Objective:To develop an artificial intelligence (AI)-based automatic scoring model for magnetic resonance imaging-detected extramural vascular invasion (AI-mrEMVI) and evaluate its performance and prognostic value in patients with rectal cancer.Methods:In this multicenter retrospective cohort study, a total of 2 501 rectal cancer patients from seven centers between November 2012 and December 2020 were included and divided into completely independent training ( n=1 830) and validation ( n=671) cohorts. A nnUNet-based AI-mrEMVI scoring model was constructed. Manual mrEMVI scores assigned by two radiologists served as the reference standard for accessing the accuracy of the AI-mrEMVI scoring. Kaplan-Meier survival analysis and Cox regression were used to evaluate the prognostic stratification ability of the AI-mrEMVI scores. The concordance index (C-index) was calculated to evaluate prognostic performance. Results:In the validation cohort, the manual mrEMVI scores were 0-2 in 425 patients (63.3%), 3 in 89 (13.4%), and 4 in 157 (23.4%). The AI-mrEMVI model identified 0-2 in 375 patients (55.9%), 3 in 95 (14.2%), and 4 in 201 (30.0%), with an overall accuracy of 81.1% (544/671, 95% CI 77.9%-84.0%). The 3-year disease-free survival (DFS) rates for patients with AI-mrEMVI scores of 0-2, 3, and 4 were 85.2%, 70.0%, and 58.2%, respectively, and the 5-year overall survival (OS) rates were 87.2%, 81.6%, and 62.6%, respectively (DFS: χ2=48.74, P<0.001; OS: χ2=30.04, P<0.001). Multivariable Cox regression showed that for DFS, AI-mrEMVI scores of 3 and 4 were associated with hazard ratios ( HR) of 1.75 (95% CI 1.11-2.77, P=0.016) and 2.65 (95% CI 1.86-3.78, P<0.001), respectively. For OS, an AI-mrEMVI score of 4 was associated with an HR of 2.56 (95% CI 1.62-4.03, P<0.001). The C-index values of the AI-mrEMVI scoring model for predicting DFS and OS were 0.647 (95% CI 0.608-0.686) and 0.650 (95% CI 0.598-0.702), respectively. Conclusion:The proposed AI-mrEMVI automatic scoring model demonstrated high diagnostic accuracy and performed favorably in predicting DFS and OS prognostic risk in patients with rectal cancer.

Schizophrenia is a serious and common mental illness. As the focus shifts from the institution care to the community and home care, family caregivers become an important part of the care system for patients with schizophrenia, and their physical and mental burden and quality of life have become a prominent issue. The article reviews the research progress on the quality of life in family caregivers of schizophrenia patients, focusing on assessment tools for quality of life, current status, influencing factors and intervention measures, to provide references for relevant policy making to improve the quality of life of caregivers.

Objective To analyze the epidemiological characteristics of influenza-like illness outbreaks in Yunnan Province from 2017 to 2023,and to provide the evidence for the prevention and control of influenza in Yunnan Province.Methods The data of influenza-like illness outbreaks and outbreak specimens were collected in Yunnan Province from 2017 to 2023.Descriptive epidemiological methods were used to describe and analyze the epidemic time,population,region and pathogen distribution.Results A total of 340 influenza-like illness outbreaks were reported in Yunnan Province from 2017 to 2023,with 12586 reported cases and a cumulative incidence of 2.34%.The outbreaks were mainly concentrated in November to January and March of the following year,with a high incidence in winter and spring.Schools were the most important place of outbreak,with primary and secondary school students being the main affected group.The cumulative number of reported cases in Dali Prefecture,Dehong Prefecture,Yuxi City and Kunming City ranked among the top in the province,accounting for 79.71%of the total number of outbreaks in the province.The pathogen types alternated and were mainly prevalent in H1N1(119 cases),H3N2(81 cases),and Victoria(83 cases).Conclusion The outbreak of influenza-like illness in Yunnan Province shows the obvious seasonality,and primary and secondary schools are the main outbreak sites.The outbreak surveillance in schools should be strengthened continuously to control the occurrence and development of the epidemic.

