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This article discusses the counterpart of interactive machine learning, i.e., human learning while being in the loop in a human-machine collaboration. For such cases we propose the use of a Contradiction Matrix to assess the overlap and the contradictions of human and machine predictions. We show in a small-scaled user study with experts in the area of pneumology (1) that machine-learning based systems can classify X-rays with respect to diseases with a meaningful accuracy, (2) humans partly use contradictions to reconsider their initial diagnosis, and (3) that this leads to a higher overlap between human and machine diagnoses at the end of the collaboration situation. We argue that disclosure of information on diagnosis uncertainty can be beneficial to make the human expert reconsider her or his initial assessment which may ultimately result in a deliberate agreement. In the light of the observations from our project, it becomes apparent that collaborative learning in such a human-in-the-loop scenario could lead to mutual benefits for both human learning and interactive machine learning. Bearing the differences in reasoning and learning processes of humans and intelligent systems in mind, we argue that interdisciplinary research teams have the best chances at tackling this undertaking and generating valuable insights.
Background: Aortic stenosis (AS) is the most prevalent primary heart valve disease and the third most prevalent cardiovascular disease in the world, having a severe and slowly progressive evolution. The implementation of Transcatheter Aortic Valve Implantation (TAVI) is necessary because the population is constantly ageing, and most elderly people have various comorbidities, which places them among patients with high surgical risk. The aim was to report immediate and 9 months follow-up results of first TAVI implantations in the Republic of Moldova.
Material and methods: Three patients with severe symptomatic AS and high surgical risk underwent TAVI implantation using Portico valves.
Results: The mean age was 76.7 ± 1.2 years, 2 women and 1 man. The mean Logistic EuroSCORE II was 5.68 ± 0.67%. Procedural success was achieved in all (100%) patients. After the intervention, it was shown that the GP mean decreased by an average of 20.27±1.61 mmHg, the Vmax of the jet through AoV decreased on average by 2.05±0.19 m/s, and they were maintained all over the nine months follow-up period. Quality of life, using the TASQ (Toronto Aortic Stenosis Quality of Life) questionnaire, was improved by 62.3 ± 2.2 points.
Conclusions: TAVI, as a new minimally invasive method of treatment for aortic valve stenosis appears to be safe, with a low rate of early and late complications in elderly patients at high surgical risk, with good clinical outcomes at 9 months. Its implementation in the Republic of Moldova is welcome in the conditions of continuously ageing population and the prevalence of associated comorbidities.
Background: Plasma transfusions are most commonly used therapeutically for bleeding or prophylactically in non-bleeding patients prior to invasive procedures or surgery. Although plasma transfusions generally seem to decline, plasma usage for indications that lack evidence of efficacy prevail. Summary: There is wide international, interinstitutional, and interindividual variance regarding the compliance with guidelines based on published references, supported by appropriate testing. There is furthermore a profound lack of evidence from randomized controlled trials comparing the effect of plasma transfusion with that of other therapeutic interventions for most indications, including massive bleeding. The expected benefit of a plasma transfusion needs to be balanced carefully against the associated risk of adverse events. In light of the heterogeneous nature of bleeding conditions and their rapid evolvement over time, fibrinogen and factor concentrate therapy, directed at specific phases of coagulation identified by alternative laboratory assays, may offer advantages over conventional blood product ratio-driven resuscitation. However, their outcome benefit has not been demonstrated in well-powered prospective trials. This systematic review will detail the current evidence base for plasma transfusion in adult surgical patients.
Cholinesterase alterations in delirium after cardiosurgery: a German monocentric prospective study
(2020)
Objectives: Postoperative delirium (POD) is a common complication after elective cardiac surgery. Recent evidence indicates that a disruption in the normal activity of the cholinergic system may be associated with delirium.
Design: Prospective observational study.
Setting: Single-centre at a European academic hospital.
Primary: and secondary outcome measures In our study the enzyme activities of acetylcholinesterase (AChE) and butyrylcholinesterase (BChE) were determined preoperatively as well as on the first and second postoperative day. The confusion assessment method for the intensive care unit was used to screen patients for the presence of POD.
Results: A total of 114 patients were included in the study. POD was associated with a decrease in BChE activity on postoperative day 1 (p=0.03). In addition, patients who developed POD, had significantly lower preoperative AChE activity than patients without POD (p<0.01). Multivariate analysis identified a preoperatively decreased AChE activity (OR 3.1; 95% CI 1.14 to 8.46), anticholinergic treatment (OR 5.09; 95% CI 1.51 to 17.23), elevated European System for Cardiac Operative Risk Evaluation (OR 3.68; 95% CI 1.04 to 12.99) and age (OR 3.02; 95% CI 1.06 to 8.62) to be independently associated with the development of POD.
