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1.
Pharmacoepidemiol Drug Saf ; 33(1): e5742, 2024 01.
Artigo em Inglês | MEDLINE | ID: mdl-38112294

RESUMO

PURPOSE: To address missingness of albuminuria values, which establish the eligibility to SGLT-2Is for patients with CKD, using the multiple imputation (MI) method. METHODS: We selected patients aged 18 or older and diagnosed with CKD in a primary care database. Those with severe CKD and/or previously treated with SGLT-2Is were excluded. Then, we collected all available information on albuminuria within 90 days the measure of GFR. A value of albumin-creatinine ratio (ACR) ranging 200-5000 mg/g or otherwise was the response variable on which we ran MI. Using logistic regression, odds ratios (OR) and related 95% confidence intervals (CI) were estimated for each covariate toward the response variable for both full and imputed dataset. RESULTS: The determinants showed consistent estimates between the full and imputed datasets as demonstrated by the overlaps of the CIs and the similar point estimates. As expected, there were some exceptions, such as diabetes (OR of 1.2 vs. 0.5) and use of diabetic medications (OR of 1.0 vs. 2.1) and/or statins (OR of 1.1 vs. 1.8). CONCLUSIONS: Besides being a reminder for GPs to prescribe and register albuminuria in certain patients' categories, these determinants might be translated into an operational algorithm to input ACR values in administrative data sources. Scenarios for the reimbursement criteria regulating SGLT-2Is to treat CKD would be therefore simulated on more inferable estimates.


Assuntos
Diabetes Mellitus Tipo 2 , Insuficiência Renal Crônica , Humanos , Albuminúria/diagnóstico , Albuminúria/tratamento farmacológico , Albuminúria/epidemiologia , Taxa de Filtração Glomerular/fisiologia , Insuficiência Renal Crônica/tratamento farmacológico , Insuficiência Renal Crônica/epidemiologia , Insuficiência Renal Crônica/diagnóstico , Atenção Primária à Saúde , Diabetes Mellitus Tipo 2/complicações , Diabetes Mellitus Tipo 2/tratamento farmacológico , Diabetes Mellitus Tipo 2/epidemiologia
2.
Pharmacoepidemiol Drug Saf ; 32(10): 1083-1092, 2023 10.
Artigo em Inglês | MEDLINE | ID: mdl-37208842

RESUMO

PURPOSE: To develop and validate a model to estimate glycated haemoglobin (HbA1c) values in patients with type 2 diabetes mellitus (T2DM) using a clinical data source, with the aim to apply this equation to administrative databases. METHODS: Using a primary care and administrative Italian databases, namely the Health Search database (HSD) and the ReS (Ricerca e Salute) database, we selected all patients aged 18 years or older on 31 December 2018 being diagnosed with T2DM and without prior prescription of sodium-glucose cotransporter-2 (SGLT-2) inhibitors. We included patients prescribed with and adherent to metformin. HSD was used to develop and test (using 2019 data as well) the algorithm imputing HbA1c values ≥7% according to a series of covariates. The algorithm was gathered by combining beta-coefficients being estimated by logistic regression models using complete case (excluding missing values) and imputed (after multiple imputation) dataset. The final algorithm was applied to ReS database using the same covariates. RESULTS: The tested algorithms were able to explain 17%-18% variation in assessing HbA1c values. Good discrimination (70%) and calibration were obtained as well. The best algorithm (three) cut-offs, namely those providing correct classifications ranging 66%-70% was therefore calculated and applied to ReS database. By doing so, from 52 999 (27.9, 95% CI: 27.7%-28.1%) to 74 250 (40.1%, 95% CI: 38.9%-39.3%) patients were estimated with HbA1c ≥7%. CONCLUSION: Through this methodology, healthcare authorities should be able to quantify the population eligible to a new licensed medication, such as SGLT-2 inhibitors, and to simulate scenarios to assess reimbursement criteria according to precise estimates.


