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Aneurysmal subarachnoid haemorrhage (aSAH) can lead to complications such as acute hydrocephalic congestion. Treatment of this acute condition often includes establishing an external ventricular drainage (EVD). However, chronic hydrocephalus develops in some patients, who then require placement of a permanent ventriculoperitoneal (VP) shunt. The aim of this study was to employ recurrent neural network (RNN)-based machine learning techniques to identify patients who require VP shunt placement at an early stage. This retrospective single-centre study included all patients who were diagnosed with aSAH and treated in the intensive care unit (ICU) between November 2010 and May 2020 (n = 602). More than 120 parameters were analysed, including routine neurocritical care data, vital signs and blood gas analyses. Various machine learning techniques, including RNNs and gradient boosting machines, were evaluated for their ability to predict VP shunt dependency. VP-shunt dependency could be predicted using an RNN after just one day of ICU stay, with an AUC-ROC of 0.77 (CI: 0.75-0.79). The accuracy of the prediction improved after four days of observation (Day 4: AUC-ROC 0.81, CI: 0.79-0.84). At that point, the accuracy of the prediction was 76% (CI: 75.98-83.09%), with a sensitivity of 85% (CI: 83-88%) and a specificity of 74% (CI: 71-78%). RNN-based machine learning has the potential to predict VP shunt dependency on Day 4 after ictus in aSAH patients using routine data collected in the ICU. The use of machine learning may allow early identification of patients with specific therapeutic needs and accelerate the execution of required procedures., (© 2024. The Author(s).)

Background: Mechanical thrombectomies (MT) in stroke have changed the standard treatment regimen with a continuous increase of MTs during the last years. A subsequent reduction in the rates of decompressive craniectomies (DC) as well as a change in clinical characteristics of patients undergoing an additional DC after MT may be assumed. Therefore, objective of this study was to investigate the influence of nowadays regularly performed MT on patients undergoing DC., Methods: Patients with DC due to cerebral infarctions between January 2009 and January 2018 were included. Patients' clinical presentation and surgical parameters were collected retrospectively. Initial GCS and NIHSS, extent of the stroke, time interval from symptom onset to DC, and neurological outcome were compared between patients with and without thrombectomy., Results: A total of 5469 ischemic strokes were treated in the investigated period, leading to DC in 119 cases (2.2%). A decrease in the rate of performed DCs was recorded: in 2009, 2.8% of ischemic stroke patients underwent surgery compared to 1.9% in 2017. In the meantime, the number of MTs in our center has increased from 84 in 2014 to 160 in 2017. MT was performed in 32 patients prior to DC. No significant differences could be seen between the groups regarding age, initial NIHSS (median 18 in both groups, p = 0.81), extent of the infarctions prior to DC (median ASPECTS 0 in both groups, p = 0.87), time interval from symptom onset to DC, and neurological outcome., Conclusions: The introduction of routinely performed MT as part of the standard treatment regimen for ischemic stroke has led to a decrease in DCs. However, DC patients with and without MT showed no differences regarding their initial clinical criteria and outcome. These results suggest that earlier DC studies in patients with MCA infarction also apply for the collective of thrombectomized patients.

The pathophysiology of delayed cerebral ischemia (DCI) after aneurysmal subarachnoid hemorrhage (aSAH) is incompletely understood. Intrathecal activation of inflammatory immune cells is suspected to play a major role for the induction of DCI. The aim of this study is to identify immune cell subsets and mediators involved in the pathogenesis of DCI. We prospectively collected blood and CSF from 25 patients with aSAH at early and late time points. We performed multicolor flow cytometry of peripheral blood and CSF, analyzing immune cell activation and pro-inflammatory cyto- and chemokines. In addition to the primary immune analysis, we retrospectively analyzed immune cell dynamics in the CSF of all our SAH patients. Our results show an increased monocyte infiltration secondary to aneurysm rupture in patients with DCI. Infiltrating monocytes are defined by a non-classical (CD14 dim CD16 + ) phenotype at early stages. The infiltration is most likely triggered by the intrathecal immune activation. Here, high levels of pro-inflammatory chemokines, such as CXCL1, CXCL9, CXCL10, and CXCL11, are detected. The intrathecal cellular activation profile of monocytes was defined by upregulation of CD163 and CD86 on monocytes and a presumable later differentiation into antigen-presenting plasmacytoid dendritic cells (pDCs) and hemosiderophages. Peripheral immune activation was reflected by CD69 upregulation on T cells. Analysis of DCI prevalence, Hunt and Hess grade, and clinical outcome correlated with the degree of immune activation. We demonstrate that monocytes and T cells are activated intrathecally after aSAH and mediate a local inflammatory response which is presumably driven by chemokines. Our data shows that the distinct pattern of immune activation correlates with the prevalence of DCI, indicating a pathophysiological connection to the incidence of vasospasm.

