ObjectiveTo investigate the characteristics of gray matter structure and clinical symptoms in patients with Alzheimer's disease （AD） comorbid with apathy （AD-A）. MethodsThe study included 30 patients with AD-A， 30 AD disease patients without apathy （AD without apathy， AD-NA）， and 30 healthy controls （HCs） matched in gender， age， and years of education. All participants underwent a comprehensive neuropsychological assessment and magnetic resonance imaging （MRI） scans. Voxel-based morphometry （VBM） was used to analyze changes in gray matter volume among the three groups. Additionally， the correlation between the identified abnormal brain regions and apathy scale scores was analyzed. ResultsThere were no statistically significant differences among the three groups in terms of age， gender， years of education， or total intracranial volume. Compared with the HCs group， both the AD-A and AD-NA groups showed significantly lower scores in cognitive function （P<0.001）. The AD-A group exhibited significantly higher apathy scale scores compared with the AD-NA group （P<0.001）. Compared with the AD-NA group， the AD-A group showed reduced gray matter volume in the bilateral caudate nucleus， left orbitofrontal cortex， lingual gyrus， inferior frontal gyrus， superior frontal gyrus， entorhinal cortex， right middle frontal gyrus and posterior cingulate cortex （FWE-corrected， P<0.05 for all）. Compared with the HCs group， the AD-A group exhibited reduced gray matter volume in the bilateral middle temporal gyrus， left fusiform gyrus， calcarine sulcus， postcentral gyrus， right inferior frontal gyrus and supramarginal gyrus （FWE-corrected， P<0.05 for all）. Compared with the HCs group， the AD-NA group showed reduced gray matter volume in the left precuneus， inferior temporal gyrus， and right inferior temporal gyrus （FWE-corrected， P<0.05 for all）. In the AD-A group， changes in the gray matter volume of the left caudate nucleus （r= -0.557， P=0.002） and right middle frontal gyrus （r=-0.620， P=0.001） were negatively correlated with the apathy evaluation scale （AES） scores. ConclusionPatients in the AD-A group exhibited significant atrophy in the frontal-temporal-basal ganglia circuit， and the degree of gray matter atrophy was correlated with the severity of apathy.

Objective To investigate the impact of respiratory colonization of carbapenem-resistant Acinetobacter baumannii(CRAB)on 28-day mortality of patients with severe/critical coronavirus disease 2019(COVID-19)in in-tensive care unit(ICU).Methods Clinical data were collected from severe/critical COVID-19 patients admitted to general ICU and respiratory ICU in a tertiary Chinese medicine hospital from December 9,2022 to December 9,2023.According to the detection results of CRAB from sputum culture during ICU stay,patients were divided into respiratory CRAB colonization group and non-CRAB colonization group.Kaplan-Meier survival curve was plotted to compare the 28-day mortality between two groups of patients after ICU admission.Relationship between respiratory CRAB colonization and 28-day mortality was explored by Cox proportional hazards model,and subgroup analysis was performed.Results A total of 88 patients with severe/critical COVID-19 were included in analysis,out of which 27 had respiratory CRAB colonization(CRAB colonization group)and 61 didn't have respiratory CRAB colo-nization(non-CRAB colonization group);37 patients(42.0％)died within 28 days after admission to the ICU.Ka-plan-Meier survival curve showed that the 28-day mortality in CRAB group was higher than that in non-CRAB group(66.7％vs 31.1％,P＜0.001).Cox univariate analysis showed that the 28-day mortality risk of patients in the CRAB colonization group was 2.91 folds of those in the non-CRAB colonization group(HR=2.91,95％CI:1.52-5.58;P＜0.05).After covariates adjusting for age,sex,underlying diseases,white blood cell count,neutrophil-to-lymphocyte ratio,hypersensitive C-reactive protein,respiratory frequency,oxygenation index,lactate dehydro-genase,urea nitrogen,creatinine,lactic acid,and D-dimer,the risk of death in the CRAB colonization group was still higher than that in the non-CRAB colonization group(HR=2.54,95％CI:1.15-5.58;P＜0.05).Subgroup analysis showed that respiratory CRAB colonization and 28-day mortality in severe/critical COVID-19 ICU patients was affected by gender,serum albumin,creatinine,and D-dimer levels(interaction P＜0.05 for all).Conclusion The short-term mortality of severe/critical COVID-19 patients in the ICU increases significantly after secondary colo-nization of respiratory CRAB.Effective prevention and control of colonization and infection by multidrug-resistant organisms are crucial for ensuring patient prognosis.