Assuntos
Diabetes Mellitus Tipo 2 , Metformina , Inibidores do Transportador 2 de Sódio-Glicose , Humanos , Diabetes Mellitus Tipo 2/tratamento farmacológico , Diabetes Mellitus Tipo 2/epidemiologia , Hemoglobinas Glicadas , Densidade Demográfica , Metformina/uso terapêutico , Inibidores do Transportador 2 de Sódio-Glicose/uso terapêutico , Hipoglicemiantes/uso terapêutico
3.
BMC Health Serv Res ; 23(1): 619, 2023 Jun 12.
Artigo em Inglês | MEDLINE | ID: mdl-37308927

RESUMO

BACKGROUND: To evaluate outpatient healthcare expenditure associated with different levels of BMI and glucose metabolism alterations. METHODS: The study is based on a representative national sample of adults, with data obtained from electronic clinical records of 900 Italian general practitioners. Data relative to the year 2018 were analyzed. The study population was classified according to BMI (normal weight, overweight, and obesity classes 1, 2, and 3) and glucose metabolism status (normoglycemia - NGT; impaired fasting glucose - IFG; diabetes mellitus - DM). Outpatient health expenditures include diagnostic tests, specialist visits, and drugs. RESULTS: Data relative to 991,917 adults were analyzed. Annual per capita expenditure rose from 252.2 Euro among individuals with normal weight to 752.9 Euro among those with class 3 obesity. The presence of obesity determined an excess cost, particularly among younger individuals. Within each BMI class, the presence of IFG or DM2 identified subgroups of individuals with substantially higher healthcare expenditures. CONCLUSIONS: Outpatient healthcare costs markedly increased with increasing BMI in all age categories, particularly among individuals below 65. Addressing the double burden of excess weight and hyperglycemia represents a significant challenge and a healthcare priority.


Assuntos
Pacientes Ambulatoriais , Sobrepeso , Adulto , Humanos , Obesidade , Custos de Cuidados de Saúde , Itália , Glucose
4.
Aging Clin Exp Res ; 34(5): 989-996, 2022 May.
Artigo em Inglês | MEDLINE | ID: mdl-35249211

RESUMO

Multimorbidity and polypharmacy are emerging health priorities and the care of persons with these conditions is complex and challenging. The aim of the present guidelines is to develop recommendations for the clinical management of persons with multimorbidity and/or polypharmacy and to provide evidence-based guidance to improve their quality of care. The recommendations have been produced in keeping with the Grading of Recommendations Assessment, Development and Evaluation (GRADE). Overall, 14 recommendations were issued, focusing on 4 thematic areas: (1.) General Principles; (2.) target population for an individualized approach to care; (3.) individualized care of patients with multimorbidity and/or polypharmacy; (4.) models of care. These recommendations support the provision of individualized care to persons with multimorbidity and/or polypharmacy as well as the prioritization of care through the identification of persons at increased risk of negative health outcomes. Given the limited available evidence, recommendations could not be issued for all the questions defined and, therefore, some aspects related to the complex care of patients with multimorbidity and/or polypharmacy could not be covered in these guidelines. This points to the need for more research in this field and evidence to improve the care of this population.


Assuntos
Multimorbidade , Polimedicação , Prioridades em Saúde , Humanos
5.
Eat Weight Disord ; 27(7): 2653-2663, 2022 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-35579858

RESUMO

Obesity negatively affects physical and psychological health and increases health care costs. Although there is increasing interest in early diagnosis and timely intervention, there are several principles of care included in the current guidelines for clinical management of obesity that can potentially be updated and improved to address the "clinical inertia" and, consequently, to optimize the management of adult obesity. Using an online Delphi-based process, an Italian board of experts involved in the management of obesity discussed the usefulness of a pro-active approach to the care of patients with obesity, providing a consensus document with practical indications to identify risk factors for morbidity and death and raise awareness throughout the treatment continuum, including the early stages of the disease. In clinical practice, it seems inappropriate to delay an intervention that could avoid progression to a more severe level of obesity and/or prevent the onset of obesity-related comorbidities.Level of evidence Level V, report of expert committee.