Conclusions: We conclude that a reduction in the acetylcholine hydrolysing enzyme activity in patients undergoing cardiac surgery may correlate with the development of POD.
In der vorliegenden Studie wurden Patienten mit struktureller Epilepsie bedingt durch eine fokale kortikale Dysplasie (FCD) mittels moderner Magnetresonanztomographie (MRT)-Verfahren untersucht.
Bei FCDs handelt es sich um Fehlbildungen der Großhirnrinde, die mit einer hohen epileptogenen Aktivität vergesellschaftet sind. Einige dieser Patienten unterziehen sich einer epilepsiechirurgischen Resektion, sind jedoch hiernach hinsichtlich ihrer Anfallsfrequenz dennoch nicht ausreichend kontrollierbar, weshalb Grund zur Annahme besteht, dass es neben der fokalen kortikalen Dysplasie andere Faktoren geben könnte, die epileptische Anfälle verursachen.
Basierend auf dieser Überlegung wurde mittels T2-Relaxometrie untersucht, ob bei Patienten mit FCDs mikrostrukturelle Veränderungen in Teilen des Kortex vorhanden sind, die mittels konventioneller MRT-Verfahren normal bzw. gesund erscheinen. Es wird angenommen, dass bei diesen Patienten auch außerhalb der FCD mikrostrukturelle Veränderungen, beispielsweise bedingt durch Schädigung im Rahmen von Anfällen oder durch Therapieeffekte, vorzufinden sind.
Für die Studie wurden 16 Patienten mit einer neuroradiologisch gesicherten FCD und 16 hinsichtlich des Alters und des Geschlechts gematchte gesunde Probanden rekrutiert.
Die Daten wurden an einem 3 Tesla (T) MRT-Scanner erhoben. Um die T2-Relaxationszeit zu messen, wurden Spin-Echo Datensätze mit verschiedenen Echozeiten (TE) aufgezeichnet. Zur Erfassung der Ausdehnung der FCD wurden konventionelle fluid-attenuated inversion recovery (FLAIR)-Datensätze akquiriert. Zur Segmentierung des Gewebes wurden synthetische T1-gewichtete magnetization-prepared rapid acquisition of gradient echos (MP-RAGE)-Datensätze aus quantitativen T1-Karten berechnet. Der Kortex und dessen Grenzflächen wurden mittels FreeSurfer anhand der MP-RAGE-Datensätze identifiziert und die kortikale Dicke wurde gemessen. Die FCD-Areale wurden in den FLAIR-Datensätzen manuell markiert und aus den T2-Karten exkludiert, um die FCD-assoziierten Veränderungen nicht in die Analyse einzubeziehen.
Anschließend wurden kortikale T2-Werte ausgelesen und in Oberflächendatensätzen gespeichert, um dann durchschnittliche kortikale T2-Werte für jeden Probanden zu ermitteln und mittels ungepaartem t-Test zwischen den Gruppen zu vergleichen. Zudem wurde der Pearson-Korrelationskoeffizient zwischen den kortikalen T2 Werten und klinischen Parametern berechnet. Außerdem wurde eine oberflächenbasierte Gruppenanalyse kortikaler T2-Werte und der kortikalen Dicke durchgeführt. Hierbei wurden Permutationssimulationen durchgeführt, um kortikale Cluster zu erkennen, die fokale Gruppenunterschiede anzeigen, und um für Mehrfachvergleiche zu korrigieren.
Die Analyse ergab, dass die durchschnittlichen kortikalen T2-Werte außerhalb der FCD in der Patientenkohorte im Vergleich zu den gesunden Probanden signifikant erhöht waren. Diese T2-Veränderungen zeigten weder eine signifikante Korrelation mit der Anzahl der Anfälle der letzten drei Monate, noch mit der Anzahl der jemals eingenommenen antiepileptischen Medikamente. Insbesondere wurden T2-Erhöhungen in den frontalen, parietalen und manchen temporalen Regionen festgestellt. Die oberflächenbasierte Analyse der Kortexdicke zeigte keine signifikanten Gruppenunterschiede.
Mittels T2-Relaxometrie und oberflächenbasierten Analyse-Techniken wurden demnach T2-Veränderungen des mittels konventioneller MRT-Bildgebung unauffällig erscheinenden zerebralen Kortex bei Patienten mit FCD und Epilepsie festgestellt.
