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Clinical Research on a Novel Deep-learning Based System in Pancreatic Mass Diagnosis

Clinical Research on a Noval Deep-learning Based System in Benign and Malignant Pancreatic Masses Diagnosing Under Harmonic Contrast-enhanced Endoscopic Ultrasound

In this study, a single-center, prospective, self-control, and blind design was adopted.

Studieoversikt

Detaljert beskrivelse

It is planned to enroll 100 patients with solid pancreatic masses who are to be diagnosed with contrast-enhanced harmonic endoscopy ultrasonography (CH-EUS) follow by EUS-guided fine-needle aspiration (EUS-FNA). First, all patients will be diagnosed both by the AI-assisted diagnosis system and the endoscopists under CH-EUS; Second, to compare the EUS-FNA under the guidance of the AI-assisted ultrasound diagnosis system and the EUS-FNA under manual identification, patients were randomly assigned to undergo EUS-FNA with or without the guidance of AI-assisted diagnosis system for the first two passes.

Studietype

Intervensjonell

Registrering (Forventet)

100

Fase

  • Ikke aktuelt

Kontakter og plasseringer

Denne delen inneholder kontaktinformasjon for de som utfører studien, og informasjon om hvor denne studien blir utført.

Studiesteder

    • Hunan
      • Changsha, Hunan, Kina, 410013
        • Rekruttering
        • The Third XIANGYA Hospital of Central South University
        • Ta kontakt med:

Deltakelseskriterier

Forskere ser etter personer som passer til en bestemt beskrivelse, kalt kvalifikasjonskriterier. Noen eksempler på disse kriteriene er en persons generelle helsetilstand eller tidligere behandlinger.

Kvalifikasjonskriterier

Alder som er kvalifisert for studier

18 år til 90 år (Voksen, Eldre voksen)

Tar imot friske frivillige

Nei

Kjønn som er kvalifisert for studier

Alle

Beskrivelse

Inclusion Criteria:

  • 1. Age ≥18 years old, <90 years old 2.The patient is confirmed to be a solid pancreatic mass in imaging examinations (MRI, CT or ultrasound), and CH-EUS is required for auxiliary diagnosis 3. Agree to participate in this study and sign the CH-EUS informed consent form

Exclusion Criteria:

  • Subjects who meet any of the following criteria cannot be selected for this trial:

First. The patient's physical condition does not meet the requirements of conventional ultrasound endoscopic puncture:

  1. Poor physical condition, including hemoglobin ≤8.0g/dl, severe cardiopulmonary insufficiency, etc.
  2. Blood coagulation dysfunction (platelet count <50×1012, international standardized ratio> 1.5) or taking oral anticoagulants such as aspirin or warfarin within a week
  3. Anesthesia assessment failed
  4. Had acute pancreatitis within 2 weeks
  5. Pregnancy or breastfeeding
  6. Known history of allergy to sulfur hexafluoride or other components
  7. Recent acute coronary syndrome or clinically unstable ischemic heart attack
  8. Heart disease patients with right-to-left shunt, patients with severe pulmonary hypertension (pulmonary artery pressure> 90mmHg), patients with uncontrolled systemic hypertension and patients with adult respiratory distress syndrome.

Second. Disagree to participate in this study

Third. There are other problems that do not meet the requirements of this research or that affect the results of the research:

  1. Pancreatic disease has undergone surgery or chemotherapy beforehand
  2. The patient was diagnosed with pancreatic cystic disease or duodenal stenosis
  3. Mental illness, drug addiction, inability to express themselves or other diseases that may affect follow-up

Studieplan

Denne delen gir detaljer om studieplanen, inkludert hvordan studien er utformet og hva studien måler.

Hvordan er studiet utformet?

Designdetaljer

  • Primært formål: Diagnostisk
  • Tildeling: Randomisert
  • Intervensjonsmodell: Crossover-oppdrag
  • Masking: Dobbelt

