Covid-19 triage in the emergency department 2.0: how analytics and AI transform a human-made algorithm for the prediction of clinical pathways

The Covid-19 pandemic has pushed many hospitals to their capacity limits. Therefore, a triage of patients has been discussed controversially primarily through an ethical perspective. The term triage contains many aspects such as urgency of treatment, severity of the disease and pre-existing conditions, access to critical care, or the classification of patients regarding subsequent clinical pathways starting from the emergency department. The determination of the pathways is important not only for patient care, but also for capacity planning in hospitals. We examine the performance of a human-made triage algorithm for clinical pathways which is considered a guideline for emergency departments in Germany based on a large multicenter dataset with over 4,000 European Covid-19 patients from the LEOSS registry. We find an accuracy of 28 percent and approximately 15 percent sensitivity for the ward class. The results serve as a benchmark for our extensions including an additional category of palliative care as a new label, analytics, AI, XAI, and interactive techniques. We find significant potential of analytics and AI in Covid-19 triage regarding accuracy, sensitivity, and other performance metrics whilst our interactive human-AI algorithm shows superior performance with approximately 73 percent accuracy and up to 76 percent sensitivity. The results are independent of the data preparation process regarding the imputation of missing values or grouping of comorbidities. In addition, we find that the consideration of an additional label palliative care does not improve the results

MOESM2 of Laboratory parameters in lean NAFLD: comparison of subjects with lean NAFLD with obese subjects without hepatic steatosis

Additional file 2: Table S2. Previous studies on lean NAFLD with numbers of subjects/patients, lean NAFLD subjects/patients, and authors

Alveolar echinococcosis in immunocompromised hosts.

BACKGROUND Alveolar echinococcosis (AE) results of an infection with the larval stage of Echinococcus multilocularis. It has been increasingly described in individuals with impaired immune responsiveness. OBJECTIVES This narrative review aims at describing the presentation of AE according to the type of immune impairment, based on retrospective cohorts and case reports. Implications for patient management and future research are proposed accordingly. SOURCES Targeted search was conducted in PubMed using ((alveolar echinococcosis) OR (multilocularis)) AND ((immunosuppressive) OR (immunodeficiency) OR (AIDS) OR (solid organ transplant) OR (autoimmunity) OR (immune deficiency)). Only publications in English were considered. CONTENT Seventeen publications were found, including 13 reports of 55 AE in immunocompromised patients (AE/IS) and 4 retrospective studies of 755 AE immunocompetent patients (AE/IC) and 115 AE/IS (13%). The cohorts included 9 (1%) solid organ transplantation (SOT) recipients, 2 (0.2%) HIV patients, 41 (4.7%) with chronic inflammatory/autoimmune diseases (I/AID) and 72 (8.3%) with malignancies. SOT, I/AID and malignancies, but not HIV infection, were significantly associated with AE (odds ratios of 10.8, 1.6, 5.9 and 1.3, respectively). Compared to AE/IC, AE/IS was associated with earlier diagnosis (PNM stages I-II: 49/85 (58%) vs 137/348 (39%), p<0.001), higher rate of atypical imaging (24/50 (48%) vs 106/375 (28%), p<0.01) and lower sensitivity of serology (19/77 (25%) vs 265/329 (81%), p<0.001). Unusually extensive or disseminated infections were described in SOT and I/AID patients. IMPLICATIONS Patients who live in endemic areas should benefit from serology before onset of a long-term immunosuppressive therapy, even if the cost-benefit ratio has to be evaluated. Physicians should explain AE to immunocompromised patients and think about AE when finding a liver lesion. Further research should address gaps in knowledge of AE/IS. Especially, extensive and accurate records of AE cases have to be collected by multinational registries

Immunohistological detection of small particles of Echinococcus multilocularis and Echinococcus granulosus in lymph nodes is associated with enlarged lymph nodes in alveolar and cystic echinococcosis