Background: Aneurysmal subarachnoid hemorrhage (SAH) as a serious type of stroke is frequently accompanied by a so-called initial thunderclap headache. However, the occurrence of burdensome long-term headache following SAH has never been studied in detail so far. The aim of this study was to determine the prevalence and characteristics of long-term burdensome headache in good-grade SAH patients as well as its relation to health-related quality of life (HR-QOL)., Methods: All SAH cases treated between January 2014 and December 2016 with preserved consciousness at hospital discharge were prospectively interviewed regarding burdensome headache in 2018. Study participants were subsequently scrutinized by means of a standardized postal survey comprising validated pain and HR-QOL questionnaires. A retrospective chart review provided data on the initial treatment., Results: A total of 93 out of 145 eligible SAH patients participated in the study (62 females). A total of 41% (38/93) of subjects indicated burdensome headache at follow-up (mean 32.6 ± 9.3 months). Comparison between patients with (HA+) and without long-term headache (HA-) revealed significantly younger mean age (47.9 ± 11.8 vs. 55.6 ± 10.3 years; p < .01) as well as more favorable neurological conditions (WFNS I/II: 95% vs. 75%; p = .03) in HA+ cases. The mean average headache of the HA+ group was 3.7 ± 2.3 (10-point numeric rating scale), and the mean maximum headache intensity was 5.7 ± 2.9. Pain and HR-QOL scores demonstrated profound alterations in HA+ compared to HA- patients., Conclusions: Our results suggest that a considerable proportion of SAH patients suffers from burdensome headache even years after the hemorrhage. Moreover, long-term headache is associated with reduced HR-QOL in these cases.

Background: The Woven EndoBridge (WEB) device has been increasingly used for the treatment of intracranial aneurysms after aneurysmal subarachnoid hemorrhage (SAH). Still, recent major clinical trials on patient management after SAH have defined WEB embolization as an exclusion criterion. In an analysis of an unselected patient cohort, we evaluate the early clinical course of SAH patients after WEB treatment compared to those treated with endovascular coiling or surgical clipping., Methods: Data of all patients with proven SAH who were either treated with a WEB device, coil embolization, or neurosurgical clipping between March 2015 and August 2018 was systematically reviewed. Clinical parameters on intensive care unit (ICU), medical history and mortality rates were evaluated and compared between the different treatment approaches., Results: Of all 201 patients included, 107 patients received endovascular coil embolization, 56 patients were treated with clipping and in 38 cases a WEB device was placed. The overall mortality was 17.9%. Thirteen patients (34.2%) in the WEB group had a Hunt and Hess grade > 3. Essential medical factors showed no clinically relevant differences between the treatment groups, and the analyzed blood parameters were predominantly within physiological limits without any relevant outliers. The Hunt and Hess grade but not the treatment modality was identified as independent risk-factor associated with ICU-mortality in the overall cohort (p < 0.001)., Conclusion: In this study, there was no difference in the early clinical course between those treated with WEB embolization, coil embolization, or neurosurgical clipping. Since WEB embolization is a valuable treatment alternative to coiling, it seems not justified to exclude this procedure from upcoming clinical SAH trials, yet the clinical long-term outcome, aneurysm occlusion, and retreatment rates have to be analyzed in further studies., Clinical Trial Registration Number: not applicable.