Assuntos
Manejo da Obesidade , Adulto , Consenso , Humanos , Itália , Obesidade/psicologia , Obesidade/terapia , Fatores de Risco
7.
Eur Heart J Suppl ; 19(Suppl D): D3-D54, 2017 May.
Artigo em Inglês | MEDLINE | ID: mdl-28751833

RESUMO

Atherosclerotic cardiovascular disease still represents the leading cause of death in Western countries. A wealth of scientific evidence demonstrates that increased blood cholesterol levels have a major impact on the outbreak and progression of atherosclerotic plaques. Moreover, several cholesterol-lowering pharmacological agents, including statins and ezetimibe, have proved effective in improving clinical outcomes. This document focuses on the clinical management of hypercholesterolaemia and has been conceived by 16 Italian medical associations with the support of the Italian National Institute of Health. The authors discuss in detail the role of hypercholesterolaemia in the genesis of atherosclerotic cardiovascular disease. In addition, the implications for high cholesterol levels in the definition of the individual cardiovascular risk profile have been carefully analysed, while all available therapeutic options for blood cholesterol reduction and cardiovascular risk mitigation have been explored. Finally, this document outlines the diagnostic and therapeutic pathways for the clinical management of patients with hypercholesterolaemia.

8.
Acta Diabetol ; 61(9): 1129-1142, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-38739296

RESUMO

PURPOSE: To evaluate the prevalence of chronic comorbidities according to BMI classes and assess the interplay between excess body weight and blood glucose abnormalities in increasing the risk of major chronic diseases. METHODS: The study is based on data from the Health Search/IQVIA Health LPD Longitudinal Patient Database, an Italian general practice registry, with data obtained from electronic clinical records of 800 general practitioners throughout Italy. Data relative to the year 2018 were analyzed. The study population was classified according to BMI (normal weight, overweight, and obesity classes 1, 2 and 3) and glucose metabolism status (normoglycemia-NGT; impaired fasting glucose-IFG; diabetes mellitus-DM). Comorbidities were identified through ICD-9 CM codes. RESULTS: Data relative to 991,917 adults were analyzed. The prevalence of overweight was 39.4%, while the prevalence of obesity was 11.1% (class 1: 7.9%, class 2: 2.3%, class 3: 0.9%). In the whole population, the prevalence of DM and IFG was 8.9% and 4.2%, respectively. Both overweight and obesity were associated with an increasing prevalence of glucose metabolism alterations and a large array of different chronic conditions, including cardio-cerebrovascular diseases, heart failure, chronic kidney disease, osteoarticular diseases, depression, sleep apnea, and neoplasms of the gastrointestinal tract. Within each BMI class, the presence of IFG, and to a greater extent DM, identified subgroups of individuals with a marked increase in the risk of concomitant chronic conditions. CONCLUSION: Addressing the double burden of excess weight and hyperglycemia represents an important challenge and a healthcare priority.


Assuntos
Sobrepeso , Humanos , Itália/epidemiologia , Estudos Transversais , Masculino , Feminino , Pessoa de Meia-Idade , Sobrepeso/epidemiologia , Adulto , Prevalência , Idoso , Hiperglicemia/epidemiologia , Índice de Massa Corporal , Obesidade/epidemiologia , Doenças não Transmissíveis/epidemiologia , Glicemia/metabolismo , Glicemia/análise , Comorbidade
9.
Econ Hum Biol ; 53: 101366, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38354596

RESUMO

We use longitudinal electronic clinical data on a large representative sample of the Italian population to estimate the lifetime profile costs of different BMI classes - normal weight, overweight, and obese (I, II, and III) - in a primary care setting. Our research reveals that obese patients generate the highest cost differential throughout their lives compared to normal weight patients. Moreover, we show that overweight individuals spend less than those with normal weight, primarily due to reduced expenditures beginning in early middle age. Our estimates could serve as a vital benchmark for policymakers looking to prioritize public interventions that address the obesity pandemic while considering the increasing obesity rates projected by the OECD until 2030.


Assuntos
Índice de Massa Corporal , Obesidade , Sobrepeso , Humanos , Itália/epidemiologia , Obesidade/epidemiologia , Obesidade/economia , Pessoa de Meia-Idade , Feminino , Masculino , Sobrepeso/epidemiologia , Sobrepeso/economia , Adulto , Idoso , Adulto Jovem , Adolescente , Estudos Longitudinais , Efeitos Psicossociais da Doença , Criança , Gastos em Saúde/estatística & dados numéricos , Atenção Primária à Saúde/economia
10.
G Ital Nefrol ; 41(3)2024 06 28.
Artigo em Inglês | MEDLINE | ID: mdl-38943329

