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Institute
Der vorliegende Beitrag thematisiert die Bedeutung von Veränderungskommunikation bei der Implementierung eines digitalen Tools zur Kollaboration im Bereich des Customer Relationship Managements. Aus der Unternehmensperspektive eines Digitaldienstleisters wurde betrachtet, welche Rolle das Change Management in Kundenprojekten einnimmt und auf welche Aspekte hinsichtlich Emotionen, Widerständen und Lernverhalten beim Einsatz der Veränderungskommunikation geachtet werden sollte. Dazu sind im Rahmen einer qualitativen Erhebung elf problemzentrierte Experteninterviews mit Mitarbeitenden des Unternehmens und externen Sachkundigen durchgeführt worden. Im Fokus der halbstandardisierten Leitfadeninterviews standen die persönlichen Erfahrungen der Befragten mit der durch ein Digitalprojekt erzeugten Veränderungssituation. Als Ergebnis entstanden, aus der Kombination von theoretischen Grundlagen und Erkenntnissen aus der empirischen Untersuchung, Implikationen für die Praxis. Der Ausblick zeigt weiterführenden Forschungsbedarf im Bereich der Veränderungskommunikation beim Einsatz von Digitalisierungsprojekten auf.
Gedruckte Mitarbeiterzeitungen und Mitarbeitermagazine tauchen heutzutage immer weniger im Medien-Mix der internen Kommunikation auf. Die digitale Transformation hat Einzug in die Unternehmenskommunikation gehalten und löst einen Wandel der Funktionen von Printmedien in der internen Kommunikation aus. Das Ziel der dieses Aufsatzes zugrunde liegende Masterarbeit war es herauszufinden, inwieweit sich die Anforderungen an das Printmedium Mitarbeiterzeitung im Kontext der digitalen Transformation verändert haben. Dazu wird folgende Forschungsfrage gestellt: Wie haben sich Anforderungen an das Printmedium Mitarbeiterzeitung in der internen Kommunikation im Kontext der digitalen Transformation verändert? Diese wird anhand einer Analyse theoretischer Texte und quantitativer Studien sowie mit Hilfe von qualitativen Experteninterviews untersucht. Die qualitativen Interviews werden anhand eines Leitfadens durchgeführt und anschließend mit den Erkenntnissen aus Theorie und Praxis verglichen.
So werden insgesamt zahlreiche Publikationen, zehn quantitative Studien und elf Experteninterviews herangezogen, um die Forschungsfrage zu beantworten. Der Vergleich aller Daten hat ergeben, dass sich die Anforderungen an die gedruckte Mitarbeiterzeitung insofern verändert haben, als dass die Redaktion sich verstärkt auf das Kontextualisieren von bereits kommunizierten Nachrichten konzentrieren muss, um der Belegschaft somit eine holistische Kommunikationserfahrung zu ermöglichen. Weiterführende Forschung könnte sich mit noch nicht entdeckten Weiterentwicklungsmöglichkeiten explizit gedruckter Kommunikation beschäftigten.
PR- und Kommunikationsagenturen gelten als Frauendomäne, mit einer Ausnahme. In den obersten Führungsebenen sind immer noch wenige weibliche Führungskräfte vertreten. Der vorliegende Beitrag nimmt Frauen in Führungspositionen in deutschen Agenturen in den Blick. Die Forschungsfragen beziehen sich auf Faktoren, die Frauen auf einem vertikalen Karriereweg unterstützen, die Bedeutung des Faktors Geschlecht und die Führungsstile von Frauen in PR- und Kommunikationsagenturen.
Diese Thematiken finden derzeit im Forschungsbereich PR wenig Beachtung – anders als in anderen Bereichen. Um die Fragen zu beantworten, wurden im Rahmen einer Masterarbeit sieben leitfadengestützte Interviews mit Frauen im Management von großen PR- und Kommunikationsagenturen in Deutschland geführt. Die Ergebnisse zeigen, dass flexible, offene Organisationskulturen und unterstützende Mentor*innen insbesondere für Frauen mit Kindern für eine vertikale Karriere förderlich sind. Ein Herausstellen der wenigen Führungsfrauen in der Branche wird als nicht zielführend bewertet, um mehr Frauen für das Topmanagement zu gewinnen. Bezüglich des Führungsstils präferieren die Befragten einen Stil mit kooperativen und kollaborativen Elementen.
