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. 2025 Nov 11;15(1):39411.
doi: 10.1038/s41598-025-23081-0.

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

Collaborators, Affiliations

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

Giuseppe Limongelli et al. Sci Rep. .

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.

Keywords: Consensus statement; Diagnostic odyssey; Early diagnosis; Primary care; Rare diseases.

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Conflict of interest statement

Declarations. Ethical approval: Ethical approval was waived by the Azienda dei Colli-Vanvitelli (Campania 2) Ethics Committee (Italy) for this study, as it did not involve clinical trials or patient data. Competing interests: M.C., F.D.I., C.D.S., P.F., A. Fusco, G.L., B.M., L. Pecchia, L.S., I.S., A.S., report no competing interests. D.C., L.Politi, A.Forte and F.T. work for Helaglobe which served as consultant for Abiogen, Alexion, AOP health, Apellis, Convatec, Daichii-sankyo, Doctolib, Fidia, Gore, GSK, Hologic, Lilly, Mirum, Molteni, Orphalan, Recordati rare diseases, SOBI, Theramex, Tillotts, UCB, Uriach, Visufarma. G.P. reported receiving a Research grant from Zambon, Spark tx. He also received fees for participation in Clinical Studies sponsored by Synageva, Biomarin, Amicus tx, as a speaker from Takeda Shire, Sanofi Genzyme, Amicus tx, Biomarin and for Travel reimbursements from Shire Takeda, Sanofi Genzyme, Medifood, Vitaflo, Recordati, Piam farmaceutici. M.M. reported receiving honoraria as Advisor or speaker for AstraZeneca, Abbvie, GSK, Lilly, UCB, Biogen, BMS, Idorsia, Molteni, Otsuka, Roche, Novartis. M.S. reported fee for advisory boards and research grants from Alexion, Biomarin, Chiesi, Denali, Ultragenix, Sanofi, Takeda.

Figures

Fig. 1
Fig. 1
Overall design of the study.

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