Constructing a predictive model for early-onset sepsis in neonatal intensive care unit newborns based on SHapley Additive exPlanations explainable machine learning.

Background: The clinical characteristics of neonatal sepsis (NS) are subtle and non-specific, posing a serious threat to the lives of newborn infants. Early-onset sepsis (EOS) is sepsis that occurs within 72 hours after birth, with a high mortality rate. Identifying key factors of NS and conducting early diagnosis are of great practical significance.

MYBBP1A‑mediated IGFBP4 promoter methylation promotes epithelial‑mesenchymal transition and metastasis through activation of NOTCH pathway in liver cancer.

Metastatic hepatocellular carcinoma (HCC) seriously threatens patients' prognosis. It was previously suggested that the insulin growth factor binding protein (IGFBP) family could serve as cancer suppressors in the development and metastasis of HCC. However, the role of IGFBP4 and its underlying molecular mechanism in HCC metastasis is elusive.

ViT-based quantification of intratumoral heterogeneity for predicting the early recurrence in HCC following multiple ablation.

Objectives: This study aimed to develop a quantitative intratumoral heterogeneity (ITH) model for assessing the risk of early recurrence (ER) in pre-treatment multimodal imaging for hepatocellular carcinoma (HCC) patients undergoing ablation treatments.

Methods: This multi-centre study enrolled 633 HCC patients who underwent ultrasound-guided local ablation between January 2015 and September 2022. Among them, 422, 85, 57 and 69 patients underwent radiofrequency ablation (RFA), microwave ablation (MWA), laser ablation (LA) and irreversible electroporation (IRE) ablation, respectively.

Ecological restoration enhances dryland carbon stock by reducing surface soil carbon loss due to wind erosion.

Enhancing terrestrial carbon (C) stock through ecological restoration, one of the prominent approaches for natural climate solutions, is conventionally considered to be achieved through an ecological pathway, i.e., increased plant C uptake.