1.CRAKUT:integrating contrastive regional attention and clinical prior knowledge in U-transformer for radiology report generation.
Yedong LIANG ; Xiongfeng ZHU ; Meiyan HUANG ; Wencong ZHANG ; Hanyu GUO ; Qianjin FENG
Journal of Southern Medical University 2025;45(6):1343-1352
OBJECTIVES:
We propose a Contrastive Regional Attention and Prior Knowledge-Infused U-Transformer model (CRAKUT) to address the challenges of imbalanced text distribution, lack of contextual clinical knowledge, and cross-modal information transformation to enhance the quality of generated radiology reports.
METHODS:
The CRAKUT model comprises 3 key components, including an image encoder that utilizes common normal images from the dataset for extracting enhanced visual features, an external knowledge infuser that incorporates clinical prior knowledge, and a U-Transformer that facilitates cross-modal information conversion from vision to language. The contrastive regional attention in the image encoder was introduced to enhance the features of abnormal regions by emphasizing the difference between normal and abnormal semantic features. Additionally, the clinical prior knowledge infuser within the text encoder integrates clinical history and knowledge graphs generated by ChatGPT. Finally, the U-Transformer was utilized to connect the multi-modal encoder and the report decoder in a U-connection schema, and multiple types of information were used to fuse and obtain the final report.
RESULTS:
We evaluated the proposed CRAKUT model on two publicly available CXR datasets (IU-Xray and MIMIC-CXR). The experimental results showed that the CRAKUT model achieved a state-of-the-art performance on report generation with a BLEU-4 score of 0.159, a ROUGE-L score of 0.353, and a CIDEr score of 0.500 in MIMIC-CXR dataset; the model also had a METEOR score of 0.258 in IU-Xray dataset, outperforming all the comparison models.
CONCLUSIONS
The proposed method has great potential for application in clinical disease diagnoses and report generation.
Humans
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Radiology Information Systems
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Radiology
2.Research progress on postoperative hypoglycemia in pheochromocytoma and paraganglioma
Yuke LI ; Yujian CUI ; Wencong HAN ; Zheng ZHANG ; Nan LI
The Journal of Practical Medicine 2025;41(16):2476-2480
Pheochromocytoma and paraganglioma(PPGL)are rare neuroendocrine tumors characterized not only by hemodynamic instability but also by fluctuations in blood glucose levels during the perioperative period.These features are closely associated with significant variations in catechromamine secretion.Hypoglycemia is a common postoperative complication in patients with PPGL and is primarily attributed to rebound insulin secretion and enhanced insulin sensitivity following tumor resection.Postoperative hypoglycemia requires heightened clinical attention due to its often subtle presentation and potential for serious complications.Known risk factors include the presence of an epinephrine-secreting tumor,prolonged operative time,larger tumor size,and a history of end-stage renal disease.Therefore,it is essential to identify high-risk patients preoperatively,ensure meticulous intraopera-tive monitoring,and implement timely postoperative interventions.This article provides a comprehensive review of recent advances in the epidemiology,underlying mechanisms,clinical diagnosis,management strategies,and prognosis of postoperative hypoglycemia in PPGL.Importantly,it introduces novel research directions and concep-tual frameworks for the first time,including the optimal timing and dosage of α-receptor antagonists,potential ap-plications of micro-dose glucagon therapy,and molecular mechanisms with targeted interventions in glucose me-tabolism regulation.This review aims to address the current lack of standardized perioperative management proto-cols and to offer innovative and clinically relevant guidance for healthcare professionals.