Objective:To explore the CT and MRI features of Rosai-Dorfman disease (RDD) in nasal cavity and paranasal sinus.Methods:The study was a cross-sectional study. From July 2007 to August 2023, the imaging findings of 23 patients with pathologically confirmed sinonasal RDD were retrospectively analyzed in the Eye & ENT Hospital of Fudan University. Among 23 patients, there were nine males and 14 females with 44±16 years old. Imaging features including tumor location, the extent, density, signal, enhancement pattern of tumors, bone change, abnormal lesions in peripheral lymph nodes and other regions were recorded. The apparent diffusion coefficient (ADC) value of lesions in patients performed diffusion weighted imaging (DWI) were measured.Results:For the 23 cases, totally 20 patients showed bilateral sinonasal involvement and three patients had unilateral lesions. Totally nine patients had lesions confined to the nasal cavity and paranasal sinuses, and 14 patients had lesions with extrasinonasal invasion, including orbit (6 cases), nasolacrimal duct (9 cases), anterior skull base (3 cases), nasal dorsum subcutaneous tissue (2 cases) and hard palate (1 case). Soft tissue lesions on the posterior wall of the subglottic trachea were found in 2 cases and intracranial lesions were found in 1 case. Totally 10 patients were accompanied by lymph nodes enlargement. The lesions showed isodense on all 20 non-contrast enhanced CT images, and mild enhancement in three cases, moderate enhancement in seven cases and significant enhancement in seven cases on CT enhancement images. Bone changes were found in 19 of 20 patients on CT, showing mild bone destruction in five cases and bone destruction with hyperplasia in 14 cases. The lesions showed isointense on T 1WI in all 14 cases. The lesions were graded as isointense in nine cases, hypointense in four cases and hyperintense in one case on T 2WI. The lesions displayed moderate to obvious homogeneous enhancement on enhanced MRI. The lesions showed significant diffusion limitation and ADC value was (0.66±0.08)×10 -3 mm 2/s in 11 cases on DWI. Conclusions:The CT and MRI imaging characteristics of sinonasal RDD are diffuse masses on both sides of nasal cavity and paranasal sinuses, accompanied by bone hyperplasia. The lesions show isointense or hypointense on T 2WI, and may involve adjacent tissues and may be accompanied by lymph nodes enlargement in the retropharyngeal and neck.

Objective To analyze the clinical and pathogenic characteristics,as well as influencing factors for the prognosis of patients with Candida bloodstream infection(CBSI).Methods Clinical data of 47 CBSI patients in a hospital from January 2015 to September 2024 were collected.Distribution of departments and infection strains,an-timicrobial resistance,and influencing factors for the poor prognosis of patients were analyzed.Results A total of 51 strains of Candida were detected from 47 CBSI patients,mainly from the intensive care unit(ICU;n=25,53.2％),department of intestinal fistula surgery(n=8,17.0％),and department of respiratory medicine(n=4,8.6％),et al.The main detected pathogens were Candida albicans(n=29,56.9％),Candida tropicalis(n=7,13.7％),Candida glabrata(n=6,11.8％),and Candida parapsilosis(n=6,11.8％).Resistance rate of Candida albi-cans to fluconazole was 11.5％(3/26).According to the prognosis results,patients were divided into a good prog-nosis group(n=26,55.3％)and a poor prognosis group(n=21,44.7％).Univariate analysis showed statistically significant differences between patients in the good prognosis group and the poor prognosis group in terms of abso-lute neutrophil count,ICU admission,mechanical ventilation,tracheal intubation,gastrointestinal hemorrhage/per-foration,and surgical treatment(lesion clearance,drainage or unblocking for obstruction)(all P＜0.05).Prelimi-nary multivariate logistic regression analysis showed that gastrointestinal hemorrhage/perforation was a potential risk factor for the poor prognosis in CBSI patients(OR=11.156,95％CI:1.434-86.809,P=0.021).Conclusion The detected CBSI strains are mainly Candida albicans,and gastrointestinal hemorrhage/perforation may be one of the potential risk factors affecting the prognosis of CBSI patients.These patients are generally in critical condition and should be detected and treated as early as possible to improve their prognosis.Due to the small amount of speci-mens,further research is still needed for confirmation.