RESUMO

Background. Patients with chronic kidney disease (CKD) can be successfully treated with sodium-glucose cotransporter-2 inhibitors (SGLT2-Is), regardless of diabetes. Fondazione Ricerca e Salute's (ReSD) administrative and Health Search's (HSD) primary care databases were combined in the Database Consortium ReS-HS to quantify and describe patients with CKD potentially eligible for SGLT2-Is and assess costs charged to the Italian National Health Service (SSN). Methods. Patients aged ≥18 with CKD and estimated glomerular filtration rate (eGFR) <60 ml/min in 2018, without dialysis and/or renal transplantation, were included. HSD was used to develop and validate algorithms for estimating eGFR, based on covariates, within the ReSD. Comorbidities, dispensed drugs, and direct healthcare costs were assessed. Results. In 2018, 66,297 (5.0% of HSD population) and 211,494 (4.4% of ReSD population) patients with CKD potentially eligible for SGLT2-Is were identified (females ≥58%). Prevalence increased with age with a peak at 75-84 years. Within HSD and ReSD cohorts, respectively: 31.0% and 41.5% had diabetes; in the observation periods, >82% and >96% received ≥1 pharmacological treatment, of which ≥50% and ≥25% received cardiovascular/blood agents and antidiabetics, respectively. From ReSD, mean per capita direct SSN cost was € 3,825 (CI 95%, € 3,655-€ 4,000): 50.1% due to hospitalizations, and 40.2% to pharmaceuticals (31.6% to cardiovascular drugs and 10.1% to antidiabetics). Conclusion. The Database Consortium ReS-HS methodology found 5% of adult SSN beneficiaries with CKD potentially eligible for SGLT2-Is bringing with them a high cardio-metabolic burden which increases the risk of CKD progression.


Assuntos
Bases de Dados Factuais , Atenção Primária à Saúde , Insuficiência Renal Crônica , Inibidores do Transportador 2 de Sódio-Glicose , Humanos , Inibidores do Transportador 2 de Sódio-Glicose/uso terapêutico , Itália , Insuficiência Renal Crônica/tratamento farmacológico , Idoso , Pessoa de Meia-Idade , Masculino , Feminino , Idoso de 80 Anos ou mais , Adulto , Taxa de Filtração Glomerular
11.
Acta Diabetol ; 61(5): 543-553, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38461443

RESUMO

The treatment of patients with diabetic foot ulcers (DFUs) is extremely complex, requiring a comprehensive approach that involves a variety of different healthcare professionals. Several studies have shown that a multidisciplinary team (MDT) approach is useful to achieve good clinical outcomes, reducing major and minor amputation and increasing the chance of healing. Despite this, the multidisciplinary approach is not always a recognized treatment strategy. The aim of this meta-analysis was to assess the effects of an MDT approach on major adverse limb events, healing, time-to-heal, all-cause mortality, and other clinical outcomes in patients with active DFUs. The present meta-analysis was performed for the purpose of developing Italian guidelines for the treatment of diabetic foot with the support of the Italian Society of Diabetology (Società Italiana di Diabetologia, SID) and the Italian Association of Clinical Diabetologists (Associazione Medici Diabetologi, AMD). The study was performed using the Grading of Recommendations Assessment, Development, and Evaluation approach. All randomized clinical trials and observational studies, with a duration of at least 26 weeks, which compared the MDT approach with any other organizational strategy in the management of patients with DFUs were considered. Animal studies were excluded. A search of Medline and Embase databases was performed up until the May 1st, 2023. Patients managed by an MDT were reported to have better outcomes in terms of healing, minor and major amputation, and survival in comparison with those managed using other approaches. No data were found on quality of life, returning-to-walking, and emergency admission. Authors concluded that the MDT may be effective in improving outcomes in patients with DFUs.