3.Research progress on postoperative hypoglycemia in pheochromocytoma and paraganglioma
Yuke LI ; Yujian CUI ; Wencong HAN ; Zheng ZHANG ; Nan LI
The Journal of Practical Medicine 2025;41(16):2476-2480
Pheochromocytoma and paraganglioma(PPGL)are rare neuroendocrine tumors characterized not only by hemodynamic instability but also by fluctuations in blood glucose levels during the perioperative period.These features are closely associated with significant variations in catechromamine secretion.Hypoglycemia is a common postoperative complication in patients with PPGL and is primarily attributed to rebound insulin secretion and enhanced insulin sensitivity following tumor resection.Postoperative hypoglycemia requires heightened clinical attention due to its often subtle presentation and potential for serious complications.Known risk factors include the presence of an epinephrine-secreting tumor,prolonged operative time,larger tumor size,and a history of end-stage renal disease.Therefore,it is essential to identify high-risk patients preoperatively,ensure meticulous intraopera-tive monitoring,and implement timely postoperative interventions.This article provides a comprehensive review of recent advances in the epidemiology,underlying mechanisms,clinical diagnosis,management strategies,and prognosis of postoperative hypoglycemia in PPGL.Importantly,it introduces novel research directions and concep-tual frameworks for the first time,including the optimal timing and dosage of α-receptor antagonists,potential ap-plications of micro-dose glucagon therapy,and molecular mechanisms with targeted interventions in glucose me-tabolism regulation.This review aims to address the current lack of standardized perioperative management proto-cols and to offer innovative and clinically relevant guidance for healthcare professionals.
4.A comparative study of selective intubation methods for endoscopic retrograde cholangiopancreatography after Roux-en-Y anastomosis (with video)
Qifeng LOU ; Hangbin JIN ; Jianfeng YANG ; Wencong MA ; Xiaofeng ZHANG
Chinese Journal of Digestive Endoscopy 2024;41(6):479-483
Objective:To compare the safety and efficacy of two-person and three-person operation of endoscopic retrograde cholangiopancreatography (ERCP) after Roux-en-Y anastomosis.Methods:A total of 31 cases of bile duct stones where endoscopic access was successful and papilla was detected after Roux-en-Y anastomosis in Hangzhou First People's Hospital from January 2021 to September 2022 were recruited. Based on the retrospective study, 17 patients with the two-person operation (an operator and an assistant completed selective intubation) were included in group A from January to December 2021, and 14 patients with the three-person operation (an operator and two assistants completed the selective intubation) from January to September 2022 were included in group B. The success rate, the time of intubation, and complication incidence of the two groups were compared.Results:The intubation success rate of all enrolled patients was 90.32% (28/31). There was no significant difference in the intubation success rate between group A and group B [82.35% (14/17) VS 100.00% (14/14), P=0.232]. The intubation time in group B was significantly less than that of group A (42.89±6.57 min VS 61.02±9.23 min) with significant difference ( t=5.77, P<0.001). The incidence of postoperative complication of ERCP in all enrolled patients was 16.13% (5/31). There was no significant difference in the postoperative complication incidence between group A and group B [17.65% (3/17) VS 14.29% (2/14), P=1.000]. Conclusion:For patients undergoing ERCP after Roux-en-Y anastomosis, the two methods were not statistically different in terms of the intubation success rate and the incidence of procedure-related complications. But three-person operation shows clear advantage in terms of operation time.
5.Efficacy and safety of PD-1/PD-L1 inhibitors for neoadjuvant treatment of bladder cancer:meta-analysis of single-group rates
Xiaoqi YI ; Hongbin DENG ; Longhao LI ; Yuling ZHANG ; Wencong LI
China Pharmacy 2023;34(18):2256-2262
OBJECTIVE To evaluate the efficacy and safety of PD-1/PD-L1 inhibitors for neoadjuvant treatment of bladder cancer, and to provide evidence-based reference for clinical treatment. METHODS Retrieved from PubMed, Cochrane Library, Embase, American Society of Clinical Oncology Meeting Library, CNKI, VIP and Wanfang database, etc., the randomized controlled trials (RCTs), non-RCT, case-control studies, cohort studies, etc. about PD-1/PD-L1 inhibitors for neoadjuvant treatment of bladder cancer were collected from the inception to Jan 31st, 2023. After literature screening, data extraction and quality evaluation, RevMan 5.3 software was used to perform meta-analysis of single-group rates; sensitivity analysis and publication bias analysis were conducted using Stata12 software. RESULTS A total of 25 studies were included in this discussion, involving 940 patients. The results of meta-analysis showed that the pathologic complete response (pCR) rate was 32% [OR=0.32, 95%CI (0.22, 0.45), P=0.006], downstaging rate was 52% [OR=0.52, 95%CI (0.45, 0.60), P=0.55], and the incidence of ≥grade 3 immune-related adverse events (irAEs) was 16% [OR=0.16, 95%CI (0.11, 0.22), P<0.000 01]. Subgroup analysis showed that the patients receiving PD-1/PD-L1 inhibitors alone had a pCR rate of 25% and a incidence of Grade≥3 irAEs of 9%; the patients receiving combined immunotherapy had a pCR rate of 29% and a incidence of Grade≥3 irAEs of 28%; the patients receiving PD-1/PD-L1 inhibitors combined with chemotherapy had a pCR rate of 43% and a incidence of Grade≥3 irAEs of 12%; PD-L1 positive patients had a pCR rate of 44%, and PD-L1 negative patients had a pCR rate of 25%. The results of the sensitivity analysis showed that the study was robust. The results of the publication bias analysis showed that there was no significant publication bias. CONCLUSIONS PD-1/PD-L1 inhibitors are effective and safe for adjuvant treatment of bladder cancer.
