Objective To analyze risk factors of acute respiratory failure(ARF)in patients with hypertriglyceridemia acute pancreatitis(HTG-AP)and construct a risk prediction model.Methods A total of 222 HTG-AP patients were included in this study and divided into the non-ARF group(176 cases)and the ARF group(46 cases)according to diagnostic guidelines for ARF.Clinical data of the two groups were compared and the predictive factors were screened.These selected factors were then utilized in a multivariate Logistic regression analysis to construct a Logistic regression model.Subsequent evaluation of the model′s predictive ability,accuracy and clinical utility was conducted through ROC,curve analysis,calibration plot examination and decision curve analysis(DCA),respectively.Results Compared with the non-ARF group,the levels of high density lipoprotein cholesterol(HDL-C),low density lipoprotein cholesterol(LDL)-C and albumin(ALB)were decreased in the ARF group(P＜0.05),while the levels of creatinine(Cr),urea nitrogen(BUN),aspartate aminotransferase(AST)and C-reactive protein(CRP)were increased,and the incidence of pleural fluid and ascites was also increased(P＜0.05).Multivariate Logistic regression analysis showed that higher levels of Cr and AST,lower levels of ALB,HDL-C and ascites were independent risk factors for HTG-AP complicated ARF(P＜0.05).Based on these results,a column-line prediction model for HTG-AP complicated ARF was established.After internal verification,the area under curve(AUC)of receiver operating characteristic(ROC)curve of the nomogram model was 0.952(95%CI:0.923-0.981),the Youden index was 0.808 and the sensitivity and specificity were 93.33%and 87.43%,respectively.The calibration curve showed that the probability of HTG-AP concurrent ARF predicted by the model was in good agreement with the actual probability.The DCA curve showed that the model had certain clinical value.Conclusion The nomogram prediction model combined could provide a scheme for the clinical prevention of HTG-AP complicated with ARF.

Objective:To apply endoscopic ultrasound (EUS) elastography to the evaluation of EUS-guided fine needle injection (EUS-FNI) for insulinoma.Methods:Clinical data of 21 patients with insulinoma who were treated with EUS-FNI at the digestive endoscopy center of the First Affiliated Hospital of Guangxi Medical University from April 2016 to March 2021 were collected. Some patients underwent EUS real-time elastography before and after the treatment. The minimum blood glucose, synchronous insulin, synchronous C peptide, elastic imaging color pattern, elastic score, a-elasticity, elastic imaging strain rate before and after the treatment were analyzed.Results:Among the 21 cases with 24 lesions, there were 5 males and 16 females. There were totally 39 times of injection, where 8 cases underwent single injection, and 13 cases repeated injection. After the operation, patients' symptoms improved, the minimum blood glucose increased in different degree [2.59 (1.95, 3.82) mmol/L VS 1.50 (1.00, 2.00) mmol/L, Z=-4.278, P<0.001], the level of synchronous insulin [96.69 (44.80, 249.30) pmol/L VS 159.10 (100.30, 373.70) pmol/L, Z=-1.445, P=0.148] and C peptide [3.56 (2.98, 8.05) ng/mL VS 6.16 (3.74, 11.47) ng/mL, Z=-1.825, P=0.068] decreased, but no statistical difference compared with those before the operation. Sixteen cases underwent preoperative endoscopic elastography, with elastic score of 2.00 (2.00, 3.00), and 15 cases underwent postoperative elastography with elastic score of 5.00 (5.00, 5.00). Preoperative a-elasticity was recorded in 15 cases with value of 0.16 (0.08, 0.30), and postoperative a-elasticity was recorded in 12 cases with value of 0.07 (0.05, 0.18). The preoperative strain rate were recorded in 14 cases with 2.28 (1.67, 4.38), and postoperative strain rate were recorded in 12 cases with 5.16 (2.08, 8.17). Compared with those before the operation, the postoperative elastic score increased ( Z=-4.694, P<0.001), the a-elasticity decreased ( Z=-2.099, P=0.036), and the difference in strain ratio was not statistically significant ( Z=-1.492, P=0.136). Meanwhile, the lesions of insulinoma became harder, the elastic imaging mode changed from green to blue. There were no complications such as abdominal pain, fever, or pancreatitis during and after the operation. Conclusion:EUS-FNI is safe and effective for the treatment of insulinoma. Endoscopic elastography, as a new means to evaluate the efficacy of the operation, can be used to evaluate lesion ablation and guide injection therapy.

