1.Construction of a tumor-associated myeloid cell infiltration signature model based on LASSO-Cox regression for predicting postoperative overall survival in patients with gastric cancer
Leihao WANG ; Siyuan WANG ; Mengxin TIAN ; Qiangjun GAN ; Zhaoqing TANG ; Xuefei WANG
Chinese Journal of Clinical Medicine 2026;33(3):396-405
Objective To explore the impact of tumor-associated myeloid cell infiltration signatures on postoperative overall survival (OS) in patients with gastric cancer. Methods A retrospective analysis was performed on patients who underwent radical gastrectomy at Zhongshan Hospital, Fudan University from January 2005 to December 2019. Patients were randomly divided into a training set (n=167) and an internal validation set (n=168) at a 1:1 ratio. Meanwhile, 147 patients with gastric cancer treated at Zhongshan Hospital (Xiamen), Fudan University during the same period were enrolled as the external validation set (n=147). Immunohistochemistry was used in all patients to evaluate the distribution characteristics of 18 immune markers in three regions of gastric cancer tissues, namely primary tumor (PT), invasive margin (IM), and normal tissue (NT). These markers include 11 myeloid cell markers (CD11b, CD33, CD11c, CD14, CD15, CD16, CD68, CD86, CD163, CD206, and CD66b) and 7 immune checkpoints (CD73, IDO, LAG3, PD-1, SIGLEC9, SIRPA, and TIM3). LASSO regression and Cox proportional hazards model were applied to screen immune markers associated with postoperative OS in gastric cancer patients, and a predictive model for 1-, 3-, and 5-year postoperative OS was established. Data from the internal and external validation set were used for internal and external verification of the predictive model. Receiver operating characteristic (ROC) curves were plotted and the area under the curve (AUC) was calculated to assess the discriminative ability of the model. Results In the training set, LASSO regression and Cox proportional hazards model identified 4 immune marker signatures (CD14_PT, CD15_PT, CD206_PT, and SIGLEC9_PT) to construct the predictive model. ROC curve analysis showed that the AUCs of the model for predicting 1-, 3-, and 5-year postoperative OS were 0.74, 0.75, and 0.84, respectively. When the model was applied to the internal and external validation sets, the AUCs for 1-, 3-, and 5-year postoperative OS were 0.74, 0.72, 0.72 (internal validation set) and 0.72, 0.71, 0.74 (external validation set), respectively. Cox multivariate regression analysis showed that the risk score was an independent risk factor for postoperative OS in patients with gastric cancer. Conclusion The model constructed based on LASSO-Cox regression exhibits good predictive performance and can effectively predict postoperative OS in gastric cancer patients, which may serve as a basis for intensive treatment of high-risk patients after surgery.
2.Risk factors of corneal endothelial cell injury caused by phacoemulsification
Jun WANG ; Mengxin GAN ; Hua HUANG
Chinese Journal of Radiological Health 2022;31(4):498-501
Objective To identify the risk factors of corneal endothelial cell injury caused by phacoemulsification, so as to provide the evidence for formulating interventions for prevention of corneal endothelial cell injury among cataract patients. Methods A total 248 eyes from 212 cataract patients that underwent phacoemulsification were selected as study subjects. The associations of subjects’ age, gender, left/right eye, pupillary diameter, grades of lens nucleus hardness, duration of phacoemulsification, total ultrasound energy, total infusion fluid amount with endothelial cell loss were evaluated using univariate analysis, and the independent risk factors for corneal endothelial cell injury caused by phacoemulsification were identified using multiple linear regression analysis. Results The density of endothelial cells was (2282.4 ± 412.16) cells/mm2 prior to phacoemulsification and (1921.77 ± 125.46) cells/mm2 months after phacoemulsification in 239 affected eyes, and the proportion of endothelial hexagonal cells was (54.41 ± 7.22)% prior to phacoemulsification and (45.62 ± 3.58)% months after phacoemulsification (χ2 = 5.43, P < 0.05). The incidence of corneal endothelial cell injury was 15.5% in 239 affected eyes. Univariate analysis showed that advanced age, small pupillary diameter, long duration of phacoemulsification, high grades of lens nucleus hardness and high total ultrasound energy were associated with endothelial cell loss, while gender and surgical eyes (left or right eye) were not associated with endothelial cell loss. Multiple linear regression analysis revealed that high grades of lens nucleus hardness, high total infusion fluid amount, long duration of phacoemulsification and high total ultrasound energy were independent risk factors for endothelial cell loss. Conclusions Lens nucleus hardness, high totalinfusion fluid amount, long duration of phacoemulsification and high total ultrasound energy are independent risk factors for endothelial cell loss caused by phacoemulsification.

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