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BACKGROUND AND OBJECTIVES: Postoperative delirium is a frequent and severe complication after cardiac surgery. Activity of butyrylcholinesterase (BChE) has been discussed controversially regarding a possible role in its development. This study aimed to investigate the relevance of BChE activity as a biomarker for postoperative delirium after cardiac surgery or percutaneous valve replacement. METHODS: A total of 237 patients who received elective cardiothoracic surgery or percutaneous valve replacement at a tertiary care centre were admitted preoperatively. These patients were tested with the Montreal Cognitive Assessment investigating cognitive deficits, and assessed for postoperative delirium twice daily for three days via the 3D-CAM or the CAM-ICU, depending on their level of consciousness. BChE activity was measured at three defined time points before and after surgery. RESULTS: Postoperative delirium occurred in 39.7% of patients (n = 94). Univariate analysis showed an association of pre- and postoperative BChE activity with its occurrence (p = 0.037, p = 0.001). There was no association of postoperative delirium and the decline in BChE activity (pre- to postoperative, p = 0.327). Multivariable analysis including either preoperative or postoperative BChE activity as well as age, MoCA, type 2 diabetes mellitus, coronary heart disease, type of surgery and intraoperative administration of red-cell concentrates was performed. Neither preoperative nor postoperative BChE activity was independently associated with the occurrence of postoperative delirium (p = 0.086, p = 0.484). Preoperative BChE activity was lower in older patients (B = -12.38 (95% CI: -21.94 to -2.83), p = 0.011), and in those with a history of stroke (B = -516.173 (95% CI: -893.927 to -138.420), p = 0.008) or alcohol abuse (B = -451.47 (95% CI: -868.38 to -34.55), p = 0.034). Lower postoperative BChE activity was independently associated with longer procedures (B = -461.90 (95% CI: -166.34 to -757.46), p = 0.002), use of cardiopulmonary bypass (B = -262.04 (95% CI: -485.68 to -38.39), p = 0.022), the number of administered red cell-concentrates (B = -40.99 (95% CI: -67.86 to -14.12), p = 0.003) and older age (B = -9.35 (95% CI: -16.04 to -2.66), p = 0.006). CONCLUSION: BChE activity is not independently associated with the occurrence of postoperative delirium. Preoperative BChE values are related to patients' morbidity and vulnerability, while postoperative activities reflect the severity, length and complications of surgery.
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Delirio , Diabetes Mellitus Tipo 2 , Delirio del Despertar , Anciano , Humanos , Butirilcolinesterasa , Estudios de Cohortes , Delirio/epidemiología , Delirio/etiología , Diabetes Mellitus Tipo 2/complicaciones , Delirio del Despertar/complicaciones , Complicaciones Posoperatorias/epidemiología , Complicaciones Posoperatorias/etiología , Estudios Prospectivos , Factores de RiesgoRESUMEN
PURPOSE: Radiology reports mostly contain free-text, which makes it challenging to obtain structured data. Natural language processing (NLP) techniques transform free-text reports into machine-readable document vectors that are important for creating reliable, scalable methods for data analysis. The aim of this study is to classify unstructured radiograph reports according to fractures of the distal fibula and to find the best text mining method. MATERIALS & METHODS: We established a novel German language report dataset: a designated search engine was used to identify radiographs of the ankle and the reports were manually labeled according to fractures of the distal fibula. This data was used to establish a machine learning pipeline, which implemented the text representation methods bag-of-words (BOW), term frequency-inverse document frequency (TF-IDF), principal component analysis (PCA), non-negative matrix factorization (NMF), latent Dirichlet allocation (LDA), and document embedding (doc2vec). The extracted document vectors were used to train neural networks (NN), support vector machines (SVM), and logistic regression (LR) to recognize distal fibula fractures. The results were compared via cross-tabulations of the accuracy (acc) and area under the curve (AUC). RESULTS: In total, 3268 radiograph reports were included, of which 1076 described a fracture of the distal fibula. Comparison of the text representation methods showed that BOW achieved the best results (AUCâ=â0.98; accâ=â0.97), followed by TF-IDF (AUCâ=â0.97; accâ=â0.96), NMF (AUCâ=â0.93; accâ=â0.92), PCA (AUCâ=â0.92; accâ=â0.9), LDA (AUCâ=â0.91; accâ=â0.89) and doc2vec (AUCâ=â0.9; accâ=â0.88). When comparing the different classifiers, NN (AUCâ=â0,91) proved to be superior to SVM (AUCâ=â0,87) and LR (AUCâ=â0,85). CONCLUSION: An automated classification of unstructured reports of radiographs of the ankle can reliably detect findings of fractures of the distal fibula. A particularly suitable feature extraction method is the BOW model. KEY POINTS: · The aim was to classify unstructured radiograph reports according to distal fibula fractures.. · Our automated classification system can reliably detect fractures of the distal fibula.. · A particularly suitable feature extraction method is the BOW model.. CITATION FORMAT: · Dewald CL, Balandis A, Becker LS etâal. Automated Classification of Free-Text Radiology Reports: Using Different Feature Extraction Methods to Identify Fractures of the Distal Fibula. Fortschr Röntgenstr 2023; 195: 713â-â719.
