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

Estimation and Prediction of Individual Benefit From Postoperative Adjuvant Transcatheter Arterial Chemoembolization For Patients With Hepatocellular Carcinoma (HCC)

26. april 2026 opdateret af: Anhui Provincial Hospital
Adjuvant transarterial chemoembolization (TACE) is widely adopted in China for resectable hepatocellular carcinoma (HCC), yet its efficacy remains inconsistent. We aimed to identify factors influencing individual patient benefit using causal machine learning. To this end, we retrospectively collected HCC patients with high risk factors for tumor recurrence from four centers of China, divided into the discovery cohort and the validation cohort . The primary endpoint was disease-free survival (DFS). The primary endpoint was overall survival (OS).Individual treatment effects (ITEs) were estimated within a causal machine learning framework. An ITE < 0 was considered recommendation for adjuvant TACE , while ITE ≥ 0 indicated active surveillance. The model would be validated in the validation cohort. The contribution of each variable to ITE was assessed using the Shapley Additive Explanations (SHAP). An online calculator would be developed for future use by public.

Studieoversigt

Undersøgelsestype

Observationel

Tilmelding (Faktiske)

1005

Kontakter og lokationer

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

Studiesteder

    • Anhu
      • Hefei, Anhu, Kina, 23000
        • The First Affiliated hospital of USTC

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

  • Voksen
  • Ældre voksen

Tager imod sunde frivillige

Ingen

Prøveudtagningsmetode

Ikke-sandsynlighedsprøve

Studiebefolkning

HCC patients with high-risk factors of tumor relapse, who received adjuvant TACE or active postoperative survelliance as treatment.

Beskrivelse

Inclusion Criteria:

  • (1) pathologic diagnosis of HCC; (2) received potentially curative hepatectomy with negative cut margins confirmed by pathology; (3) high risk of recurrence, meeting any of the following criteria: largest tumor >5 cm, multiple lesions, poor histological differentiation (Edmondson-Steiner grade III or IV), presence of microvascular invasion or satellite nodules, (4) received adjuvant TACE or active surveillance as postoperative treatment; (5) at least one year of follow-up.

Exclusion Criteria:

  • (1) history of other malignancies; (2) received preoperative anti-tumor treatment; (3) presence of vascular invasion or extrahepatic metastasis; (4) tumor recurred within 4 weeks postoperatively; (5) residual tumor was detected by digital subtraction angiography (DSA); (6) received other types of adjuvant therapy; (7) cases with missing data exceeding 10%.

Studieplan

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

Hvordan er undersøgelsen tilrettelagt?

Design detaljer

Kohorter og interventioner

Gruppe / kohorte
Discovery cohort
The cohort is used for training of the causal machine learning model
Validation cohort
The cohort is used for validation of the causal machine learning model
Adjuvant Tace Group
Patients who received adjuvant TACE as postoperative treatment
Active Surveillance Group
Patients who received active surveillance as postoperative treatment

Hvad måler undersøgelsen?

Primære resultatmål

Resultatmål
Foranstaltningsbeskrivelse
Tidsramme
Disease free survival
Tidsramme: From January 2018 to December 2023
Disease-free survival (DFS) was defined as the time from the date of curative-intent HCC surgery to the first occurrence of local recurrence, distant metastasis, or death from any cause, whichever came first. Patients without any of these events were censored at the last follow-up.
From January 2018 to December 2023

Sekundære resultatmål

Resultatmål
Foranstaltningsbeskrivelse
Tidsramme
Overall survival
Tidsramme: From January 2018 to December 2023
Overall Survival (OS) was defined as the time from the date of curative-intent HCC surgery to the first occurrence of death from any cause. Patients who were still alive at the last follow-up were censored at the date of the last follow-up.
From January 2018 to December 2023

Samarbejdspartnere og efterforskere

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

Efterforskere

  • Ledende efterforsker: Lianxin Liu, Ph.D., The First Affiliated hospital of USTC

Publikationer og nyttige links

Den person, der er ansvarlig for at indtaste oplysninger om undersøgelsen, leverer frivilligt disse publikationer. Disse kan handle om alt relateret til undersøgelsen.

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 (Faktiske)

1. januar 2018

Primær færdiggørelse (Faktiske)

31. december 2025

Studieafslutning (Faktiske)

31. december 2025

Datoer for studieregistrering

Først indsendt

26. april 2026

Først indsendt, der opfyldte QC-kriterier

26. april 2026

Først opslået (Faktiske)

1. maj 2026

Opdateringer af undersøgelsesjournaler

Sidste opdatering sendt (Faktiske)

1. maj 2026

Sidste opdatering indsendt, der opfyldte kvalitetskontrolkriterier

26. april 2026

Sidst verificeret

1. april 2026

Mere information

Begreber relateret til denne undersøgelse

Plan for individuelle deltagerdata (IPD)

Planlægger du at dele individuelle deltagerdata (IPD)?

INGEN

IPD-planbeskrivelse

For patients' privacy

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 .

Kliniske forsøg med Hepatocellulært karcinom (HCC)

Abonner