Objective:To study the characteristics and management of peripancreatic effusion in chronic pancreatitis.Methods:Data of 32 patients with chronic pancreatitis and 141 acute pancreatitis admitted to the First Affiliated Hospital of Guangxi Medical University from January 2018 to December 2019 were collected. According to the Atlanta classification, the peripancreatic effusion was divided into four categories: acute peripancreatic fluid collection (APFC), acute necrotic collection(ANC), pancreatic pseudocyst (PPC) and walled-off necrosis (WON). The general information, clinical manifestations, medical history, laboratory examination indicators and treatment of the four types of patients were recorded and analyzed.Results:Among the 32 patients with chronic pancreatitis complicated with peripancreatic effusion, 27 patients (84.4%) were diagnosed as having PPC, 3 patients (9.4%) WON and 2 (6.2%) APFC. No chronic pancreatitis with ANC was found. The incidence of PPC was higher in patients with chronic pancreatitis than those with acute pancreatitis [84.4% (27/32) VS 31.2% (44/141), P<0.01], and the APFC was lower [6.2% (2/32) VS 24.8% (35/141), P=0.021]. The incidence of ANC was also lower [0.0% (0/32) VS 36.9% (52/141), P<0.01], and there was no significant difference in the incidence of WON [9.4% (3/32) VS 7.1% (10/141), P=0.944]. Compared with patients with peripancreatic effusion of chronic pancreatitis, acute pancreatitis showed a higher proportion of clinical manifestations: fever [19.1% (27/141) VS 3.1% (1/32)], nausea [59.6% (84/141) VS 21.9% (7/32)], vomit [56.7% (80/141) VS 21.9% (7/32)], tenderness [79.4% (112/141) VS 34.4% (11/32)], rebounding pain [42.6% (60/141) VS 0.0% (0/32)], increase of C reactive protein [95.7% (135/141) VS 40.6% (13/32)] ( P< 0.05), and the mean hospital stay was longer (13 days VS 11 days, P=0.048). Imaging examination showed that the proportion of lesions >5 cm in diameter in PPC patients with acute pancreatitis was higher than those with chronic pancreatitis [70.5% (31/44) VS 29.6% (8/27), P=0.001]. WON in chronic pancreatitis patients was limited to the pancreas [3/3 VS 1/10, P =0.014]. In terms of treatment strategies, 25 patients (78.1%) received conservative treatment in 32 chronic pancreatitis. There was no significant difference in treatment strategy between patients with acute pancreatitis and those with chronic pancreatitis. Conclusion:In the peripancreatic effusion of chronic pancreatitis, PPC is the most common. Peripancreatic effusion is mainly treated conservatively. There is no difference in treatment among different types of peripancreatic effusion in chronic pancreatitis. However, compared with chronic pancreatitis, peripancreatic effusion in acute pancreatitis may need more active intervention.

