Hepatic encephalopathy is a clinical syndrome of central nervous system dysfunction caused by liver insufficiency.It severely affects the quality of life of patients and may lead to death.Accurate prediction of the risk of developing hepatic encephalopathy is crucial for early intervention and treatment.In order to identify the risk of hepatic encephalopathy in patients in advance,many studies have been devoted to efforts to develop tools and methods to identify the risk of hepatic encephalopathy as early as possible,so as to develop preventive and early management strategies.Most conventional hepatic encephalopathy risk prediction models currently assess the prob-ability of a patient developing hepatic encephalopathy by analysing factors such as clinical data and biochemical indicators,however,their accuracy,sensitivity and positive predictive value are not high.The application of artificial intelligence to clinical predictive modelling is a very hot and promising area,which can use large amounts of data and complex algorithms to improve the accuracy and efficiency of diagnosis and prognosis.To date,there have been few studies using AI techniques to predict hepatic encephalopathy.Therefore,this paper reviews the research progress of hepatic encephalopathy risk prediction models,and also discusses the prospect of AI application in hepatic encephalopathy risk prediction models.It also points out the challenges and future research directions of AI in HE risk prediction model research in order to promote the development and clinical application of hepatic encephalopathy risk prediction models.

Glycolysis is an important biological event in the metabolic reprogramming process of primary liver cancer.Its is mainly regulated by key rate-limiting enzymes in the glycolysis pathway,including hexokinase(HK),pyruvate kinase(PK),phosphofructokinase(PFK),and lactate dehydrogenase(LDH).Moreover,it can also be regulated by multiple mechanisms such as glucose transporters(GLUTS),monocarboxylic acid transporters(MCT),PI3K/AKT/mTORC signaling pathway and hypoxia induction factor(HIF).More and more studies have proved that key glycolytic enzymes and regulatory factors play important roles in hepatocellular carcinoma(HCC)cell proliferation,invasion,metastasis,immune escape,and drug resistance.Currently,with the continuous in-depth research on the mechanism of glycolysis,clinical therapies targeting glycolysis has become a new therapeutic strategy for HCC treatment.This article aims to summarize the research progress of key glycolytic enzymes and regulatory factors in the occurrence and development of primary liver cancer,hoping to provide help for the prevention and treatment of liver cancer.

Objective    To investigate the relationship between the expression of programmed cell death ligand-1 (PD-L1) and the maximal standardized uptake value (SUVmax) in 18F-fluorodeoxyglucose (FDG) positron emission tomography/computed tomography (PET/CT) and the correlation of clinical factors between SUVmax values and PD-L1. Methods    The clinical data of 84 patients with invasive lung adenocarcinoma diagnosed pathologically in West China Hospital, Sichuan University from August 2016 to November 2018 were analyzed retrospectively, including 38 males and 46 females, aged 60 (32-85) years. The tumor was acinar-predominant in 37 patients, papillary in 20, lepidic in 19, solid in 5 and micropapillary in 3. Multivariate analysis of the relationship between SUVmax value and other clinicopathological features was performed by linear regression. Logistic regression analysis was used to analyze the relationship between PD-L1 protein expression and other pathological features. Results    The SUVmax of the PD-L1 expression group was significantly higher than that of the non-PD-L1 expression group in the whole invasive lung adenocarcinoma group (P=0.002) and intermediate-grade histologic subtype (P=0.016). The SUVmax cut-off value of PD-L1 expression in the whole invasive lung adenocarcinoma group and intermediate-grade histologic subtype was 5.34 (AUC: 0.732, P=0.002) and 5.34 (AUC: 0.720, P=0.017), respectively. Multivariate analysis showed that pleura involvement, vascular tumor thrombus and the increase of tumor diameter could cause the increase of the SUVmax value, while the SUVmax value decreased in the moderately differentiated tumor compared with the poorly differentiated tumor. The SUVmax cut-off value between low-grade histologic subtype and intermediate-grade histologic subtype, intermediate-grade histologic subtype and high-grade histologic subtypes was 1.54 (AUC: 0.854, P<0.001) and 5.79 (AUC: 0.889, P<0.001), respectively. Multivariate analysis of PD-L1 expression showed pleura involvement (P=0.021, OR=0.022, 95%CI 0.001 to 0.558) and moderate differentiation (opposite to poor differentiation) (P=0.004, OR=0.053, 95%CI 0.007 to 0.042) decreased the expression of PD-L1. Conclusion    The SUVmax of the PD-L1 expression group is significantly higher than that of the non-PD-L1 expression group in the whole invasive lung adenocarcinoma group and intermediate-grade histologic subtype. The level of SUVmax and the expression of PD-L1 in invasive lung adenocarcinoma are related to many clinical factors.

