Denne side blev automatisk oversat, og nøjagtigheden af ​​oversættelsen er ikke garanteret. Der henvises til engelsk version for en kildetekst.

AI-assisted Rare Disease Diagnosis

30. juli 2026 opdateret af: Shuyang Zhang, MD, PhD, Peking Union Medical College Hospital

A Multicentre Randomised Controlled Trial of LLM-Assisted Diagnostic Support in Patients With Suspected Rare or Diagnostically Unresolved Disease

A multicentre randomised controlled trial evaluating whether a rare-disease diagnostic large language model can improve diagnostic quality, efficiency, and health-economic outcomes for physicians managing patients with suspected rare or diagnostically unresolved disease.

Studieoversigt

Status

Ikke rekrutterer endnu

Betingelser

Intervention / Behandling

Detaljeret beskrivelse

Rare disease patients commonly experience prolonged diagnostic odysseys rooted in limited rare disease recognition, phenotypic heterogeneity, and dispersed diagnostic clues. Diagnostic decision-support large language models may improve first-visit consultations by integrating prior records, generating structured analyses, and proposing candidate diagnoses, thereby shortening diagnostic pathways and improving appropriate genetic testing referral.

Participating physicians will provide care under both AI-assisted and standard diagnostic workflows. Eligible patients will be individually randomised to receive either AI-assisted diagnostic support or standard clinical practice.

In the intervention arm, physicians will have diagnostic support from AI when seeing patients. In the control arm, patients are seen under standard hospital workflow without any generative AI tools. Outcomes adjudicated by an independent Expert Committee blinded to arm assignment; adjudicators access no AI-generated materials.

A prospective within-trial economic evaluation will be conducted alongside the randomized trial. Healthcare resource use and costs associated with the diagnostic pathway will be collected.

Undersøgelsestype

Interventionel

Tilmelding (Anslået)

1056

Fase

  • Ikke anvendelig

Kontakter og lokationer

Dette afsnit indeholder kontaktoplysninger for dem, der udfører undersøgelsen, og oplysninger om, hvor denne undersøgelse udføres.

Studiekontakt

Studiesteder

      • Beijing, Kina
        • Peking Union Medical College Hospital
        • Kontakt:
      • Cangzhou, Kina
        • Cangzhou Central Hospital
        • Kontakt:
      • Changchun, Kina
        • Changchun Sacred Heart Hospital
      • Dongguan, Kina
        • Dongguan People's Hospital
      • Foshan, Kina
        • First People's Hospital of Foshan
      • Guiyang, Kina
        • Guizhou Provincial People's Hospital
      • Jilin City, Kina
        • Jilin Central General Hospital
      • Kunming, Kina
        • The First People's Hospital of Yunnan Province
      • Tianjin, Kina
        • Tianjin Children's Hospital
      • Tianshui, Kina
        • Tianshui 407 Hospital
        • Kontakt:
      • Wuhai, Kina
        • Wuhai People's Hospital
      • Xining, Kina
        • Qinghai Provincial People's Hospital
      • Zhangzhou, Kina
        • Zhangzhou Municipal Hospital of Fujian Province

Deltagelseskriterier

Forskere leder efter personer, der passer til en bestemt beskrivelse, kaldet berettigelseskriterier. Nogle eksempler på disse kriterier er en persons generelle helbredstilstand eller tidligere behandlinger.

Berettigelseskriterier

Aldre berettiget til at studere

  • Barn
  • Voksen
  • Ældre voksen

Tager imod sunde frivillige

Ingen

Beskrivelse

Patient Inclusion Criteria:

  • Any age. Legal guardian co-signs consent for minors or individuals lacking legal capacity.
  • Diagnostically unresolved or suspected rare disease, with at least one prior complete clinical evaluation at a secondary-level or higher institution yielding no confirmed explanatory diagnosis.
  • First presentation to the enrolling institution for the current condition, with no prior records in the institutional HIS or outpatient system.
  • No prior genetic testing related to the current condition; no results or reports available.
  • Written informed consent provided voluntarily by patient or legal guardian, with commitment and ability to complete structured follow-up.