Die Ergebnisse deuten auf das Vorhandensein von mikrostrukturellen Veränderungen hin, die sich mit konventionellen MRT-Verfahren nicht erfassen lassen. Potentielle Ursachen dieser Veränderungen sind neben Effekten der antikonvulsiven Medikation möglicherweise auch gliotischer Gewebeumbau bedingt durch stattgehabte epileptische Anfälle. Die Studie legt nahe, dass strukturelle Epilepsien mehr als ein Symptom bedingt durch eine fokale Läsion sind und stattdessen das Gehirn als Ganzes betreffen.
Cortical changes in epilepsy patients with focal cortical dysplasia: new insights with T2 mapping
(2020)
Background: In epilepsy patients with focal cortical dysplasia (FCD) as the epileptogenic focus, global cortical signal changes are generally not visible on conventional MRI. However, epileptic seizures or antiepileptic medication might affect normal-appearing cerebral cortex and lead to subtle damage. Purpose: To investigate cortical properties outside FCD regions with T2-relaxometry. Study Type: Prospective study. Subjects: Sixteen patients with epilepsy and FCD and 16 age-/sex-matched healthy controls. Field Strength/Sequence: 3T, fast spin-echo T2-mapping, fluid-attenuated inversion recovery (FLAIR), and synthetic T1-weighted magnetization-prepared rapid acquisition of gradient-echoes (MP-RAGE) datasets derived from T1-maps. Assessment: Reconstruction of the white matter and cortical surfaces based on MP-RAGE structural images was performed to extract cortical T2 values, excluding lesion areas. Three independent raters confirmed that morphological cortical/juxtacortical changes in the conventional FLAIR datasets outside the FCD areas were definitely absent for all patients. Averaged global cortical T2 values were compared between groups. Furthermore, group comparisons of regional cortical T2 values were performed using a surface-based approach. Tests for correlations with clinical parameters were carried out. Statistical Tests: General linear model analysis, permutation simulations, paired and unpaired t-tests, and Pearson correlations. Results: Cortical T2 values were increased outside FCD regions in patients (83.4 ± 2.1 msec, control group 81.4 ± 2.1 msec, P = 0.01). T2 increases were widespread, affecting mainly frontal, but also parietal and temporal regions of both hemispheres. Significant correlations were not observed (P ≥ 0.55) between cortical T2 values in the patient group and the number of seizures in the last 3 months or the number of anticonvulsive drugs in the medical history. Data Conclusion: Widespread increases in cortical T2 in FCD-associated epilepsy patients were found, suggesting that structural epilepsy in patients with FCD is not only a symptom of a focal cerebral lesion, but also leads to global cortical damage not visible on conventional MRI. Evidence Level: 21. Technical efficacy Stage: 3 J. MAGN. RESON. IMAGING 2020;52:1783–1789.
Fallzahlaufkommen und Qualitätsindikatoren bei der Versorgung des abdominellen Bauchaortenaneurysmas
(2020)
Hintergrund: Der MTL30 (Mortalität, Transfer, Liegezeit) wurde als Surrogatparameter zur Evaluation der Qualität potenziell komplikationsträchtiger viszeralchirurgischer Eingriffe vorgeschlagen.
Zielsetzung: Es wurde überprüft, inwieweit sich der MTL30 zu den Ergebnissen des Bauchaortenaneurysma(AAA)-Registers des Deutschen Instituts für Gefäßmedizinische Gesundheitsforschung (DIGG) der Deutschen Gesellschaft für Gefäßchirurgie und Gefäßmedizin (DGG) und zum Fallaufkommen der Kliniken korrelieren lässt.
Material und Methoden: Insgesamt 14.282 Patienten wurden endovaskulär (EVAR) und 3923 Patienten offen (OAR) elektiv wegen eines AAA versorgt. Bestimmt wurden Fallaufkommen der behandelnden Kliniken, Klinikletalität, Liegezeit und Verlegung in ein anderes Akutkrankenhaus 30 Tage nach dem Indexeingriff.
Ergebnisse: Die Klinikletalität machte bei EVAR 1,3 %, bei OAR 4,9 % aus (p = 0,000), der MTL30 5,0 % vs. 14,4 % (p = 0,000). Für EVAR ließ sich keine Beziehung zwischen Fallaufkommen und Klinikletalität (Quintile 1: 1,0 %; Quintile 5: 1,3 %) sowie Fallaufkommen und MTL30 (Quintile 1: 5,3 %; Quintile 5: 5,3 %) nachweisen. Auch bei OAR bestand keine signifikante Beziehung zwischen Fallaufkommen und Klinikletalität (Quintile 1: 5,8 %, Quintile 5: 3,5 %; p = 0,505) und Fallaufkommen und MTL30 (Quintile 1: 16,4 %, Quintile 5: 12,2 %, p = 0,110). Bei einer Klinikletalität von 7,2 (5–10) % betrug der MTL30 bei OAR 17,6 %. Sowohl bei EVAR als auch bei OAR korrelierte die stationäre Aufenthaltsdauer signifikant mit Klinikletalität und MTL30.