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Peroné , Radiología , Peroné/diagnóstico por imagen , Radiografía , Algoritmos , Aprendizaje Automático , Procesamiento de Lenguaje Natural , Radiología/métodosRESUMEN
PURPOSE: To determine the nature and frequency of duplicate prescriptions (DPs) in the emergency department (ED) by utilization of a novel categorization of DPs which differentiates between appropriate DPs (ADPs) and potentially inappropriate DPs (PIDPs). METHODS: In this retrospective cohort study, adult patients who presented to the ED for internal medicine of a large university hospital in northern Germany in 2018 and 2019 were screened for the presence of DPs. Descriptive statistical methods were used to characterize the nature and frequency of PIDPs compared to the frequency of ADPs. RESULTS: A total of 4208 patients were enrolled into the study. The median age of the study population was 63 years (interquartile range (IQR) 48-77), 53.9% were female. The patients took a median of 5 drugs (IQR 3-9). 10.9% of the study population were affected by at least one PIDP (at least one grade-1 PIDP: 6.1%; at least one grade-2 PIDP: 4.5%; at least one grade-3 PIDP: 1.1%). Non-opioid analgesics accounted for the majority of grade-1 PIDPs, while inhalatives were most frequently responsible for grade-2 and grade-3 PIDPs. Nearly half of the study population (48.6%) displayed at least one ADP. CONCLUSION: PIDPs pose a frequent pharmacological challenge in the ED. The medication review should comprise a systematic screening for PIDPs with a particular focus on non-opioid analgesics and inhalatives. ADPs were detected more frequently than PIDPs, questioning the predominant notion in the medical literature that DPs are exclusively deleterious.
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Analgésicos no Narcóticos , Adulto , Humanos , Femenino , Persona de Mediana Edad , Masculino , Estudios Retrospectivos , Analgésicos no Narcóticos/uso terapéutico , Prescripción Inadecuada , Prescripciones de Medicamentos , Servicio de Urgencia en Hospital , Analgésicos Opioides/uso terapéutico , Pautas de la Práctica en MedicinaRESUMEN
(1) Background: Neurological complications such as acute ischemic stroke or postoperative delirium are frequent after cardiac surgery or percutaneous valve replacement. This study aimed to identify corresponding risk factors. (2) Methods: 297 patients with percutaneous valve replacement or cardiac surgery were postoperatively screened for neurological complications such as delirium, stroke, seizures and hallucinations twice daily for three days. Pre- and perioperative risk factors were evaluated in a multivariate model. (3) Results: Neurological complications occurred in 43.8% (n = 130) as composed of delirium (43.43%, n = 129), stroke (2.7%, n = 8), seizures (1.35%, n = 4) and real hallucinations (3.36%, n = 10). Multiple logistic regression revealed an association of neurological complications with lower Montreal Cognitive Assessment scores (Exp(B) 2.042; 95% CI, 1.183−3.525, p = 0.010), older age (Exp(B) 1.071; 95% CI, 1.036−1.107, p < 0.001), red blood cell transfusions until postoperative day 3 (Exp(B) 1.157; 95% CI, 1.030−1.300, p = 0.014), history of heart failure (Exp(B) 1.985; 95% CI, 1.130−3.487, p = 0.017) and increased CRP levels (Exp(B) 1.004; 95% CI, 1.000−1.008, p = 0.037). (4) Conclusions: Postoperative delirium remains a frequent complication after cardiac surgery, while stroke and seizures occur rarely. A preoperative risk profile including older age, history of heart failure and cognitive impairment was identified for a complicated postoperative course. However, the impact of an intense inflammatory response must not be neglected.
