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M. Sc. Seemann, Jens

4.534
Section for Computational Sensomotorics
Department of Cognitive Neurology
Hertie Institute for Clinical Brain Research
Centre for Integrative Neuroscience
University Clinic Tübingen
Otfried-Müller-Str. 25
72076 Tübingen, Germany
+497071 2989125
Jens Seemann

Projects

Publications

Bohn, K., Seemann, J., Synofzik, M. & Ilg, W (2025). Understanding the relationship of static and dynamic balance measures in ataxic stance and gait at different disease stages. International Society of Posture and Gait Research (ISPGR) Maastricht .
Understanding the relationship of static and dynamic balance measures in ataxic stance and gait at different disease stages
Abstract:

BACKGROUND AND AIM: Ataxic gait is typically characterized by an unstable, stumbling gait, increased step width, and high gait variability. The characteristic high variability is thought to result from the complex interaction between cerebellar-induced deficits in balance control and multi-joint coordination, the compensatory strategies used, and inaccurate postural adjustments to the apparent loss of balance. The interplay and relative importance of these individual factors and their development over the course of the disease are not fully understood. Clarifying their relationship during disease progression would allow both efficient neurorehabilitation and the development of disease-phase sensitive performance markers for clinical trials. Here, we aimed to investigate the role of ataxia-specific balance dysfunction in static (stance) and dynamic (gait) conditions, particularly in very early and pre-symptomatic disease stages (i.e., mutation carriers without clinical manifestation). METHODS: We assessed static and dynamic balance of subjects with degenerative cerebellar ataxia at baseline and 1-year follow-up using three body-worn inertial sensors. Stance conditions included natural stance and feet together stance with eyes opened and eyes closed. As a measure of static balance performance we used the sway path length (SPL) based on the hip sensor. Walking was performed in laboratory settings, i.e., supervised straight walking of a 60m corridor at preferred speed, and unsupervised in real life. The compound measure of spatial step variability (SPcmp), which integrates step length variability and lateral step deviation, served as a measure of ataxia-specific gait variability. RESULTS: Cross-sectional analysis of symptomatic ataxia patients (n = 44, SARA = 10.1) revealed correlations between SPL during natural stance and SPcmp during walking, with increasing effects moving from laboratory (r = 0.36, p {\textless} 0.0001) to real-life conditions (r = 0.51, p {\textless} 0.0001). For the group of pre-ataxic mutations carriers (n = 33, SARA = 0.7) we saw a strong trend for the relation of gait variability and sway in a stance task with increased complexity (i.e., feet together, eyes closed) (r = 0.25, p = 0.06). The relation was particularly evident longitudinally when 1-year changes in stance sway and gait variability were correlated (r = 0.44, p = 0.01). CONCLUSIONS: We were able to identify specific influences of the static balance mechanism on gait in pre-symptomatic mutation carriers, suggesting that alterations in balance control mechanisms already play a verifiable role in pre-symptomatic and very early disease stages, whereas cerebellar-induced deficits in balance control and multi-joint coordination and compensatory strategies such as slowing down may have a greater influence in later disease stages. This highlights the importance of static stance testing and related balance exercises in rehabilitation, particularly in pre-symptomatic and early disease stages.

Type of Publication: In Collection
JRESEARCH_BOOK_TITLE: International Society of Posture and Gait Research (ISPGR) Maastricht
Seemann, J., Beyme, T., John, N., Harmuth, F., Giese, M. A., Schöls, L. et al. (2025). Capturing longitudinal change in cerebellar ataxia: Context-sensitive analysis of real-life walking increases patient relevance and effect size. Movement Disorders.
Capturing longitudinal change in cerebellar ataxia: Context-sensitive analysis of real-life walking increases patient relevance and effect size
Abstract:

OBJECTIVES: With disease-modifying drugs for degenerative ataxias on the horizon, ecologically valid measures of motor performance that can detect patient-relevant changes in short, trial-like time frames are highly warranted. In this 2-year longitudinal study, we aimed to unravel and evaluate measures of ataxic gait which are sensitive to longitudinal changes in patients{\textquoteright} real life by using wearable sensors. METHODS: We assessed longitudinal gait changes of 26 participants with degenerative cerebellar disease (SARA:9.4{\textpm}4.1) at baseline, 1-year and 2-year follow-up assessment using 3 body-worn inertial sensors in two conditions: (1) laboratory-based walking (LBW); (2) real-life walking (RLW) during everyday living. In the RLW condition, a context-sensitive analysis was performed by selecting comparable walking bouts according to macroscopic gait characteristics, namely bout length and number of turns within a two-minute time interval. Movement analysis focussed on measures of spatio-temporal variability, in particular stride length variability, lateral step deviation, and a compound measure of spatial variability (SPCmp). RESULTS: Gait variability measures showed high test-retest reliability in both walking conditions (ICC \> 0.82). Cross-sectional analyses revealed high correlations of gait measures with ataxia severity (SARA, effect size ρ >= 0.75); and in particular with patients{\textquoteright} subjective balance confidence (ABC score, ρ>=0.71), here achieving higher effect sizes for real-life than lab-based gait measures (e.g. SPCmp: RLW ρ=0.81 vs LBW ρ=0.71). While the clinician-reported outcome SARA showed longitudinal changes only after two years, the gait measure SPCmp revealed changes already after one year with high effect size (rprb=0.80). In the subgroup with spinocerebellar ataxia type 1, 2 or 3 (SCA1/2/3), the effect size was even higher (rprb=0.86). Based on these effect sizes, sample size estimation for the gait measure SPCmp showed a required cohort size of n=42 participants (n=38 for SCA1/2/3 subgroup) for detecting a 50\% reduction of natural progression after one year by a hypothetical intervention, compared to n=254 for the SARA. CONCLUSIONS: Gait variability measures revealed high reliability and sensitivity to longitudinal change in both laboratory-based constrained walking as well as in real-life walking. Due to their ecological validity and larger effect sizes, characteristics of real-life gait recordings are promising motor performance measures as outcomes for future treatment trials.Competing Interest StatementDr Ilg received consultancy honoraria by Ionis Pharmaceuticals, unrelated to the present work. Mr Seemann reports no disclosures. Mrs Beyme reports no disclosures. Mrs John reports no disclosures. Mr Harmuth reports no disclosures. Prof Giese reports no disclosures. Prof Schoels served as advisor for Alexion, Novartis and Vico. He participates as a principal investigator in clinical studies sponsored by Vigil Neuroscience (VGL101-01.001; VGL101-01.002), Vico Therapeutics (VO659-CT01), PTC Therapeutics (PTC743-NEU-003-FA) and Stealth BioTherapeutics (SPIMD-301), all unrelated to the present work. Prof Timmann reports no disclosures. Prof Synofzik has received consultancy honoraria from Ionis, UCB, Prevail, Orphazyme, Biogen, Servier, Reata, GenOrph, AviadoBio, Biohaven, Zevra, Lilly, and Solaxa, all unrelated to the present manuscript. Funding StatementThis work was supported by the International Max Planck Research School for Intelligent Systems (IMPRS-IS) (to J.S.) and the Else Kroener-Fresenius-Stiftung Medical Scientist programme ClinbrAIn (to W.I. and M.G.). as well as the Else Kroener-Fresenius Stiftung Clinician Scientist program PRECISE.net (to M.S.). In addition, this work was supported by the European Union, project European Rare Disease Research Alliance (ERDERA, $\#$ 101156595) (to M.S.).Author DeclarationsI confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.YesThe details of the IRB/oversight body that provided approval or exemption for the research described are given below:Ethics committee/IRB of University Tuebingen, Germany gave ethical approval for this workI confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals.YesI understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance).Yes I have followed all appropriate research reporting guidelines, such as any relevant EQUATOR Network research reporting checklist(s) and other pertinent material, if applicable.YesData will be made available upon reasonable request. The authors confirm that the data supporting the findings of this study are available within the article and its Supplementary material. Raw data regarding human participants (e.g. clinical data) are not shared freely to protect the privacy of the human participants involved in this study; no consent for open sharing has been obtained.

