Development of Artificial Intelligence System for Detection and Diagnosis of Breast Lesion Using Mammography
Studieoversigt
Status
Status
Betingelser
Betingelser
Intervention / Behandling
Intervention / Behandling
Detaljeret beskrivelse
Undersøgelsestype
Undersøgelsestype
Tilmelding (Faktiske)
Tilmelding
Kontakter og lokationer
Studiesteder
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-
Beijing
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Beijing, Beijing, Kina, 100142
- Beijing Cancer Hospital
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Beijing, Beijing, Kina
- Beijing Chao Yang Women and Children's Health Hospital
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Beijing, Beijing, Kina
- Beijing Da Xing People's Hospital
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Beijing, Beijing, Kina
- Beijing Hang Tian Centre Hospital
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Beijing, Beijing, Kina
- Beijing Nan Jiao Cancer Hospital
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Beijing, Beijing, Kina
- Beijing Shi Jing Shan Hospital
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Beijing, Beijing, Kina
- Beijing Shun Yi Qu Hospital
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Beijing, Beijing, Kina
- Beijing Shun Yi Woman and Children Health Hospital
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Deltagelseskriterier
Berettigelseskriterier
Berettigelseskriterier
Aldre berettiget til at studere
Tager imod sunde frivillige
Køn, der er berettiget til at studere
Prøveudtagningsmetode
Studiebefolkning
Beskrivelse
Inclusion Criteria:
- the X-ray images of the breast were complete
- the results of pathological diagnosis or more than 2 years of mammography follow-up were available
- subject signs informed consent(this item was only for prospective study cases)
Exclusion Criteria:
- there exists pathological diagnosis of breast lesions when receiving mammography
- there lacks pathological diagnosis or 2 years of mammography follow-up
- subject withdraws(this item was only for prospective study cases)
Studieplan
Hvordan er undersøgelsen tilrettelagt?
Design detaljer
Antal grupper/kohorter
Kohorter og interventioner
Gruppe / kohorteGruppe / kohorte |
Intervention / BehandlingIntervention / Behandling |
|---|---|
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mammography group
women who receives mammography because of suspected breast lesion(s)
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When a woman comes to the clinic to receive mammography.
Then a radiologist will give a BI-RADS classification after reviewing the images.
If a BI-RADS 4/5 is obtained, the woman will receive pathological biopsy to ensure there is a benign or malignant lesion.
If a BI-RADS 3 is obtained, the woman will be followed up by a half-year interval until two year after the first mammography.
At each follow up, she will receive mammography.
If a BI-RADS 4/5 is obtained at follow up, she will receive pathological biopsy; if a BI-RADS 1/2/3 is obtained at follow up, she will be followed up by a half-year interval until two year.
If a BI-RADS 1/2 is obtained at the first mammography, the woman will receive a second mammography after two year.
During the study period, breast examination and results will be recorded for every subject.
Radiologists will give the diagnosis with and without AI support.
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Hvad måler undersøgelsen?
Primære resultatmål
Primære resultatmål
Resultatmål |
Foranstaltningsbeskrivelse |
Tidsramme |
|---|---|---|
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benign-malignant diagnosis accuracy
Tidsramme: from the first mammography to pathological result obtained(an average of 3 weeks if mammography BI-RADS 4 or 5 obtained)
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the accuracy of the AI model, radiogist with AI support, radiologist alone for binary diagnosis of a benign or malignant breast lesion according to pathology.
If either one mammography of BI-RADS 4/5 in the first examination or during the two year' follow up examination is obtained,a pathological examination is performed, the lesion is judged benign or malignant according to pathological results.
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from the first mammography to pathological result obtained(an average of 3 weeks if mammography BI-RADS 4 or 5 obtained)
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benign-malignant diagnosis accuracy
Tidsramme: from the first mammography to 2-year-after mammography
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the accuracy of the AI model, radiogist with AI support, radiologist alone for binary diagnosis of a benign or malignant breast lesion according to follow up.
If a 2-year mammography of BI-RADS 1/2/3 is obtained, the lesion is considered benign.
If either one mammography of BI-RADS 4/5 during the two year is obtained,a pathological examination is performed to ensure the benign or malignant lesion
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from the first mammography to 2-year-after mammography
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Sekundære resultatmål
Sekundære resultatmål
Resultatmål |
Foranstaltningsbeskrivelse |
Tidsramme |
|---|---|---|
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lesion detection accuracy
Tidsramme: from the first mammography to radiologist diagnosis (within 3 days after the mammography taken)
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the detection rate of the constructed deep learning method for detecting benign or malignant breast lesion according to radiologist's subjective diagnosis or follow up as reference.
If a radiologist suggests existence of a lesion at the first mammography or at each follow-up mammography during the 2-year period, it is considered that a lesion exists
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from the first mammography to radiologist diagnosis (within 3 days after the mammography taken)
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Samarbejdspartnere og efterforskere
Sponsor
Sponsor
Samarbejdspartnere
Samarbejdspartnere
Efterforskere
Efterforskere
- Studiestol: Ying-Shi Sun, Professor, Peking University Cancer Hospital & Institute
Datoer for undersøgelser
Studer store datoer
Studiestart (Faktiske)
Studiestart
Primær færdiggørelse (Faktiske)
Primær færdiggørelse
Studieafslutning (Faktiske)
Studieafslutning
Datoer for studieregistrering
Først indsendt
Først indsendt
Først indsendt, der opfyldte QC-kriterier
Først indsendt, der opfyldte QC-kriterier
Først opslået (Faktiske)
Først opslået
Opdateringer af undersøgelsesjournaler
Sidste opdatering sendt (Faktiske)
Sidste opdatering sendt
Sidste opdatering indsendt, der opfyldte kvalitetskontrolkriterier
Sidste opdatering indsendt, der opfyldte kvalitetskontrolkriterier
Sidst verificeret
Sidst verificeret
Mere information
Begreber relateret til denne undersøgelse
Andre undersøgelses-id-numre
Andre undersøgelses-id-numre
- BCA-AI
Plan for individuelle deltagerdata (IPD)
Planlægger du at dele individuelle deltagerdata (IPD)?
Lægemiddel- og udstyrsoplysninger, undersøgelsesdokumenter
Studerer et amerikansk FDA-reguleret lægemiddelprodukt
Studerer et amerikansk FDA-reguleret enhedsprodukt
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