Assuntos
Amputação Cirúrgica , Pé Diabético , Equipe de Assistência ao Paciente , Humanos , Amputação Cirúrgica/estatística & dados numéricos , Pé Diabético/terapia , Itália , Guias de Prática Clínica como Assunto , Resultado do Tratamento , Cicatrização
12.
Updates Surg ; 76(5): 1865-1877, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-38985376

RESUMO

Obesity/overweight and its complications are a growing problem in many countries. Italian Society of Bariatric and Metabolic Surgery for Obesity (Società Italiana di Chirurgia dell'Obesità e delle Malattie Metaboliche-SICOB) decided to develop the first Italian guidelines for the endoscopic bariatric treatment of obesity. The creation of SICOB Guidelines is based on an extended work made by a panel of 44 members and a coordinator. Grading of Recommendations, Assessment, Development and Evaluations (GRADE) methodology has been used to decide the aims, reference population, and target health professionals. Clinical questions have been created using the PICO (patient, intervention, comparison, outcome) conceptual framework. We will perform systematic reviews, formal meta-analyses, and network meta-analyses for each PICO and critical outcomes aimed at assessing and rating the efficacy and safety of endoscopic bariatric procedures in comparison with either no interventions, lifestyle interventions, or approved anti-obesity treatments in trials with a follow-up of at least 52 weeks. For PICO on temporary endoscopic bariatric treatments, we will also consider RCT with a minimum duration of 6 months. The panel proposed 8 questions, organized into four domains: A. Indication for endoscopic bariatric surgery; B. Revisional surgery; C. Temporary gastric and duodenal-jejunal procedures; D. Endoscopic diagnosis/treatment of bariatric and metabolic surgery complications. These guidelines will apply to patients aged ≥ 14 years) with body mass index (BMI) ≥ 27 kg/m2 and requiring endoscopic bariatric surgery or endoscopic diagnostic and/or therapeutic procedures. The areas covered by the clinical questions included indications of endoscopic bariatric surgery, types of surgery, revisional surgery, and management of bariatric and metabolic surgery complications.


Assuntos
Cirurgia Bariátrica , Obesidade , Humanos , Cirurgia Bariátrica/métodos , Itália , Obesidade/complicações , Obesidade/cirurgia , Sobrepeso/complicações , Guias de Prática Clínica como Assunto , Endoscopia/métodos , Endoscopia Gastrointestinal/métodos , Obesidade Mórbida/cirurgia , Obesidade Mórbida/complicações
13.
Updates Surg ; 2024 Oct 17.
Artigo em Inglês | MEDLINE | ID: mdl-39419949

RESUMO

Obesity is a chronic disease associated with increased morbidity and mortality and reduced quality of life. Pharmacotherapy can be associated with life style changes in increasing and maintaining weight loss and ameliorating obesity-related complications and comorbidities. In patients affected by obesity and uncontrolled obesity-associated complications or high degrees of BMI (> 40 Kg/m2), metabolic bariatric surgery can be a valid therapeutic option. Many different types of surgical procedures have been developed in last decades, mainly performed via laparoscopic approaches. However, clinical indications for metabolic and bariatric surgery (MBS) and the choice of the most appropriate type of procedure have not been clarified so far.The Italian Society of Bariatric and Metabolic Surgery for Obesity (Società Italiana di Chirurgia dell'Obesità e delle Malattie Metaboliche-SICOB) decided to design and develop the updated version of the Italian guidelines aimed at assisting healthcare professionals in the choice of the surgical option for the treatment of obesity and related conditions. Between June and October 2022, a panel of 24 experts and an evidence review team (ERT, 10 members), participated in the definition of clinical questions, outcomes, and recommendations and collected and analyzed all the available evidence on the basis of pre-specified search strategies. GRADE methodology and PICO (Patient, Intervention, Comparison, Outcome) conceptual framework have been adopted for the development of the present guidelines. Aim of the present guideline is to verify indications to surgery with respect to the presence of comorbid conditions, evaluate the different types of surgical approaches and endoscopic bariatric procedure and revise indication to revision surgery and postoperative procedures.

