Nikolai Gustschin

Mr. Nikolai Gustschin

orcid

Research Focus & Metrics

Academic Career Length

8Years (2019-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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7 February 2022 in Proceedings of the National Academy of Sciences
Verified
Journal Article
Open access
PDF file
MVManuel Viermetz
Manuel Viermetz
NGNikolai Gustschin
Nikolai Gustschin
CSClemens Schmid
Clemens Schmid
JHJakob Haeusele
Jakob Haeusele
MTMaximilian von Teuffenbach
Maximilian von Teuffenbach
FPFranz Pfeiffer
Franz Pfeiffer
Significance: X-ray computed tomography (CT) is one of the most commonly used diagnostic three-dimensional imaging modalities today. Conventionally, this noninvasive technique generates contrast by measuring the X-ray attenuation properties of different tissues. Considering the wave nature of X-rays, complementary contrast can be achieved by further measuring their small-angle scattering (dark-field) properties. This provides additional valuable diagnostic information on otherwise unresolved tissue microstructure. In our work, we have translated this wave-optical mechanism from the optical bench to a human-sized prototype CT system. This involved the integration of an interferometer into a clinical CT gantry and overcoming several associated challenges regarding vibrations, continuous gantry rotation, and large field of view. This development puts complementary X-ray contrast within reach for real-word medical applications.

17 November 2022 in IEEE Transactions on Medical Imaging
Verified
Journal Article
Open access
MVManuel Viermetz
Manuel Viermetz
NGNikolai Gustschin
Nikolai Gustschin
CSClemens Schmid
Clemens Schmid
JHJakob Haeusele
Jakob Haeusele
BGBernhard Gleich
Bernhard Gleich
FPFranz Pfeiffer
Franz Pfeiffer
X-ray computed tomography (CT) is an important non-destructive imaging technique, particularly in clinical diagnostics. Even with the latest innovations like dual-energy and photon-counting CT, the image contrast is solely generated from attenuation in the tissue. An extension – fully compatible with these novelties – is dark-field CT, which retrieves an additional, so-called dark-field contrast. Unlike the attenuation channel, the dark-field channel is sensitive to tissue microstructure and porosity below the resolution of the imaging system, which allows additional insights into the health of the lung tissue or the structure of calcifications. The potential clinical value has been demonstrated in several preclinical studies and recently also in radiography patient studies. Just recently the first dark-field CT for the human body was established at the Technical University of Munich and in this paper, we discuss the performance of this prototype. We evaluate the interferometer components and the imposed challenges that the integration into the CT gantry brings by comparing the results to simulations and measurements at a laboratory setup. The influence of the clinical X-ray source on the Talbot-Lau interferometer and the impact of vibrations, which are immanent on the clinical CT gantry, are analyzed in detail to reveal their characteristic frequencies and origin. A beam hardening correction is introduced as an important step to adapt to the poly-chromatic spectrum and make quantitative dark-field imaging possible. We close with an analysis of the image resolution and the applied patient dose, and conclude that the performance is sufficient to suggest initial patient studies using the presented dark-field CT system.

16 September 2022 in IEEE Transactions on Medical Imaging
Verified
Journal Article
Open access
MVManuel Viermetz
Manuel Viermetz
NGNikolai Gustschin
Nikolai Gustschin
CSClemens Schmid
Clemens Schmid
JHJakob Haeusele
Jakob Haeusele
PNPeter B. Noel
Peter B. Noel
FPFranz Pfeiffer
Franz Pfeiffer
Computed tomography (CT) as an important clinical diagnostics method can profit from extension with dark-field imaging, as it is currently restricted to X-rays’ attenuation contrast only. Dark-field imaging allows access to more tissue properties, such as micro-structural texture or porosity. The up-scaling process to clinical scale is complex because several design constraints must be considered. The two most important ones are that the finest grating is limited by current manufacturing technology to a 4.8 µm period and that the interferometer should fit into the CT gantry with minimal modifications only. In this work we discuss why an inverse interferometer and a triangular G 1 profile are advantageous and make a compact and sensitive interferometer implementation feasible. Our evaluation of the triangular grating profile reveals a deviation in the interference pattern compared to standard grating profiles, which must be considered in the subsequent data processing. An analysis of the grating orientation demonstrates that currently only a vertical layout can be combined with cylindrical bending of the gratings. We also provide an in-depth discussion, including a new simulation approach, of the impact of the extended X-ray source spot which can lead to large performance loss and present supporting experimental results. This analysis reveals a vastly increased sensitivity to geometry and grating period deviations, which must be considered early in the system design process.

