Prediction of ineffectiveness of biological drugs using machine learning and explainable AI methods: data from the Austrian Biological Registry BioReg.

OBJECTIVES: Machine learning models can support an individualized approach in the choice of bDMARDs. We developed prediction models for 5 different bDMARDs using machine learning methods based on patient data derived from the Austrian Biologics Registry (BioReg). METHODS: Data from 1397 patients and 19 variables with at least 100 treat-to-target (t2t) courses per drug were derived from the BioReg biologics registry. Different machine learning algorithms were trained to predict the risk of ineffectiveness for each bDMARD within the first 26 weeks. Cross-validation and hyperparameter optimization were applied to generate the best models. Model quality was assessed by area under the receiver operating characteristic (AUROC). Using explainable AI (XAI), risk-reducing and risk-increasing factors were extracted. RESULTS: The best models per drug achieved an AUROC score of the following: abatacept, 0.66 (95% CI, 0.54-0.78); adalimumab, 0.70 (95% CI, 0.68-0.74); certolizumab, 0.84 (95% CI, 0.79-0.89); etanercept, 0.68 (95% CI, 0.55-0.87); tocilizumab, 0.72 (95% CI, 0.69-0.77). The most risk-increasing variables were visual analytic scores (VAS) for abatacept and etanercept and co-therapy with glucocorticoids for adalimumab. Dosage was the most important variable for certolizumab and associated with a lower risk of non-response. Some variables, such as gender and rheumatoid factor (RF), showed opposite impacts depending on the bDMARD. CONCLUSION: Ineffectiveness of biological drugs could be predicted with promising accuracy. Interestingly, individual parameters were found to be associated with drug responses in different directions, indicating highly complex interactions. Machine learning can be of help in the decision-process by disentangling these relations.

[National consensus statement by the Austrian Societies for Rheumatology, Pulmonology, Infectiology, Dermatology and Gastroenterology regarding the management of latent tuberculosis and the associated utilization of biologic and targeted synthetic DMARDS (disease modifying antirheumatic drugs)]. / Consensus Statement der Österreichischen Gesellschaften für Rheumatologie und Rehabilitation, Pneumologie, Infektiologie, Dermatologie und Gastroenterologie zum Umgang mit latenter Tuberkulose bei Therapien mit biologischen oder "targeted synthetic" DMARDs ("disease modifying antirheumatic drugs").

This nationwide Austrian consensus statement summarizes the recommendations on the management of latent tuberculosis by treatment with biologic and targeted synthetic DMARDs. The essential questions with respect to screening and preventive treatment were discussed by experts from the disciplines of rheumatology, pneumology, infectious diseases, dermatology and gastroenterology, based on the available data, and then a joint consensus was formed by agreement. This involved a differentiated discussion on the various forms of treatment, and clear recommendations were formulated.

National consensus statement by the Austrian Societies for Rheumatology, Pulmonology, Infectiology, Dermatology and Gastroenterology regarding the management of latent tuberculosis and the associated utilization of biologic and targeted synthetic disease modifying antirheumatic drugs (DMARDs).

This publication provides a thorough analysis of the most relevant topics concerning the management of latent tuberculosis when using biologic and targeted synthetic Disease Modifying Antirheumatic Drugs (DMARDs) by a multidisciplinary, select committee of Austrian physicians. The committee includes members of the Austrian Societies for Rheumatology and Rehabilitation, Pulmonology, Infectiology, Dermatology and Gastroenterology. Consensus was reached on issues regarding screening and treatment of latent tuberculosis and includes separate recommendations for each biologic and targeted synthetic DMARD.

2022 update of the Austrian Society of Rheumatology and Rehabilitation nutrition and lifestyle recommendations for patients with gout and hyperuricemia.

