Related Experiment Video
Updated: Feb 11, 2026

Author Spotlight: A Model to Study the Systemic and Local Dynamics of CD8+ T Cells During LN Metastasis
Published on: January 26, 2024
Preoperative criterion identifying a low-risk group for lymph node metastasis in intrahepatic cholangiocarcinoma
Tomoaki Yoh1, Etsuro Hatano2, Satoru Seo1
1Department of Surgery, Graduate School of Medicine, Kyoto University, Kyoto, Japan.
Background:
Imaging study cannot identify patients with potential low-risk for lymph node (LN) metastasis in intrahepatic cholangiocarcinoma (ICC). The purpose of this study was to identify a low-risk group for LN metastasis in ICC using preoperatively available factors.
Methods:
Data from 127 consecutive patients, who underwent curative intent surgery for ICC at Kyoto University Hospital and Kitano Hospital between 2002 and 2016, were retrospectively analyzed. By using only preoperative data, multiple linear regression model for predicting LN metastasis was developed.
Results:
Forty-three patients exhibited LN metastasis (33.9%). Serum CA19-9 levels ≥37 IU/ml, ICC with hilar invasion, and LN swelling were identified as independent preoperative predictors of LN metastasis. The prediction model for LN metastasis using these three factors revealed good discrimination (area under the receiver operating characteristics curve 0.874, P < 0.001). Negative for all three factors (i.e. CA19-9 levels <37 IU/ml, peripheral ICC and no LN swelling) identified 35 patients (27.6%) as a low-risk group, with the false negative rate of 2.3%.
Conclusions:
We proposed a preoperative criterion for predicting LN metastasis, giving rise to the identification of ICC patients who showed a low-risk of LN metastasis.
Related Concept Videos
Detailed Structure and Function of Lymph Nodes
From a histological perspective, lymph nodes can be split into two main areas: the superficial cortex and the deep medulla. The outer cortex is populated by dendritic cells, macrophages, and B lymphocytes, which are densely packed into follicles. When these B-lymphocytes are presented...
Routh-Hurwitz Criterion I
To apply the Routh-Hurwitz criterion, a Routh table is constructed. The table's rows are labeled with powers of the complex frequency variable s, starting from the...
Routh-Hurwitz Criterion II
The first scenario occurs when a singular zero appears in the first column of the Routh table. This situation creates a division by zero issues. To resolve this, a small positive or negative number, denoted as epsilon (∈), is substituted for the zero. The stability analysis proceeds by assuming a sign for ∈. If ∈ is positive, any sign change in the first...
Pharmacokinetic Models: Comparison and Selection Criterion
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
Metastasis
Epithelial-to-Mesenchymal Transition
The epithelial-to-mesenchymal transition or EMT is a developmental process commonly observed in wound healing, embryogenesis, and cancer metastasis. EMT is induced by transforming growth factor-beta (TGF-β) or receptor tyrosine kinase (RTK) ligands, which further...
Potential-Energy Criterion for Equilibrium