14.
Ann Rheum Dis ; 72(5): 694-700, 2013 May.
Artigo em Inglês | MEDLINE | ID: mdl-22736095

RESUMO

OBJECTIVE: To assess the epidemiology of gout and hyperuricaemia in the Italian general population during the years 2005-2009. METHODS: Using the Italian primary care database (Health Search/CSD Longitudinal Patient Database), the prevalence, incidence and recurrence rates of gout and/or hyperuricaemia (serum urate level >360 mmol/l (6 mg/dl)) in outpatients aged ≥18 years during the years 2005-2009 were estimated. Rates together with 95% CI were measured overall and stratified by age, gender and calendar year. The characteristics of patients with newly diagnosed gout and hyperuricaemia were investigated and compared with the general population. RESULTS: The prevalence of gout increased from 6.7 per 1000 inhabitants in 2005 to 9.1 per 1000 inhabitants in 2009. It increased with advancing age and was fourfold higher in men. A similar trend was observed for asymptomatic hyperuricaemia (85.4 per 1000 inhabitants in 2005 vs 119.3 per 1000 inhabitants in 2009). The incidence of gout remained stable during the observation years (0.93 per 1000 person years in 2005 vs 0.95 in 2009). Recurrent episode rate was 19.1% during the first year following the first gout attack and 31.6% during the following 5 years. Advanced age, increased levels of uric acid, nephrolithiasis and concomitant use of ciclosporin were the main predictors of recurrence of gout attacks. CONCLUSION: The prevalence of gout and hyperuricaemia increased in Italy from 2005 to 2009. A high recurrence rate for gout attack was observed during the first year following the first episode. Early management of hyperuricaemia in patients at higher risk of recurrent gout attack should be considered in primary care.


Assuntos
Gota/epidemiologia , Hiperuricemia/epidemiologia , Atenção Primária à Saúde/estatística & dados numéricos , Adolescente , Adulto , Distribuição por Idade , Idoso , Idoso de 80 Anos ou mais , Bases de Dados Factuais/estatística & dados numéricos , Feminino , Humanos , Incidência , Itália/epidemiologia , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Prevalência , Recidiva , Fatores de Risco , Distribuição por Sexo , Adulto Jovem
15.
Cardiovasc Diabetol ; 12: 81, 2013 May 30.
Artigo em Inglês | MEDLINE | ID: mdl-23721170

RESUMO

The panoply of treatment algorithms, periodically released to improve guidance, is one mean to face therapeutic uncertainty in pharmacological management of hyperglycemia in type 2 diabetes, especially after metformin failure. Failure of recent guidelines to give advice on the use of specific antidiabetic drugs in patients with co-morbidity may generate further uncertainty, given the frequent association of type 2 diabetes with common comorbidity, including, although not limited to obesity, cardiovascular disease, impaired renal function, and frailty. The Italian Association of Diabetologists (Associazione Medici Diabetologi, AMD) recognized the need to develop personalized treatment plans for people with type 2 diabetes, taking into account the patients' individual profile (phenotype), with the objective of the safest possible glycemic control. As not every subject with type 2 diabetes benefits from intensive glycemic control, flexible regimens of treatment with diabetes drugs (including insulin) are needed for reaching individualized glycemic goals. Whether personalized diabetology will improve the quality healthcare practice of diabetes management is unknown, but specific research has been launched.


Assuntos
Diabetes Mellitus Tipo 2/tratamento farmacológico , Hiperglicemia/tratamento farmacológico , Hipoglicemiantes/uso terapêutico , Algoritmos , Diabetes Mellitus Tipo 2/complicações , Humanos , Hiperglicemia/etiologia , Obesidade/complicações , Planejamento de Assistência ao Paciente , Guias de Prática Clínica como Assunto , Medicina de Precisão
16.
Curr Med Res Opin ; 39(5): 771-774, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-37005364

RESUMO

Chronic kidney disease (CKD) is a global public health issue that can lead to several complications such as, kidney failure, cerebro/cardiovascular disease, and death. There is a well-documented "awareness gap" among general practitioners (GPs) to recognize CKD. As shown by estimates stemming from the Health Search Database (HSD) of the Italian College of General Practitioners and Primary Care (SIMG), no substantial changes were observed in terms of the incident rate of CKD over the last 10 years. Namely, 10.3-9.5 per 1000 new cases of CKD were estimated in 2012 and 2021, respectively. Thus, strategies to reduce under-recognized cases are needed. Early identification of CKD might improve patient's quality of life and clinical outcomes. In this context, patient- and population-based informatic tools may support both opportunistic and systematic screening of patients at greater risk of CKD. As such, the new effective pharmacotherapies for CKD would be proficiently administered. To this aim, these two complimentary tools have been developed and will be further implemented by GPs. The effectiveness of these instruments in identifying the condition at an early stage and reducing the burden of CKD on the national health system needs to be verified according to the new regulations on medical device (MDR: (EU) 2017/745).