BACKGROUND: Gout is the most frequent inflammatory joint disease in the western world and has a proven genetic background. Additionally, lifestyle factors like increasing life span and wealth, sufficient to excess nutritional status and a growing prevalence of obesity in the population, as well as e.g. alcohol consumption contribute to the rising incidence of hyperuricemia and gout. Apart from an adequate medication, medical advice on nutrition and lifestyle is an essential part of the management of gout patients, being at high risk of internal comorbidities. OBJECTIVE: In 2015, the ÖGR (Österreichische Gesellschaft für Rheumatologie und Rehabilitation) working group for osteoarthritis and crystal arthropathies already published nutrition and lifestyle recommendations for patients with gout and hyperuricemia. Since then, a multitude of literature has been published addressing this topic, what required an update. METHODS: First, the authors performed a hierarchical literature search to screen the meanwhile published literature. Also considering references of the first publication, the relevant literature was selected, and the 2015 recommendations were either kept as published, reformulated or newly produced. Finally, the evidence level and the level of agreement with each recommendation were added. RESULTS: Following this process, ten recommendations were generated instead of the initial nine. Like in the original publication, a colored icon presentation was provided to complement the written text. CONCLUSION: The Austrian nutrition and lifestyle recommendations for patients with gout and hyperuricemia were updated incorporating the most recent relevant literature, serving as education material for patients and updated information for physicians.

Torque Teno Virus quantification for monitoring of immunomodulation with biologic compounds in the treatment of rheumatoid arthritis.

OBJECTIVES: RA patients who fail to respond to MTX can receive biologic dMARDs (bDMARDs). The Torque Teno Virus (TTV) is a potential novel candidate for monitoring of immunosuppression. We explore TTV in these patients and its association with clinical response to bDMARDs. METHODS: The BioBio Study is a multicentre randomized open-label trial, including RA patients with insufficient response to MTX. Patients were randomized to either TNFi (infliximab, INF), anti-IL-6 (tocilizumab, TCZ), CTLA4-Ig (abatacept, ABA) or anti-CD20 (rituximab, RTX) in addition to MTX. PCR was used to quantify TTV in the peripheral blood. RESULTS: TTV was measured in 95 patients (INF, n = 23; TCZ, n = 22; ABA, n = 27; RTX; n = 23). TTV increased by a median of 4.5 × 104 copies/ml [c/ml; interquartile range (IQR) 0-7.5 × 105] after 3 months. TTV levels at month 3 were associated with the Simplified Disease Activity Index (SDAI) (P = 0.03) and the Clinical Disease Activity Index (CDAI) response (P = 0.026) at month 6. A TTV cut-off level of 1.2 × 106 c/ml at month 3 had a positive likelihood ratio of 2.7 for prediction of an 85% reduction in SDAI at month 6. CONCLUSION: Our data suggest that TTV levels increase upon TNF, CD20 and costimulation blockade and are associated with the clinical response to bDMARDs in RA patients. TRIAL REGISTRATION: ClinicalTrials.gov; https://clinicaltrials.gov; NCT01638715.

Rheumatological care in rural areas : The Rheuma-Bus project 2018.

OBJECTIVE: To explore the medical care of individuals in rural areas during a public health awareness project on musculoskeletal disorders (MSD). METHODS: A tour bus was adapted to accommodate rheumatological consultations at widely accessible sites in 16 towns, providing individual medical advice with respect to MSD. The participating rheumatologists assessed the nature (e.g. inflammatory/non inflammatory), extent and duration of MSD and, where possible, made a tentative diagnosis and gave further advice on the course of action. In addition, age, sex and pre-existing care were recorded. All individuals were asked to assess their own severity of pain using a numeric ordinal scale from "no" (0) to "extreme" (10). RESULTS: A total of 647 individuals visited the service. Median current pain intensity was 5 (interquartile range [IQR] 3-6), mean 4.9 (standard deviation [SD] 2.3). Osteoarthritis was suspected in 381 clients (59.6%), inflammatory rheumatic disease in 247 (38.7%), and in 104 (16.3%) other diseases. 307 (50%) were treated by a GP, 95 (15.5%) were under orthopaedic care, 204 (33.2%) under rheumatological care and 81 (13.1%) under supervision of other specialists. 104 clients (17%) had never consulted a physician for their MSD symptoms before. 27 (4.2%) of all the clients had a newly detected inflammatory rheumatic disease and 62 (9.6%) patients with suspected inflammatory rheumatic disease were not under previous rheumatological care. CONCLUSION: The findings showed that there is still a lot of negligence in awareness and knowledge of rheumatic diseases, at least in rural areas.

The Supply of Rheumatology Specialist Care in Real Life. Results of a Nationwide Survey and Analysis of Supply and Needs.