Våpen og intervensjoner

Deltakergruppe / Arm
Intervensjon / Behandling
Eksperimentell: the artificial-EUS-FNA group
the first two passes were made without the AI-assisted diagnosis system guidance during EUS-FNA, and then two passes were made under guidance from the AI-assisted diagnosis system
The ultrasound endoscopists manually determined the region of interest (ROI) according to CH-EUS, and punctured 2 needles in the tumor area with a 22G needle, and each needle moved 15-20 times back and forth in the lesion. After puncture, insert the needle core, rinse the needle with 0.1ml sterile saline, and further apply air flushing to ensure that each tissue is sent to the slide.
In the AI-assisted diagnosis system, the assisted targeting EUS-FNA unit is applied, and the ultrasound endoscopist selects the region of interest (ROI) according to the thermogram to perform targeted EUS-FNA puncture(2 needles in the same way).
Eksperimentell: the AI-EUS-FNA group
the first two passes were made with the AI-assisted diagnosis system guidance and then another two manual passes without the AI-assisted diagnosis system guidance.
The ultrasound endoscopists manually determined the region of interest (ROI) according to CH-EUS, and punctured 2 needles in the tumor area with a 22G needle, and each needle moved 15-20 times back and forth in the lesion. After puncture, insert the needle core, rinse the needle with 0.1ml sterile saline, and further apply air flushing to ensure that each tissue is sent to the slide.
In the AI-assisted diagnosis system, the assisted targeting EUS-FNA unit is applied, and the ultrasound endoscopist selects the region of interest (ROI) according to the thermogram to perform targeted EUS-FNA puncture(2 needles in the same way).

Hva måler studien?

Primære resultatmål

Resultatmål
Tiltaksbeskrivelse
Tidsramme
accuracy
Tidsramme: 1 year
compare the diagnostic rates of AI-CH-EUS and artificial-CH-EUS for benign and malignant pancreatic masses
1 year
sensitivity
Tidsramme: 1 year
compare the diagnostic rates of AI-CH-EUS and artificial-CH-EUS for benign and malignant pancreatic masses
1 year
specificity
Tidsramme: 1 year
compare the diagnostic rates of AI-CH-EUS and artificial-CH-EUS for benign and malignant pancreatic masses
1 year
positive predictive value
Tidsramme: 1 year
compare the diagnostic rates of AI-CH-EUS and artificial-CH-EUS for benign and malignant pancreatic masses
1 year
negative predictive value
Tidsramme: 1 year
compare the diagnostic rates of AI-CH-EUS and artificial-CH-EUS for benign and malignant pancreatic masses
1 year
the diagnosis rate of first needle aspiration
Tidsramme: 1 year
compared the diagnosis rate of AI-EUS-FNA and artificial-EUS-FNA first needle aspiration for benign and malignant pancreatic masses
1 year

Sekundære resultatmål

Resultatmål
Tiltaksbeskrivelse
Tidsramme
core tissue length
Tidsramme: 1 year
To evaluate the specimen quality through core tissue length of AI-EUS-FNA and artificial-EUS-FNA
1 year

Samarbeidspartnere og etterforskere

Det er her du vil finne personer og organisasjoner som er involvert i denne studien.

Etterforskere

  • Hovedetterforsker: Li Tian, MD, The Third XIANGYA Hospital of Central South University
  • Hovedetterforsker: Anliu Tang, MD, The Third XIANGYA Hospital of Central South University

Studierekorddatoer

Disse datoene sporer fremdriften for innsending av studieposter og sammendragsresultater til ClinicalTrials.gov. Studieposter og rapporterte resultater gjennomgås av National Library of Medicine (NLM) for å sikre at de oppfyller spesifikke kvalitetskontrollstandarder før de legges ut på det offentlige nettstedet.

Studer hoveddatoer

Studiestart (Faktiske)

1. januar 2020

Primær fullføring (Forventet)

31. desember 2021

Studiet fullført (Forventet)

30. juni 2022

Datoer for studieregistrering

Først innsendt

18. oktober 2020

Først innsendt som oppfylte QC-kriteriene

23. oktober 2020

Først lagt ut (Faktiske)

29. oktober 2020

Oppdateringer av studieposter

Sist oppdatering lagt ut (Faktiske)

29. oktober 2020

Siste oppdatering sendt inn som oppfylte QC-kriteriene

23. oktober 2020

Sist bekreftet

1. oktober 2020

Mer informasjon

Begreper knyttet til denne studien

Andre studie-ID-numre

  • 2020-CH-EUS-AI

Plan for individuelle deltakerdata (IPD)

Planlegger du å dele individuelle deltakerdata (IPD)?

Nei

Legemiddel- og utstyrsinformasjon, studiedokumenter

Studerer et amerikansk FDA-regulert medikamentprodukt

Nei

Studerer et amerikansk FDA-regulert enhetsprodukt

Nei

Denne informasjonen ble hentet direkte fra nettstedet clinicaltrials.gov uten noen endringer. Hvis du har noen forespørsler om å endre, fjerne eller oppdatere studiedetaljene dine, vennligst kontakt register@clinicaltrials.gov. Så snart en endring er implementert på clinicaltrials.gov, vil denne også bli oppdatert automatisk på nettstedet vårt. .

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