Objective:To compare the value of Liaoning scoring system, model for end-stage liver disease (MELD), model for end-stage liver disease-Na (MELD-Na) and Blatchford score in predicting high-risk esophageal varices (EVs), hemorrhage or re-hemorrhage within 1 year and blood transfusion treatment in cirrhotic patients.Methods:Clinical data of 170 patients with esophageal varices confirmed by endoscopy from January 2018 to September 2019 were recorded. Liaoning score, MELD, MELD-Na score and Blatchford score were calculated when the first endoscopy was performed. These patients were followed up, and hemorrhage or re-hemorrhage within 1 year was recorded. Receiver operating characteristic (ROC) curve was drawn and the area under curve (AUC) was used to evaluate the accuracy of 4 scoring systems in predicting high-risk EVs, hemorrhage or re-hemorrhage within 1 year after the first endoscopy and blood transfusion. Cut-off values were obtained, and groups divided by cut-off values were compared for the proportion of high-risk EVs and hemorrhage or re-hemorrhage.Results:The cut-off value of high-risk EVs in patients with cirrhosis predicted by Liaoning score was 0.45, and the AUC was 0.702 (95% CI:0.612-0.781, P<0.01), superior to MELD, MELD-Na and Blatchford score (AUC were 0.593, 0.648, 0.610, respectively). The proportion of high-risk EVs in Liaoning score ≥0.45 and <0.45 were 71.8% (89/124) and 34.8% (16/46) with significant differences ( χ2=19.442, P<0.01). The AUC of Liaoning score for predicting hemorrhage or re-hemorrhage within 1 year was 0.680 (95% CI: 0.595-0.765, P<0.01), superior to MELD, MELD-Na and Blatchford score (AUC were 0.605,0.615,0.598, respectively). AUC of Blatchford score for predicting blood transfusion was 0.775 (95% CI:0.687-0.863, P<0.01), superior to MELD, MELD-Na and Liaoning score (AUC were 0.653, 0.719, 0.631, respectively). Conclusion:Liaoning score can predict high-risk EVs, hemorrhage or re-hemorrhage within 1 year after the first endoscopy in patients with cirrhosis and is superior to MELD, MELD-Na and Blatchford score. Blatchford score can effectively predict whether cirrhosis patients with EVs need blood transfusion.

Recent advancement in natural language processing (NLP) and medical imaging empowers the wide applicability of deep learning models. These developments have increased not only data understanding, but also knowledge of state-of-the-art architectures and their real-world potentials. Medical imaging researchers have recognized the limitations of only targeting images, as well as the importance of integrating multimodal inputs into medical image analysis. The lack of comprehensive surveys of the current literature, however, impedes the progress of this domain. Existing research perspectives, as well as the architectures, tasks, datasets, and performance measures examined in the present literature, are reviewed in this work, and we also provide a brief description of possible future directions in the field, aiming to provide researchers and healthcare professionals with a detailed summary of existing academic research and to provide rational insights to facilitate future research.
Humans ; Natural Language Processing ; Surveys and Questionnaires

Objective:To investigate the relationship between Helicobacter pylori(Hp)infection and carotid atherosclerosis(CAS)in the elderly, in order to provide an empirical basis for the prevention and treatment of cardiovascular and cerebrovascular diseases in the elderly.Methods:A total of 287 patients aged 60 years and over admitted to the First Affiliated Hospital of Guangxi Medical University, who underwent the 13C-urea breath test( 13C-UBT), carotid color and two-dimensional Doppler ultrasonography from October 2015 to January 2019, were retrospectively enrolled.Patients were divided into the Hp infection group(n=137)and the non-Hp infection group(n=150). Common high-risk pathogenic factors, blood biochemical indicators, carotid intima-media thickness(IMT)and detection rate of carotid plaque were compared between the two groups. Results:Common high-risk pathogenic factors including age, gender, hypertension, diabetes, obesity, smoking, alcohol consumption, dyslipidemia, and hyperuricemia showed no significant difference between the two groups( P>0.05). The level of high-density lipoprotein cholesterol(HDL-C)was lower in the Hp infection group than in the non-Hp infection group( P<0.05). There was no difference in levels of white blood cells, neutrophils, total cholesterol(TC), triglycerides(TG), low-density lipoprotein cholesterol(LDL-C), homocysteine, fasting blood glucose, creatinine or uric acid between the two groups( P>0.05). The detection rates of increased carotid IMT and carotid plaques were higher in the Hp infection group than in the non-Hp infection group(65.0% or 89 cases vs.48.7% or 73 cases, 76.6% or 105 cases vs.64.7% or 97 cases, P<0.01 and 0.05). The detection rate of carotid plaques in the Hp-infected group was higher than that in the non-Hp-infected group( P<0.05). The combined detection rate of increased carotid IMT and plaques was higher in the Hp infection group than in the non-Hp infection group(56.2% or 77cases vs.32.7% or 49 cases, P<0.01). Conclusions:Hp infection may play a role in the occurrence and progression of carotid atherosclerosis through initiating abnormal lipid metabolism.Early intervention and treatment may reduce the incidence of carotid atherosclerosis in patients with Hp infection.