Objectives: To study the balance between the supply and need for rheumatology care in Austria. In addition, to investigate rheumatologists' work-hours, the amount of time rheumatologists dedicate to care for patients with rheumatic and musculoskeletal diseases (RMD), with non-RMD problems, and other professional activities such as research, teaching, and administration. Methods: A questionnaire covering aspects of professional activities was sent to all 215 rheumatologists registered with the Austrian Medical Association. The data collected was set in relation to the need calculated on the basis of recommendations put forward by the German society of rheumatology. Results: 149 of the 215 rheumatologists (69.0%) responded. Median weekly working time was 50 h (IQR 45-60). 47.4% of the working time was spent for care of patients with RMD. The remaining time was dedicated to patients with non-rheumatic diseases (19.6%), research and teaching (8.4%), and administration (24.5%). The number of full-time equivalents (FTE, based on a 40-h work-week) available for rheumatology care, thus, was calculated to be 178.5. Based on disease prevalence/incidence estimates and on the time allocation results of this survey, our study resulted in a need of 4.29 rheumatologists per 100.000 adult inhabitants (301.79 for an adult population of 7.03 × 106). Conclusion: The study demonstrated a substantial mismatch between the available supply and the need for rheumatology care. The results of our study are a conservative estimate, which should be taken into consideration for future healthcare workforce planning. In particular, the rising need for rheumatologists should be met by increasing the numbers of those specialists.

Depression: a common comorbidity in women with rheumatoid arthritis-results from an Austrian cross-sectional study.

OBJECTIVES: Previous research showed that depression is common in rheumatoid arthritis (RA). However, the prevalence very much depends on different assessment tools and sociocultural differences, respectively. The main study aim and research question was to investigate the proportion of depressive symptoms in Austrian female patients with RA. SETTING: A nationwide multicentre study with seven secondary care centres all over Austria (hospital-based rheumatological outpatient clinics and private practices). PARTICIPANTS: 319 patients with RA and 306 healthy controls (HCO), all female Caucasians, were asked to complete a Beck's Depression Inventory-Fast Screen (BDI-FS). Patients and HCO were ≥18 years. Patients had to fulfil the 2010 classification criteria for RA. In addition, disease activity, disability, medication, drinking of alcoholic beverages, smoking and occupational status were evaluated. PRIMARY AND SECONDARY OUTCOME MEASURES: A BDI-FS cut-off value of ≥4, per definition, indicates the presence of a depressive symptomatology. RESULTS: The return rate of questionnaires was high: 235/319 (73.7%) in patients with RA and 180/306 (58.8%), ending up with 392 complete questionnaires from 223 patients with RA (69.9%) and 169 HCO (55.2%). The BDI-FS was significantly higher in patients with RA (median BDI-FS 2 (IQR 0-4) vs median 1 (IQR 0-2) in HCO, p<0.001). BDI-FS scores from ≥4, which by definition indicate depression, were found in 29.6% of patients with RA and 12.4% of HCO (p<0.001). Depressive symptoms were strongly associated with disease activity (Clinical Disease Activity Index, p<0.001) and disability (Health Assessment Questionnaire, p<0.005). No association of depressive symptoms with age, alcohol consumption, smoking, occupational status or use of medication was found. CONCLUSIONS: One-third of female patients with RA showed depressive symptoms. Depression was significantly higher in female patients with RA than in female HCO and was strongly associated with disease activity and disability. It would be of interest to address the same question in male participants.

Immunosuppressives and biologics during pregnancy and lactation : A consensus report issued by the Austrian Societies of Gastroenterology and Hepatology and Rheumatology and Rehabilitation.

An increasing and early-onset use of immunosuppressives and biologics has become more frequently seen among patients with inflammatory bowel diseases (IBD) and rheumatic disorders. Many women in their childbearing years currently receive such medications, and some of them in an interdisciplinary setting. Many questions arise in women already pregnant or wishing to conceive with respect to continuing or discontinuing treatment, the risks borne by the newborns and their mothers and long-term safety. Together with the Austrian Society of Rheumatology and Rehabilitation, the IBD working group of the Austrian Society of Gastroenterology and Hepatology has elaborated consensus statements on the use of immunosuppressives and biologics in pregnancy and lactation. This is the first Austrian interdisciplinary consensus on this topic. It is intended to serve as a basis and support for providing advice to our patients and their treating physicians.

High Burden of Sexual Dysfunction in Female Patients with Rheumatoid Arthritis: Results of a Cross-sectional Study.