Die zunehmende Komplexität der Welt erhöht den Bedarf an qualifizierten Fachkräften und der demographische Wandel lässt den Wettbewerb um diese stetig anwachsen. Arbeitgeber müssen wissen, wie zukünftige Mitarbeiter ihr Unternehmen auswählen, um eine entsprechende Attraktivität aufzubauen und stetig weiterzuentwickeln. Doch wer sind die neuen Fachkräfte? Im Generationenmanagement spricht man mittlerweile von der Generation Z, welche immer stärker im Arbeitsmarkt Fuß fasst. Geboren zwischen 1995 und 2009 sind die ersten bereits im Unternehmen angekommen und weitere Vertreter werden ihnen folgen. Die Ansprache muss sehr viel intensiver und individueller erfolgen. Immer häufiger sind es mittlerweile die Unternehmen, die sich bei potenziellen Kandidaten bewerben müssen, um ihren Fachkräftebedarf zu decken. Wie aber sind die Unternehmen im Emsland auf die neue Generation vorbereitet und wissen sie um die Relevanz eines funktionierenden Generationenmanagements?
Zur Annäherung an diese Forschungsfrage wurden im Rahmen einer Masterarbeit insgesamt 87 Unternehmen mit Sitz im Emsland quantitativ befragt, um so einen Theorie-Praxis- Abgleich zu ermöglichen. Durch diese Auswertung konnte geprüft werden, ob sich die Unternehmen der Thematik des Generationenwandels bewusst sind und wissen, wie sie ihm auf kommunikativer Ebene begegnen müssen.
Damit Unternehmen in der VUCA-Welt bestehen können, müssen sie resilient, adaptionsfähig und agil sein – dies wird u.a. durch eine funktionierende, interne Kommunikation erreicht. Das Kommunikationsmanagement strebt daher nach kommunikativer Reifung des Unternehmens.
Im Rahmen von Organisations- und Personalentwicklungsprozessen hat in den letzten fünf Jahren die Methode Working Out Loud (WOL) an Popularität gewonnen, da sie u.a. in traditionellen und stark hierarchischen Unternehmen zur Förderung der Wissensteilung und Vernetzung erfolgreich eingesetzt wird. Deshalb wurde folgender Forschungsfrage nachgegangen: Kann Working Out Loud zur kommunikativen Reifung eines Unternehmens beitragen? Zur Beantwortung wurde im Rahmen einer Masterarbeit eine qualitative Studie durchgeführt. Die Veränderungswirkung von WOL auf die Kommunikation wurde in acht Dimensionen kommunikativer Reifung, die durch eine vorangegangene Literaturrecherche erarbeitet worden sind, ausgewertet. Es konnte festgestellt werden, dass WOL nur in bestimmten Dimensionen kommunikativer Reifung eine direkte Auswirkung hat. Eine Breitenwirksamkeit von WOL auf die gesamtheitliche kommunikative Reifung eines Unternehmens konnte nicht festgestellt werden. Abgeleitet werden konnte, dass WOL ein vielversprechender Ansatz ist, der Unternehmensmitglieder für die Notwendigkeit der kommunikativen Reifung eines Unternehmens sensibilisiert und Handlungsfelder des Kommunikationsmanagement aufzeigt.
Der vorliegende Beitrag kombiniert die Frame-Semantik mit der identitätsbasierten Markenführung, welcher in der Markenführung als populärer Ansatz gilt und eine widerspruchsfreie und konsistente Markenidentität anstrebt. Der vorliegende Beitrag beschreibt, welche Rolle die Frame-Semantik für die Kommunikation einer widerspruchsfreien Markenidentität spielt.
Zur Untersuchung der Fragestellung wurden die Markenclaims und Unternehmenswebseiten dreier Telekommunikationsanbieter herangezogen. Im Rahmen einer Bachelorarbeit wurden die Markenclaims mittels einer framesemantischen Analyse nach Ziem (2008) analysiert, während die Unternehmenswebseiten aus forschungspragmatischen Gründen inhaltlich untersucht wurden. Aus dem Vergleich dieser konnten bei zwei der drei Unternehmen Abweichungen zwischen den Merkmalen der Markenidentität identifiziert werden, welche als Anzeichen auf strategische Fehlkonzeptionen gedeutet werden können. Folglich lässt sich für die Praxis ableiten, dass die Frame-Semantik von hoher Relevanz für die konsistente Kommunikation einer Markenidentität ist. Kognitive Frames, die angesichts sprachlicher Bedeutungen beim Rezipienten Welt- und Hintergrundwissen hervorrufen, sollten somit Berücksichtigung finden.
