Evidence map›Paper›PMID 41948551›Full record

ArticleFrontiers in endocrinology2026

SodiuM glucose cotrANsporter-2 (SGLT-2) inhibitors in the treatment of type II DiAbetes in Tuscany: utiLizatiOn patteRns, and relatEd clinical use evaluation; the MANDALORE study protocol.

Irma Convertino, Ersilia Lucenteforte, Janette Monzillo, Silvia Velo, Emiliano Cappello, Graziano Di Cianni, Giuseppe Penno, Matteo Fornai

Abstract read
In one paragraph

Article in Frontiers in endocrinology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Irma ConvertinoUnit of Pharmacology and Pharmacovigilance, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy.
Ersilia LucenteforteDepartment of Statistics, Computer Science, Applications "G. Parenti", University of Florence, Florence, Italy.
Janette MonzilloTuscan Regional Center of Pharmacovigilance, Florence, Italy.
Silvia VeloTuscan Regional Center of Pharmacovigilance, Florence, Italy.
Emiliano CappelloUnit of Pharmacology and Pharmacovigilance, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy.
Graziano Di CianniDiabetology and Metabolic Diseases Unit, Azienda USL Toscana Nord-Ovest, Livorno Hospital, Livorno, Italy.
Giuseppe PennoMetabolic diseases and Diabetology/Endocrinology Unit, University Hospital of Pisa, Pisa, Italy.
Matteo FornaiUnit of Pharmacology and Pharmacovigilance, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Diabetes mellitus is a globally prevalent disease, with an incidence of 5-7 new cases per 1000 person-years and no significant gender disparity. Sodium-glucose co-transporter 2 (SGLT-2) inhibitors are recommended as second-line therapy after metformin in uncomplicated type 2 diabetes, whereas they are recommended as first-line treatment in patients with heart failure or other cardiorenal comorbidities. Given the recent introduction of SGLT-2 inhibitors, their increasing utilization, and the heterogeneity of existing literature, real-world evaluations of these agents are warranted. Objectives: The MANDALORE study, a regional active pharmacovigilance project approved by the Italian Medicines Agency (AIFA), aims primarily to assess the drug utilization of gliflozins in clinical practice. The secondary objective is to analyze safety outcomes and investigate the determinants of treatment switching events. Methods: This retrospective cohort study will analyze medical records of patients who underwent at least one diabetes visit at the Metabolic Diseases and Diabetology/Endocrinology Unit of Pisa University Hospital and the Diabetology and Metabolic Diseases Unit of Livorno Hospital. Inclusion criteria comprise that Tuscan patients receiving their first prescription for a gliflozin (index drug) between 2012 and 2021 (index date). Outcomes to be assessed include treatment switching, time to switching, line of therapy, dose adjustments, and time to dose change. Gliflozin utilization will be investigated, particularly in relation to concomitant interacting or contraindicated medications, and in patients requiring caution as specified by AIFA labeling and relevant tools. Incidence rates will be calculated for secondary safety outcomes, including adverse drug events (ADEs) leading to emergency room visits or hospitalization, non-serious ADEs, and specific ADEs as diabetic ketoacidosis, urinary and genital infections, gangrene, lower limb amputations, and neoplastic events. ADEs and therapeutic effectiveness observed in proximity to switching events will be investigated. Results: The findings from the MANDALORE study are expected to elucidate critical aspects of gliflozin use in routine clinical practice, particularly within the Tuscan regional healthcare context, thereby providing valuable insights from the real-world for clinicians and healthcare systems.

Indexed as

Diabetes Mellitus, Type 2Hypoglycemic AgentsSodium-Glucose Transporter 2 InhibitorsFemaleHumansItalyMalePharmacovigilanceRetrospective StudiesHypoglycemic AgentsSodium-Glucose Transporter 2 Inhibitorsadverse drug reactionsdiabetic ketoacidosisdrug utilizationgliflozinspharmacovigilancereal-world dataSGLT2 inhibitorsType 2 diabetes mellitus

Identifiers

PMID41948551
PMCPMC13050743

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.