OBJECTIVE: To evaluate the effect of rheumatoid arthritis (RA) on impairing women's sexuality regarding motivation, activity, and satisfaction, and to assess the correlation of disease-related physical impairment within sexual functioning. METHODS: An anonymous survey among women with RA and healthy controls (HC) using standardized questionnaires, predominantly the Changes in Sexual Functioning Questionnaire-short form (CSFQ-14). In addition, disease activity, depression, and disability were evaluated. RESULTS: There were 319 questionnaires distributed to patients and 306 to HC. Of these, 235 patient questionnaires (73.7%) and 180 HC questionnaires (58.8%) were returned, of which 203 and 169 were completed, respectively. Of the patients with RA, 47.8% had a total CSFQ-14 score of ≤ 41, indicating female sexual dysfunction (FSD), as compared to 14.2% of HC (p < 0.0001). The median CSFQ-14 score was lower in patients with RA [42 points, interquartile range (IQR) 36-48] than in HC (49 points, IQR 44-54; p < 0.0001), resulting in an OR of 5.53 (95% CI 3.19-9.57; p < 0.0001). After adjustment for confounders, given a higher mean age of patients (55.2 ± 11.3 yrs) than HC (47.4 ± 11.8 yrs; p < 0.0001), the OR for FSD in patients with RA was still 3.04 (95% CI 1.61-5.75; p = 0.001). Neither the Health Assessment Questionnaire-Disability Index nor the Clinical Disease Activity Index was associated with FSD after adjustment. CONCLUSION: FSD apparently is highly prevalent in female patients with RA, affects all subdomains of sexual function, and is most likely underestimated in daily clinical practice. Of note, FSD could not be linked to disability or RA disease activity.

Association of vascular function and estimated cardiovascular risk in patients with rheumatoid arthritis / Associação entre a função vascular e o risco cardiovascular estimado em pacientes com artrite reumatoide

Abstract Objectives: Rheumatoid arthritis (RA) patients should receive cardiovascular (CV) risk assessment. For this purpose CV risk calculators are available. In addition, parameters of vascular function can be measured and used for risk prediction. Aim of the present study was to assess the association of these two concepts. Methods: 287 RA patients (58.4 ± 12.6 years) and 232 controls (49.9 ± 13.4 years) were included in this cross-sectional study. We calculated 10 year CV risk with SCORE and QRISK2. For SCORE we used the recommended multiplier of 1.5 in eligible RA patients and estimated the risk also in patients younger than 40 years (mSCORE (0-65)). Augmentation index (AIx) and central pulse pressure (PP), markers of vascular integrity and CV risk, were assessed by pulse wave analysis (PWA). Primary endpoint was the correlation of AIx and the estimated CV risk using mSCORE (0-65). Results: In RA patients AIx showed a statistically significant correlation with mSCORE (0-65) (rho = 0.3374; p < 0.0001) and QRISK2 (rho = 0.3307; p < 0.0001). The correlations of central PP with mSCORE (0-65) (rho = 0.4692; p < 0.0001) and QRISK2 (rho = 0.5828; p < 0.0001) were also statistically significant. Increasing quartiles of central PP were associated with an increased odds of being in the "high risk"category according to SCORE (OR 2.18; 95% CI 1.58-3.01) or QRISK2 (OR 2.18; 95% CI 1.75-2.72). In control patients we also found a correlation of AIx and central PP with SCORE (0-65) and QRISK2. Conclusions: Parameters of central haemodynamics correlate with calculated CV risk. However, both do not give exactly the same information. The question arises whether a combination of both concepts would result in an improved CV risk prediction.