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Anesthetics penetrate the blood-brain-barrier (BBB) and - as confirmed preclinically - transiently disrupt it. An analogous consequence in humans has remained unproven. In mice, we previously reported that upon BBB dysfunction, the brain acts as 'immunoprecipitator' of autoantibodies against N-methyl-D-aspartate-receptor subunit-NR1 (NMDAR1-AB). We thus hypothesized that during human anesthesia, pre-existing NMDAR1-AB will specifically bind to brain. Screening of N = 270 subjects undergoing general anesthesia during cardiac surgery for serum NMDAR1-AB revealed N = 25 NMDAR1-AB seropositives. Only N = 14 remained positive post-surgery. No changes in albumin, thyroglobulin or CRP were associated with reduction of serum NMDAR1-AB. Thus, upon anesthesia, BBB opening likely occurs also in humans.
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BACKGROUND: The COVID-19 pandemic has caused a significant impact on the medical care of many diseases and has led to reduced presentations to the emergency department. Reduced presentations may be due to overwhelmed capacities of hospitals or collateral damage from fear of infection, lockdown regulations, or other reasons. The effect on patients with liver cirrhosis is not established. OBJECTIVE: We aim to assess the impact on the care of patients with liver cirrhosis in a tertiary center in Northern Germany. METHODS: All patients presenting to the emergency department with a diagnosis of cirrhosis between March 1 and May 31 from 2015-2020 were included. Reasons for presentation, duration of symptoms, the severity of liver disease, and 30-day mortality were assessed and compared between patients presenting during the COVID-19 pandemic and pre-COVID-19. RESULTS: Overall, 235 patients were included. Despite an overall decline in presentations to the emergency department by 11.7%, the frequency of patients presenting with liver cirrhosis has remained stable (non-significant increase by 19.5%). No significant difference could be detected for the MELD score, the CLIF-organ failure subscores, and the 30-day mortality before and during the COVID-19 pandemic. Up to 75% of patients with liver cirrhosis had symptoms >24 h before presenting to the emergency department. CONCLUSION: Despite the overall trend of reduced emergency presentations during the COVID-19 pandemic, the frequency of presentations of patients with liver cirrhosis did not decline. Morbidity and mortality were not affected in a setting of disposable healthcare resources. The late presentation to the emergency department in many cirrhotic patients may open opportunities for interventions (i.e., with early telemedicine intervention).
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COVID-19 , Pandemias , Control de Enfermedades Transmisibles , Servicio de Urgencia en Hospital , Alemania/epidemiología , Humanos , Cirrosis Hepática/diagnóstico , Cirrosis Hepática/epidemiología , SARS-CoV-2RESUMEN
BACKGROUND: Hand injuries are common in sports and associated with high dropout rates and costs. Hence, efforts should strive for further risk prevention measures in order to increase safety in sports. This implies knowledge of sports injury risk profiles. So far, major surveillance programs exist mainly in Anglo-American countries, reflecting the specific concerns of sports in this part of the world. Data on sports injuries within Europe are scarce. As sports behaviour appears to vary demographically, we hypothesised that risk injury profiles differ as well. METHODS: To assess whether the described sports injuries of the hand are applicable to the German population, we performed a five-year retrospective, single-centre analysis of sports-related hand injuries, using data from the Enterprise Clinical Research Data Warehouse of the Hannover Medical School. RESULTS: Notable differences in comparison to other data were observed. Ball sports, cycling and equestrian sports caused most of the recorded hand injuries, which were predominantly fractures of the wrist and hand. Hand injuries in equestrian sports were associated with significantly higher operation and hospitalisation rates as well as a significantly longer inpatient treatment. CONCLUSION: Risk profiles for sports-related hand injuries appear to differ not only in terms of age- and sex, but also geographically. Nation- and Europe-wide hand trauma registries as well as a broad registry participation are necessary in order to accurately assess the risk patterns in Europe; henceforth reducing hand injuries and their sequelae.