BACKGROUND Alveolar (AE) and cystic echinococcosis (CE) in humans are caused by the metacestode of the tapeworms Echinococcus multilocularis and Echinococcus granulosus sensu lato (s.l.). Immunohistochemistry with the monoclonal antibodies (mAb) Em2G11, specific for AE, and the mAb EmG3, specific for AE and CE, is an important pillar of the histological diagnosis of these two infections. Our aim was to further evaluate mAb EmG3 in a diagnostic setting and to analyze in detail the localization, distribution, and impact of small particles of Echinococcus multilocularis (spems) and small particles of Echinococcus granulosus s.l. (spegs) on lymph nodes. METHODOLOGY/PRINCIPAL FINDINGS We evaluated the mAb EmG3 in a cohort of formalin-fixed, paraffin embedded (FFPE) specimens of AE (n = 360) and CE (n = 178). These samples originated from 156 AE-patients and 77 CE-patients. mAb EmG3 showed a specific staining of the metacestode stadium of E. multilocularis and E. granulosus s.l. and had a higher sensitivity for spems than mAb Em2G11. Furthermore, we detected spegs in the surrounding host tissue and in almost all tested lymph nodes (39/41) of infected patients. 38/47 lymph nodes of AE showed a positive reaction for spems with mAb EmG3, whereas 29/47 tested positive when stained with mAb Em2G11. Spegs were detected in the germinal centers, co-located with CD23-positive follicular dendritic cells, and were present in the sinuses. Likewise, lymph nodes with spems and spegs in AE and CE were significantly enlarged in size in comparison to the control group. CONCLUSIONS/SIGNIFICANCE mAb EmG3 is specific for AE and CE and is a valuable tool in the histological diagnosis of echinococcosis. Based on the observed staining patterns, we hypothesize that the interaction between parasite and host is not restricted to the main lesion since spegs are detected in lymph nodes. Moreover, in AE the number of spems-affected lymph nodes is higher than previously assumed. The enlargement of lymph nodes with spems and spegs points to an immunological interaction with the small immunogenic particles (spems and spegs) of Echinococcus spp

WHO classification of alveolar echinococcosis: principles and application.

International audienceAlveolar echinococcosis is caused by the larval stage of the fox tapeworm (Echinococcus multilocularis) and is frequently diagnosed as a space occupying lesion in the liver. The growth pattern resembles that of a malignant tumor with infiltration throughout the liver, spreading into neighbouring organs and metastases formation in distant organs. Thus, one of the prevailing differential diagnoses is liver cancer. Guided by the Tumor-Node-Metastasis (TNM) system of liver cancer, the European Network for Concerted Surveillance of Alveolar Echinococcosis and the WHO Informal Working Group on Echinococcosis proposed a clinical classification for alveolar echinococcosis. It was designated as PNM system (P = parasitic mass in the liver, N = involvement of neighbouring organs, and M = metastasis). As for TNM in oncology, single PNM categories were combined into four stages, I to IV. The system was developed by a retrospective analysis of 97 patients' records from two treatment centers (Besançon/France and Ulm/Germany). Recently, this WHO classification was applied to 222 patients in 4 clinical centers around the world (Besançon/France, n = 26; Urumqi/China, n = 46; Sapporo/Japan, n = 58; and Ulm/Germany, n = 92). All patients could be classified who had been diagnosed in the period from January 1998 to June 2005. The stage grouping indicated center differences, but appeared to segregate patients according to various treatment regimens. The WHO classification not only serves as a tool for the international standardization of disease manifestation but also aids to evaluate the outcome of a chosen diagnostic and treatment procedure in different treatment centers in Europe and Asia

A case for adoption of continuous albendazole treatment regimen for human echinococcal infections.

International audienceCystic (CE) and alveolar (AE) echinococcosis are chronic, neglected parasitic diseases burdened by high morbidity and, for AE, by high mortality, if left untreated. CE and AE have a widespread distribution, including Europe. Albendazole (ABZ), a broad-spectrum benzimidazole drug widely used to treat parasitic infections, is the drug of choice for the management of CE and AE, and is parasitostatic on echinococcal metacestodes. In Europe, ABZ is licensed for interrupted "cyclic" treatment, for a maximum of 3 cycles. However, better efficacy with no increased side effects has been shown when the drug is administered continuously and for longer periods. Current international recommendations, on the basis of clinical, pharmacological, and biological studies, recommend continuous administration of ABZ for months to years for the treatment of CE and AE, and this schedule has been widely in use for the past 20 years. However, in Europe this internationally recommended schedule, with the exception of France, is technically "off-label", and, as such, requires an informed consent by the patient and, in some countries, even precludes the reimbursement of the drug cost. Adding to the very high cost of the drug, frequent "out-of-stock" situation, and packaging format impractical for long therapies, these conditions put patients with CE and AE regularly at risk of treatment discontinuation and disease progression. European regulations envisage variations to marketing authorization, but postauthorization studies should be carried out by the holder of the license of the drug, in the form of randomized controlled trials. While such studies do not seem feasible and would probably not be ethically justified for CE and AE, European regulations envisage other possibilities in particular situations, which apply to CE and AE, but there is limited interest to invest in this perspective. We urge a coordination between stakeholders to find effective and feasible ways to take action to revise the benzimidazole dosage regimens for CE and AE and to ensure a fair, regular, and easy access to the appropriate treatment to those suffering from these serious diseases

Simple liver cysts and cystoid lesions in hepatic alveolar echinococcosis: a retrospective cohort study with Hounsfield analysis

