Evidence map›Paper›PMID 41219277›Full record

ArticleScientific reports2025

Argo Delphi consensus statement on red flags and clinical gateways towards rare disease diagnosis.

Giuseppe Limongelli, Fabio De Iaco, Marta Mosca, Leandro Pecchia, Gaetano Piccinocchi, Luca Sangiorgi, Maurizio Scarpa, Davide Cafiero, Lucia Politi, Fabio Tedone and 9 more

Abstract readConsensus Statement
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

19 authors.

Giuseppe LimongelliDepartment of Translational Medical Sciences, Inherited and Rare Cardiovascular Diseases, University of Campania 'Luigi Vanvitelli', Monaldi Hospital, Via Leonardo Bianchi, 80131, Naples, Italy. giuseppe.limongelli@unicampania.it.
Fabio De IacoEmergency Department, Maria Vittoria Hospital, ASL Città di Torino, Turin, Italy.
Marta MoscaUOC Reumatologia, AOUP Pisa, University of Pisa, Pisa, Italy.
Leandro PecchiaDepartment of Engineering, University Campus Biomedico, Rome, Italy.
Gaetano PiccinocchiItalian College of General Practitioners and Primary Care, Naples, Italy.
Luca SangiorgiEuropean Reference Network on Rare Bone Disorders BOND ERN, Istituto Ortopedico Rizzoli, Bologna, Italy.
Maurizio ScarpaCentro Coordinamento Regionale Malattie Rare, Azienda Sanitaria Universitaria del Friuli Centrale, Udine, Italy.
Davide CafieroHelaglobe, Florence, Italy.
Lucia PolitiHelaglobe, Florence, Italy.
Fabio TedoneHelaglobe, Florence, Italy.
Amalia ForteHelaglobe, Florence, Italy.
Martina CaiazzaDepartment of Translational Medical Sciences, Inherited and Rare Cardiovascular Diseases, University of Campania 'Luigi Vanvitelli', Monaldi Hospital, Via Leonardo Bianchi, 80131, Naples, Italy.
Chiara De StasioDepartment of Translational Medical Sciences, Inherited and Rare Cardiovascular Diseases, University of Campania 'Luigi Vanvitelli', Monaldi Hospital, Via Leonardo Bianchi, 80131, Naples, Italy.
Anna FuscoDepartment of Translational Medical Sciences, Inherited and Rare Cardiovascular Diseases, University of Campania 'Luigi Vanvitelli', Monaldi Hospital, Via Leonardo Bianchi, 80131, Naples, Italy.
Barbara MorgilloCampania Region Health Department, Naples, Italy.
Iris ScalaDepartment of Maternal and Child Health, Federico II University Hospital, Naples, Italy.
Annalisa ScopinaroUNIAMO Federazione Italiana Malattie Rare, Rome, Italy.
Paola FacchinUOC Centro Regionale Malattie Rare, Azienda Ospedale Università di Padova, Padua, Italy.
Argo Working Group

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

People living with a rare disease can wait months to years for a confirmed diagnosis after symptom onset, mainly due to low prevalence, lack of awareness of primary healthcare professionals, heterogeneous clinical presentation and/or peculiar inheritance patterns. This consensus paper aims to establish a set of guidelines to assist healthcare professionals-also without a specialized expertise in rare diseases-in optimizing the diagnostic pathway for these conditions. During Phase 1 of a real-time Delphi study, ten experts defined 26 statements addressing the identification of clinical features ("red flags", domain 1) and non-clinical tools/conditions ("clinical gateways", domain 2) that could trigger/support the diagnostic suspect of a rare disease. During Phase 2, the survey was extended to a multidisciplinary panel of 55 experts to reach a consensus on statements. Consensus was reached on 22 out of 26 statements across the two domains. Family history, clusters of birth defects, unusual presentations of common disease, neurodevelopmental delays or decline, and severe pathology emerged as key indicators to improve the identification and referral of cases of rare disease and should be integrated into primary care practices. Education, increased awareness in the community and use of technology are possible gateways to facilitate early diagnosis in rare disease.

Indexed as

Rare DiseasesConsensusDelphi TechniqueHumansPrimary Health CareConsensus statementDiagnostic odysseyEarly diagnosisPrimary careRare diseases

Identifiers

PMID41219277
PMCPMC12606334

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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Registered trials

None linked

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 Socratic graph.