Alzheimer′s disease is a serious neurodegenerative disorder. Approximately 80% to 90% of patients are accompanied by behavioral and psychological symptoms of dementia (BPSD), which manifest as a series of behavioral, psychological and mental abnormalities. These abnormalities can accelerate the cognitive deterioration and premature death of patients, and thus are regarded as important clinical symptoms. However, the pathogenesis of BPSD is still unknown, and treatment methods are limited. The pathogenesis of BPSD from the perspective of neuroimaging and pathophysiology, and possible treatment measures were analyzed in this article, in order to provide references for the early diagnosis and treatment of BPSD.

Objective:To develop an artificial intelligence（AI）-based sequential ultrasound-magnetic resonance imaging（US-MRI）diagnostic strategy to optimize the imaging workflow for ovarian masses.Methods:A total of 1 120 patients with pathologically confirmed ovarian masses who underwent both preoperative pelvic ultrasound and MRI between January 2021 and December 2023 at Women's Hospital，Zhejiang University School of Medicine were retrospectively included. Patients were randomly divided into the training（ n=672）and internal test set（ n=448）at a ratio of 6∶4. An external test set（ n=128）was established at the Forth Affiliated Hospital of School of Medicine. Deep learning was used for automated segmentation of MRI lesions，followed by radiomic feature extraction and machine learning classification to construct both a US-MRI multimodal model and sequential US-MRI strategy. Diagnostic performance and potential healthcare cost-saving effects were evaluated across strategies. Results:In the internal test set（ n=448），the AI-based sequential US-MRI strategy achieved a F1 score of 0.863 and a diagnostic accuracy of 82.14%，with no significant difference compared to the US-MRI multi-modal model（ P>0.05）. The sequential strategy identified 82 cases（18.30%，82/448）of patients as low-risk true negatives during initial ultrasound screening，suggesting a potential to reduce the need for MRI examinations in future clinical practice. In the external test set（ n=128），the strategy achieved an F1 score of 0.800 and a confirmed diagnosis rate of 85.94%，with a theoretical reduction of 26.56%（34 cases）in MRI utilization while maintaining a diagnostic accuracy rate higher than that of the multi-modal model（82.18%）. Conclusions:The AI-based US-MRI sequential diagnostic strategy demonstrates favorable diagnostic accuracy while offering the potential to optimize MRI utilization. This approach may enhance the efficiency of imaging resource allocation and reduce healthcare burden in the management of ovarian masses.

Objective Taking cerebral ischemic disease as an example,it explores the use of doctors'actual diagnosis and treatment items under DRG payment,and analyzes the matching degree between actual diagnosis and treatment items and clinical pathways.Methods Based on the actual diagnosis and treatment items for patients with cerebral ischemic diseases,it sorted out their usage and cost proportion,built a diagnosis and treatment item pool,determined the basic diagnosis and treatment items based on expert consultation,and compared and matched them with clinical pathways.Results Among all the diagnosis and treatment items of cerebral ischemic diseases,only 21.27％had a utilization rate of more than 10％,but the cost accounted for 82.96％.42 diagnosis and treatment items were screened as basic diagnosis and treatment items.The degree of matching between laboratory inspection items and clinical pathways was high,but there were certain differences in drug treatment.Conclusion There are certain differences between actual diagnosis and treatment items and clinical pathways of cerebral ischemic diseases,and there are a large number of low-utilization items,some high-utilization items are not basic diagnosis and treatment items,and most of them are concentrated in laboratory inspection items.It is recommended to enhance the attention of clinical pathway under DRG payment and update and optimize it regularly,improve doctors'awareness of diagnosis and treatment based on clinical pathways,and improve the supervision and assessment mechanism of doctors'diagnosis and treatment behaviors,regularly update and optimize clinical pathways to improve their operability.

Objective:To analysis the possible behavior of coders in the reform of Diagnosis Related Groups(DRG)payment mode.Methods:To collect through questionnaires the possible coders'behaviors,and extract the common factors of possible behaviors according to factor analysis,and cluster the coders by the K-means clustering method.Results:Classify the possible coders'behaviors into positive behaviors such as following coding norms and standards,and negative behaviors such as directly coding without detailed reading of medical records.Less than 25 years old were more inclined to adopt negative behaviors,and associate senior titles and higher cognitive level of DRG were more inclined to adopt positive behaviors.The coders are divided into"positive group"who tend to take positive behaviors and"negative group"who take negative behaviors.Conclusion:Coders are more likely to adopt positive behavior,and we should be pay attention to the impact of different demographic characteristics on coders.To adopt different management strategies for different categories of coders,and strengthen training through hierarchical classification,and enhance coders'cognitive of DRG are more conducive to the selection of positive behaviors.