Background: Vancomycin and meropenem are frequently used as empiric treatment for ventriculitis. Penetration into the cerebrospinal fluid (CSF) depends on various factors with a high inter-individual variability. Because attaining and maintaining adequate concentrations of meropenem and vancomycin in the CSF is crucial for their bactericidal effect, we introduced a routine therapeutic drug monitoring (TDM) from CSF and serum for both antibiotics. We studied the antibiotic penetration into the CSF., Methods: Patient data including serum and CSF concentrations for meropenem and vancomycin were collected in a retrospective fashion. Antibiotic CSF penetration ratio was calculated for each patient. Antibiotics were administered by continuous infusion aiming for serum target concentrations of 20-30 mg/L for vancomycin and 16-32 mg/L for meropenem., Results: Twenty-two patients with 36 CSF/serum pairs for meropenem and 43 pairs for vancomycin were studied. No patient suffered from renal or liver insufficiency. Mean vancomycin serum concentration was 22 ± 8 mg/L and the mean CSF concentration 4.5 ± 2.6 mg/L. CSF penetration was 20 ± 11% (coefficient of determination (R 2 ) 0.02). For meropenem, the mean serum concentration was 30.7 ± 14.9 mg/L, mean CSF concentration 5.5 ± 5.2 mg/L, and a penetration of 18 ± 12%, R 2  = 0.42., Conclusion: Penetration of meropenem and vancomycin into the CSF is low while showing a high interindividual variability. Various patients in our study cohort were at risk for insufficient target attainment in CSF. Continuous administration of antibiotics under routine TDM appears to be a feasible and reasonable approach for optimization of intrathecal drug levels in patients suffering from ventriculitis. TDM might guide individual dosing adaptation and efforts to predict the CSF penetration of meropenem and vancomycin in cases of ventriculitis.

Background: Multidrug-resistant organisms (MDRO) are an increasing problem in critical care medicine. This study describes for the first time the rate and impact of MDRO in patients suffering from aneurysmal subarachnoid hemorrhage (SAH)., Methods: Anonymized data of SAH patients admitted to our institution from November 2010 to August 2017 were retrospectively reviewed. Patients with microbiological tests positive for MDRO were identified. Screening of MDRO was in consensus with national recommendations., Results: 449 SAH patients were reviewed with 18 patients (prevalence: four MDRO-positive patients per 100 SAH patients) having positive tests for MDRO during their hospital stay. The prevalence upon admission was 1.3 MDRO-positive patients per 100 patients. The acquisition rate was 1.1 MDRO-positive patients per 1000 hospital days. Patients positive for an MDRO had a significantly extended length of stay in intensive care (mean ± SD 26.7 ± 13.0 versus 18.4 ± 11.7 days, p = 0.004) and in hospital (mean ± SD 33.9 ± 12.4 versus 24.4 ± 12.6 days, p = 0.002). MDRO detection was associated with a significant prolonged duration of mechanical ventilation (median (IQR) 254.0 (14.9-632.8) versus 37.5 (3.3-277.0) hours, p = 0.02). There was no statistically significant effect on the Glasgow Outcome Scale (GOS) at discharge and at follow-up after 164.4 ± 113.0 days., Conclusions: MDRO positivity is present in 4% of aneurysmal SAH patients. It seems to be associated with a prolonged length of stay and prolonged duration of mechanical ventilation. The importance of infection control standards in neurointensive care units is emphasized.

Background: Early prediction of increased morbidity and mortality in aneurysmal subarachnoid hemorrhage (aSAH) remains crucial to improving patient management. Most prediction models lack external validation and focus on disease-specific items without considering physiological parameters and the past medical history. The aim was to assess the validity of the established Simplified Acute Physiology Score II (SAPS-II) in an aSAH cohort for the prediction of hospital mortality and to identify additional physiological and clinical predictors., Methods: The predictive value of SAPS-II for hospital mortality was assessed in a retrospective analysis of 263 consecutive patients with aSAH. Additional physiological and clinical parameters including the past medical history were analyzed by forward selection multivariate analysis to identify independent predictors of hospital mortality and to improve the prediction model., Results: The SAPS-II predicted hospital mortality with an area under the curve (AUC) of 0.834 with an odds ratio (OR) of 1.097 [95 % confidence interval 1.067-1.128) for each additional point. Forward selection multivariate analysis identified the Glasgow Coma Scale score (P < 0.001), history of chronic headache (P = 0.01) and medication with anticoagulants (P = 0.04) as independent predictors of hospital mortality. Adding these parameters to the SAPS-II, the AUC increased to 0.86., Conclusion: This study validates the predictive accuracy of SAPS-II for hospital mortality in aSAH patients. Additional parameters from the past medical history increase its predictive power. From a practical viewpoint, SAPS-II alone already represents a sufficient and powerful score to predict hospital mortality at an early time point and may help to improve patient management.