Objective To investigate the diagnostic value of endoscopic ultrasonography(EUS)and contrast-enhanced endoscopic ultrasonography(CE-EUS)with sulfur hexafluoride microbubbles for injection in upper gastrointestinal submucosal tumors(SMT).Methods The subjects of this study were 82 upper gastrointestinal SMT patients from January 2021 to August 2023.All of them underwent EUS and CE-EUS using sulfur hexafluoride microbubbles as contrast agents.Features of EUS images of upper gastrointestinal benign SMT and gastrointestinal stromal tumor(GIST),and CE-EUS images using sulfur hexafluoride microbubbles as contrast agents were analyzed.EUS,CE-EUS using sulfur hexafluoride microbubbles as contrast agents,and combination of the two were compared in upper gastrointestinal benign SMT and GIST diagnosis based on surgical pathological findings as the golden standard.Results 82 cases of upper gastrointestinal SMT were confirmed by imaging examination and surgical results to have tumors located in the upper,middle,lower segments esophagus,cardia,fundus,body,antrum of stomach,and duodenal bulb,accounting for 7.32%,10.98%,10.98%,4.88%,29.27%,26.83%,6.10%,and 3.66%respectively.According to pathological results,there were 51 cases of upper gastrointestinal benign SMT,accounting for 62.20%and 31 cases of GIST,accounting for 37.80%.Among them,SMT in the upper gastrointestinal tract was mainly located in the esophagus and stomach,with leiomyoma being the most common.GIST was mainly located in the stomach and was more common in the fundus and body of the stomach.The proportion of benign SMT group with uniform echo,smooth surface mucosa,and regular edges was significantly higher than that of GIST group(P＜0.05).GIST group had much higher proportion in doppler rich blood flow signals and origination from the muscularis propria than benign SMT group did(P＜0.05).There was no difference between the two groups in terms of proportion of echo properties(P＞0.05).The proportion of homogeneous enhancement in the benign SMT group was significantly higher than that in the GIST group(P＜0.05).The proportion of arterial phase hyperenhancement,venous phase diffuse enhancement,and irregular blood vessels in the GIST group was significantly higher than that in the benign SMT group(P＜0.05).The sensitivity,specificity,and accuracy of EUS in distinguishing GIST and benign SMT were 64.52%,74.51%,and 70.73%respectively,those of the CE-EUS using sulfur hexafluoride microbubbles as contrast agent were 90.32%,88.24%,and 89.02%respectively,and those of EUS+CE-EUS using sulfur hexafluoride microbubbles as contrast agent were 100.00%,90.20%,and 93.90%respectively.Conclusion EUS and CE-EUS with sulfur hexafluoride microbubbles as contrast agents has high diagnostic value for upper gastrointestinal benign SMT and GIST.

Objective To analyze the clinical and pathogenic characteristics,as well as influencing factors for the prognosis of patients with Candida bloodstream infection(CBSI).Methods Clinical data of 47 CBSI patients in a hospital from January 2015 to September 2024 were collected.Distribution of departments and infection strains,an-timicrobial resistance,and influencing factors for the poor prognosis of patients were analyzed.Results A total of 51 strains of Candida were detected from 47 CBSI patients,mainly from the intensive care unit(ICU;n=25,53.2％),department of intestinal fistula surgery(n=8,17.0％),and department of respiratory medicine(n=4,8.6％),et al.The main detected pathogens were Candida albicans(n=29,56.9％),Candida tropicalis(n=7,13.7％),Candida glabrata(n=6,11.8％),and Candida parapsilosis(n=6,11.8％).Resistance rate of Candida albi-cans to fluconazole was 11.5％(3/26).According to the prognosis results,patients were divided into a good prog-nosis group(n=26,55.3％)and a poor prognosis group(n=21,44.7％).Univariate analysis showed statistically significant differences between patients in the good prognosis group and the poor prognosis group in terms of abso-lute neutrophil count,ICU admission,mechanical ventilation,tracheal intubation,gastrointestinal hemorrhage/per-foration,and surgical treatment(lesion clearance,drainage or unblocking for obstruction)(all P＜0.05).Prelimi-nary multivariate logistic regression analysis showed that gastrointestinal hemorrhage/perforation was a potential risk factor for the poor prognosis in CBSI patients(OR=11.156,95％CI:1.434-86.809,P=0.021).Conclusion The detected CBSI strains are mainly Candida albicans,and gastrointestinal hemorrhage/perforation may be one of the potential risk factors affecting the prognosis of CBSI patients.These patients are generally in critical condition and should be detected and treated as early as possible to improve their prognosis.Due to the small amount of speci-mens,further research is still needed for confirmation.

