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Silvana Quaglini

Publications and source records attributed to Silvana Quaglini.

26 records · Page 2Linked to original sources

Relating UMLS semantic types and task-based ontology to computer-interpretable clinical practice guidelines.

Medical knowledge in clinical practice guideline (GL) texts is the source of task-based computer-interpretable clinical guideline models (CIGMs). We have used Unified Medical Language System (UMLS) semantic types (STs) to understand the percentage of GL text which belongs to a particular ST. We also use UMLS semantic network together with the CIGM-specific ontology to derive a semantic meaning behind the GL text. In order to achieve this objective, we took nine GL texts from the National Guideline Clearinghouse (NGC) and marked up the text dealing with a particular ST. The STs we took into consideration were restricted taking into account the requirements of a task-based CIGM. We used DARPA Agent Markup Language and Ontology Inference Layer (DAML + OIL) to create the UMLS and CIGM specific semantic network. For the latter, as a bench test, we used the 1999 WHO-International Society of Hypertension Guidelines for the Management of Hypertension. We took into consideration the UMLS STs closest to the clinical tasks. The percentage of the GL text dealing with the ST "Health Care Activity" and subtypes "Laboratory Procedure", "Diagnostic Procedure" and "Therapeutic or Preventive Procedure" were measured. The parts of text belonging to other STs or comments were separated. A mapping of terms belonging to other STs was done to the STs under "HCA" for representation in DAML + OIL. As a result, we found that the three STs under "HCA" were the predominant STs present in the GL text. In cases where the terms of related STs existed, they were mapped into one of the three STs. The DAML + OIL representation was able to describe the hierarchy in task-based CIGMs. To conclude, we understood that the three STs could be used to represent the semantic network of the task-bases CIGMs. We identified some mapping operators which could be used for the mapping of other STs into these.

Humans↗

Cardiovascular risk calculators: understanding differences and realising economic implications.

In recent years, the concept of "global cardiovascular risk assessment" has grown in interest for its role in primary prevention of cerebro-cardiovascular diseases. Interventions for reducing the risk of relapse for persons with past history of these diseases are well agreed-on. On the contrary, the risk status of persons without such a history varies greatly, and this variability implies a range in the intensity of interventions. In several countries, guidelines for general practitioners have been diffused about pharmaceutical prescriptions in presence of various risk degrees. In particular, in Italy, a governmental drug management commission has established that statins, the most used cholesterol lowering medicines, can be refunded by the National Healthcare System only if prescribed to hyper-cholesterol patients with a global risk greater than 20%. The question is: how to calculate the risk? We performed a review of both the web and the literature and we found a lot of different "risk calculators". By means of a simulation study, we showed that these tools, when applied to the same person, may lead to very different results. We estimated the economic impact of using one or another calculator.

Algorithms↗

Web-based data and knowledge sharing between stroke units and general practitioners.

We describe a telemedicine application for emergency management in Stroke Units, where prompt decisions must be taken, often knowing neither the clinical history nor the stroke symptoms onset modality. We have designed and implemented an Information and Communication Technology architecture for the situation in which a general practitioner is called for a suspected stroke and provides for the admission to a Stroke Unit. By means of a palmtop and a wireless Internet connection, he can send to the Stroke Unit the demographic data, the list of the patient's problems, current and/or recent therapies, and a guideline-based stroke-specific form with the objective examination results. In this way, the Stroke Unit team is alerted and informed before the patient arrival, and can manage the urgency at the best. The proposal involved 20 general practitioners and one Stroke Unit in the Lombardia Region, Italy.

Computer Systems↗

Pregnancy in lupus nephritis.

BACKGROUND: Fetal and maternal outcomes of 70 pregnancies in 48 women with lupus nephritis were retrospectively analyzed. METHODS: In 13 women, lupus nephritis developed during pregnancy (group A). In 38 patients with known lupus nephritis (including 3 patients in group A who had another pregnancy), 57 pregnancies occurred. In 6 patients, a therapeutic abortion was performed. The remaining 51 pregnancies were considered pregnancies in lupus nephritis (group B). RESULTS: Fetal loss was 36% (38%, group A; 35%, group B); it decreased from 46% in the 1970s to 30% in the last decade. Among 41 live births, there were 13 preterm deliveries and 28 full-term deliveries. At multivariate analysis, proteinuria (P = 0.025), arterial hypertension (P = 0.05), and antiphospholipid antibodies (P = 0.01) were independent predictors of fetal loss. In group A, 3 patients developed acute renal failure, irreversible in 1 patient (7.7%); all other patients recovered after steroid and immunosuppressive therapy. In group B, 12 renal flares and 1 extrarenal flare developed during pregnancy or the postpartum period. Two patients progressed to irreversible renal failure (3.9%), and 1 of the 2 patients died. All other patients recovered. The incidence of renal flares before or during pregnancy was not different (P = 0.51). Renal quiescence at the onset of pregnancy was the only predictor of favorable maternal outcome. CONCLUSION: Proteinuria, hypertension, and positivity of antiphospholipid antibodies are independent predictors of adverse fetal outcome. Quiescence of renal disease is the only predictor of favorable maternal outcome.

Abortion, Spontaneous↗

Long-term prognosis of diffuse proliferative glomerulonephritis associated with infection in adults.