Resumo Objetivos: Os pacientes com artrite reumatoide (AR) devem receber uma avaliação do risco cardiovascular (CV). Para esse fim, existem as calculadoras de risco CV. Além disso, parâmetros da função vascular podem ser medidos e usados para predição do risco. O objetivo deste estudo foi avaliar a associação entre esses dois conceitos. Métodos: Foram incluídos neste estudo transversal 287 pacientes com AR (58,4 ± 12,6 anos) e 232 controles (49,9 ± 13,4 anos). Calculou-se o risco CV em 10 anos com o Score e o QRISK2. No Score, usou-se o multiplicador recomendado de 1,5 em pacientes com AR elegíveis e estimou-se também o risco em pacientes com menos de 40 anos [mScore (0-65)]. O índice de aumento (AIx) e a pressão de pulso (PP) central, marcadores da integridade vascular e risco CV, foram avaliados pela análise de onda de pulso (PWA). O desfecho primário foi a correlação entre o AIx e o risco CV estimado com o mScore (0-65). Resultados: Em pacientes com AR, o AIx mostrou correlação estatisticamente significativa com o mScore (0-65) (rho = 0,3374; p < 0,0001). A correlação entre o AIx e o QRISK2 também foi significativa (rho = 0,3307, p < 0,0001). As correlações entre a PP central e o mScore (0-65) (rho = 0,4692; p < 0,0001) e QRISK2 (rho = 0,5828; p < 0,0001) também foram estatisticamente significativas. Os quartis incrementais da PP central estiveram associados a uma maior probabilidade de estar na categoria de "alto risco"de acordo com o Score (OR 2,18; IC 95% 1,58 a 3,01) ou QRISK2 (OR 2,18; IC 95% 1,75-2,72). Nos pacientes do grupo controle também se encontrou uma correlação entre o AIx e a PP central no Score (0-65) e no QRISK2. Conclusões: Os parâmetros de hemodinâmica central se correlacionam com o risco CV calculado. No entanto, ambos não fornecem exatamente as mesmas informações. Pergunta-se se uma combinação de ambos os conceitos resultaria em uma melhor predição do risco CV.

Opportunities and challenges in rheumatology research in Central Europe.

The Central European Congress of Rheumatology (CECR) has been organized by seven Central European countries: Austria, Croatia, Czech Republic, Hungary, Poland, Slovakia, and Slovenia. These countries have lots of similarities, but also differences, with respect to rheumatology research. In this paper, based on questionnaires, we wish to demonstrate achievements and difficulties in rheumatology research performed in our region.

Association of vascular function and estimated cardiovascular risk in patients with rheumatoid arthritis.

OBJECTIVES: Rheumatoid arthritis (RA) patients should receive cardiovascular (CV) risk assessment. For this purpose CV risk calculators are available. In addition, parameters of vascular function can be measured and used for risk prediction. Aim of the present study was to assess the association of these two concepts. METHODS: 287 RA patients (58.4±12.6 years) and 232 controls (49.9±13.4 years) were included in this cross-sectional study. We calculated 10 year CV risk with SCORE and QRISK2. For SCORE we used the recommended multiplier of 1.5 in eligible RA patients and estimated the risk also in patients younger than 40 years (mSCORE (0-65)). Augmentation index (AIx) and central pulse pressure (PP), markers of vascular integrity and CV risk, were assessed by pulse wave analysis (PWA). Primary endpoint was the correlation of AIx and the estimated CV risk using mSCORE (0-65). RESULTS: In RA patients AIx showed a statistically significant correlation with mSCORE (0-65) (rho=0.3374; p<0.0001) and QRISK2 (rho=0.3307; p<0.0001). The correlations of central PP with mSCORE (0-65) (rho=0.4692; p<0.0001) and QRISK2 (rho=0.5828; p<0.0001) were also statistically significant. Increasing quartiles of central PP were associated with an increased odds of being in the "high risk" category according to SCORE (OR 2.18; 95% CI 1.58-3.01) or QRISK2 (OR 2.18; 95% CI 1.75-2.72). In control patients we also found a correlation of AIx and central PP with SCORE (0-65) and QRISK2. CONCLUSIONS: Parameters of central haemodynamics correlate with calculated CV risk. However, both do not give exactly the same information. The question arises whether a combination of both concepts would result in an improved CV risk prediction.

Validity of data collected in BIOREG, the Austrian register for biological treatment in rheumatology: current practice of bDMARD therapy in rheumatoid arthritis in Austria.