Patient Exclusion Criteria:

  • Confirmed diagnosis (clinical, pathological, or molecular) explaining the primary symptoms.
  • Emergency presentation, critical illness, or any condition incompatible with trial participation.
  • Neither patient nor legally authorised proxy able to complete follow-up.
  • Concurrent enrollment in another interventional study with diagnostic accuracy or genetic testing yield as a primary endpoint.
  • Prior use of another AI system has already yielded a confirmed diagnosis for the current condition.

Physician Inclusion Criteria

  • Licensed physician in internal medicine, neurology, pediatrics, general medicine, rare disease, or a related specialty.
  • ≥2 years of clinical practice; competent to manage rare disease patients; stratified into junior or senior tier.
  • Voluntary participation with written informed consent.

Physician Exclusion Criteria

  • No longer in clinical practice, or unable to fulfill required outpatient duties during the study period.
  • Unwilling to provide informed consent or to permit protocol-required collection of consultation and questionnaire data.
  • Currently enrolled in another AI-assisted clinical workflow, or expected to be unable to comply with the procedures.

Studieplan

Dette afsnit indeholder detaljer om studieplanen, herunder hvordan undersøgelsen er designet, og hvad undersøgelsen måler.

Hvordan er undersøgelsen tilrettelagt?

Design detaljer

  • Primært formål: Diagnostisk
  • Tildeling: Randomiseret
  • Interventionel model: Parallel tildeling
  • Maskning: Enkelt

Våben og indgreb

Deltagergruppe / Arm
Intervention / Behandling
Eksperimentel: AI system
AI system will be used to provide diagnostic support during the encounter in addition to conventional clinical workflow. Use of other generative AI tools is prohibited.
The study AI system will be used to provide diagnostic support during the clinical encounter, including structuring relevant clinical information, generating a clinical analysis, and suggesting candidate diagnoses for review by the treating physician.
Ingen indgriben: Standard of care
The physician conducts the encounter per standard hospital workflow using conventional clinical resources only. Use of any generative AI tool is prohibited.

Hvad måler undersøgelsen?

Primære resultatmål

Resultatmål
Foranstaltningsbeskrivelse
Tidsramme
Overall Correct Diagnostic Yield
Tidsramme: From the first visit to final reference diagnosis adjudication, an average of 8 weeks.
The proportion of all randomised patients whose clinical diagnosis by the end of follow-up is concordant with the blinded-adjudicated final reference diagnosis determined by an independent committee.
From the first visit to final reference diagnosis adjudication, an average of 8 weeks.

Sekundære resultatmål

Resultatmål
Foranstaltningsbeskrivelse
Tidsramme
Physician-Reported Experience
Tidsramme: Assessed at each consultation (day 1), within 1 day.
Physicians will assess their experience of the diagnostic workflow. Responses will be recorded using a standardized rating scale (range 1-5, where higher scores indicate more positive experience).
Assessed at each consultation (day 1), within 1 day.
Patient-Reported Experience
Tidsramme: Assessed at each consultation (day 1), within 1 day.
Patients will assess their experience of the diagnostic workflow. Responses will be recorded using a standardized rating scale (range 1-5, where higher scores indicate more positive experience).
Assessed at each consultation (day 1), within 1 day.
Appropriate Genetic Testing Recommendation Rate
Tidsramme: From the initial consultation to genetic testing indication adjudication, approximately 8 weeks
The proportion of randomized patients for whom physician-recommended genetic testing is concordant with the indication determined by an independent genetics adjudication committee.
From the initial consultation to genetic testing indication adjudication, approximately 8 weeks
Candidate Diagnostic Accuracy
Tidsramme: From the first visit to final reference diagnosis adjudication, an average of 8 weeks.
The agreement between physician-provided candidate diagnoses in the the initial consultation and the independently adjudicated reference diagnosis.
From the first visit to final reference diagnosis adjudication, an average of 8 weeks.
Molecular Diagnostic Yield
Tidsramme: From the first visit to final reference diagnosis adjudication, an average of 8 weeks.
The proportion of all randomized patients in whom genetic testing performed as part of the clinical diagnostic pathway identifies a clinically relevant molecular finding that is confirmed through independent genetics review.
From the first visit to final reference diagnosis adjudication, an average of 8 weeks.
Time to a Correct Diagnosis
Tidsramme: From enrollment to the end of follow-up, up to 8 weeks.
The number of days from the first study visit to the first physician-assigned diagnosis that is subsequently confirmed as concordant with the independently adjudicated reference diagnosis.
From enrollment to the end of follow-up, up to 8 weeks.
Duration of the Initial Physician Consultation
Tidsramme: Assessed at each consultation (day 1), within 1 day.
In-room consultation time will be recorded, measured, and compared between arms.
Assessed at each consultation (day 1), within 1 day.