Authors: Seemann, Jens; Beyme, Theresa John, Natalie Harmuth, Florian Giese, Martin A.; Schöls, Ludger Timmann, Dagmar Synofzik, Matthis Ilg, Winfried
Type of Publication: Article
Journal: Movement Disorders
Year: 2025
ISSN: 0885-3185
Bohn, K., Seemann, J., Synofzik, M. & Ilg, W (2025). Turns increase the impact of impaired eye movements on locomotion in cerebellar ataxia. International Society of Posture and Gait Research (ISPGR) Maastricht .
Turns increase the impact of impaired eye movements on locomotion in cerebellar ataxia
Abstract:

BACKGROUND AND AIM: Turning movements are a highly relevant component of everyday walking behavior, since 35-45\% of steps are taken during turning. Turning movements are thought to be more challenging in terms of dynamic balance than straight walking, as they require more anticipatory postural adjustments and trunk-limb coordination strategies. In addition, certain types of degenerative cerebellar ataxias are associated with disturbances in eye movements such as nystagmus and disturbed VOR reflexes, which occur particularly during head rotation and peripheral gaze and may therefore affect turning more than straight walking. In this study, we compared the turning movements of SCA27B ataxia patients with downbeat nystagmus (DBN) to those of patients with spinocerebellar ataxia (SCA, types 1, 2, 3, 6) without nystagmus and investigated the influence of the drug 4-aminopyridine (4AP) on the reduction of DBN during turning movements. METHODS: We performed a cross-sectional analysis of motion data collected by three body-worn inertial sensors from subjects with SCA1, 2, 3, 6 (n = 359, SARA = 6.81) as well as SCA27B (n = 49, SARA = 7.0) in two conditions: a) lab-based supervised walking of a 60m corridor at preferred speed, b) lab-based turn task, i.e., subjects were instructed to walk along a T-junction of a corridor, including several 90° turns. Turning analysis included standard measures (i.e., mean and peak angular velocity (MAV, PAV), turn duration (TD), number of steps during turning (NoS)) and a measure quantifying dynamic balance during turning (lateral velocity change, LVC), which has been shown to be sensitive to ataxic-specific changes in turning and has strong correlations with self-reported balance confidence as measured by the ABC score. RESULTS: Turn analysis of the LVC revealed significantly greater impairments during lab-based 90° turning (p = 0.001, Cliff’s δ = 0.45) in SCA27B patients with DBN (n = 18) than in SCA1/2/3/6 patients without oculomotor impairment (n = 359). Small or no effects were found for the standard turn parameters (e.g., PAV (p = 0.49, δ = 0.10), TD (p = 0.30, δ = -0.15). Single-subject analysis of a 4AP-treated SCA27B patient with prominent DBN at right and left gaze directions showed both a reduction in DBN and LVC in the ON treatment phase compared to pre-treatment. The slow phase velocity was reduced by 16.1\% in right and by 51.2\% in left gaze. Accordingly, the LVC decreased by -0.46 m/s (-85.3\%) during right and by -0.51 m/s (-98.38\%) during left turns. Here, no improvements were found for the standard turn parameters. CONCLUSIONS: Ataxia-related oculomotor impairments may increase abnormalities in dynamic balance control during turning, which are not reflected in common compensatory strategies such as slowing down and taking smaller steps. The 4AP-induced reduction in DBN in SCA27B patients improves turning performance, with potentially beneficial implications for everyday walking behavior.