BACKGROUND: The purpose of the present study was to check the validity of data collected in BIOREG, the Austrian register for biological treatment in rheumatology, and to elucidate eventual differences with respect to disease activity (DA) in patients with rheumatoid arthritis (RA) on established biological DMARDs (bDMARDs) before inclusion into the register (EST) and beginners at the time point of inclusion (NEW) after 1 year of treatment. METHODS: RA patients with a complete follow-up of 1 year in BIOREG were divided into EST and NEW and compared with respect to DA, remission rates, concomitant synthetic DMARDs (csDMARDs) and glucocorticoid therapy (GC) at baseline and after 1-year follow-up. Safety concerns are listed. Descriptive statistics are applied. RESULTS: For 346 RA patients (284 EST, 62 NEW) out of 970 RA patients included into BIOREG, a full data set for a 1-year follow-up was available. No differences in DA were observed after 1 year as expressed by DAS28 or RADAI-5, and small differences as expressed by remission rates according to DAS28, RADAI-5 or Boolean criteria (namely approximately 1/2, 1/3 to 1/4 and 1/4 to 1/5 of the patients respectively). Sixty-four adverse events (AEs) were noted in 56 (20 %) of EST and 20 in 19 (31 %) of NEW patients. Malignancy occurred in four patients. After 1 year, 48 % of EST patients but only 16 % of NEW patients were on bDMARD monotherapy. CONCLUSION: Regarding DA, the date collected in BIOREG appeared to be valid. After 1 year of bDMARD therapy, all patients, whether EST or NEW, achieved a similar level of DA. AEs occurred more frequently during the early phase of bDMARD treatment. Austrian rheumatologists initiate bDMARD therapy in patients with lower disease levels than in other European countries, leading to high remission rates.

Urinary albumin excretion in patients with rheumatoid arthritis in a large cross-sectional study.

While there is a lot of evidence published on the association of cardiovascular (CV) disease and rheumatoid arthritis (RA), little is known about urinary albumin excretion (UAE)-a marker of CV risk-in this particular high-risk population. Therefore, we investigated UAE in a large cross-sectional study. We used data from the US National Health and Nutrition Examination Survey (NHANES), including the years 2007-2012. Primary outcome was the proportion of patients with a urinary albumin-creatinine ratio (ACR) >30 mg/g. A total of 14,648 study participants (representing a population size of 174,663,008) with available ACR were included in the study (14,179 without RA and 469 with RA). In the RA group, the proportion of patients with an ACR >30 mg/g was 10.46 % (95 % CI 7.47-14.45 %) and in the non-RA group this proportion was 13.39 % (95 % CI 12.65-14.16 %; p = 0.09). There was a strong association between RA and DM (OR 5.84; 95 % CI 4.48-7.62). In the RA group, significantly more patients had a former CV event (OR 3.01; 95 % CI 2.28-3.97). Adjustments for DM, smoking status, former CV event, age, systolic blood pressure, and gender did not substantially alter the association between RA and ACR >30 mg/g (OR 0.82; 95 % CI 0.51-1.33). We did not find evidence for a difference in UAE in patients with or without RA, despite the fact that RA was associated with DM and, in addition, RA patients more often had a previous CV event. These findings may support the assumption that despite an increased CV risk, UAE does not play a major role in RA patients.

Efficacy and Outcome of Rapid Access Rheumatology Consultation: An Office-based Pilot Cohort Study.

OBJECTIVE: Waiting times for first appointments are a major obstacle to timely rheumatology care. To improve access, a cooperative of office-based rheumatologists established an immediate access network, offering brief initial assessments for patients with musculoskeletal problems. METHODS: Patients were assessed at presentation and followed up after 6 months. Data were analyzed regarding demographics, diagnostic accuracy, clinical variables such as pain levels, and care. RESULTS: There were 335 patients assessed in the 6 cooperating practices during dedicated office hours. There were 124 patients (38%) who had a symptom duration of < 3 months. For patients with rheumatoid arthritis (RA), this proportion was 43% (70% for self-referred patients with RA). In the 325 patients available for reassessment after 6 months, initially suspected diagnoses were confirmed in 88%. Confirmation rates were 93% for RA (59 patients) and 84% for spondyloarthritis (SpA; 46 patients). At the followup examination, the visual analog scale for pain in patients with RA had significantly decreased from a median (interquartile range) of 70 (57.75-80) to 27.5 (20-42). For patients with SpA, the decrease was from 65 (50-79) to 30 (20-40). CONCLUSION: The Rapid Access Clinic resulted in a substantial improvement of access to rheumatology assessment. More than one-third of the patients presented < 3 months after symptom onset. Suspected diagnoses of inflammatory rheumatic diseases were confirmed in almost 90%. This initiative demonstrates the feasibility of a rapid access service and indicates high diagnostic accuracy in such a setting. In particular, with respect to early access, it compares favorably with similar hospital-based approaches.