Diskussion: Eine eindeutige Beziehung zwischen Krankenhausfallaufkommen und Klinikletalität ließ sich im AAA-Register des DIGG nicht aufzeigen. Das gleiche galt für den MTL30. Ob demnach der MTL30 gegenüber der Erfassung von Klinikletalität und stationärer Liegezeit als Qualitätsparameter einen Zusatznutzen bietet, muss offenbleiben.
Evidence gained from recent studies has generated increasing interest in the role of vitamin D in extraskeletal functions such as inflammation and immunoregulation. Although vitamin D deficiency has been implicated in the pathophysiology of inflammatory diseases including inflammatory bowel disease (IBD), evidence as to whether vitamin D supplementation may cure or prevent chronic disease is inconsistent. Since 25OH-vitamin D (25OHD) has been suggested to be an acute-phase protein, its utility as a vitamin D status marker is therefore questionable. In this study, possible interactions of vitamin D and inflammation were studied in 188 patients with IBD, with high-sensitivity C-reactive protein (hsCRP) levels ≥ 5 mg/dL and/or fecal calprotectin ≥ 250 µg/g defined as biochemical evidence of inflammatory activity. Levels of 25OHD and vitamin D-binding protein (VDBP) were determined by ELISA, and 1,25-dihydroxyvitamin D (1,25OHD) and dihydroxycholecalciferol (24,25OHD) by LC-MS/MS. Free and bioavailable vitamin D levels were calculated with the validated formula of Bikle. Serum 1,25OH2D and vitamin D binding protein (VDBP) levels were shown to differ between the inflammatory and noninflammatory groups: patients with inflammatory disease activity had significantly higher serum concentrations of 1,25OH2D (35.0 (16.4–67.3) vs. 18.5 (1.2–51.0) pg/mL, p < 0.001) and VDBP (351.2 (252.2–530.6) vs. 330.8 (183.5–560.3) mg/dL, p < 0.05) than patients without active inflammation. Serum 24,25OH2D levels were negatively correlated with erythrocyte sedimentation rate (ESR) (−0.155, p = 0.049) while concentrations of serum 1,25OH2D correlated positively with hsCRP (0.157, p = 0.036). Correlations with serum VDBP levels were found for ESR (0.150, p = 0.049), transferrin (0.160, p = 0.037) and hsCRP (0.261, p < 0.001). Levels of serum free and bioavailable 25OHD showed a negative correlation with ESR (−0.165, p = 0.031, −0.205, p < 0.001, respectively) and hsCRP (−0.164, p = 0.032, −0.208, p < 0.001 respectively), and a moderate negative correlation with fecal calprotectin (−0.377, p = 0.028, −0.409, p < 0.016, respectively). Serum total 25OHD concentration was the only vitamin D parameter found to have no specific correlation with any of the inflammatory markers. According to these results, the traditional parameter, total 25OHD, still appears to be the best marker of vitamin D status in patients with inflammatory bowel disease regardless of the presence of inflammation.
Aim: The aim of this study is to utilize the niche measurement guidelines outlined by Jordans et al. in order to establish normal values and accurate description of caesarean section scars in a normal population. After defining the normal distribution, abnormal pregestational scar characteristics will be identified for predicting adverse pregnancy outcomes. Methods: This is a prospective observational multicenter clinical study where women with a history of only one caesarean section and yet open family planning are enrolled. The uterine length, cervical length, niche length, niche depth, niche width, residual myometrial thickness, endometrial thickness, scar to internal os distance, anterior myometrial thickness superior and inferior to the scar and the posterior myometrial thickness opposite the scar, superior and inferior to it are measured in a pregestational uterus. The lower uterine segment is measured over a length of 3 cm during subsequent pregnancy and followed up until delivery. Results: Data from 500 patients will yield normal distribution curves for all predefined measurements. Establishing a correlation between deviations from the normal measures and adverse events would be instrumental for counseling women regarding subsequent pregnancy and mode of delivery.
Conclusion: This study will demonstrate the changes of the post-caesarean scar from a non-pregnant uterus until delivery and can confirm the importance of the scar characteristics in predicting pregnancy outcome.