With the emergence of deep learning techniques based on convolutional neural networks, artificial intelligence (AI) has driven transformative developments in the field of medical image analysis. Recently, large language models (LLMs) such as ChatGPT have also started to achieve distinction in this domain. Increasing research shows the undeniable role of AI in reshaping various aspects of medical image analysis, including processes such as image enhancement, segmentation, detection in image preprocessing, and postprocessing related to medical diagnosis and prognosis in clinical settings. However, despite the significant progress in AI research, studies investigating the recent advances in AI technology in the aforementioned aspects, the changes in research hotspot trajectories, and the performance of studies in addressing key clinical challenges in this field are limited. This article provides an overview of recent advances in AI for medical image analysis and discusses the methodological profiles, advantages, disadvantages, and future trends of AI technologies.
Artificial Intelligence ; Humans ; Image Processing, Computer-Assisted/methods* ; Neural Networks, Computer ; Deep Learning ; Diagnostic Imaging/methods*

Biliary atresia （BA） is characterized by progressive inflammation and fibrous obstruction of bile ducts， ultimately leading to cholestatic liver cirrhosis. Kasai surgery is the standard procedure for the treatment of BA， and early diagnosis is a key influencing factor for the prognosis of BA. Indocyanine green （ICG） is a near-infrared photosensitive dye that is efficiently and selectively absorbed by hepatocytes after intravenous injection， and it enters the intestine via bile and is excreted with the feces in the free form， with a favorable safety profile. In addition， ICG can emit fluorescence under near-infrared light， which can be captured by camera instruments and converted into visual images， and ICG fluorescence imaging technology can reflect the intraoperative situation in real time and significantly improve the success rate of the surgical procedure. This article reviews the advances in the application of ICG in early preoperative diagnosis， intraoperative imaging， and postoperative liver function assessment in recent years.

Objective:To explore the evaluation method for key performance indicators of autonomous ultrasound scanning robots,so as to establish a testing scheme and conduct experiments.Methods:Based on the working principle of autonomous ultrasound scanning robots,three key performance indicators,which included scanning speed,scanning contact force,and accuracy of online adjustment,were established.The speed of the robotic arm,which execute autonomous scanning,was tested through laser rangefinders and a design of process equipment for displacement.The contact force of autonomous scanning was monitored and evaluated using a combination of ultrasound phantom and sensor with six-dimensional force.The displacement differences of phantom and robotic arm were monitored to evaluate the accuracy of online adjustment through designed a synchronization detection device for the displacements of phantom and robotic arm.Results:This research designed and provided test method and test device,which realized successful measurements for the speed,contact force,and accuracy of online adjustment in autonomous scanning of the ultrasonic scanning robot.Conclusion:The speed,contact force,and accuracy of online adjustment in scanning can be used as evaluation indicators of systematic performance of autonomous ultrasound scanning robots.The feasibility of these indicators is demonstrated through designed evaluation methods and corresponding experiments.

Objective:To construct a full-length infectious clone of enterovirus D68（EV-D68）expressing enhanced green fluorescent protein（EGFP）by reverse genetics in order to provide an efficient tool for studying the biological characteristics and screening antiviral drugs for EV-D68.Methods:Gene synthesis and overlap PCR techniques were used to construct the full-length clone plasmid pUC57-EV-D68 of EV-D68. The full-length viral sequence was then transferred into the pCAGGS plasmid to obtain the pCAGGS-EV-D68 plasmid. The EGFP gene was amplified and inserted into the pCAGGS-EV-D68 plasmid to construct the pCAGGS-EGFP-EV-D68 plasmid. Then，the two constructed plasmids were transfected into human rhabdomyosarcoma（RD）cells to rescue recombinant viruses RV-EV-D68 and RV-EGFP-EV-D68. The rescued viruses were identified using PCR，Western blot，and immunofluorescence techniques. The antiviral effect of doxycycline was evaluated using the rescued RV-EGFP-EV-D68. Statistical analysis was performed using the two independent samples t-test. Results:The recombinant virus RV-EGFP-EV-D68 capable of expressing EGFP was successfully rescued. Even after 15 serial passages，the virus retained EGFP expression with no significant difference in viral titers compared to the parental virus，indicating its stable passage in RD cells. Besides，the rescued strains exhibited similar replication characteristics to the parental virus. While at 24 and 36 h after infection，the titers of the rescued strains were significantly lower than that of the parental strain（both P<0.05）. This study demonstrated that doxycycline significantly reduced the fluorescence intensity of RV-EGFP-EV-D68-infected RD cells（ P<0.01）. Meanwhile，a negative correlation was observed between the doxycycline concentration and the fluorescence intensity，indicating that the rescued virus could be used for antiviral drug evaluation. Conclusions:This study successfully constructs an infectious clone of EV-D68 expressing EGFP. The rescued recombinant virus RV-EGFP-EV-D68 has been verified to be applicable for the evaluation of antiviral drugs.

