No abstract

Background and Aims:The study established and compared the efficacy of the clinicoradiological model, radiomics model and clinicoradiological-radiomics hybrid model in predicting the microvascular invasion (MVI) of hepatocellular carcinoma (HCC) using gadolinium ethoxybenzyl diethylene triaminepentaacetic acid (Gd-EOB-DTPA) enhanced MRI. Methods: This was a study that enrolled 602 HCC patients from two institutions. Least absolute shrinkage and selection operator (Lasso) method was used to screen for the most important clinicoradiological and radiomics features that predict MVI pre-operatively. Three machine learning algorithms were used to establish the clinicoradiological, radiomics, and clinicoradiological-radiomics hybrid models. Area under the curve (AUC) of receiver operating characteristic (ROC) curves and Delong's test were used to compare and quantify the predictive performance of the models. Results: The AUCs of the clinicoradiological model in training and validation cohorts were 0.793 and 0.701, respectively. The radiomics signature of arterial phase (AP) images alone achieved satisfying predictive efficacy for MVI, with AUCs of 0.671 and 0.643 in training and validation cohort, respectively. The combination of clinicoradiological factors and fusion radiomics signature of AP and VP images achieved AUCs of 0.824 and 0.801 in training and validation cohorts, 0.812 and 0.805 in prospective validation and external validation cohorts, respectively. The hybrid model provided the best prediction results. The results of the Delong test revealed that there were statistically significant differences among the clinicoradiological-radiomics hybrid model, clinicoradiological model, and radiomics model (p<0.05). Conclusions: The combination of clinicoradiological factors and fusion radiomics signature of AP and VP images based on Gd-EOB-DTPA-enhanced MRI can effectively predict MVI.

As key population groups in HIV infection, transgender women (TGW) share the same oral and anal sexual practices with men who have sex with men (MSM). However, the differences in HIV rates between the two groups are still unclear. In our study, relevant publications were electronically searched in three databases. After excluding irrelevant studies based on review of the title, abstract, and full text, a total of 24 studies, including 37,521 cases, were identified. There were no significant differences between TGW and MSM regarding HIV status and condom use. However, TGW had a higher proportion of high-risk behaviors, including exchanges of sex, forced sex, receptive intercourse, and sex work experience. Moreover, most curable sexually transmitted diseases were more prevalent in the TGW group compared to MSM. Although TGW showed a higher proportion of high-risk behavior and sexually transmitted disease incidence, their HIV incidence was the same as that for MSM.

HIV infection induces pathological changes in the intestinal mucosa. Here, a successful endoscopy was performed on the colon of a Chinese rhesus macaque by using Olympus CV170 gastroscope. The stability on postoperative recovery and the integrity of biopsy tissue implied a possibility of achieving AIDS longitudinal intestinal research on macaques. K E Y W O R D S gastroscopy, intestinal mucosa, rhesus macaque