Assuntos
Doenças Cardiovasculares , Clínicos Gerais , Insuficiência Renal Crônica , Humanos , Qualidade de Vida , Insuficiência Renal Crônica/diagnóstico , Insuficiência Renal Crônica/epidemiologia , Insuficiência Renal Crônica/complicações , Doenças Cardiovasculares/prevenção & controle , Itália
17.
Endocrine ; 82(1): 42-46, 2023 10.
Artigo em Inglês | MEDLINE | ID: mdl-37340284

RESUMO

PURPOSE: Heart failure (HF) is a chronic disease that causes approximately 300,000 and 250,000 deaths per year in Europe and United States, respectively. Type 2 Diabetes Mellitus (T2DM) is one the major risk factors of HF, and the investigation of NT-proBNP might support the early identification of HF in T2DM sufferers. Nevertheless, this parameter is poorly investigated. Thus, we aimed to demographically and clinically characterize diabetic patients which were prescribed with NT-proBNP in the primary care setting. METHODS: Using a primary care database, we formed a cohort of patients aged ≥18 years diagnosed with T2DM between 2002 and 2021. A multivariate Cox model was adopted to assess the determinants associated with the prescription of NT-proBNP. RESULTS: Among 167,961 T2DM patients, 7558 (4.5%, 95% CI: 4.4-4.6) were prescribed with NT-proBNP. Males and increasing age were expectedly associated with a higher propensity to be prescribed with NT-proBNP. In addition, a significant association was found for those suffering from obesity, ischemic cardiomyopathy, stroke, atrial fibrillation, hypertension, and with a Charlson Index of 2+. CONCLUSION: These determinants might contribute to investigate the NT-proBNP in T2DM sufferers. A decision support system to appropriately ease the prescription of NT-proBNP might be therefore implemented in primary care settings.


Assuntos
Diabetes Mellitus Tipo 2 , Insuficiência Cardíaca , Masculino , Humanos , Adolescente , Adulto , Diabetes Mellitus Tipo 2/complicações , Prognóstico , Insuficiência Cardíaca/etiologia , Peptídeo Natriurético Encefálico , Fragmentos de Peptídeos , Biomarcadores
18.
J Am Med Inform Assoc ; 30(9): 1494-1502, 2023 08 18.
Artigo em Inglês | MEDLINE | ID: mdl-37330672

RESUMO

OBJECTIVE: To train and test a model predicting chronic kidney disease (CKD) using the Generalized Additive2 Model (GA2M), and compare it with other models being obtained with traditional or machine learning approaches. MATERIALS: We adopted the Health Search Database (HSD) which is a representative longitudinal database containing electronic healthcare records of approximately 2 million adults. METHODS: We selected all patients aged 15 years or older being active in HSD between January 1, 2018 and December 31, 2020 with no prior diagnosis of CKD. The following models were trained and tested using 20 candidate determinants for incident CKD: logistic regression, Random Forest, Gradient Boosting Machines (GBMs), GAM, and GA2M. Their prediction performances were compared by calculating Area Under Curve (AUC) and Average Precision (AP). RESULTS: Comparing the predictive performances of the 7 models, the AUC and AP for GBM and GA2M showed the highest values which were equal to 88.9%, 88.8% and 21.8%, 21.1%, respectively. These 2 models outperformed the others including logistic regression. In contrast to GBMs, GA2M kept the interpretability of variable combinations, including interactions and nonlinearities assessment. DISCUSSION: Although GA2M is slightly less performant than light GBM, it is not "black-box" algorithm, so being simply interpretable using shape and heatmap functions. This evidence supports the fact machine learning techniques should be adopted in case of complex algorithms such as those predicting the risk of CKD. CONCLUSION: The GA2M was reliably performant in predicting CKD in primary care. A related decision support system might be therefore implemented.