"The limits of my language are the limits of my mind. All I know is what I have words for" (Wittgenstein). When learning something completely new, we connect the unknown term to an already existing part of our knowledge. We can only build new ideas and insights upon an existing conceptual foundation. In the field of statistics, we educators frequently find ourselves met with great confusion when teaching novices. These students, entirely unfamiliar with even basic statistics, must connect the introduced statistical terms within their personal existing networks of largely non-statistical knowledge. Lecturers, on the other hand, who are well versed in statistics, have deeply internalized the content to be taught and its relevant context. The juxtaposition of the two roles may produce amusement in a lecturer upon gaining insight into the word associations made by the statistical novices. For example, a ‘logistic regression’ does not involve the ‘shipping of goods in economically difficult times,’ though this might seem entirely reasonable and intuitive to the statistics learner. Other times, these different perspectives can lead to headaches and frustration for both learners and their lecturers. In this article, we illustrate how simple statistical terms are initially connected to a student’s pre-exiting knowledge and how these associations change after completing an introductory course in applied statistics. Furthermore, we emphasize the important difference between “term”, “approach”, and “context”. Understanding this fundamental distinction may help improve the communication between the lecturer and the learner. We offer a collection of practical tools for instructors to help promote students’ conceptual understanding in a supportive, mutually-beneficial learning environment.
Background
In mucosal barrier interfaces, flexible responses of gene expression to long-term environmental changes allow adaptation and fine-tuning for the balance of host defense and uncontrolled not-resolving inflammation. Epigenetic modifications of the chromatin confer plasticity to the genetic information and give insight into how tissues use the genetic information to adapt to environmental factors. The oral mucosa is particularly exposed to environmental stressors such as a variable microbiota. Likewise, persistent oral inflammation is the most important intrinsic risk factor for the oral inflammatory disease periodontitis and has strong potential to alter DNA-methylation patterns. The aim of the current study was to identify epigenetic changes of the oral masticatory mucosa in response to long-term inflammation that resulted in periodontitis.
Methods and results
Genome-wide CpG methylation of both inflamed and clinically uninflamed solid gingival tissue biopsies of 60 periodontitis cases was analyzed using the Infinium MethylationEPIC BeadChip. We validated and performed cell-type deconvolution for infiltrated immune cells using the EpiDish algorithm. Effect sizes of DMPs in gingival epithelial and fibroblast cells were estimated and adjusted for confounding factors using our recently developed “intercept-method”. In the current EWAS, we identified various genes that showed significantly different methylation between periodontitis-inflamed and uninflamed oral mucosa in periodontitis patients. The strongest differences were observed for genes with roles in wound healing (ROBO2, PTP4A3), cell adhesion (LPXN) and innate immune response (CCL26, DNAJC1, BPI). Enrichment analyses implied a role of epigenetic changes for vesicle trafficking gene sets.
Conclusions
Our results imply specific adaptations of the oral mucosa to a persistent inflammatory environment that involve wound repair, barrier integrity, and innate immune defense.
Background
In DNA methylation analyses like epigenome-wide association studies, effects in differentially methylated CpG sites are assessed. Two kinds of outcomes can be used for statistical analysis: Beta-values and M-values. M-values follow a normal distribution and help to detect differentially methylated CpG sites. As biological effect measures, differences of M-values are more or less meaningless. Beta-values are of more interest since they can be interpreted directly as differences in percentage of DNA methylation at a given CpG site, but they have poor statistical properties. Different frameworks are proposed for reporting estimands in DNA methylation analysis, relying on Beta-values, M-values, or both.