Objective To study the diagnostic value of narrow-band imaging ( NBI) combined with endoscopic ultrasonography ( EUS) for ampullary tumors. Methods A total of 21 patients suspected with ampullary lesions by imaging or endoscopic examination from December 2015 to March 2017 were enrolled in this prospective study. All patients underwent NBI and EUS, and 20 patients underwent biopsy. The type of ampullary tumor was predicted by preoperative examination, and appropriate treatment methods were chosen. The final diagnosis was confirmed by biopsy, surgical pathology, and clinical follow-up for more than 6 months. The accuracy of NBI combined with EUS and biopsy in diagnosis of ampullary malignant tumors was calculated according to the gold standard. The Chi-square test was used to compare diagnostic accuracies. Results The sensitivity, specificity, accuracy, positive predictive value, and negative predictive value of NBI combined with EUS in diagnosis of ampullary malignancies were 94. 1％ (16/17), 100. 0％ (4/4), 95. 2％ (20/21), 100. 0％ (16/16), and 80. 0％ (4/5), respectively. The corresponding indicators of preoperative biopsy were 41. 2％ ( 7/17) , 100. 0％ ( 3/3) , 50. 0％ ( 10/20) , 100. 0％ ( 7/7) , and 23. 1％( 3/13) , respectively. The accuracy of NBI combined with EUS in diagnosing ampullary malignant tumor was significantly higher compared with preoperative biopsy ( P=0. 004) . Conclusion NBI combined with EUS can more accurately predict benign or malignant ampullary tumor, and better guide the choice of surgical methods compared with preoperative biopsy.

Cholangiocarcinoma is the second common tumor in the hepatobiliary system,with clinical features of biliary stricture,difficult early diagnosis and poor prognosis.High-resolution endoscopic ultrasonography can observe closely the bile duct tree and adjacent organs.In this article,authors reviewed the application of endoscopic ultrasonography in the diagnosis of cholangiocarcinoma.

Objective:To explore the effects and mechanism of anti IL-9 antibody on malignant ascites ( MA) of hepatic carci-noma in mice.Methods:A mouse model of MA was established by mouse H 22 cell line.45 mice were divided randomly into experi-mental group,negative control group and blank control group at 24 hours after modeling,with 15 mice in each group.The experimental group was injected intraperitoneally with anti IL-9 antibody;the negative control group was injected with isotype IgG antibody;the blank control group was injected with normal saline .The weight and behavior of the mice were measured before each injection .Five mice of each group was sacrificed at 24 hours after the last injection to measure the volume of MA .The level of VEGF,MMP-2,IL-9 and IFN-γin MA were determined with ELISA assay;the survival time of rest mice were recorded and compared .Results:The mean volume of MA of experimental group,negative control group and blank control group were (6.70±1.52)ml,(10.28±1.75)ml,(10.36±2.30) ml,respectively,the MA volume of experimental group were lower as compared to negative control group and blank control group ( P<0.05).The mean survival time of experimental group was (17.2±2.1)d,which was significantly prolonged compared with the negative control group (14.5±1.2)d and the blank control group (14.8±1.4)d (P<0.05).The levels of VEGF of MA in experimental group was significantly lower compared to the negative control group and blank control group (P<0.05).The levels of IL-9 of MA in experi-mental group was significantly lower compared to the negative control group (P<0.05).The levels of MMP-2 and IFN-γin experimental group had no significant difference compared with the negative control group and blank control group ( P>0.05 ) .Conclusion:Intraper-itoneal injection anti IL-9 antibody on H22 ascites-bearing mice can effectively inhibit the generation of the MA .The mechanism may be related to the inhibition of the expression of the VEGF and IL-9.