Liver failure is a syndrome of severe liver diseases commonly seen in clinical practice, and it has a high mortality rate and thus becomes one of the critical diseases in internal medicine. Massive hepatocyte death and the extent of hepatocyte death exceeding the liver’s regenerative capacity are considered the core events in the development and progression of liver failure, and direct injury and immune-mediated inflammatory injury are the two main factors in this process. An increasing number of evidence has shown that host immune response and inflammatory cascade play an important role in the pathogenesis of liver failure. This article reviews the mechanism of action of immunoregulation (congenital and adaptive) and inflammatory injury (inflammation inducers, receptor cells, and inflammatory mediators) in the process of hepatic failure, as well as the interactions between immune response and immune cells and between inflammatory response and inflammatory factors, in order to help understand the pathogenesis of liver failure and provide new ideas for the diagnosis and treatment of liver failure and drug research and development.

Objective To explore the CT features of gastrointestinal tract diospyrobezoar and its complications,to improve the recognition. Methods The plain CT scan of 36 patients with gastrointestinal tract diospyrobezoar confirmed by gastroscope and surgery were analyzed retrospectively.Results The number and location of diospyrobezoar showed by CT were consistent with the results of gastroscope and surgery.There were 1 1 cases of stomach diospyrobezoar,1 9 cases of small intestine diospyrobezoar,and 6 cases of stomach and small intestine diospyrobezoar.32 cases were solitary lesion,and 4 cases were multiple lesions.A total of 41 diospyrobezoars were removed, most of which were wel-l defined ovoid mass.3 1 lesions presented mottled internal gas bubbles with high-density encapsulating wall.6 lesions showed mottled gas pattern without encapsulating wall.4 lesions showed uneven high density.Over time,1 lesion moved in the digestive tract and the boundary and density were changed.Complications:gastric and duodenal diospyrobezoar accompanied by gastric retention,which manifested as a significant expansion of the gastric cavity effusion.Small intestine diospyrobezoar was accompanied by small bowel obstruction,which showed that the proximal intestinal tube of the diospyrobezoar was obviously dilated,and the distal intestine was suddenly collapsed.There was a focal transition zone between them.Conclusion Gastrointestinal tract diospyrobezoar has a variety of CT manifestations,of which oval shape,clear boundary,uneven mass composed of gas and soft tissue are common.

Objective To explore the CT manifestations of primitive neuroectodermal tumor (PNET) of adrenal gland,aiming to increase the cognition on this disease.Methods The CT manifestations of 7 patients who were pathologically diagnosed with adrenal gland PNET were analyzed retrospectively.Results The age of patients was 24-63 years old,with average age of (47.6±13.7) years,including 6 females and 1 male.Location of PNET:4 in left adrenal gland and 3 in right adrenal gland.Clinical manifestations:3 cases had upper abdominal distension,2 cases suffered from pain of waist and back,1 case was discovered in physical examination and another 1 had fever.No abnormality was found in laboratory and endocrinological examinations.After operation,4 cases had recurrence and 2 had distant metastasis.During follow-up,6 patients died and only 1 still alive.CT showed that the tumor,whose maximum diameter was 10.1-19.4 cm,was elliptic or lobulated in shape.The tumor was clear in boundary in 2 patients,but was unclear in boundary and involved adjacent organs in 5 patients.The plain scanning showed equidensity or slightly low density,complicated with necrosis and cystic lesions without calcification.The enhanced scanning suggested progressive uneven enhancement,with multiple interatrial septum-like changes and latticed enhancement inside.Conclusion CT manifestations of adrenal gland PNET can prompt the diagnosis,pathological examination is still required for confirmation.CT can accurately describe the internal structures,adjacent relationship and the metastasis of tumors.