BACKGROUND: Infection-associated glomerulonephritis is rare in adults and its long-term prognosis is undefined. METHODS: We retrospectively evaluated the clinical course of 50 adults (30 men, 20 women) with infection-associated glomerulonephritis diagnosed in our department from 1979 to 1999. The mean follow-up was 90+/-78 months. Patients were subdivided into two groups: group 1 included those without underlying disease and group 2 included those with severe underlying disease. RESULTS: At presentation, the median age was 54 years, and 33 patients were hypertensive, 31 had nephritic syndrome, eight had nephrotic syndrome and 11 had non-nephrotic proteinuria. Patients in group 2 were significantly older and had a significantly higher proteinuria than patients of group 1. Of the 21 patients in group 2, nine had liver cirrhosis, four cancer, five diabetes, three bronchiectasis, one thalassaemia intermedia, one polymyositis and one had anti-phospholipid antibodies syndrome. At the last follow-up, five patients had died, 21 patients were in complete remission, ten had partial remission, ten had renal insufficiency and three were on chronic dialysis. Multivariate analysis showed that an underlying disease (P=0.04) and interstitial infiltration at biopsy (P=0.036) were predictors of incomplete recovery. A correlation analysis between the year of diagnosis and the clinical/ histological characteristics at presentation showed that age (P=0.05), atypical infections (P=0.01), underlying disease (P=0.01) and interstitial infiltration at biopsy (P=0.02) increased over time, while the number of patients with complete remission significantly decreased (P=0.001). CONCLUSIONS: Infection-associated glomerulonephritis may progress to chronic renal failure in a consistent number of adult hospitalized patients, particularly in those with an underlying disease and when associated with interstitial infiltration at biopsy.

Adult↗

Guideline compliance improves stroke outcome: a preliminary study in 4 districts in the Italian region of Lombardia.

BACKGROUND AND PURPOSE: Guidelines for medical practice in stroke have been proposed in different countries, but their impact on stroke outcome has not been verified to date. The aim of this study was to evaluate the impact of the American Heart Association guidelines for acute stroke and for transient ischemic attack on first-ever stroke patients. METHODS: Three hundred eighty-six first-ever ischemic stroke patients were admitted to the study. Those observed within 6 hours from stroke onset were eligible for the acute clinical phase of the study, while all were admitted to the early clinical phase. The follow-up lasted 6 months. Primary end points were survival and the effectiveness of treatment on disability, measured as the proportion of potential improvement in the Barthel Index score achieved during treatment. A rating of noncompliance with the guideline recommendations was calculated for each patient, and its association with the end points was investigated. The Kaplan-Meier method and log-rank test were used to estimate and compare survival curves between groups; Cox proportional hazards model and logistic regression were used to identify risk factors for mortality; and correlation tests and regression analysis were used to evaluate the influence of guideline compliance on disability. Both univariate and multivariate statistical analyses were performed. RESULTS: Survival and treatment effectiveness were directly correlated with guideline compliance. The relative risk of death for patients with a noncompliance rating > or =5 was 2.26 with respect to patients with a noncompliance rating <5 (95% CI, 1.51 to 4.67; P<0.0007). In this latter group, at 6 months we detected a 15% decrease in mortality (95% CI, 9.1% to 17.5%). Treatment effectiveness showed a Spearman's rank correlation with the noncompliance rating of -0.3 (P<0.001). At discharge we observed a 13% increase in treatment effectiveness, while no significant differences were detectable at 3 and 6 months. These associations were confirmed by the multivariate analysis, in which we included, together with the noncompliance rating, all the variables previously identified as independent predictors of mortality and disability. CONCLUSIONS: This study demonstrates an association between adherence to guidelines and stroke outcome, and it can be viewed as a study that prepares the way for a randomized controlled trial in this area. It also emphasizes the need to develop personnel and structures devoted to stroke care because an evidence-based clinical approach could significantly reduce the risk of death.

Aged↗

Using ICNP for nurse electronic charts and protocols in rehabilitation divisions.

The aim of this work is to promote the use of standard terminology for nursing documentation and for nurse protocols' description. We implemented an ICNP browser and we integrated it into two different systems: the nursing electronic patient record and the nursing protocols editor. The former allows nurses to choose ICNP terms for filling the clinical chart, while the latter allows computerising protocols using ICNP terms for the actions specification. Since, in a nursing information system, it should be worth to integrate protocols with the electronic patient record, sharing the same terminology is a crucial issue. We also show how we tailored the information system to the different wards. For each ward, we devised the most frequent patient needs and nursing actions. These lists are used to customise the different interfaces. Finally, by testing the prototype using real-world documents (clinical charts and protocols), we carried out an evaluation of the terminology itself, about its completeness and usability.

Italy↗

Comparing computer-interpretable guideline models: a case-study approach.

OBJECTIVES: Many groups are developing computer-interpretable clinical guidelines (CIGs) for use during clinical encounters. CIGs use "Task-Network Models" for representation but differ in their approaches to addressing particular modeling challenges. We have studied similarities and differences between CIGs in order to identify issues that must be resolved before a consensus on a set of common components can be developed. DESIGN: We compared six models: Asbru, EON, GLIF, GUIDE, PRODIGY, and PROforma. Collaborators from groups that created these models represented, in their own formalisms, portions of two guidelines: American College of Chest Physicians cough guidelines [correction] and the Sixth Report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure. MEASUREMENTS: We compared the models according to eight components that capture the structure of CIGs. The components enable modelers to encode guidelines as plans that organize decision and action tasks in networks. They also enable the encoded guidelines to be linked with patient data-a key requirement for enabling patient-specific decision support. RESULTS: We found consensus on many components, including plan organization, expression language, conceptual medical record model, medical concept model, and data abstractions. Differences were most apparent in underlying decision models, goal representation, use of scenarios, and structured medical actions. CONCLUSION: We identified guideline components that the CIG community could adopt as standards. Some of the participants are pursuing standardization of these components under the auspices of HL7.

Decision Support Systems, Clinical↗