Results
We present and discuss four possible approaches of achieving estimands in DNA methylation analysis. In addition, we present the usage of M-values or Beta-values in the context of bioinformatical pipelines, which often demand a predefined outcome. We show the dependencies between the differences in M-values to differences in Beta-values in two data simulations: a analysis with and without confounder effect. Without present confounder effects, M-values can be used for the statistical analysis and Beta-values statistics for the reporting. If confounder effects exist, we demonstrate the deviations and correct the effects by the intercept method. Finally, we demonstrate the theoretical problem on two large human genome-wide DNA methylation datasets to verify the results.
Conclusions
The usage of M-values in the analysis of DNA methylation data will produce effect estimates, which cannot be biologically interpreted. The parallel usage of Beta-value statistics ignores possible confounder effects and can therefore not be recommended. Hence, if the differences in Beta-values are the focus of the study, the intercept method is recommendable. Hyper- or hypomethylated CpG sites must then be carefully evaluated. If an exploratory analysis of possible CpG sites is the aim of the study, M-values can be used for inference.
Background
Postoperative delirium (POD) and postoperative cognitive dysfunction (POCD) are frequent and serious complications after surgery. We aim to investigate the association between genetic variants in cholinergic candidate genes according to the Kyoto encyclopedia of genes and genomes - pathway: cholinergic neurotransmission with the development of POD or POCD in elderly patients.
Methods
This analysis is part of the European BioCog project (www.biocog.eu), a prospective multicenter observational study with elderly surgical patients. Patients with a Mini-Mental-State-Examination score ≤ 23 points were excluded. POD was assessed up to seven days after surgery using the Nursing Delirium Screening Scale, Confusion Assessment Method and a patient chart review. POCD was assessed three months after surgery with a neuropsychological test battery. Genotyping was performed on the Illumina Infinium Global Screening Array. Associations with POD and POCD were analyzed using logistic regression analysis, adjusted for age, comorbidities and duration of anesthesia (for POCD analysis additionally for education). Odds ratios (OR) refer to minor allele counts (0, 1, 2).
Results
745 patients could be included in the POD analysis, and 452 in the POCD analysis. The rate of POD within this group was 20.8% (155 patients), and the rate of POCD was 10.2% (46 patients). In a candidate gene approach three genetic variants of the cholinergic genes CHRM2 and CHRM4 were associated with POD (OR [95% confidence interval], rs8191992: 0.61[0.46; 0.80]; rs8191992: 1.60[1.22; 2.09]; rs2067482: 1.64[1.10; 2.44]). No associations were found for POCD.
Conclusions
We found an association between genetic variants of CHRM2 and CHRM4 and POD. Further studies are needed to investigate whether disturbances in acetylcholine release and synaptic plasticity are involved in the development of POD.
A comparison study on modeling of clustered and overdispersed count data for multiple comparisons
(2021)
Data collected in various scientific fields are count data. One way to analyze such data is to compare the individual levels of the factor treatment using multiple comparisons. However, the measured individuals are often clustered – e.g. according to litter or rearing. This must be considered when estimating the parameters by a repeated measurement model. In addition, ignoring the overdispersion to which count data is prone leads to an increase of the type one error rate. We carry out simulation studies using several different data settings and compare different multiple contrast tests with parameter estimates from generalized estimation equations and generalized linear mixed models in order to observe coverage and rejection probabilities. We generate overdispersed, clustered count data in small samples as can be observed in many biological settings. We have found that the generalized estimation equations outperform generalized linear mixed models if the variance-sandwich estimator is correctly specified. Furthermore, generalized linear mixed models show problems with the convergence rate under certain data settings, but there are model implementations with lower implications exists. Finally, we use an example of genetic data to demonstrate the application of the multiple contrast test and the problems of ignoring strong overdispersion.
BACKGROUND:
Intraoperative electroencephalography (EEG) signatures related to the development of postoperative delirium (POD) in older patients are frequently studied. However, a broad analysis of the EEG dynamics including preoperative, postinduction, intraoperative and postoperative scenarios and its correlation to POD development is still lacking. We explored the relationship between perioperative EEG spectra-derived parameters and POD development, aiming to ascertain the diagnostic utility of these parameters to detect patients developing POD.
METHODS:
Patients aged ≥65 years undergoing elective surgeries that were expected to last more than 60 minutes were included in this prospective, observational single center study (Biomarker Development for Postoperative Cognitive Impairment [BioCog] study). Frontal EEGs were recorded, starting before induction of anesthesia and lasting until recovery of consciousness. EEG data were analyzed based on raw EEG files and downloaded excel data files. We performed multitaper spectral analyses of relevant EEG epochs and further used multitaper spectral estimate to calculate a corresponding spectral parameter. POD assessments were performed twice daily up to the seventh postoperative day. Our primary aim was to analyze the relation between the perioperative spectral edge frequency (SEF) and the development of POD.