6.Clinical and pathological characteristics of chronic hepatitis B patients with normal alanine aminotransferase and not receiving antiviral therapy
Shiheng LIU ; Wencong LI ; Ying ZHANG ; Jing LI ; Weiguang REN ; Fang HAN ; Xiaoxiao ZHANG ; Suxian ZHAO ; Yuemin NAN
Chinese Journal of Microbiology and Immunology 2023;43(7):534-540
Objective:To analyze the clinical and pathological characteristics of chronic hepatitis B (CHB) patients with normal alanine aminotransferase (ALT) and not receiving antiviral therapy.Methods:This study retrospectively included CHB patients diagnosed by liver biopsy at the Third Hospital of Hebei Medical University from January 2008 to December 2022. According to the HBV DNA and HBeAg status of "immune tolerance period and immune control period", these patients were divided into three groups: chronic HBV carrier group, inactive HBsAg carrier group and indeterminate group including the patients that did not meet the inclusion criteria of the above two groups. Kruskal-Wallis H test was used for comparison of continuous data between multiple groups. Mann-Whitney U test was used for comparison of continuous data and ordered categorical data between two groups. Chi-square test or Fisher′s exact test was used for comparison of categorical data between two groups. Results:A total of 284 CHB patients with normal ALT were enrolled. There were 64, 88 and 132 cases in the chronic HBV carrier group, inactive HBsAg carrier group and indeterminate group, respectively. Histopathological analysis revealed that there were 182 (64.08%) cases with pathological inflammation grade (G) and/or fibrosis stage (S)≥2, 155 (54.58%) with S≥2 and 120 (42.25%) with G≥2. The proportion of patients with G and/or S≥2 in the indeterminate group [70.45% (93/132)] was higher than that in the chronic HBV carrier group [48.44% (31/64)] and inactive HBsAg carrier group [65.91% (58/88)] (both P<0.05). Patient′s age and the ratio of patients with S≥2 in the chronic HBV carrier group [33 years old, 39.06% (25/64)] were smaller than those in the inactive HBsAg carrier group [39 years old, 56.82% (50/88)] and the indeterminate group [39 years old, 60.61% (80/132)] (all P<0.05). Patients in the inactive HBsAg carrier group (19 U/L) had lower ALT levels than those in the chronic HBV carrier group (26 U/L) and the indeterminate group (23 U/L) (both P<0.05). The proportion of patients with cytoplasmic/cytoplasmic nuclear-type HBcAg was higher in patients with G and/or S≥2 than in patients with G and S<2 [73.08% (57/78) vs 32.08% (17/53), P<0.05], and the proportion of patients with cytoplasmic/cytoplasmic nuclear-type HBcAg increased gradually with age. The proportion of patients with cytoplasmic/cytoplasmic nuclear-type HBcAg was higher in patients with G and/or S≥2 than in patients with G and S<2 in the chronic HBV carrier status and indeterminate groups [93.33% (28/30) vs 43.33%(13/30), P<0.05; 59.46% (22/37) vs 12.50% (2/16); both P<0.05]. There was a statistically significant difference in the incidence of significant liver injury between patients≤ 30 years old and >30 years old [52.7% (39/74) vs 68.1% (143/210), P<0.05]. Conclusions:Significant liver injury occurred in 64.08% (182/284) of CHB patients with normal ALT not receiving antiviral therapy, which required the attention of clinicians. Among CHB patients with normal ALT, the expression site of HBcAg in hepatocytes was related to the occurrence of significant liver injury and could be expected to serve as an important indicator for predicting the patient′s status and the necessity of antiviral treatment. CHB patients with positive HBV DNA who were older than 30 years required antiviral treatment, and CHB patients≤30 years with normal ALT and significant hepatic tissue damage also required antiviral treatment.