Objective:To develop an artificial intelligence (AI)-based automatic scoring model for magnetic resonance imaging-detected extramural vascular invasion (AI-mrEMVI) and evaluate its performance and prognostic value in patients with rectal cancer.Methods:In this multicenter retrospective cohort study, a total of 2 501 rectal cancer patients from seven centers between November 2012 and December 2020 were included and divided into completely independent training ( n=1 830) and validation ( n=671) cohorts. A nnUNet-based AI-mrEMVI scoring model was constructed. Manual mrEMVI scores assigned by two radiologists served as the reference standard for accessing the accuracy of the AI-mrEMVI scoring. Kaplan-Meier survival analysis and Cox regression were used to evaluate the prognostic stratification ability of the AI-mrEMVI scores. The concordance index (C-index) was calculated to evaluate prognostic performance. Results:In the validation cohort, the manual mrEMVI scores were 0-2 in 425 patients (63.3%), 3 in 89 (13.4%), and 4 in 157 (23.4%). The AI-mrEMVI model identified 0-2 in 375 patients (55.9%), 3 in 95 (14.2%), and 4 in 201 (30.0%), with an overall accuracy of 81.1% (544/671, 95% CI 77.9%-84.0%). The 3-year disease-free survival (DFS) rates for patients with AI-mrEMVI scores of 0-2, 3, and 4 were 85.2%, 70.0%, and 58.2%, respectively, and the 5-year overall survival (OS) rates were 87.2%, 81.6%, and 62.6%, respectively (DFS: χ2=48.74, P<0.001; OS: χ2=30.04, P<0.001). Multivariable Cox regression showed that for DFS, AI-mrEMVI scores of 3 and 4 were associated with hazard ratios ( HR) of 1.75 (95% CI 1.11-2.77, P=0.016) and 2.65 (95% CI 1.86-3.78, P<0.001), respectively. For OS, an AI-mrEMVI score of 4 was associated with an HR of 2.56 (95% CI 1.62-4.03, P<0.001). The C-index values of the AI-mrEMVI scoring model for predicting DFS and OS were 0.647 (95% CI 0.608-0.686) and 0.650 (95% CI 0.598-0.702), respectively. Conclusion:The proposed AI-mrEMVI automatic scoring model demonstrated high diagnostic accuracy and performed favorably in predicting DFS and OS prognostic risk in patients with rectal cancer.

Objective To investigate the diagnostic value of endoscopic ultrasonography(EUS)and contrast-enhanced endoscopic ultrasonography(CE-EUS)with sulfur hexafluoride microbubbles for injection in upper gastrointestinal submucosal tumors(SMT).Methods The subjects of this study were 82 upper gastrointestinal SMT patients from January 2021 to August 2023.All of them underwent EUS and CE-EUS using sulfur hexafluoride microbubbles as contrast agents.Features of EUS images of upper gastrointestinal benign SMT and gastrointestinal stromal tumor(GIST),and CE-EUS images using sulfur hexafluoride microbubbles as contrast agents were analyzed.EUS,CE-EUS using sulfur hexafluoride microbubbles as contrast agents,and combination of the two were compared in upper gastrointestinal benign SMT and GIST diagnosis based on surgical pathological findings as the golden standard.Results 82 cases of upper gastrointestinal SMT were confirmed by imaging examination and surgical results to have tumors located in the upper,middle,lower segments esophagus,cardia,fundus,body,antrum of stomach,and duodenal bulb,accounting for 7.32%,10.98%,10.98%,4.88%,29.27%,26.83%,6.10%,and 3.66%respectively.According to pathological results,there were 51 cases of upper gastrointestinal benign SMT,accounting for 62.20%and 31 cases of GIST,accounting for 37.80%.Among them,SMT in the upper gastrointestinal tract was mainly located in the esophagus and stomach,with leiomyoma being the most common.GIST was mainly located in the stomach and was more common in the fundus and body of the stomach.The proportion of benign SMT group with uniform echo,smooth surface mucosa,and regular edges was significantly higher than that of GIST group(P＜0.05).GIST group had much higher proportion in doppler rich blood flow signals and origination from the muscularis propria than benign SMT group did(P＜0.05).There was no difference between the two groups in terms of proportion of echo properties(P＞0.05).The proportion of homogeneous enhancement in the benign SMT group was significantly higher than that in the GIST group(P＜0.05).The proportion of arterial phase hyperenhancement,venous phase diffuse enhancement,and irregular blood vessels in the GIST group was significantly higher than that in the benign SMT group(P＜0.05).The sensitivity,specificity,and accuracy of EUS in distinguishing GIST and benign SMT were 64.52%,74.51%,and 70.73%respectively,those of the CE-EUS using sulfur hexafluoride microbubbles as contrast agent were 90.32%,88.24%,and 89.02%respectively,and those of EUS+CE-EUS using sulfur hexafluoride microbubbles as contrast agent were 100.00%,90.20%,and 93.90%respectively.Conclusion EUS and CE-EUS with sulfur hexafluoride microbubbles as contrast agents has high diagnostic value for upper gastrointestinal benign SMT and GIST.

Schizophrenia is a serious and common mental illness. As the focus shifts from the institution care to the community and home care, family caregivers become an important part of the care system for patients with schizophrenia, and their physical and mental burden and quality of life have become a prominent issue. The article reviews the research progress on the quality of life in family caregivers of schizophrenia patients, focusing on assessment tools for quality of life, current status, influencing factors and intervention measures, to provide references for relevant policy making to improve the quality of life of caregivers.