RESULTS:
Of the 237 included patients, 41 (17%) patients developed POD. The preoperative EEG in POD patients was associated with lower values in both SEF (POD 13.1 ± 4.6 Hz versus no postoperative delirium [NoPOD] 17.4 ± 6.9 Hz; P = .002) and corresponding γ-band power (POD −24.33 ± 2.8 dB versus NoPOD −17.9 ± 4.81 dB), as well as reduced postinduction absolute α-band power (POD −7.37 ± 4.52 dB versus NoPOD −5 ± 5.03 dB). The ratio of SEF from the preoperative to postinduction state (SEF ratio) was ~1 in POD patients, whereas NoPOD patients showed a SEF ratio >1, thus indicating a slowing of EEG with loss of unconscious. Preoperative SEF, preoperative γ-band power, and SEF ratio were independently associated with POD (P = .025; odds ratio [OR] = 0.892, 95% confidence interval [CI], 0.808–0.986; P = .029; OR = 0.568, 95% CI, 0.342–0.944; and P = .009; OR = 0.108, 95% CI, 0.021–0.568, respectively).
CONCLUSIONS:
Lower preoperative SEF, absence of slowing in EEG while transitioning from preoperative state to unconscious state, and lower EEG power in relevant frequency bands in both these states are related to POD development. These findings may suggest an underlying pathophysiology and might be used as EEG-based marker for early identification of patients at risk to develop POD.
Objective:
The cervical mucus plugs are enriched with proteins of known immunological functions. We aimed to characterize the anti-HIV-1 activity of the cervical mucus plugs against a panel of different HIV-1 strains in the contexts of cell-free and cell-associated virus.
Design:
A cohort of consenting HIV-1-negative and HIV-1-positive pregnant women in labour was recruited from Mthatha General Hospital in the Eastern Cape province of South Africa, from whom the cervical mucus plugs were collected in 6 M guanidinium chloride with protease inhibitors and transported to our laboratories at −80 °C.
Methods:
Samples were centrifuged to remove insoluble material and dialysed before freeze--drying and subjecting them to the cell viability assays. The antiviral activities of the samples were studied using luminometric reporter assays and flow cytometry. Time-of-addition and BlaM-Vpr virus-cell fusion assays were used to pin-point the antiviral mechanisms of the cervical mucus plugs, before proteomic profiling using liquid chromatography-tandem mass spectrometry.
Results:
The proteinaceous fraction of the cervical mucus plugs exhibited anti-HIV-1 activity with inter-individual variations and some degree of specificity among different HIV-1 strains. Cell-associated HIV-1 was less susceptible to inhibition by the potent samples whenever compared with the cell-free HIV-1. The samples with high antiviral potency exhibited a distinct proteomic profile when compared with the less potent samples.
Conclusion:
The crude cervical mucus plugs exhibit anti-HIV-1 activity, which is defined by a specific proteomic profile.
Background:
Cardiac surgery patients represent a high-risk cohort in intensive care units (ICUs). Central venous pressure (CVP) measurement seems to remain an integral part in hemodynamic monitoring, especially in cardio-surgical ICUs. However, its value as a prognostic marker for organ failure is still unclear. Therefore, we analyzed postoperative CVP values after adult cardiac surgery in a large cohort with regard to its prognostic value for morbidity and mortality.
Methods:
All adult patients admitted to our ICUs between 2006 and 2019 after cardiac surgery were eligible for inclusion in the study (n = 11,198). We calculated the median initial CVP (miCVP) after admission to the ICU, which returned valid values for 9802 patients. An ROC curve analysis for optimal cut-off miCVP to predict ICU mortality was conducted with consecutive patient allocation into a (a) low miCVP (LCVP) group (≤11 mmHg) and (b) high miCVP (HCVP) group (>11 mmHg). We analyzed the impact of high miCVP on morbidity and mortality by propensity score matching (PSM) and logistic regression.