7.Adverse event risk signal mining of ipilimumab based on the US FDA Adverse Event Reporting System
Yalan ZHANG ; Wencong HONG ; Qiying CHEN
Adverse Drug Reactions Journal 2023;25(11):656-661
Objective:To mine the risk signals of ipilimumab-related adverse events (AEs) and provide reference for the safe use in clinical practice.Methods:AE reports with ipilimumab as the primary suspect drug were collected from US FDA Adverse Event Reporting System database during March 1, 2011 to September 30, 2022. AEs were standardized and classified according to the preferred term (PT) and system organ class (SOC) in Medical Dictionary for Regulatory Activites version 26.0. The AE risk signals of ipilimumab were mined using reporting odds ratio (ROR) method. An AE with reports≥3, ROR≥2, 95% confidence interval ( CI) lower limit of ROR>1 was defined as a risk signal. Risk signals were analyzed using descriptive method. Results:A total of 12 329 AE reports were entered in the analysis, involving 1 915 PTs. Two hundred and sixty-eight risk signals (PTs) were obtained using ROR method, involving 21 SOCs. The top 10 PTs in report number were diarrhea, colitis, rash, fever, hypophysitis, adrenal insufficiency, decreased appetite, hypothyroidism, liver disease, and dehydration, all of which were common AEs in the labels. The top 10 PTs in signal intensity were hypophysitis, lymphocytic hypophysitis, immune-mediated dermatitis, immune-mediated adrenal insufficiency, hypopituitarism, immune-mediated liver disease, adrenocorticotropic hormone deficiency, immune-mediated encephalitis, autoimmune colitis, and immune-mediated hyperthyroidism. The SOCs involved were endocrine system diseases, skin and subcutaneous tissue diseases, hepatobiliary system diseases, gastrointestinal system diseases, and nervous system diseases. A total of 36 PTs were not included in the labels, and the top 5 in signal intensity were intracranial tumor hemorrhage, radiation necrosis, malignant pleural effusion, pulmonary granuloma, and lichenoid keratosis.Conclusions:The main AEs of ipilimumab are diarrhea, colitis, rash, etc. In addition, ipilimumab might cause adverse reactions such as intracranial tumor hemorrhage, radiation necrosis, and malignant pleural effusion that are not recorded in label, which should be vigilant in clinical practice.