Objective To investigate the imaging findings of giant cell glioblastoma(GCG).Methods Imaging findings of 8 cases with pathology-confirmed GCG were retrospectively reviewed and correlated with pathologic findings.Results All of the 8 cases were located in the cerebral hemisphere.On CT images, 1 lesion case was shown appeared as mixed density,4 lesions were shown as cystic and solid mass.Mural nodule were slightly hyperdense.On MRI images, all of 4 cases lesions were hypointensity on T1WI, mixed signal intensity or hyperintensity on T2WI and FLAIR, low signal intensity on DWI.The lesion showed nonuniform enhancement,with enhanced mural nodules and cyst walls,and mildmoderate or no peritumoral edema.Microscopically, the cells were arranged in perivascular pseudorosettes to form palisades.Cellular pleomorphism was a typical feature, including monstrous and multinucleated giant cells.Mitotic figures were usually numerous.Reticulin was abundant in the stroma.Immunohistochemistry showed staining for S-100, Vim, p53, GFAP.The proliferation rate determined by Ki-67 immunohistochemistry was 30%.Conclusion GCG has certain imaging characteristics,CT and MRI are effective in detecting the disease.

Objective To study the value of the application of 320-row detector dynamic volume CT in diagnosis of complicated congenital heart diseases(CCHD).Methods Datas of 43 cases with CCHD,who examined by ECC-gated 320-row CT angiography (CTA)as preoperative examinations were collected.All the CT data were processed by combined application of multi-imaging post-processing technique to show the anatomic malformation based on segmental analysis,and were compared with the transthoracic ech-ocardiography (TTE )and surgical results .Results 1 97 various malformations were found in 43 cases and proved by operation, among which there were 87 intracardiac malformations,the diagnostic accuracy with CTA and TTE were 86.2%,89.7%,and there was no obvious difference between them(P >0.05 ).1 10 extracardiac malformations (including connection malformations between heart and vessels,extracardiovascular malformation,bronchial or other nonvascular structure malformation)were found ,the accura-cy with CTA and TTE were 91.8% and 76.4%,the former was superior to latter (P <0.05)Conclusion 320-row detector dynamic volume CT in diagnosis of CCHD has very important meaning and practical application value,should be used as the significant choice for clinical diagnosis of CCHD.

Italian medical imaging education includes two parts: training for radiologists and for radiologic technologists. To be a radiologist, the six-year medical students after graduation must complete specialty training in radiology and pass the examination. Radiologic technologists are selected from the three-year bachelor graduates of medical imaging technology. There are basic medical science courses, cultural practice and clinical practice in medical college every year. Continuing medical imag-ing education includes lectures, case discussions and other forms. Radiologists are required to master all kinds of imaging techniques, working as clinical rotation in every section of medical imaging depart-ment. Patients need to make an appointment before having the medical imaging examination. Through the analysis of the characteristics of Italian medical imaging teaching and clinical patterns, the author puts forward the suggestion of putting emphasis on medical imaging curriculum reform, the full imple-mentation of the early clinical contact, and at the same time improving the professional medical image training mode to improve the radiologists' clinical ability.

Objective To explore the MRI diagnostic value for pernicious placental abnormalities.Methods MRI findings of 1 5 patients with pernicious placenta previa were retrospectively analyzed after cesarean section.Results Among all cases,total placenta previa was,1 1 cases and partial placenta previa was 4 cases.The placenta located in the anterior wall in 8 cases,posterior wall in 4 cases,lateral wall in 3 cases.4 cases were diagnosed as normal placenta,6 cases as adhesion,4 cases as implanted,and 1 case as penetrating.These cases had certain special MR features.Conclusion MRI is helpful in diagnosing the location and type of the perni-cious placenta,and showing whether complicated with previa implantation and penetrating.