Results:
ICU mortality was increased in HCVP patients. In addition, patients in the HCVP group required longer mechanical ventilation, had a higher incidence of acute kidney injury, were more frequently treated with renal replacement therapy, and showed a higher risk for postoperative liver dysfunction, parametrized by a postoperative rise of ≥ 10 in MELD Score. Multiple regression analysis confirmed HCVP has an effect on postoperative ICU-mortality and intrahospital mortality, which seems to be independent.
Conclusions:
A high initial CVP in the early postoperative ICU course after cardiac surgery is associated with worse patient outcome. Whether or not CVP, as a readily and constantly available hemodynamic parameter, should promote clinical efforts regarding diagnostics and/or treatment, warrants further investigations.
Preoperative medication use and development of postoperative delirium and cognitive dysfunction
(2021)
Postoperative delirium (POD) and postoperative (neuro-)cognitive disorder (POCD) are frequent and serious complications after operations. We aim to investigate the association between pre-operative polypharmacy and potentially inappropriate medications and the development of POD/POCD in elderly patients. This investigation is part of the European BioCog project (www.biocog.eu), a prospective multicenter observational study with elderly surgical patients. Patients with a Mini-Mental State Examination score less than or equal to 23 points were excluded. POD was assessed up to 7 days after surgery using the Nursing Delirium Screening Scale, Confusion Assessment Method (for the intensive care unit [ICU]), and a patient chart review. POCD was assessed 3 months after surgery with a neuropsychological test battery. Pre-operative long-term medication was evaluated in terms of polypharmacy (≥5 agents) and potentially inappropriate medication (defined by the PRISCUS and European list of potentially inappropriate medications [EU(7)-PIM] lists), and associations with POD and POCD were analyzed using logistic regression analysis. Eight hundred thirty-seven participants were included for analysis of POD and 562 participants for POCD. Of these, 165 patients (19.7%) fulfilled the criteria of POD and 60 (10.7%) for POCD. After adjusting for confounders, pre-operative polypharmacy and intake of potentially inappropriate medications could not be shown to be associated with the development of POD nor POCD. We found no associations between pre-operative polypharmacy and potentially inappropriate medications and development of POD and POCD. Future studies should focus on the evaluation of drug interactions to determine whether patients benefit from a pre-operative adjustment.
Background:
Etomidate is typically used as an induction agent in cardiac surgery because it has little impact on hemodynamics. It is a known suppressor of adrenocortical function and may increase the risk for post-operative infections, sepsis, and mortality. The aim of this study was to evaluate whether etomidate increases the risk of postoperative sepsis (primary outcome) and infections (secondary outcome) compared to propofol.
Methods:
This was a retrospective before–after trial (IRB EA1/143/20) performed at a tertiary medical center in Berlin, Germany, between 10/2012 and 01/2015. Patients undergoing cardiac surgery were investigated within two observation intervals, during which etomidate and propofol were the sole induction agents.
Results:
One-thousand, four-hundred, and sixty-two patients, and 622 matched pairs, after caliper propensity-score matching, were included in the final analysis. Sepsis rates did not differ in the matched cohort (etomidate: 11.5% vs. propofol: 8.2%, p = 0.052). Patients in the etomidate interval were more likely to develop hospital-acquired pneumonia (etomidate: 18.6% vs. propofol: 14.0%, p = 0.031).
Conclusion:
Our study showed that a single-dose of etomidate is not statistically associated with higher postoperative sepsis rates after cardiac surgery, but is associated with a higher incidence of hospital-acquired pneumonia. However, there is a notable trend towards a higher sepsis rate.
The benzodiazepine, midazolam, is one of the most frequently used sedatives in intensive care medicine, but it has an unfavorable pharmacokinetic profile when continuously applied. As a consequence, patients are frequently prolonged and more deeply sedated than intended. Due to its distinct pharmacological features, including a cytochrome P450-independent metabolization, intravenous lormetazepam might be clinically advantageous compared to midazolam. In this retrospective cohort study, we compared patients who received either intravenous lormetazepam or midazolam with respect to their survival and sedation characteristics. The cohort included 3314 mechanically ventilated, critically ill patients that received one of the two drugs in a tertiary medical center in Germany between 2006 and 2018. A Cox proportional hazards model with mortality as outcome and APACHE II, age, gender, and admission mode as covariates revealed a hazard ratio of 1.75 [95% CI 1.46–2.09; p < 0.001] for in-hospital mortality associated with the use of midazolam. After additionally adjusting for sedation intensity, the HR became 1.04 [95% CI 0.83–1.31; p = 0.97]. Thus, we concluded that excessive sedation occurs more frequently in critically ill patients treated with midazolam than in patients treated with lormetazepam. These findings require further investigation in prospective trials to assess if lormetazepam, due to its ability to maintain light sedation, might be favorable over other benzodiazepines for sedation in the ICU.