Objective To investigate the impact of respiratory colonization of carbapenem-resistant Acinetobacter baumannii(CRAB)on 28-day mortality of patients with severe/critical coronavirus disease 2019(COVID-19)in in-tensive care unit(ICU).Methods Clinical data were collected from severe/critical COVID-19 patients admitted to general ICU and respiratory ICU in a tertiary Chinese medicine hospital from December 9,2022 to December 9,2023.According to the detection results of CRAB from sputum culture during ICU stay,patients were divided into respiratory CRAB colonization group and non-CRAB colonization group.Kaplan-Meier survival curve was plotted to compare the 28-day mortality between two groups of patients after ICU admission.Relationship between respiratory CRAB colonization and 28-day mortality was explored by Cox proportional hazards model,and subgroup analysis was performed.Results A total of 88 patients with severe/critical COVID-19 were included in analysis,out of which 27 had respiratory CRAB colonization(CRAB colonization group)and 61 didn't have respiratory CRAB colo-nization(non-CRAB colonization group);37 patients(42.0％)died within 28 days after admission to the ICU.Ka-plan-Meier survival curve showed that the 28-day mortality in CRAB group was higher than that in non-CRAB group(66.7％vs 31.1％,P＜0.001).Cox univariate analysis showed that the 28-day mortality risk of patients in the CRAB colonization group was 2.91 folds of those in the non-CRAB colonization group(HR=2.91,95％CI:1.52-5.58;P＜0.05).After covariates adjusting for age,sex,underlying diseases,white blood cell count,neutrophil-to-lymphocyte ratio,hypersensitive C-reactive protein,respiratory frequency,oxygenation index,lactate dehydro-genase,urea nitrogen,creatinine,lactic acid,and D-dimer,the risk of death in the CRAB colonization group was still higher than that in the non-CRAB colonization group(HR=2.54,95％CI:1.15-5.58;P＜0.05).Subgroup analysis showed that respiratory CRAB colonization and 28-day mortality in severe/critical COVID-19 ICU patients was affected by gender,serum albumin,creatinine,and D-dimer levels(interaction P＜0.05 for all).Conclusion The short-term mortality of severe/critical COVID-19 patients in the ICU increases significantly after secondary colo-nization of respiratory CRAB.Effective prevention and control of colonization and infection by multidrug-resistant organisms are crucial for ensuring patient prognosis.

Objective:To analysis the possible behavior of coders in the reform of Diagnosis Related Groups(DRG)payment mode.Methods:To collect through questionnaires the possible coders'behaviors,and extract the common factors of possible behaviors according to factor analysis,and cluster the coders by the K-means clustering method.Results:Classify the possible coders'behaviors into positive behaviors such as following coding norms and standards,and negative behaviors such as directly coding without detailed reading of medical records.Less than 25 years old were more inclined to adopt negative behaviors,and associate senior titles and higher cognitive level of DRG were more inclined to adopt positive behaviors.The coders are divided into"positive group"who tend to take positive behaviors and"negative group"who take negative behaviors.Conclusion:Coders are more likely to adopt positive behavior,and we should be pay attention to the impact of different demographic characteristics on coders.To adopt different management strategies for different categories of coders,and strengthen training through hierarchical classification,and enhance coders'cognitive of DRG are more conducive to the selection of positive behaviors.

Objective To explore causal relationship between 25-hydroxyvitamin D[25(OH)D]and ankylosing spondylitis(AS).Methods Genetic data of 25(OH)D and AS were extracted from the genome-wide association study.The causal effect of 25(OH)D on AS was estimated by MR-Egger regression method,weighted median,inverse variance weighted(IVW),simple mode and weighted mode,and sensitivity analysis was conducted for verification.Results The IVW results indicated that there was a causal relationship between 25(OH)D concentration and AS(OR=0.805,95％CI:0.686-0.944,P=0.008),and the maximum likelihood ratio(OR=0.799,95％CI:0.678-0.940,P=0.007)showed consistent results.The IVW results of the reverse Mendelian randomization study showed that there was no causal relationship between the two(OR=1.019,95％CI:0.995-1.043,P=0.110).In addition,MR-Egger intercept,Cochran Q test,"leave-one-out"and MR-PRESSO analysis showed no horizontal pleipotency or heterogeneity.Conclusion There may be a genetic causal relationship between the concentration of 25(OH)D and the onset of AS.AS cannot cause changes in the concentration of 25(OH)D in the body.

Alzheimer′s disease is a serious neurodegenerative disorder. Approximately 80% to 90% of patients are accompanied by behavioral and psychological symptoms of dementia (BPSD), which manifest as a series of behavioral, psychological and mental abnormalities. These abnormalities can accelerate the cognitive deterioration and premature death of patients, and thus are regarded as important clinical symptoms. However, the pathogenesis of BPSD is still unknown, and treatment methods are limited. The pathogenesis of BPSD from the perspective of neuroimaging and pathophysiology, and possible treatment measures were analyzed in this article, in order to provide references for the early diagnosis and treatment of BPSD.