Type of Publication: In Collection
Seemann, J., Bohn, K., Synofzik, M. & Ilg, W (2025). From Increased Heart rate to Stride variability: How Short Physical Exertion Can Influence Free Walking in Cerebellar Ataxia. International Society of Posture and Gait Research (ISPGR) Maastricht .
From Increased Heart rate to Stride variability: How Short Physical Exertion Can Influence Free Walking in Cerebellar Ataxia
Abstract:

Background and Aim: As in many neurological movement disorders, patients with cerebellar ataxia report an increase in gait impairment during physical activity, fatigue, and stress. This important patient-reported observation is not reflected in clinical gait analysis at present, and these particularly critical periods are not specifically examined in current motion analyses in patients' everyday lives either. The aim of this study is to investigate how short periods of physical activity (stair climbing) with corresponding increases in heart rate affect ataxia-sensitive gait measures during free walking using a multimodal approach combining wearable motion and heart rate monitoring. Methods: We evaluated gait changes in 32 individuals with degenerative cerebellar disease (SARA: 7.3±5.1; age: 45.4±14.7) and 10 age-matched healthy controls. Gait was quantified using three body-worn inertial and barometric sensors, along with an ECG chest strap, during 10 minutes of free walking. This included a fixed sequence of straight walking, climbing a flight of stairs and walking uphill one floor, and returning. Movement analysis focused on ataxia-sensitive lateral step deviation (LSD) as well as gait speed (GS) in relation to heart rate (HR). Episodes involving stairs and inclines were identified through changes in the barometric signal and excluded from the analysis. Results: Comparisons between ataxic subjects and healthy controls revealed higher effect sizes during exerted state (e.g. LSD, FWe: r = 0.52, FWf: r = 0.57) compared to rested state (e.g. LSD, FWr: r = 0.33). Lateral step deviation indicated a moderate correlation with heart rate (HR) during the fatigued phase (FWf: R=0.38). Notably, in the moderately impaired subcohort (n=17, SARA>7, determined via median split), correlation was higher (R_mod=0.51). During the exerted walking phase (FWe), gait speed (GS) showed a negative correlation with HR (GS: R=-0.36; R_mod=-0.58), whereas no correlation was observed during FWr or FWf. In contrast, healthy controls displayed no significant correlations in ataxia-sensitive measures or gait speed across conditions. Conclusions: In this study, we found a significant relationship between heart rate and quality of ataxic gait. When walking after physical exertion, subjects exhibited slower gait speeds and increased ataxia-specific spatiotemporal variability (LSD) compared to when they were rested. These findings suggest that physical exertion and fatigue may exacerbate gait symptoms, particularly in the later stages of the disease. Since fatigue is a common and critical aspect of daily life, it is essential for future therapy evaluation studies to examine patients' gait under fatigued conditions as well, in order to obtain a real-world estimate of treatment efficacy.

Authors: Seemann, Jens; Bohn, Kristina; Synofzik, Matthis Ilg, Winfried
Research Areas: Uncategorized
Type of Publication: In Collection
Seemann, J., Angehrn, S., Finkbeiner, A.-T., Casey, H., Harker, G., Synofzik, M. et al (2025). Capturing ataxic gait with or without shoes? - A question of sensitivity versus relevance to everyday life. International Society of Posture and Gait Research (ISPGR) Maastricht .
Capturing ataxic gait with or without shoes? - A question of sensitivity versus relevance to everyday life
Abstract:

Background and Aim: The comparability of gait analysis studies may depend on several factors, such as the length of the pathway and whether the assessment was performed with or without shoes. With disease-modifying drugs for degenerative ataxias on the horizon, these environmental changes need to be controlled in multicentre clinical trials before extracting digital performance markers. The aim of this study is to investigate the extent to which ataxia-related gait measures, which have been shown in previous studies to be sensitive to the severity of ataxia, differ between walking with and without shoes. We hypothesize that ataxic subjects will adapt their foot placement to walking without shoes, resulting in larger differences in gait compared to age-matched control subjects. Methods: We assessed gait changes in 30 subjects with degenerative cerebellar disease (SARA: 7.2 ± 5.2, age: 49.4 ± 12.9) from three sites (Tübingen n=15, Chicago n=10, Portland n=5) and 13 age-matched healthy controls from Tübingen. Gait was quantified using 3 body-worn, inertial sensors under 2 conditions: self-paced walking 2 minutes over 10 metres (1) barefoot and (2) with shoes. Movement analysis focused on measures of spatio-temporal variability sensitive to ataxia: stride duration variability (SDcv), lateral step deviation (LSD) and toe out angle standard deviation (TOAstd). In addition, the pitch angle of the foot at initial contact (FPic) and at toe-off (FPto), the toe out angle (TOA) as well as the gait speed (GS) were examined. Results: All foot angles and gait speed differed significantly in subjects with ataxia when walking with versus without shoes with high effect sizes (FPic r=-0.93, FPto r=-0.88, TOA r=0.69, GS r=-0.94). In addition, measures of spatio-temporal variability showed moderate effect sizes (TOAstd r=0.52, SDcv r=0.51, LSD r=0.48). Healthy controls indicated similar effects in foot pitch angles and gait speed (FPic r=-1.00, FPto r=-1.00, GS r=-0.93) but no significant change in ataxia-sensitive measures (SDcv, LSD, TOAstd). Furthermore, group analyses comparing gait measures between healthy controls and a mild cohort (n=13, SARA<7.5) revealed higher effect sizes without shoes (TOAstd: r_mild = 0.48) compared to shoes (TOAstd: r_mild = 0.34). Conclusions: In this study, we observed a significant dependence of ataxic gait quality on foot wear. When walking without shoes, the subjects showed slower speed, less foot dorsiflexion and a greater external rotation of the feet, as well as an increase in ataxia-specific spatial-temporal variability (SDcv, LSD, TOAstd) than with shoes. Therefore, walking barefoot can increase the sensitivity of the gait examination, especially in the very early stages of the disease. However, gait measurements with shoes may be more relevant for functional ability in everyday life. Since wearing shoes significantly improves ataxia-specific parameters, patients should be advised to wear shoes for greater stability in everyday life.

Authors: Seemann, Jens; Angehrn, Sarah; Finkbeiner, Anna-Theresa Casey, Hannah Harker, Graham Synofzik, Matthis Gomez, Christopher M. Horak, Fay B. McNames, James Ilg, Winfried
Research Areas: Uncategorized
Type of Publication: In Collection
Beichert, L., Seemann, J., Kessler, C., Traschütz, A., Müller, D., Dillmann-Jehn, K. et al. (2024). Towards patient-relevant, trial-ready digital motor outcomes for SPG7: a cross-sectional prospective multi-center study (PROSPAX). MedRxiv preprint.
Towards patient-relevant, trial-ready digital motor outcomes for SPG7: a cross-sectional prospective multi-center study (PROSPAX)
Abstract:

Background and Objectives With targeted treatment trials on the horizon, identification of sensitive and valid outcome measures becomes a priority for the >100 spastic ataxias. Digital-motor measures, assessed by wearable sensors, are prime outcome candidates for SPG7 and other spastic ataxias. We here aimed to identify candidate digital-motor outcomes for SPG7 – as one of the most common spastic ataxias – that: (i) reflect patient-relevant health aspects, even in mild, trial-relevant disease stages; (ii) are suitable for a multi-center setting; and (iii) assess mobility also during uninstructed walking simulating real-life.