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Traumatismos en Atletas , Traumatismos de la Mano , Deportes , Traumatismos en Atletas/diagnóstico , Traumatismos en Atletas/epidemiología , Europa (Continente) , Traumatismos de la Mano/epidemiología , Humanos , Estudios Retrospectivos , Estados UnidosRESUMEN
OBJECTIVES: Prospective registration of animal studies has been suggested as a new measure to increase value and reduce waste in biomedical research. We sought to further explore and quantify animal researchers' attitudes and preferences regarding animal study registries (ASRs). DESIGN: Cross-sectional online survey. SETTING AND PARTICIPANTS: We conducted a survey with three different samples representing animal researchers: i) corresponding authors from journals with high Eigenfactor, ii) a random Pubmed sample and iii) members of the CAMARADES network. MAIN OUTCOME MEASURES: Perceived level of importance of different aspects of publication bias, the effect of ASRs on different aspects of research as well as the importance of different research types for being registered. RESULTS: The survey yielded responses from 413 animal researchers (response rate 7%). The respondents indicated, that some aspects of ASRs can increase administrative burden but could be outweighed by other aspects decreasing this burden. Animal researchers found it more important to register studies that involved animal species with higher levels of cognitive capabilities. The time frame for making registry entries publicly available revealed a strong heterogeneity among respondents, with the largest proportion voting for "access only after consent by the principal investigator" and the second largest proportion voting for "access immediately after registration". CONCLUSIONS: The fact that the more senior and experienced animal researchers participating in this survey clearly indicated the practical importance of publication bias and the importance of ASRs underscores the problem awareness across animal researchers and the willingness to actively engage in study registration if effective safeguards for the potential weaknesses of ASRs are put into place. To overcome the first-mover dilemma international consensus statements on how to deal with prospective registration of animal studies might be necessary for all relevant stakeholder groups including animal researchers, academic institutions, private companies, funders, regulatory agencies, and journals.
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Experimentación Animal/estadística & datos numéricos , Animales de Laboratorio , Actitud , Investigación Biomédica/normas , Sistema de Registros/estadística & datos numéricos , Sistema de Registros/normas , Investigadores/psicología , Animales , Estudios Transversales , Humanos , Estudios Prospectivos , Sesgo de Publicación , Proyectos de Investigación , Encuestas y CuestionariosRESUMEN
The Logical Observation Identifiers, Names and Codes (LOINC) is a common terminology used for standardizing laboratory terms. Within the consortium of the HiGHmed project, LOINC is one of the central terminologies used for health data sharing across all university sites. Therefore, linking the LOINC codes to the site-specific tests and measures is one crucial step to reach this goal. In this work we report our ongoing efforts in implementing LOINC to our laboratory information system and research infrastructure, as well as our challenges and the lessons learned. 407 local terms could be mapped to 376 LOINC codes of which 209 are already available to routine laboratory data. In our experience, mapping of local terms to LOINC is a widely manual and time consuming process for reasons of language and expert knowledge of local laboratory procedures.
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Logical Observation Identifiers Names and Codes , Sistemas de Información en Laboratorio Clínico , Laboratorios , UniversidadesRESUMEN
BACKGROUND & AIMS: Bacterial infections, in particular a spontaneous bacterial peritonitis (SBP), are a major threat in patients with liver cirrhosis. Recently, it has been shown that the impact on mortality might be underestimated by established risk-scores. Onset of infection was suggested to define a distinct stage of cirrhosis. However, it remains unclear whether all stages of decompensated cirrhosis are equally affected. Moreover, if there is such a distinct stage, it must be determined whether it is reversible after the infection has resolved. In this study we aimed to further analyze the impact of a current as well as a resolved SBP in different stages of decompensated liver cirrhosis. METHODS: A number of 579 patients with liver cirrhosis and ascites were included. MELD-score was used to determine the stage of liver disease. Low (<15), intermediate (15-25) and high (>25) MELD-groups were compared. Patients were followed up for 90 days. Primary endpoint was overall mortality. Statistical analyses were performed using the log-rank test, Cox regression and competing risk analysis. RESULTS: Mortality was significantly higher in patients with nosocomial-acquired SBP (nSBP) compared to patients without SBP (p<0.001;HR = 2.05). However, the most prominent difference in mortality was documented in the intermediate MELD-group (nSBP: p = 0.02;HR = 2.10). Importantly, mortality in nSBP patients remained increased even after the initial nSBP episode had resolved (p<0.01;HR = 1.90). Again, this was only significant in those with intermediate MELD-scores (p = 0.02;HR = 2.28). While a current as well as a resolved nSBP were significantly linked to a higher mortality, neither of them did increase the likelihood for liver transplantation. CONCLUSIONS: Development of nSBP is independently associated with increased mortality supporting the concept of a distinct status of cirrhosis. Importantly, the prognosis remains unfavorable even after resolution of nSBP. This could be particularly relevant for patients with intermediate MELD-scores, who have limited chances for a donor liver.