Assuntos
Algoritmos , Insuficiência Renal Crônica , Adulto , Humanos , Modelos Logísticos , Insuficiência Renal Crônica/diagnóstico , Aprendizado de Máquina , Algoritmo Florestas Aleatórias
19.
Int J Cardiol ; 371: 236-243, 2023 Jan 15.
Artigo em Inglês | MEDLINE | ID: mdl-36174826

RESUMO

BACKGROUND: Recent successful findings (i.e. DAPA-HF trial) in patients with heart failure (HF) with/without diabetes treated with sodium-glucose co-transporter inhibitors (SGLT2-I) have fostered real-world data analyses. Fondazione Ricerca e Salute's (ReSD) administrative and Health Search's (HSD) primary healthcare databases were combined in the ReS-HS DB Consortium, to identify and characterize HF-patients eligible to SGLT2-I, and assess their costs charged to the Italian National Health Service (INHS). METHODS AND RESULTS: Eligibility to SGLT2-I was HF diagnosis, age ≥ 18 years, reduced (≤40%) ejection fraction (HFrEF) and glomerular filtration rate (GFR) ≥30 ml/min. The HSD, including 13,313 HF-patients (1.5% of the total HSD population) was used to develop and test the algorithms for imputing HFrEF and GFR ≥ 30 ml/min, based on a set of covariates, to the ReSD, including 67,369 (1.5% of the total ReSD population). Subjects eligible to SGLT2-I were 2187 in HSD (61.1% of HFrEF); after the imputation, 15,145 in ReSD (58.8% of HFrEF). Prevalence of eligibility to SGLT2-I was higher in males then in females and increased with age; diabetic patients were 44.3% and 33.4% of HSD and ReSD populations eligible to SGLT2-I, respectively. Estimated from ReSD, the mean annual cost charged to the INHS per patient with HF eligible to SGLT2-I was €7122 (68% due to hospitalizations). CONCLUSIONS: Approximately 20% of patients with HF was eligible to SGLT2-I. Real-world data can identify, quantify and characterize patients eligible to SGLT2-Is and assess related costs for the health care system, thus providing useful information to Regulatory Decision makers.


Assuntos
Diabetes Mellitus Tipo 2 , Insuficiência Cardíaca , Inibidores do Transportador 2 de Sódio-Glicose , Masculino , Feminino , Humanos , Adolescente , Inibidores do Transportador 2 de Sódio-Glicose/uso terapêutico , Insuficiência Cardíaca/diagnóstico , Insuficiência Cardíaca/tratamento farmacológico , Insuficiência Cardíaca/epidemiologia , Glucosídeos , Medicina Estatal , Compostos Benzidrílicos , Volume Sistólico , Diabetes Mellitus Tipo 2/diagnóstico , Diabetes Mellitus Tipo 2/tratamento farmacológico , Diabetes Mellitus Tipo 2/epidemiologia , Atenção à Saúde , Atenção Primária à Saúde
20.
Acta Diabetol ; 60(11): 1449-1469, 2023 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-37491605

RESUMO

AIMS: Diabetic foot syndrome (DFS) and its complications are a growing public health concern. The Italian Society of Diabetology (SID) and the Italian Association of Clinical Diabetologists (AMD), in collaboration with other scientific societies, will develop the first Italian guidelines for the treatment of DFS. METHODS: The creation of SID/AMD Guidelines is based on an extended work made by 19 panelists and 12 members of the Evidence Review Team. Grading of Recommendations, Assessment, Development and Evaluations (GRADE) methodology has been used to decide aims, reference population, and target health professionals. Clinical questions have been created using PICO (Patient, Intervention, Comparison, Outcome) conceptual framework. The definition of questions has been performed using a two-step web-based Delphi methodology, a structured technique aimed at obtaining by repeated rounds of questionnaires a consensus opinion from a panel of experts in areas wherein evidence is scarce or conflicting, and opinion is important. RESULTS: The mean age of panelists (26.3% women) was 53.7 ± 10.6 years. The panel proposed 34 questions. A consensus was immediately reached for all the proposed questions, 32 were approved and 2 were rejected. CONCLUSIONS: The areas covered by clinical questions included diagnosis of ischemia and infection, treatment of ischemic, neuropathic, and infected ulcers, prevention of foot ulceration, organization and education issues, and surgical management. The PICO presented in this paper are designed to provide indications for healthcare professionals in charge of diabetic foot treatment and prevention, primarily based on clinical needs of people with diabetic foot syndrome and considering the existing organization of health care.


Assuntos
Diabetes Mellitus , Pé Diabético , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Consenso , Pé Diabético/etiologia , Pé Diabético/terapia , Pé Diabético/diagnóstico , Itália/epidemiologia , Inquéritos e Questionários , Guias de Prática Clínica como Assunto
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