Authors: Beichert, Lukas Seemann, Jens; Kessler, Christoph Traschütz, Andreas Müller, Doreen Dillmann-Jehn, Katrin Ricca, Ivana Satolli, Sara Başak, Ayşe Nazli Coarelli, Giulia Timmann, Dagmar Gagnon, Cynthia van de Warrenburg, Bart P. Ilg, Winfried; Synofzik, Matthis Schüle, Rebecca
Type of Publication: Article
Bohn, K., Seemann, J., Giese, M. A., Synofzik, M. & Ilg, W (2024). Understanding the relationship of static and dynamic balance measures in ataxic stance and gait. International Congress for Ataxia Research (ICAR) London .
Understanding the relationship of static and dynamic balance measures in ataxic stance and gait
Abstract:

Impairments in gait– with a key component of dynamic balance– and stance– with a key component of static balance- represent the key hallmarks of ataxia; not only in clinical assessments and clinician-reported outcomes; but also in patients’ voice burden of disease severity and patient-reported outcomes. While it is obvious that both features are not independent from each other, their interplay in ataxia – in terms of underlying control mechanisms- remains unknown. Here we aimed to assess the interaction be-tween dynamic balance (gait) and static balance (stance) in response to longitudinal changes in cerebellar ataxia using wearable sensors. We assessed cross-sectional and longitudinal balance of subjects with degenerative cerebellar disease (SARA:7.5±5.14) at baseline and 1-year follow-up (n=60) by 3 body-worn inertial sensors in two conditions: (1) stance with feet together (30 seconds), (2) straight walking (2 minutes). Based on the hip sensor, sway path length was calculated as a measure of static balance during stance using both directions of sway (PLtotal), as well as exclusively anterior-posterior (PLap) and medial-lateral (PLml) direction. Gait analysis focussed on ataxic-sensitive measures of spatio-temporal variability: stride length variability (SLCV) in gait direction and lateral step deviation (LSD) as well as upper body range of motion during gait in respective directions (ROMap, ROMml). Cross-sectional analyses revealed significant correlations between PLtotal and LSD as well as ROMml (r {\textgreater}0.6), and between PLtotal and SLCV and ROMap (r{\textgreater}0.4). Matching directions of sway showed a mildly increased effect (e.g. LSD{\textbackslash}PLap:r\_total=0.61,r\_ap= 0.63). Corresponding stance and gait measures showed similar correlations to patient-reported balance confidence (ABC-score;PLtotal:0.65,LSD:0.69). Longitudinal changes in static balance were correlated with changes in dynamic bal-ance specifically in the corresponding direction (e.g. deltaLSD{\textbackslash}deltaPLml:r=0.40). We were able to identify specific influences of the static balance mechanism on gait, demonstrating the patient's relevance of static stance testing and related balance exer-cises in rehabilitation.

Type of Publication: In Collection
Seemann, J., Giese, M. A., Synofzik, M. & Ilg, W (2024). Context matters: Gait analysis in real-life—but not in-lab or SARA—reveals disease progression in spinocerebellar ataxias already after 1 year. 2024 International Congress for Ataxia Research (ICAR) London .
Context matters: Gait analysis in real-life—but not in-lab or SARA—reveals disease progression in spinocerebellar ataxias already after 1 year
Abstract:

Objectives: In this observational study, we aim to unravel performance markers of ataxic gait for upcoming therapy trials using wearable sensors. We hypothesize that in short, trial-like time-frames gait measures captured in complex real-life settings of patients are more sensitive to natural disease progression compared to lab-based gait assessments and clinical rating scales. Methods: We assessed longitudinal gait changes of 24 subjects with spinocerebellar ataxia (SCA types: 1, 2, 3, 6) at baseline (SARA:9.4±4.1), 1-year and 2-years follow-up assessment by three body-worn inertial sensors in two conditions: (1) laboratory-based walking; (2) real-life walking in everyday environment. In the real-life walking condition, a context-sensitive analysis was performed by selecting comparable walking bouts according to bout length and number of performed turns. Movement analysis focussed on measures of spatio-temporal variability, in particular lateral step deviation (LSD) and a compound measure of spatial variability (SPcmp). Results: Cross-sectional analyses revealed high correlation to ataxia severity (SARA) and patients subjective balance confidence (ABC-Scale) in both conditions (r>0.7). While clinical ataxia score and gait measure in lab-based gait assessments identified changes after two years only (SARA: rprb=0.71; LSD: rprb=0.67), real life assessment of lateral step deviation and a compound measure of spatial step variability identified changes already after one year, with high effect sizes (LSD: rprb=0.66; SPcmp: rprb=0.68) and additionally increased effect sizes after two years (LSD: rprb=0.77; SPcmp: rprb=0.82). Discussion: Utilizing a context-sensitive matching procedure with high robustness to disease-independent changes of environment, real-life gait measures capture longitudinal change within one year with high effect size. In contrast, clinical scores like the SARA or lab-based gait measures show longitudinal change only after two years. Conclusions: Features of real-life gait constitute promising performance markers for upcoming therapy trials, yielding ecologically validity, earlier sensitivity and increased effect sizes in comparison with clinical scores and lab-based gait assessment.