Background: Intraventricular hemorrhage (IVH) in patients suffering from aneurysmal subarachnoid hemorrhage (aSAH) is a known negative predictor. Scoring systems like Fisher, Le Roux, and original Graeb score (oGS) are established to quantify the volume of IVH. The aim of this study was to evaluate the validity of the recently introduced modified Graeb score (mGS) in patients with aSAH., Methods: A retrospective analysis of the validity of the oGS and mGS in 257 aSAH patients was performed to assess and compare the predictive value of hospital mortality, development of CHC, and early functional outcome., Results: In univariate analysis, an increase in either the oGS or mGS was associated with a higher risk for hospital mortality, development of CHC, and poor early functional outcome. The correlation of the oGS and mGS was excellent using Pearson's product-moment (r = 0.918; p < 0.001). The predictive value of the oGS was superior to the predictive value of the mGS using receiver operating characteristics and corresponding area under the curve value as there was no statistical significant differences between the scores., Conclusions: Our study confirms the validity of the recently introduced mGS to quantify the volume of IVH and extends its value in aSAH. However, the mGS offers no additional predictive value for hospital mortality, development of CHC, and poor early functional outcome in patients with aSAH patients compared to the less complex oGS.

Background: The aim of this study was to evaluate serum nimodipine concentrations in patients with aneurysmal subarachnoid hemorrhage (SAH) after parenteral therapy and a following course of enteral administration., Methods: SAH patients were treated with intravenous nimodipine (2 mg/h) during the 1st week after hemorrhage, and on day 8, we switched over to enteral administration (60 mg/4 h), either orally or by gavage. Serum nimodipine concentrations were measured on days 3, 5, 8, 9 and 12. Area under the curve (AUC) was calculated during parenteral and enteral therapy. The data of 15 patients were analyzed retrospectively., Results: In this study, 157 blood samples were obtained. In seven samples, during the administration by gavage to two patients with high-grade SAH, the serum nimodipine concentrations were negligible. The AUC values during parenteral administration (median 149.3 ng-h/ml) were significantly higher than during oral administration on days 9 (median 92.1 ng-h/ml) and 12 (median 44.1 ng-h/ml) in seven patients (p = 0.030 and p = 0.016, respectively). The AUC values during parenteral administration were significantly higher than during administration by gavage on day 9 in eight patients (median 87.9 and 34 ng-h/ml, respectively, p = 0.001). The AUC values during enteral administration were higher in patients who received nimodine orally than in those who received it by gavage (median 52.3 and 23.1 ng-h/ml, respectively, p = 0.006)., Conclusions: Enteral administration of nimodipine showed lower bioavailability during the 2nd week after SAH compared to parenteral application during the 1st week. Negligible serum concentrations were even expected when nimodipine was given by gavage in patients with high-grade SAH, thus suggesting that parenteral administration may be the better route in these patients.

Background: Reliable prognostic tools to estimate the case fatality rate (CFR) and the development of chronic hydrocephalus (CHC) in aneurysmal subarachnoid hemorrhage (SAH) are not well defined. This study aims to investigate the practicability and reliability of Fisher, Graeb, and LeRoux scores for SAH patient prognosis., Methods: A total of 206 patients with aneurysmal SAH were retrospectively analyzed in prediction of CFR and CHC. Clinical data was evaluated and grading was performed using Fisher, Graeb, and LeRoux scores. Univariate and multivariate analyses were performed to identify relevant predictive parameters., Results: CFR was 17.0 % and was associated with higher age, higher Hunt & Hess (H&H) grade, lower Glasgow Coma Scale (GCS) at admission, as well as a higher Fisher, Graeb, and LeRoux score (p < 0.001). There were 19.9 % that developed CHC requiring permanent cerebrospinal fluid diversion. Low initial GCS (p = 0.003), high H&H (p < 0.001), intracerebral hematoma (p = 0.003), high Fisher (p = 0.047), Graeb and LeRoux scores (p < 0.001) were associated with a higher rate of ventricular-peritoneal shunting (VPS) in surviving patients. In multivariate analyses, Graeb score (odds ratio (OR) 1.183 [1.027, 1.363], p = 0.020), LeRoux score (OR 1.120 [1.013-1.239, p = 0.027), and H&H (OR 2.715 [1.496, 4.927], p = 0.001) remained independent prognostic factors for VPS., Conclusions: Graeb or LeRoux scores improve the prediction of shunt dependency and in parts of CFR in aneurysmal SAH patients therefore confirming the relevance of the extent and distribution of intraventricular blood for the clinical course in SAH.