8.Adverse event risk signal mining of ipilimumab based on the US FDA Adverse Event Reporting System
Yalan ZHANG ; Wencong HONG ; Qiying CHEN
Adverse Drug Reactions Journal 2023;25(11):656-661
Objective:To mine the risk signals of ipilimumab-related adverse events (AEs) and provide reference for the safe use in clinical practice.Methods:AE reports with ipilimumab as the primary suspect drug were collected from US FDA Adverse Event Reporting System database during March 1, 2011 to September 30, 2022. AEs were standardized and classified according to the preferred term (PT) and system organ class (SOC) in Medical Dictionary for Regulatory Activites version 26.0. The AE risk signals of ipilimumab were mined using reporting odds ratio (ROR) method. An AE with reports≥3, ROR≥2, 95% confidence interval ( CI) lower limit of ROR>1 was defined as a risk signal. Risk signals were analyzed using descriptive method. Results:A total of 12 329 AE reports were entered in the analysis, involving 1 915 PTs. Two hundred and sixty-eight risk signals (PTs) were obtained using ROR method, involving 21 SOCs. The top 10 PTs in report number were diarrhea, colitis, rash, fever, hypophysitis, adrenal insufficiency, decreased appetite, hypothyroidism, liver disease, and dehydration, all of which were common AEs in the labels. The top 10 PTs in signal intensity were hypophysitis, lymphocytic hypophysitis, immune-mediated dermatitis, immune-mediated adrenal insufficiency, hypopituitarism, immune-mediated liver disease, adrenocorticotropic hormone deficiency, immune-mediated encephalitis, autoimmune colitis, and immune-mediated hyperthyroidism. The SOCs involved were endocrine system diseases, skin and subcutaneous tissue diseases, hepatobiliary system diseases, gastrointestinal system diseases, and nervous system diseases. A total of 36 PTs were not included in the labels, and the top 5 in signal intensity were intracranial tumor hemorrhage, radiation necrosis, malignant pleural effusion, pulmonary granuloma, and lichenoid keratosis.Conclusions:The main AEs of ipilimumab are diarrhea, colitis, rash, etc. In addition, ipilimumab might cause adverse reactions such as intracranial tumor hemorrhage, radiation necrosis, and malignant pleural effusion that are not recorded in label, which should be vigilant in clinical practice.
9.Investigate developmental coordination disorder of kindergarten children in Zhejiang Province
Wencong RUAN ; Jing LI ; Yinjia ZHANG ; Shuhong ZHENG ; Dong WANG ; Hong YU ; Jinping CHEN ; Yinyan BAO ; Li SHAO ; Lele FU ; Yan ZOU ; Jing HUA ; Haifeng LI
Chinese Journal of Preventive Medicine 2022;56(6):838-842
In order to investigate developmental coordination disorder (DCD) of kindergarten children in Zhejiang province, 200 ordinary kindergartens were randomly selected by stratified random sampling in 11 prefecture-level cities of Zhejiang Province, and 38 900 children from 1 000 classes in each grade were then randomly selected into the study from June 2019 to December 2019. The Little DCD Questionnaire and a self-designed questionnaire were used to screen the DCD of those children. There were 36 807 valid questionnaires, and 6.50% (2 391/36 807) of them were positive results. The results showed that boy, age ≤5 years, overweight or obesity, left handedness, comorbidity with motor or developmental disorders and premature infants were risk factors of DCD in children. As for parents and families, maternal gestational age<20 years, maternal overweight or obesity before pregnancy, low-middle level education of parents, direct family and low income of family were also associated with DCD in children. Therefore, it is necessary to conduct early prevention and intervention strategies targeting on identified risk factors among relevant population.
10.Investigate developmental coordination disorder of kindergarten children in Zhejiang Province
Wencong RUAN ; Jing LI ; Yinjia ZHANG ; Shuhong ZHENG ; Dong WANG ; Hong YU ; Jinping CHEN ; Yinyan BAO ; Li SHAO ; Lele FU ; Yan ZOU ; Jing HUA ; Haifeng LI
Chinese Journal of Preventive Medicine 2022;56(6):838-842
In order to investigate developmental coordination disorder (DCD) of kindergarten children in Zhejiang province, 200 ordinary kindergartens were randomly selected by stratified random sampling in 11 prefecture-level cities of Zhejiang Province, and 38 900 children from 1 000 classes in each grade were then randomly selected into the study from June 2019 to December 2019. The Little DCD Questionnaire and a self-designed questionnaire were used to screen the DCD of those children. There were 36 807 valid questionnaires, and 6.50% (2 391/36 807) of them were positive results. The results showed that boy, age ≤5 years, overweight or obesity, left handedness, comorbidity with motor or developmental disorders and premature infants were risk factors of DCD in children. As for parents and families, maternal gestational age<20 years, maternal overweight or obesity before pregnancy, low-middle level education of parents, direct family and low income of family were also associated with DCD in children. Therefore, it is necessary to conduct early prevention and intervention strategies targeting on identified risk factors among relevant population.

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