Brit J Hosp Med
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Aims/Background Cervical cancer continues to be a significant cause of cancer-related deaths among women, especially in low-resource settings where screening and follow-up care are lacking. The transcription factor zinc finger E-box-binding homeobox 2 (ZEB2) has been identified as a potential marker for tumour aggressiveness and cancer progression in cervical cancer tissues. Methods This study presents a hybrid deep learning system developed to classify cervical cancer images based on ZEB2 expression. ⋯ Conclusion The proposed hybrid deep learning model presents an effective and interpretable method for the classification of cervical cancer based on ZEB2 expression. This approach holds the potential to substantially aid in early diagnosis, thereby potentially enhancing patient outcomes and mitigating healthcare costs. Future endeavours will concentrate on enhancing the model's accuracy and investigating its applicability to other cancer types.
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Aims/Background Previous studies have indicated correlations between various risky behaviours, increased risk tolerance, and the likelihood of heart failure. However, the causative nature of these correlations remains to be established. Therefore, our research aims to explore the causality between phenotypes of risky behaviour and the incidence of heart failure. ⋯ Conversely, a genetic predisposition towards frequent automobile speeding showed a protective effect against heart failure (odds ratio, 0.732; 95% confidence interval, 0.545-0.982, p=0.037). Conclusion This Mendelian randomisation study confirmed genetically that risky behaviours are causally linked to the likelihood of heart failure. This finding may offer fresh perspectives on the pathogenic mechanisms underlying the progression of heart failure.
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Editorial Review
Should surgical inpatients still wear compression stockings?
Surgical inpatients are at increased risk of venous thromboembolism (VTE). Current national guidelines recommend a combination of pharmacological (chemoprophylaxis) and mechanical thromboprophylaxis to reduce VTE risk. For most patients, mechanical thromboprophylaxis is provided via application of graduated compression stockings (GCS). This editorial reviews the evidence surrounding the efficacy and safety of GCS in VTE prevention, and makes a recommendation regarding their continued use in surgical inpatients.
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Fractures of the tibial tubercle are an uncommon injury, constituting 0.4-2.7% of all epiphyseal injuries. They occur in the adolescent age group, often during sports such as basketball and football. ⋯ Tibial tubercle fractures generally have favourable overall outcomes when the correct treatment modality is chosen, with a high rate of union and a 98% return to preinjury activities. This article provides a guide for doctors on the classification and management of these injuries, to ensure that appropriate treatment is given according to current literature and best practice.