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Advanced diffusion-weighted MRI models for preoperative prediction of lymph node metastasis in resectable gastric cancer.
- Source :
-
Abdominal radiology (New York) [Abdom Radiol (NY)] 2025 Mar; Vol. 50 (3), pp. 1057-1068. Date of Electronic Publication: 2024 Sep 10. - Publication Year :
- 2025
-
Abstract
- Objective: To investigate the potential of six advanced diffusion-weighted imaging (DWI) models for preoperative prediction of lymph node metastasis (LNM) in resectable gastric cancer (GC).<br />Methods: Between Nov 2022 and Nov 2023, standard MRI scans were prospectively performed in consecutive patients with endoscopic pathology-confirmed gastric adenocarcinoma who were referred for direct radical gastrectomy. Six DWI models, including fractional order calculus (FROC), continuous-time random walk (CTRW), diffusion kurtosis imaging (DKI), intravoxel incoherent motion (IVIM), the mono-exponential model (MEM) and the stretched exponential model (SEM) were computed. Surgical pathologic diagnosis of LNM was the reference standard, and patients were classified into LNM-positive or LNM-negative groups accordingly. The morphological features and quantitative parameters of the DWI models in different LNM categories were analyzed and compared. Multivariable logistic regression was used to screen significant predictors. Receiver-operating characteristic curves and the area under the curve (AUC) were plotted to evaluate the performances, the Delong test was performed to compare the AUCs.<br />Results: In the LNM-positive group, tumor thickness and kurtosis (DKI&#95;K) were significantly higher, while anomalous diffusion coefficient (CTRW&#95;D), diffusivity (DKI&#95;D), diffusion coefficient (FROC&#95;D), pseudodiffusion coefficient (IVIM&#95;D*), perfusion fraction (IVIM&#95;f), and ADC were lower compared to the LNM-negative group. Clinical tumor staging (cT) and CTRW&#95;D were independent predictors. Their combination demonstrated a superior AUC of 0.930, significantly higher than that of individual parameters.<br />Conclusions: Tumor thickness, DKI&#95;K, CTRW&#95;D, DKI&#95;D, FROC&#95;D, IVIM&#95;D*, IVIM&#95;f and ADC were associated with LNM status. The combination of independent predictors of cT and CTRW&#95;D further enhanced the performance.<br />Competing Interests: Declarations. Competing interests: The authors declare no competing interests.<br /> (© 2024. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.)
- Subjects :
- Humans
Male
Female
Middle Aged
Prospective Studies
Aged
Predictive Value of Tests
Adult
Stomach Neoplasms diagnostic imaging
Stomach Neoplasms pathology
Stomach Neoplasms surgery
Diffusion Magnetic Resonance Imaging methods
Lymphatic Metastasis diagnostic imaging
Gastrectomy
Adenocarcinoma diagnostic imaging
Adenocarcinoma pathology
Adenocarcinoma surgery
Subjects
Details
- Language :
- English
- ISSN :
- 2366-0058
- Volume :
- 50
- Issue :
- 3
- Database :
- MEDLINE
- Journal :
- Abdominal radiology (New York)
- Publication Type :
- Academic Journal
- Accession number :
- 39254709
- Full Text :
- https://doi.org/10.1007/s00261-024-04559-3