Samarbejdspartnere og efterforskere

Det er her, du vil finde personer og organisationer, der er involveret i denne undersøgelse.

Sponsor

Samarbejdspartnere

Efterforskere

  • Ledende efterforsker: Shuyang Zhang, MD, PhD, Peking Union Medical College Hospital

Datoer for undersøgelser

Disse datoer sporer fremskridtene for indsendelser af undersøgelsesrekord og resumeresultater til ClinicalTrials.gov. Studieregistreringer og rapporterede resultater gennemgås af National Library of Medicine (NLM) for at sikre, at de opfylder specifikke kvalitetskontrolstandarder, før de offentliggøres på den offentlige hjemmeside.

Studer store datoer

Studiestart (Anslået)

1. august 2026

Primær færdiggørelse (Anslået)

1. juli 2027

Studieafslutning (Anslået)

1. december 2027

Datoer for studieregistrering

Først indsendt

7. juni 2026

Først indsendt, der opfyldte QC-kriterier

14. juni 2026

Først opslået (Faktiske)

16. juni 2026

Opdateringer af undersøgelsesjournaler

Sidste opdatering sendt (Faktiske)

31. juli 2026

Sidste opdatering indsendt, der opfyldte kvalitetskontrolkriterier

30. juli 2026

Sidst verificeret

1. juli 2026

Mere information

Begreber relateret til denne undersøgelse

Andre undersøgelses-id-numre

  • PUMCH I-26PJ0002

Plan for individuelle deltagerdata (IPD)

Planlægger du at dele individuelle deltagerdata (IPD)?

JA

IPD-planbeskrivelse

De-identified IPD will be shared with qualified researchers upon reasonable request, subject to ethics approval and a data use agreement.

IPD-delingstidsramme

Beginning 6 months after publication of the primary study results and ending 5 years after publication.

IPD-delingsadgangskriterier

Requests must include a scientifically sound research proposal and analysis plan, and evidence of ethics approval or exemption where applicable. Access will be subject to approval by the study steering committee and participating institutions, execution of a data use agreement, and compliance with applicable ethical, legal, and data-protection requirements. Data will be made available through a secure access environment or other controlled transfer mechanism. No directly identifiable participant information will be shared.

IPD-deling Understøttende informationstype

  • STUDY_PROTOCOL
  • SAP
  • ANALYTIC_CODE

Lægemiddel- og udstyrsoplysninger, undersøgelsesdokumenter

Studerer et amerikansk FDA-reguleret lægemiddelprodukt

Ingen

Studerer et amerikansk FDA-reguleret enhedsprodukt

Ingen

Disse oplysninger blev hentet direkte fra webstedet clinicaltrials.gov uden ændringer. Hvis du har nogen anmodninger om at ændre, fjerne eller opdatere dine undersøgelsesoplysninger, bedes du kontakte register@clinicaltrials.gov. Så snart en ændring er implementeret på clinicaltrials.gov, vil denne også blive opdateret automatisk på vores hjemmeside .