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Infección Hospitalaria/complicaciones , Enfermedad Hepática en Estado Terminal/complicaciones , Cirrosis Hepática/complicaciones , Peritonitis/complicaciones , Anciano , Infección Hospitalaria/mortalidad , Enfermedad Hepática en Estado Terminal/mortalidad , Femenino , Humanos , Cirrosis Hepática/mortalidad , Masculino , Persona de Mediana Edad , Peritonitis/microbiología , Peritonitis/mortalidad , Pronóstico , Tasa de SupervivenciaRESUMEN
BACKGROUND: The safety of non-selective ß-blockers in patients with advanced cirrhosis has been questioned in recent years. It was hypothesised that there is a particular therapeutic window. However, the specific limits still need to be determined. AIM: To evaluate potential limits of the therapeutic window of non-selective ß-blocker therapy in patients with cirrhosis and ascites METHODS: The impact of non-selective ß-blockers on 28-day transplant-free survival was analysed in a cohort of 624 consecutive patients with decompensated cirrhosis and ascites. Three potential limits were investigated: spontaneous bacterial peritonitis, acute-on-chronic liver failure, mean arterial blood pressure ≤ 82 and < 65 mm Hg. RESULTS: Treatment with non-selective ß-blockers was associated with a higher 28-day transplant-free survival in the overall cohort (hazard ratio: 0.621; P = .035) as well as in patients with acute-on-chronic liver failure (hazard ratio: 0.578; P = .031) and those with spontaneous bacterial peritonitis (hazard ratio: 0.594; P = .073). In contrast, survival benefits were markedly attenuated in patients with a mean arterial blood pressure ≤ 82 mm Hg and completely lost in those with mean arterial blood pressure < 65 mm Hg (P = .536). In spontaneous bacterial peritonitis patients with a mean arterial blood pressure < 65 mm Hg non-selective ß-blocker treatment was associated with renal impairment. Of note, among those with a mean arterial blood pressure ≥ 65 mm Hg non-selective ß-blocker intake was consistently associated with superior transplant-free survival (hazard ratio: 0.582; P = .029) irrespective of the presence of spontaneous bacterial peritonitis (hazard ratio: 0.435; P = .028) or acute-on-chronic liver failure (hazard ratio: 0.480 P = .034). CONCLUSIONS: Ascites, acute-on-chronic liver failure and spontaneous bacterial peritonitis do not limit the safe use of non-selective ß-blockers in patients with cirrhosis. Mean arterial blood pressure might represent a better indicator to determine the therapeutic window of non-selective ß-blocker treatment.
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Antagonistas Adrenérgicos beta/administración & dosificación , Presión Arterial , Cirrosis Hepática/tratamiento farmacológico , Insuficiencia Hepática Crónica Agudizada/tratamiento farmacológico , Insuficiencia Hepática Crónica Agudizada/fisiopatología , Adulto , Anciano , Infecciones Bacterianas/tratamiento farmacológico , Infecciones Bacterianas/fisiopatología , Femenino , Humanos , Cirrosis Hepática/fisiopatología , Masculino , Persona de Mediana Edad , Peritonitis/tratamiento farmacológico , Peritonitis/fisiopatologíaRESUMEN
The Logical Observation Identifiers, Names and Codes (LOINC) is a common terminology used for standardizing laboratory terms. Within the HiGHmed consortium, LOINC is used as a central terminology for health data sharing across all university hospital sites. Therefore, linking the LOINC codes to the site-specific tests and measures is one crucial step to reach this goal. In this work we report our ongoing work in implementing LOINC to the laboratory information system, our challenges and lessons learned.