Authors: Seemann, Jens; Giese, Martin A.; Synofzik, Matthis Ilg, Winfried
Research Areas: Uncategorized
Type of Publication: In Collection
Pellerin, D., Seemann, J., Traschütz, A., Brais, B., Ilg, W. & Synofzik, M. (2024). Reduced Age-Dependent Penetrance of a Large FGF14 GAA Repeat Expansion in a 74-Year-Old Woman from a German Family with SCA27BD. Movement Disorders, n/a(n/a).
Reduced Age-Dependent Penetrance of a Large FGF14 GAA Repeat Expansion in a 74-Year-Old Woman from a German Family with SCA27BD
Authors: Pellerin, David Seemann, Jens; Traschütz, Andreas Brais, Bernard Ilg, Winfried; Synofzik, Matthis
Type of Publication: Article
Seemann, J., Daghsen, L., Cazier, M., Lamy, J.-C., Welter, M.-L., Giese, M. A. et al. (2024). Digital gait measures capture 1-year progression in early-stage spinocerebellar ataxia type 2. Movement disorders : official journal of the Movement Disorder Society.
Digital gait measures capture 1-year progression in early-stage spinocerebellar ataxia type 2
Abstract:

BACKGROUND With disease-modifying drugs in reach for cerebellar ataxias, fine-grained digital health measures are highly warranted to complement clinical and patient-reported outcome measures in upcoming treatment trials and treatment monitoring. These measures need to demonstrate sensitivity to capture change, in particular in the early stages of the disease.OBJECTIVE To unravel gait measures sensitive to longitudinal change in the - particularly trial-relevant- early stage of spinocerebellar ataxia type 2 (SCA2).METHODS Multi-center longitudinal study with combined cross-sectional and 1-year interval longitudinal analysis in early-stage SCA2 participants (n=23, including 9 pre-ataxic expansion carriers; median ATXN2 CAG repeat expansion 38{\textpm}2; median SARA [Scale for the Assessment and Rating of Ataxia] score 4.83{\textpm}4.31). Gait was assessed using three wearable motion sensors during a 2-minute walk, with analyses focusing on gait measures of spatiotemporal variability shown sensitive to ataxia severity, e.g. lateral step deviation.RESULTS We found significant changes for gait measures between baseline and 1-year follow-up with large effect sizes (lateral step deviation p=0.0001, effect size rprb=0.78), whereas the SARA score showed no change (p=0.67). Sample size estimation indicates a required cohort size of n=43 to detect a 50\% reduction in natural progression. Test-retest reliability and Minimal Detectable Change analysis confirm the accuracy of detecting 50\% of the identified 1-year change.CONCLUSIONS Gait measures assessed by wearable sensors can capture natural progression in early-stage SCA2 within just one year {\textendash} in contrast to a clinical ataxia outcome. Lateral step deviation thus represents a promising outcome measure for upcoming multi-centre interventional trials, particularly in the early stages of cerebellar ataxia.Competing Interest StatementJ. Seemann, L. Daghsen, M. Cazier, J. Lamy, ML. Welter, A. Giese, and G. Coarelli report no disclosures. Prof. Durr serves as an advisor to Critical Path Ataxia Therapeutics Consortium and her institution (Paris Brain institute) receives her consulting fees from Pfizer, Huntix, UCB, Reata, PTC Therapeutics as well as research grants from the NIH, Biogen, Servier, and the National Clinical Research Program and she holds partly a Patent B 06291873.5 on Anaplerotic Therapy of Huntington{\textquoteright}s Disease and other polyglutamine diseases (2006). Prof. Synofzik has received consultancy honoraria from Ionis, UCB, Prevail, Orphazyme, Servier, Reata, GenOrph, AviadoBio, Biohaven, Zevra, and Lilly, all unrelated to the present manuscript. Dr. Ilg received consultancy honoraria by Ionis Pharmaceuticals, unrelated to the present work. Funding StatementWe would like to thank all the participants including in this study. We would like to thank BIOGEN and IONIS which funded the NCT04288128 study and INSERM, which sponsored the NCT04288128 study (to A. D.). This work was supported by the International Max Planck Research School for Intelligent Systems (IMPRS-IS) (to J.S.) and the Else Kroener-Fresenius-Stiftung Medical Scientist programme ClinbrAIn (to W.I.), as well as the Else Kroener-Fresenius Stiftung Clinician Scientist programme PRECISE.net (to M.S.). Work on this project was supported, in part, by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) No 441409627, as part of the PROSPAX consortium under the frame of EJP RD, the European Joint Programme on Rare Diseases, under the EJP RD COFUND-EJP 825575 (to M.S. and A.D.).Author DeclarationsI confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.YesThe details of the IRB/oversight body that provided approval or exemption for the research described are given below:Ethics committee/IRB of Sorbonne universite and University Tuebingen, Germany gave ethical approval for this workI confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals.YesI understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance).YesI have followed all appropriate research reporting guidelines, such as any relevant EQUATOR Network research reporting checklist(s) and other pertinent material, if applicable.YesData will be made available upon reasonable request. The authors confirm that the data supporting the findings of this study are available within the article. Raw data regarding human subjects (e.g. clinical data) are not shared freely to protect the privacy of the human subjects involved in this study; no consent for open sharing has been obtained.

Authors: Seemann, Jens; Daghsen, Lina Cazier, Mathieu Lamy, Jean-Charles Welter, Marie-Laure Giese, Martin A.; Synofzik, Matthis Durr, Alexandra Ilg, Winfried; Coarelli, Giulia
Type of Publication: Article
Beichert, L., Seemann, J., Kessler, C., Traschütz, A., Ricca, I., Satolli, S. et al (2024). Longitudinal progression of digital gait measures in patients with spastic paraplegia type 7 (SPG7): an international multi-center study (PROSPAX). 2024 International Congress for Ataxia Research (ICAR) London .
Longitudinal progression of digital gait measures in patients with spastic paraplegia type 7 (SPG7): an international multi-center study (PROSPAX)
Abstract:

Background and Objective: With treatment trials on the horizon, sensitive outcome measures are highly needed for the >100 spastic ataxias. Digital-motor gait measures, assessed by wearable sensors, are considered prime outcome candidates for spastic ataxias and have shown favourable cross-sectional properties in spastic paraplegia type 7 (SPG7). However, their longitudinal sensitivity to change is yet unknown. This study aimed to assess 1-year progression of digital gait measures in patients with SPG7. Methods: Longitudinal multi-center study (7 centers, 6 countries), assessments at baseline and after 1 year. Gait was analysed in 49 SPG7 patients (baseline, median [min-max]: age=52 [22-69], SARA=9.0 [3.5-17.0], SPRS=14 [3-28]) using 3 wearable motion sensors (Opal APDM) during laboratory-based walking and ‘supervised free walking’, resembling real-life walking. Assessments included rating of the Scale for the assessment and rating of ataxia (SARA) and the Spastic paraplegia rating scale (SPRS). Effect size and significance of 1-year changes were assessed using non-parametric matched-pairs rank biserial correlation (rprb) and Wilcoxon signed-rank test, respectively. Results: In laboratory-based walking, 1-year progression was observed for measures of trunk range of motion variability (CoronalRoM_CV: rprb=0.46, p=0.0051), of gait smoothness (harmonicRatioML: rprb=-0.40, p=0.015) and of spatiotemporal stride variability (e.g. DoubleSupport_MADN: rprb=0.31-0.37). In the trial-relevant subcohort of mildly affected patients (SPRS items 1-6≤9; n=34), CoronalRoM_CV (rprb=0.59, p=0.0027) exhibited larger effect size than clinician-reported outcomes like SARA (rprb=0.53, p=0.0055) or SPRS (rprb=0.30, p=0.087). In supervised free walking, progression was observed for measures of gait smoothness and temporal variability (e.g. harmonicRatioML, DoubleSupport_MADN: |rprb|=0.28-0.44). Discussion and Conclusion: In this first longitudinal multi-center study of digital gait measures in SPG7, 1-year progression was captured for several gait measures, with effect sizes partly exceeding those of key clinician-reported outcomes (SARA, SPRS). These gait measures could thus improve sensitivity to treatment effects in future clinical trials in SPG7 and possibly also other spastic ataxias.

Authors: Beichert, Lukas Seemann, Jens; Kessler, Christoph Traschütz, Andreas Ricca, Ivana Satolli, Sara Başak, Ayşe Nazli Coarelli, Giulia Timmann, Dagmar Gagnon, Cynthia van de Warrenburg, Bart P. consortium, PROSPAX Ilg, Winfried; Synofzik, Matthis Schüle, Rebecca
Research Areas: Uncategorized
Type of Publication: In Collection
Sarvestan, J., Seemann, J., Din, S. D., Synofzik, M., Ilg, W. & Alcock, L (2024). Gait event detection in cerebellar ataxia: A single vs. multiple device approach. 2024 International Congress for Ataxia Research (ICAR) London .
Gait event detection in cerebellar ataxia: A single vs. multiple device approach
Abstract:

Introduction: Monitoring gait with wearable sensors provides an opportunity for improving clinical management and evaluating therapeutic interventions in patients with degenerative cerebellar ataxia (DCA). While multi-sensor configurations are recommended for robust gait evaluation, using a single sensor offers several advantages including reduced data footprint, minimized patient burden, and extended battery life. Methods: 96 participants (control: n=42; preclinical DCA: n=19; clinical DCA: n=35) completed two 25m straight walks at their self-selected preferred pace in a laboratory setting. A wearable sensor (APDM, Opal 128Hz) was affixed to the lower back and the dorsum of both feet. Gait events (initial contact-IC, final contact-FC) were detected using a single sensor and multiple sensors (reference system). Agreement between the single and multi-sensor configurations (bias, limits of agreement, intraclass correlation coefficient) and accuracy (Positive predictive value; PPV, median absolute error; MAE) were quantified. Relationships between event detection accuracy and gait outcomes derived by the reference system were explored. Results: A total of 8473 steps were included in the analyses. Accuracy was high for identification of IC in controls (PPV=97%), preclinical DCA (PPV=96%) and clinical DCA (PPV=86%). Accuracy was lower for FC compared to IC for controls (PPV=88%), preclinical DCA (PPV=90%) and clinical DCA (PPV=82%). The MAE was low for all groups (<0.12s). Significant correlations were observed indicating that gait events were detected less accurately for individuals walking with a reduced cadence, longer stride duration, and increased gait variability (gait speed, stride length and duration). Discussion and Conclusion: Accuracy for the single sensor approach was high and exceeded the threshold of 80% indicating that this approach may be used with confidence. Noticeable differences were observed in FC identification for clinical DCA, which may impact the calculation of gait outcomes. Additional refinements to optimize the algorithm should be considered to improve gait event detection accuracy.

Authors: Sarvestan, Javad Seemann, Jens; Din, Silvia Del Synofzik, Matthis Ilg, Winfried; Alcock, Lisa
Research Areas: Uncategorized
Type of Publication: In Collection
Seemann, J., Traschütz, A., Ilg, W. & Synofzik, M. (2023). 4‐Aminopyridine improves real‐life gait performance in SCA27B on a single‐subject level: a prospective n‐of‐1 treatment. Journal of Neurology (published online 13 July 2023).
4‐Aminopyridine improves real‐life gait performance in SCA27B on a single‐subject level: a prospective n‐of‐1 treatment
Authors: Seemann, Jens; Traschütz, Andreas Ilg, Winfried; Synofzik, Matthis
Research Areas: Uncategorized
Type of Publication: Article
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Seemann, J., Loris, T., Weber, L., Synofzik, M., Giese, M. A. & Ilg, W. (2023). One Hip Wonder: 1D-CNNs Reduce Sensor Requirements for Everyday Gait Analysis. Accepted for ICANN 2023.
One Hip Wonder: 1D-CNNs Reduce Sensor Requirements for Everyday Gait Analysis
Abstract:

Abstract. Wearable inertial measurement units (IMU) enable largescale multicenter studies of everyday gait analysis in patients with rare neurodegenerative diseases such as cerebellar ataxia. To date, the quantity of sensors used in such studies has involved a trade-off between data quality and clinical feasibility. Here, we apply machine learning techniques to potentially reduce the number of sensors required for real-life gait analysis from three sensors to a single sensor on the hip. We trained 1D-CNNs on constrained walking data from individuals with cerebellar ataxia and healthy controls to generate synthetic foot data and predict gait features from a single sensor and tested them in free walking conditions, including the everyday life of unseen subjects. We compare 14 stride-based gait features (e.g. stride length) with three sensors (two on the feet and one on the hip) with our approach estimating the same features based on raw IMU-data from a single sensor placed on the hip. Leveraging layer-wise relevance propagation (LRP) and transfer learning, we determine driving elements of the input signals to predict individuals’ gait features. Our approach achieved a relative error (