Background. Alveolar echinococcosis (AE) is a rare zoonosis caused by the larval stage of the tapeworm Echinococcus multilocularis. AE lesions affect the liver in more than 98% of cases. AE lesions have various morphological characteristics that are described in the Echinococcus multilocularis Ulm classification for computed tomography (EMUC-CT). One of these characteristics is a cystoid portion. The aim of the study was to compare the density of simple hepatic cysts with cystoid portions of AE lesions classified on the basis of the EMUC-CT. Results. Hounsfield Unit (HU) measurements of the cystoid portions of all EMUC-CT type I–IV AE lesions (n = 155) gave a mean of 21.8 ± 17.6, which was significantly different from that of 2.9 ± 4.5 for the simple hepatic cysts (p < 0.0001). The difference between each of the individual AE types and simple hepatic cysts was also significant. In addition, the HU values of the cystoid portions in types I, II and IIIa/b and simple cysts were each significantly different from type IV (p < 0.0001). The HU measurements in type IV presented by far the highest mean. Conclusions. The significantly higher density measured in the cystoid portions of hepatic AE lesions offers a good means of differentiation from simple hepatic cysts

Epidemiologisches Update: Aktuelles zur epidemiologischen Situation der alveolären Echinokokkose und deren Erfassungs- und Meldestrukturen in Österreich, der Schweiz und Deutschland

Objective: Alveolar echinococcosis (AE) is a rare disease in Austria, Switzerland and Germany (DACh) caused by an infection with the parasite Echinococcus multilocularis. The aim of the study was to describe differences in the detection and reporting systems of alveolar echinococcosis in Austria, Switzerland and Germany and to describe epidemiological trends. Methodology: As part of an epidemiological update on 6th September 2019 in Ulm, Germany, experts and representatives discussed differences in the reporting and recording systems as well as the current epidemiological situation. Results: Since 2004, Austria has had an obligation to report suspected cases, diseases and deaths of alveolar echinococcosis by name in accordance with §1 Para. 1 of the Epidemiegesetz 1950 (EpidemieG) and the Ordinance on Notifiable Communicable Diseases. According to §7 Para. 3 of the German Infection Protection Act (IfSG), Germany has also been subject to a reporting obligation since 2001, but not by name. In addition, national registers are available in both countries, which can be used to answer scientific questions. In Switzerland, there is no obligation to report human alveolar echinococcosis since 1997. Efforts are currently being made to implement a national register for alveolar echinococcosis in Switzerland. Despite different reporting and recording systems, a similar epidemiological trend can be observed for DACh. Conclusions: In Austria, Switzerland and Germany there is a slightly increasing trend of human cases with alveolar echinococcosis. The direct comparability is limited due to different reporting obligations. The structures often do not allow a joint answering of scientific questions concerning diagnostics, treatment and care

Immunohistological detection of small particles of Echinococcus multilocularis and Echinococcus granulosus in lymph nodes is associated with enlarged lymph nodes in alveolar and cystic echinococcosis.

BackgroundAlveolar (AE) and cystic echinococcosis (CE) in humans are caused by the metacestode of the tapeworms Echinococcus multilocularis and Echinococcus granulosus sensu lato (s.l.). Immunohistochemistry with the monoclonal antibodies (mAb) Em2G11, specific for AE, and the mAb EmG3, specific for AE and CE, is an important pillar of the histological diagnosis of these two infections. Our aim was to further evaluate mAb EmG3 in a diagnostic setting and to analyze in detail the localization, distribution, and impact of small particles of Echinococcus multilocularis (spems) and small particles of Echinococcus granulosus s.l. (spegs) on lymph nodes.Methodology/principal findingsWe evaluated the mAb EmG3 in a cohort of formalin-fixed, paraffin embedded (FFPE) specimens of AE (n = 360) and CE (n = 178). These samples originated from 156 AE-patients and 77 CE-patients. mAb EmG3 showed a specific staining of the metacestode stadium of E. multilocularis and E. granulosus s.l. and had a higher sensitivity for spems than mAb Em2G11. Furthermore, we detected spegs in the surrounding host tissue and in almost all tested lymph nodes (39/41) of infected patients. 38/47 lymph nodes of AE showed a positive reaction for spems with mAb EmG3, whereas 29/47 tested positive when stained with mAb Em2G11. Spegs were detected in the germinal centers, co-located with CD23-positive follicular dendritic cells, and were present in the sinuses. Likewise, lymph nodes with spems and spegs in AE and CE were significantly enlarged in size in comparison to the control group.Conclusions/significancemAb EmG3 is specific for AE and CE and is a valuable tool in the histological diagnosis of echinococcosis. Based on the observed staining patterns, we hypothesize that the interaction between parasite and host is not restricted to the main lesion since spegs are detected in lymph nodes. Moreover, in AE the number of spems-affected lymph nodes is higher than previously assumed. The enlargement of lymph nodes with spems and spegs points to an immunological interaction with the small immunogenic particles (spems and spegs) of Echinococcus spp