, p. 214501-214501Article in journal (Refereed) Published
Abstract [en]

The structural changes of water upon deep supercooling were studied through wide-angle x-ray scattering at SwissFEL. The experimental setup had a momentum transfer range of 4.5 Å-1, which covered the principal doublet of the x-ray structure factor of water. The oxygen-oxygen structure factor was obtained for temperatures down to 228.5 ± 0.6 K. Similar to previous studies, the second diffraction peak increased strongly in amplitude as the structural change accelerated toward a local tetrahedral structure upon deep supercooling. We also observed an anomalous trend for the second peak position of the oxygen-oxygen structure factor (q2). We found that q2 exhibits an unprecedented positive partial derivative with respect to temperature for temperatures below 236 K. Based on Fourier inversion of our experimental data combined with reference data, we propose that the anomalous q2 shift originates from that a repeat spacing in the tetrahedral network, associated with all peaks in the oxygen-oxygen pair-correlation function, gives rise to a less dense local ordering that resembles that of low-density amorphous ice. The findings are consistent with that liquid water consists of a pentamer-based hydrogen-bonded network with low density upon deep supercooling.

Place, publisher, year, edition, pages
AIP Publishing, 2021
National Category
Engineering and Technology Natural Sciences Atom and Molecular Physics and Optics
Research subject
Physics, Biological and Biomedical Physics
Identifiers
urn:nbn:se:kth:diva-306970 (URN)10.1063/5.0075499 (DOI)000755095200023 ()34879659 (PubMedID)2-s2.0-85121049976 (Scopus ID)
Funder
Swedish Research Council, 2017-05128Ragnar Söderbergs stiftelse
Note

QC 20220125

Available from: 2022-01-07 Created: 2022-01-07 Last updated: 2022-09-02Bibliographically approved
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ORCID iD: ORCID iD iconorcid.org/0000-0003-2793-5052

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