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Molecular Imaging Visualization of Tumor Heterogeneity in Non-small Cell Lung Cancer

To assess the potential usefulness of radiogenomics for tumor driving genes heterogeneity in non-small cell lung cancer.

Studieoversigt

Detaljeret beskrivelse

Patients with advanced NSCLC underwent 18F-FDG PET/CT and PET/CT-guided synchronous targeted biopsy of primary and distant metastatic tumors. The LIFEx package was used to extract PET and CT radiomic features from primary and metastatic lesions. The radiomic ROI sites of primary and distant metastatic tumors were point-to-point corresponding to the PET/ CT-guided targeted biopsy sites. Whole exon sequencing of primary and distant metastatic tumor samples obtained by PET/CT-guided targeted biopsy was used to get genomic data of primary and distant metastatic tumor. Predictive radiogenomics models were established and validation.

Undersøgelsestype

Interventionel

Tilmelding (Forventet)

150

Fase

  • Ikke anvendelig

Kontakter og lokationer

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

Studiesteder

    • Fujian
      • XiaMen, Fujian, Kina, 0086-361000
        • Rekruttering
        • First Affiliated Hospital of Xiamen University
        • Kontakt:

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

18 år til 90 år (Voksen, Ældre voksen)

Tager imod sunde frivillige

Ingen

Køn, der er berettiget til at studere

Alle

Beskrivelse

Criteria: Inclusion Criteria:

  • (i) adult patients (aged 18 years or order);
  • (ii) patients with suspected or newly diagnosed or previously treated malignant tumors (supporting evidence may include magnetic resonance imaging (MRI), CT, tumor markers and pathology report);
  • (iii) patients who had scheduled both 18F-FDG PET/CT scans and PET/CT guided biopsy;
  • (iv) patients who were able to provide informed consent (signed by participant, parent or legal representative) and assent according to the guidelines of the Clinical Research Ethics Committee.

Exclusion Criteria:

  • (i) patients with non-malignant lesions;
  • (ii) patients with pregnancy;
  • (iii) the inability or unwillingness of the research participant, parent or legal representative to provide written informed consent.

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: N/A
  • Interventionel model: Enkelt gruppeopgave
  • Maskning: Ingen (Åben etiket)

Våben og indgreb

Deltagergruppe / Arm
Intervention / Behandling
Eksperimentel: 8F-FDG PET/CT and PET/CT-guide targeted biopsy
Each subject receive a single intravenous injection of 18F-FDG PET/CT and PET/CT-guide targeted biopsy within the specified time.
Each subject receive a single intravenous injection of 18F-FDG PET/CT and PET/CT-guide targeted biopsy within the specified time

Hvad måler undersøgelsen?

Primære resultatmål

Resultatmål
Foranstaltningsbeskrivelse
Tidsramme
Radiomic feature selection and model establishment
Tidsramme: 3 years
In this study, the investigators first selected the features with significant differences between genes mutant and wild type in the training set using the Mann-Whitney U test, obtaining a total of 53 features with p value < 0.05. Then, the least absolute shrinkage and selection operator (LASSO) algorithm was used to select the optimal predictive features among the 53 selected in the training set. The LASSO algorithm adds a L1 regularization term to a least square algorithm to avoid overfitting. A prediction model was established by logistic regression, and the radiomics signature score (rad-score) for each participant was calculated based on the selected discriminating radiomic features. The model performance was tested in the validation set. The receiver operating characteristic (ROC) curve and the area under the curve (AUC) were used to evaluate the model performance in the training and validation sets.
3 years

Sekundære resultatmål

Resultatmål
Foranstaltningsbeskrivelse
Tidsramme
Genes mutation detection
Tidsramme: 30 days
Genes mutation detection was performed on histological specimens obtained by surgical resection or puncture. Genes mutation detection was conducted by the examination of the whole-exome sequencing. The whole-exome sequencing is performed by the Novogene company (www.novogene.com). If any genes mutation in the whole-exome sequencing was detected, the tumor was considered genes mutant. Otherwise, the tumor was classified as no mutant of genes type.
30 days
Image acquisition
Tidsramme: 30 days
The imaging acquisition protocol was established following the Image Biomarker Standardisation Initiative (IBSI) reporting guidelines. All the details of the procedures are provided in the electronic supplementary material. 18F-FDG PET/CT (Discovery MI, GE Healthcare, Milwaukee, WI, USA) examination was performed within 1 month before treatment. Briefly, 18F-FDG PET/CT images were acquired 60 ± 5 min after 18F-FDG injection in accordance with the European Association of Nuclear Medicine (EANM) guidelines, version 1.0 (version 2.0 from February 2015). A 3D LOR reconstruction algorithm was used to reconstruct the PET images. The attenuation correction of PET images was carried out with CT data, and the corrected PET images were fused with CT images.
30 days
Radiomic feature extraction
Tidsramme: 30 days
The LIFEx package (version 4.00, http://www.lifexsoft.org) was used to extract the texture features of PET/CT images of lesions in the same VOI. The PET/CT image of the patient in the DICOM format was imported into the software. Two experienced PET/CT diagnostic physicians semi-automatically delineated the region of interest of the target lesion using a threshold of 40% of the maximum standardized uptake value (SUVmax). Then, the software program automatically calculates and extracts 47 PET radiomic features and 45 CT radiomic features.
30 days

Samarbejdspartnere og efterforskere

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

Efterforskere

  • Ledende efterforsker: Long Sun, PhD, The First Affiliated Hospital of Xiamen University

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. oktober 2019

Primær færdiggørelse (Forventet)

1. oktober 2022

Studieafslutning (Forventet)

1. oktober 2022

Datoer for studieregistrering

Først indsendt

30. juli 2020

Først indsendt, der opfyldte QC-kriterier

11. september 2020

Først opslået (Faktiske)

17. september 2020

Opdateringer af undersøgelsesjournaler

Sidste opdatering sendt (Faktiske)

17. september 2020

Sidste opdatering indsendt, der opfyldte kvalitetskontrolkriterier

11. september 2020

Sidst verificeret

1. juli 2020

Mere information

Begreber relateret til denne undersøgelse

Plan for individuelle deltagerdata (IPD)

Planlægger du at dele individuelle deltagerdata (IPD)?

INGEN

Lægemiddel- og udstyrsoplysninger, undersøgelsesdokumenter

Studerer et amerikansk FDA-reguleret lægemiddelprodukt

Ingen

Studerer et amerikansk FDA-reguleret enhedsprodukt

Ingen

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Kliniske forsøg med NSCLC

Kliniske forsøg med 18F-FDG PET/CT and PET/CT-guide targeted biopsy in another group of participants

Abonner