Type of Publication: Article
Full text: PDF
Seemann, J., Ilg, W., Giese, M. A. & Synofzik, M (2023). Context-sensitive longitudinal analysis of real-life walking reveals one-year change in degenerative cerebellar disease . International Symposium on Posture and Gait Research, JULY 9 – 13, BRISBANE, AUSTRALIA.
Context-sensitive longitudinal analysis of real-life walking reveals one-year change in degenerative cerebellar disease
Abstract:

BACKGROUND AND AIM: With disease-modifying drugs on the horizon for degenerative ataxias, ecologically valid motor biomarkers are highly warranted, which detect longitudinal changes in short, trial-like time-frames. In this observational study, we aim to unravel biomarkers of ataxic gait which are sensitive for longitudinal changes in real life by using wearable sensors. We hypothesize that, gait measures captured in patients' real life could be more sensitive to progression in short, trial-like time-frames compared to lab-based gait assessments and clinical rating scales. However, in real life walking, gait measures are substantially influenced by contextual and environmental factors, as it has been shown in healthy subjects as well as for different patient populations. Thus, we introduce a context-sensitive matching procedure of individual walking bouts to reveal disease-related rather than purely context-driven longitudinal changes in variability measures. METHODS: We assessed longitudinal gait changes of 24 subjects with degenerative cerebellar disease (SARA:9.4±4.1) at baseline and 1-year and 2-year follow-up assessment by 3 body-worn inertial sensors in two conditions: (1) laboratory-based walking; (2) real-life walking during everyday living. In the real-life walking condition, a context-sensitive analysis was performed by selecting comparable walking bouts according to macroscopic gait characteristics namely bout length and number of turns within a two-minutes time interval. Movement analysis focussed on measures of spatio-temporal variability, in particular lateral step deviation (LD) and a compound measure of spatial variability (SPcmp). RESULTS: Cross-sectional analyses revealed high correlation to ataxia severity (SARA) and patients subjective balance confidence (ABC Scale) in both conditions (r > 0.8). While clinical ataxia score and gait measure in lab-based gait assessments identified changes after two years only (SARA: rprb = 0.71; LD: rprb = 0.67) in real life gait assessment the features of lateral step deviation and a compound measure of spatial step variability identified changes already prb after one year with high effect sizes (LD: rprb = 0.66; SPcmp: rprb = 0.68) and increased effect sizes after two years (LD: rprb = 0.77; SPcmp: rprb = 0.82). CONCLUSIONS: Utilizing a context-sensitive matching procedure, real-life gait measures capture longitudinal change within short trial-like time frames like 1 year with high effect size. In contrast, clinical scores like the SARA as well as lab-based gait measures show longitudinal change only after two years. Thus, features of real-life gait constitute promising biomarkers for upcoming therapeutical trials, delivering ecologically validity as well as increased effect sizes in comparison with clinical scores and lab-based gait assessment.

Authors: Seemann, Jens; Ilg, Winfried; Giese, Martin A.; Synofzik, Matthis
Research Areas: Uncategorized
Type of Publication: In Collection
Ilg, W., Seemann, J., Sarvestan, J., Din, S. D., Synofzik, M. & Alcock, L (2023). Inertial sensors on the feet, rather than lumbar sensor only, increase sensitivity of spatio- temporal gait measures to longitudinal progression in ataxia. . International Symposium on Posture and Gait Research, JULY 9 – 13, BRISBANE, AUSTRALIA.
Inertial sensors on the feet, rather than lumbar sensor only, increase sensitivity of spatio- temporal gait measures to longitudinal progression in ataxia.
Authors: Ilg, Winfried; Seemann, Jens; Sarvestan, Javad Din, Silvia Del Synofzik, Matthis Alcock, Lisa
Research Areas: Uncategorized
Type of Publication: In Collection
Full text: PDF
Seemann, J., Loris, T., Weber, L., Giese, M. A. & Ilg, W (2023). Can machine learning techniques reduce the number of inertial sensors in real life gait analysis? . International Symposium on Posture and Gait Research, JULY 9 – 13, BRISBANE, AUSTRALIA.
Can machine learning techniques reduce the number of inertial sensors in real life gait analysis?
Abstract:

BACKGROUND AND AIM: The optimal number of inertial sensors for real-life gait analysis is a trade-off between data quality and patient convenience and feasibility. One-sensor systems have proven to deliver reliable information for average values of gait speed or step length. However, for the ataxic-sensitive measures of spatio-temporal gait variability, these systems reported less reliability and less sensitivity compared to 3 sensor systems including two sensors at the feet. Here, we investigate the potential of machine learning techniques to predict gait features based on 1 sensor only, which could increase the clinical feasibility of instrumented gait analysis in real-life recordings of cerebellar ataxic patients. METHODS: We recorded gait data from 44 healthy controls and 55 cerebellar patients at baseline, 1-year and 2-years follow-up assessments by 3 Opal APDM inertial sensors. These data successful identified longitudinal changes in gait variability measures for cerebellar patients (e.g. stride length variability, effect size: 0.53) Utilising 1D convolutional neural networks (1D-CNN) we predicted 14 gait parameters from stride based triaxial IMU data in two conditions with different input dimensions: using raw data from the pelvis sensor only (1S) in comparison to the complete set of all three sensors (3S). Thus, in the supervised training phase of both conditions, we used stride based gait features previously determined by the 3 sensors algorithm from APDM as ground truth. Aim in both approaches is to individualize the learned mappings for a new unseen patient based on a small amount of recorded gait samples with 3 sensors in the lab and to use transfer learning for the characterisation of real-life data. RESULTS: First results deliver a low (

Authors: Seemann, Jens; Loris, Tim Weber, Lukas Giese, Martin A.; Ilg, Winfried
Research Areas: Uncategorized
Type of Publication: In Collection
Full text: PDF
Thierfelder, A., Seemann, J., John, N., Harmuth, F., Giese, M. A., Sch\"ule, R. et al. (2022). Real-Life Turning Movements Capture Subtle Longitudinal and Preataxic Changes in Cerebellar Ataxia. Movement Disorders.
Real-Life Turning Movements Capture Subtle Longitudinal and Preataxic Changes in Cerebellar Ataxia
Abstract:

ABSTRACT: Background: Clinical and regulatory acceptance of upcoming molecular treatments in degenerative ataxias might greatly benefit from ecologically valid endpoints that capture change in ataxia severity in patients’ real life. Objectives: This longitudinal study aimed to unravel quantitative motor biomarkers in degenerative ataxias in real-life turning movements that are sensitive for changes both longitudinally and at the preataxic stage. Methods: Combined cross-sectional (n = 30) and longitudinal (n = 14, 1-year interval) observational study in degenerative cerebellar disease (including eight preataxic mutation carriers) compared to 23 healthy controls. Turning movements were assessed by three body-worn inertial sensors in three conditions: (1) instructed laboratory assessment, (2) supervised free walking, and (3) unsupervised real-life movements. Results: Measures that quantified dynamic balance during turning—lateral velocity change (LVC) and outward acceleration—but not general turning measures such as speed, allowed differentiating ataxic against healthy subjects in real life (effect size δ = 0.68), with LVC also differentiating preataxic against healthy subjects (δ = 0.53). LVC was highly correlated with clinical ataxia severity (scale for the assessment and rating of ataxia [SARA] score, effect size ρ = 0.79) and patient reported balance confidence (activity-specific balance confidence scale [ABC] score, ρ = 0.66). Moreover, LVC in real life—but not general turning measures or the SARA score—allowed detecting significant longitudinal change in 1-year follow-up with high effect size (rprb = 0.66). Conclusions: Measures of turning allow capturing specific changes of dynamic balance in degenerative ataxia in real life, with high sensitivity to longitudinal differences

Authors: Thierfelder, Annika; Seemann, Jens; John, Natalie Harmuth, Florian Giese, Martin A.; Sch\"ule, Rebecca Schöls, Ludger Timmann, Dagmar Synofzik, Matthis Ilg, Winfried
Research Areas: Uncategorized
Type of Publication: Article
Thierfelder, A., Primbs, J., Severitt, B., Hohnecker, C. S., K\"uhnhausen, J., Alt, A. K. et al. (2022). Multimodal sensor-based identification of stress and compulsive actions in children with obsessive-compulsive disorder for telemedical treatment. 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.
Multimodal sensor-based identification of stress and compulsive actions in children with obsessive-compulsive disorder for telemedical treatment
Abstract:

In modern psychotherapy, digital health technology offers advanced and personalized therapy options, increasing availability as well as ecological validity. These aspects have proven to be highly relevant for children and adolescents with obsessive-compulsive disorder (OCD). Exposure and Response Prevention therapy, which is the state-of-the-art treatment for OCD, builds on the reconstruction of everyday life exposure to anxious situations. However, while compulsive behavior predominantly occurs in home environments, exposure situations during therapy are limited to clinical settings. Telemedical treatment allows to shift from this limited exposure reconstruction to exposure situations in real life. In the SSTeP KiZ study (smart sensor technology in telepsychotherapy for children and adolescents with OCD), we combine video therapy with wearable sensors delivering physiological and behavioral measures to objectively determine the stress level of patients. The setup allows to gain information from exposure to stress in a realistic environment both during and outside of therapy sessions. In a first pilot study, we explored the sensitivity of individual sensor modalities to different levels of stress and anxiety. For this, we captured the obsessive-compulsive behavior of five adolescents with an ECG chest belt, inertial sensors capturing hand movements, and an eye tracker. Despite their prototypical nature, our results deliver strong evidence that the examined sensor modalities yield biomarkers allowing for personalized detection and quantification of stress and anxiety. This opens up future possibilities to evaluate the severity of individual compulsive behavior based on multi-variate state classification in real-life situations.

Authors: Thierfelder, Annika; Primbs, Jonas Severitt, Björn Hohnecker, Carolin Sarah K\"uhnhausen, Jan Alt, Annika Kristin Pascher, Anja Wörz, Ursula Passon, Helene Seemann, Jens; Ernst, Christian Lautenbacher, Heinrich Holderried, Martin Kasneci, Enkelejda Giese, Martin A.; Bulling, Andreas Menth, Michael Barth, Gottfried Maria Ilg, Winfried; Hollmann, Karsten Renner, Tobias Johann
Research Areas: Uncategorized
Type of Publication: Article
Thierfelder, A., Seemann, J., John, N., Giese, M. A., Schöls, L., Timman, D. et al. (2021). Turning movements in real life capture subtle longitudinal and preataxic changes in cerebellar ataxia. bioRxiv.
Turning movements in real life capture subtle longitudinal and preataxic changes in cerebellar ataxia
Abstract:

OBJECTIVES Clinical and regulatory acceptance of upcoming molecular treatments in degenerative ataxias might greatly benefit from ecologically valid endpoints which capture change in ataxia severity in patients’ real life. This longitudinal study aimed to unravel quantitative motor biomarkers in degenerative ataxias in real life turning movements which are sensitive for changes both longitudinally and at the preataxic stage.

Authors: Thierfelder, Annika; Seemann, Jens; John, N. Giese, Martin A.; Schöls, L. Timman, D. Synofzik, M. Ilg, Winfried
Research Areas: Uncategorized
Type of Publication: Article
Ilg, W., Seemann, J., Giese, M. A., Trasch\"utz, A., Schöls, L., Timmann, D. et al. (2020). Real-life gait assessment in degenerative cerebellar ataxia: Towards ecologically valid biomarkers. Neurology, 95(9):e119-e210.
Real-life gait assessment in degenerative cerebellar ataxia: Towards ecologically valid biomarkers
Authors: Ilg, Winfried; Seemann, Jens; Giese, Martin A.; Trasch\"utz, Andreas Schöls, Ludger Timmann, Dagmar Synofzik, Matthis
Research Areas: Uncategorized
Type of Publication: Article
Ilg, W., Seemann, J. & Synofzik, M (2019). Unravelling quantitative measures of free-living ataxic gait in cerebellar patients using wearable sensors. In: International Symposium on Posture and Gait Research Edinburgh: 2019, P1-Q-139, 192 .
Unravelling quantitative measures of free-living ataxic gait in cerebellar patients using wearable sensors
Authors: Ilg, Winfried; Seemann, Jens; Synofzik, Matthis
Research Areas: Uncategorized
Type of Publication: In Collection
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