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Sistemas de Información en Laboratorio Clínico , Logical Observation Identifiers Names and Codes , Laboratorios , Facultades de MedicinaRESUMEN
INTRODUCTION: Type 2 diabetes mellitus (DM) is a frequent comorbidity among patients with liver cirrhosis. However, data regarding the impact of DM on spontaneous bacterial peritonitis (SBP) are quite limited. Our aim was to analyze the impact of DM and HbA1c values on the incidence of SBP and mortality in patients with liver cirrhosis and ascites. METHODS: A number of 475 consecutive patients with liver cirrhosis and ascites were analyzed. Presence of DM as well as HbA1c was assessed at the time of the first paracentesis. Patients were followed up for a mean of 266 days. Primary endpoints were SBP development and mortality. RESULTS: Overall, 118 (25%) patients were diagnosed with DM. DM patients had an increased risk for developing a SBP during follow-up (HR: 1.51; p = 0.03). SBP incidence was particularly high in DM patients with HbA1c values ≥6.4%, significantly higher than in DM patients with HbA1c values <6.4% (HR: 4.21; p = 0.0002). Of note, DM patients with HbA1c <6.4% at baseline had a similar risk for SBP as those without DM (HR: 0.93; p = 0.78, respectively). After excluding all patients who were eligible for secondary antibiotic prophylaxis, HbA1c ≥6.4% but neither bilirubin nor ascites protein level were associated with primary SBP development in the multivariate analysis (p = 0.003). CONCLUSIONS: Individuals with liver cirrhosis and concomitant DM have a higher risk for developing a SBP. HbA1c values may be useful to further stratify the risk for SBP among DM patients, which may help to identify those who benefit from antibiotic prophylaxis.
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Ascitis/complicaciones , Infecciones Bacterianas/complicaciones , Diabetes Mellitus Tipo 2/sangre , Diabetes Mellitus Tipo 2/complicaciones , Hemoglobina Glucada/metabolismo , Cirrosis Hepática/complicaciones , Peritonitis/complicaciones , Adulto , Anciano , Profilaxis Antibiótica , Infecciones Bacterianas/prevención & control , Biomarcadores/sangre , Femenino , Humanos , Cirrosis Hepática/prevención & control , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Pronóstico , Factores de Riesgo , Análisis de SupervivenciaRESUMEN
BACKGROUND & AIMS: Spontaneous bacterial peritonitis is a severe complication in patients with cirrhosis leading to acute kidney injury, hepatic encephalopathy and a high mortality. In this study, we aimed to investigate the impact of proton pump inhibitors and the potential relevance of the taken dosage on the incidence and clinical course of spontaneous bacterial peritonitis. METHODS: Overall, 613 consecutive patients with decompensated cirrhosis were included. All patients were carefully evaluated for proton pump inhibitors intake including the applied dosage and were further followed up for spontaneous bacterial peritonitis development as well as for the incidence of clinical complications like hepatic encephalopathy, acute kidney injury and mortality. RESULTS: Cumulative spontaneous bacterial peritonitis incidence did neither differ between the proton pump inhibitors and the no-proton pump inhibitors group nor between those taking the high (>40 mg/d) and the low (10-40 mg/d) proton pump inhibitors' dose. However, proton pump inhibitors' intake was associated with an impaired clinical course of spontaneous bacterial peritonitis reflected by a higher likelihood for acute kidney injury (71% vs 43%; P = .002), severe hepatic encephalopathy (15% vs 0%; P = .04) and an increased mortality (24% vs 0%; P = .008) within 28 days after spontaneous bacterial peritonitis diagnosis. In particular, patients with proton pump inhibitors dosages >40 mg/d had an increased short-term risk for acute kidney injury (adjusted hazard ratio: 1.86; P = .009) and mortality (adjusted hazard ratio: 2.05; P = .02). In contrast, there was no effect of proton pump inhibitors on acute kidney injury, hepatic encephalopathy and mortality in patients without spontaneous bacterial peritonitis irrespective of the applied proton pump inhibitors dosage. CONCLUSIONS: High dosages of proton pump inhibitors are associated with an adverse outcome in patients with spontaneous bacterial peritonitis. Thus, indication for high-dosage proton pump inhibitors therapy should be evaluated carefully in these patients.