27 October 2022 in IEEE Transactions on Medical Imaging
Verified
Journal Article
Open access
CSClemens Schmid
Clemens Schmid
MVManuel Viermetz
Manuel Viermetz
NGNikolai Gustschin
Nikolai Gustschin
WNWolfgang Noichl
Wolfgang Noichl
JHJakob Haeusele
Jakob Haeusele
FPFranz Pfeiffer
Franz Pfeiffer
X-ray computed tomography (CT) is an invaluable imaging technique for non-invasive medical diagnosis. However, for soft tissue in the human body the difference in attenuation is inherently small. Grating-based X-ray phase-contrast is a relatively novel imaging method which detects additional interaction mechanisms between photons and matter, namely refraction and small-angle scattering, to generate additional images with different contrast. The experimental setup involves a Talbot-Lau interferometer whose susceptibility to mechanical vibrations hindered acquisition schemes suitable for clinical routine in the past. We present a processing pipeline to identify spatially and temporally variable fluctuations occurring in an interferometer installed on a continuously rotating clinical CT gantry. The correlations of the vibrations in the modular grating setup are exploited to identify a small number of relevant fluctuation modes, allowing for a sample reconstruction free of vibration artifacts.

21 May 2019 in Optics Express
Verified
Journal Article
Closed access
PDF file
NGNikolai Gustschin
Nikolai Gustschin
AGAlex Gustschin
Alex Gustschin
PMPascal Meyer
Pascal Meyer
MVManuel Viermetz
Manuel Viermetz
PRPhilipp Riederer
Philipp Riederer
FPFranz Pfeifferark
Franz Pfeifferark
Here we report on a non-destructive, spatially resolving and easy to implement quality and parameter control method for high aspect ratio X-ray absorption gratings. Based on angular X-ray transmission measurements, our proposed technique allows to determine the duty cycle, the transmittance, the height, as well as the local inclination of the absorbing grating structures. A key advantage of the presented method is a fast and extensive grating quality evaluation without the need of implementing an entire grating interferometer. In addition to the local and surface-based analysis using a scanning electron microscope, our non-destructive method provides global averaged macroscopic and spatially resolved grating structure information without the requirement of resolving individual grating lines.

28 April 2023 in IEEE Transactions on Medical Imaging
Verified
Journal Article
Closed access
JHJakob Haeusele
Jakob Haeusele
CSClemens Schmid
Clemens Schmid
MVManuel Viermetz
Manuel Viermetz
NGNikolai Gustschin
Nikolai Gustschin
TLTobias Lasser
Tobias Lasser
FPFranz Pfeiffer
Franz Pfeiffer
Grating-based phase- and dark-field-contrast X-ray imaging is a novel technology that aims to extend conventional attenuation-based X-ray imaging by unlocking two additional contrast modalities. The so called phase-contrast and dark-field channels provide enhanced soft tissue contrast and additional microstructural information. Accessing this additional information comes at the expense of a more intricate measurement setup and necessitates sophisticated data processing. A big challenge for translating grating-based dark-field computed tomography to medical applications lies in minimizing the data acquisition time. While a continuously moving detector is ideal, it prohibits conventional phase stepping techniques that require multiple projections under the same angle with different grating positions. One solution to this problem is the so-called sliding window processing approach that is compatible with continuous data acquisition. However, conventional sliding window techniques lead to crosstalk-artifacts between the three image channels, if the projection of the sample moves too fast on the detector within a processing window. In this work we introduce a new interpretation of the phase retrieval problem for continuous acquisitions as a demodulation problem. In this interpretation, we identify the origin of the crosstalk-artifacts as partially overlapping modulation side bands. Furthermore, we present three algorithmic extensions that improve the conventional sliding-window-based phase retrieval and mitigate crosstalk-artifacts. The presented algorithms are tested in a simulation study and on experimental data from a human-scale dark-field CT prototype. In both cases they achieve a substantial reduction of the occurring crosstalk-artifacts.