Background: In longitudinal studies, observations are made over time. Hence, the single observations at each time point are dependent, making them a repeated measurement. In this work, we explore a different, counterintuitive setting: At each developmental time point, a lethal observation is performed on the pregnant or nursing mother. Therefore, the single time points are independent. Furthermore, the observation in the offspring at each time point is correlated with each other because each litter consists of several (genetically linked) littermates. In addition, the observed time series is short from a statistical perspective as animal ethics prevent killing more mother mice than absolutely necessary, and murine development is short anyway. We solve these challenges by using multiple contrast tests and visualizing the change point by the use of confidence intervals.
Results: We used linear mixed models to model the variability of the mother. The estimates from the linear mixed model are then used in multiple contrast tests.There are a variety of contrasts and intuitively, we would use the Changepoint method. However, it does not deliver satisfying results. Interestingly, we found two other contrasts, both capable of answering different research questions in change point detection: i) Should a single point with change direction be found, or ii) Should the overall progression be determined? The Sequen contrast answers the first, the McDermott the second. Confidence intervals deliver effect estimates for the strength of the potential change point. Therefore, the scientist can define a biologically relevant limit of change depending on the research question.
Conclusion: We present a solution with effect estimates for short independent time series with observations nested at a given time point. Multiple contrast tests produce confidence intervals, which allow determining the position of change points or to visualize the expression course over time. We suggest to use McDermott’s method to determine if there is an overall significant change within the time frame, while Sequen is better in determining specific change points. In addition, we offer a short formula for the estimation of the maximal length of the time series.
Background
There is no consensus on the instruments for diagnosis of post-intensive care syndrome (PICS). We present a proposal for a set of outcome measurement instruments of PICS in outpatient care.
Methods
We conducted a three-round, semi-structured consensus-seeking process with medical experts, followed each by exploratory feasibility investigations with intensive care unit survivors (n1 = 5; n2 = 5; n3 = 7). Fourteen participants from nine stakeholder groups participated in the first and second consensus meeting. In the third consensus meeting, a core group of six clinical researchers refined the final outcome measurement instrument set proposal.
Results
We suggest an outcome measurement instrument set used in a two-step process. First step: Screening with brief tests covering PICS domains of (1) mental health (Patient Health Questionnaire-4 (PHQ-4)), (2) cognition (MiniCog, Animal Naming), (3) physical function (Timed Up-and-Go (TUG), handgrip strength), and (4) health-related quality of life (HRQoL) (EQ-5D-5L). Single items measure subjective health before and after the intensive care unit stay. If patients report new or worsened health problems after intensive care unit discharge and show relevant impairment in at least one of the screening tests, a second extended assessment follows: (1) Mental health (Patient Health Questionnaire-8 (PHQ-8), Generalized Anxiety Disorder Scale-7 (GAD-7), Impact of Event Scale – revised (IES-R)); (2) cognition (Repeatable Battery for the Assessment of Neuropsychological Status (RBANS), Trail Making Test (TMT) A and B); (3) physical function (2-Minute Walk Test (2-MWT), handgrip strength, Short Physical Performance Battery (SPPB)); and (4) HRQoL (EQ-5D-5L, 12-Item WHO Disability Assessment Schedule (WHODAS 2.0)).
Conclusions
We propose an outcome measurement instrument set used in a two-step measurement of PICS, combining performance-based and patient-reported outcome measures. First-step screening is brief, free-of-charge, and easily applicable by health care professionals across different sectors. If indicated, specialized healthcare providers can perform the extended, second-step assessment. Usage of the first-step screening of our suggested outcome measurement instrument set in outpatient clinics with subsequent transfer to specialists is recommended for all intensive care unit survivors. This may increase awareness and reduce the burden of PICS.