Objective:To analyze the impact of stressful life events on the social activity participation of middle-aged and elderly adults in China, providing a scientific basis for improving their quality of life.Methods:This study was conducted in January 2024.Data were derived from the China health and retirement longitudinal study (CHARLS) conducted from 2011 to 2020. SPSS 25.0 software was used for statistical analysis.Ordered Logistic regression analysis was employed to explore the association between stressful life events experienced over the past decade and the level of social activity participation, with stratified analysis by age, gender, and place of residence.Results:A total of 10 838 middle-aged and elderly adults were included in this study. The proportions of individuals with no social activity participation, low social activity participation, and high social activity participation were 52.07%(5 643/10 838), 24.21%(2 624/10 838), and 23.72%(2 571/10 838), respectively. After adjusting for sociodemographic characteristics and health-related behaviors, individuals who experienced stressful life events were 15.2% less likely to participate in social activities compared to those who did not ( RR=0.848, 95% CI=0.786-0.915).Stratified analysis revealed that the decrease in the likelihood of social activity participation following stressful life events was significantly greater in urban residents than that in rural residents ( Pinteraction=0.004). Conclusion:Experiencing stressful life events over the past decade may reduce the level of social activity participation among middle-aged and elderly adults. It is recommended to strengthen psychological counseling for this population and encourage active social engagement.

Objective:To analyze the impact of stressful life events on the social activity participation of middle-aged and elderly adults in China, providing a scientific basis for improving their quality of life.Methods:This study was conducted in January 2024.Data were derived from the China health and retirement longitudinal study (CHARLS) conducted from 2011 to 2020. SPSS 25.0 software was used for statistical analysis.Ordered Logistic regression analysis was employed to explore the association between stressful life events experienced over the past decade and the level of social activity participation, with stratified analysis by age, gender, and place of residence.Results:A total of 10 838 middle-aged and elderly adults were included in this study. The proportions of individuals with no social activity participation, low social activity participation, and high social activity participation were 52.07%(5 643/10 838), 24.21%(2 624/10 838), and 23.72%(2 571/10 838), respectively. After adjusting for sociodemographic characteristics and health-related behaviors, individuals who experienced stressful life events were 15.2% less likely to participate in social activities compared to those who did not ( RR=0.848, 95% CI=0.786-0.915).Stratified analysis revealed that the decrease in the likelihood of social activity participation following stressful life events was significantly greater in urban residents than that in rural residents ( Pinteraction=0.004). Conclusion:Experiencing stressful life events over the past decade may reduce the level of social activity participation among middle-aged and elderly adults. It is recommended to strengthen psychological counseling for this population and encourage active social engagement.

Objective To investigate the anesthesia effects of different concentrations of sevoflurane combined with propofol during primary liver cancer resection surgery,as well as the changes in immune function in patients.Methods Using single-blind method,120 cases of primary hepatocellular carcinoma admitted to the Third Affiliated Hospital of Naval Military Medical University from January 2023 to September 2023 were prospectively selected as the study subjects,and the patients were randomly(using the randomized numerical table method)included in the control group(60 cases)and the observation group(60 cases).During hepatic cancer resection,the control group was given 0.5 alveolar minimum effective concentration(MAC)sevoflurane combined with propofol target-controlled infusion anesthesia,and the observation group was given 1.0 MAC sevoflurane combined with propofol target-controlled infusion anesthesia,and both groups were observed for 3 d postoperatively.The perioperative related indexes,the sedation and quality of awakening in the immediate moment of extubation,15 min after extubation,and 30 min after extubation,the cognitive function before and at 1 and 3 d postoperatively,vital signs before induction of anesthesia,after induction of anesthesia,at the moment of intubation,at the end of surgery,immune function before and 1 d postoperative,and adverse reactions during the observation period were compared between the two groups.Results The time for extubation,recovery of spontaneous respiration,recovery of orientation,and awakening in the observation group were(11.25±1.69)min,(9.76±1.34)min,(69.23±3.35)min,and(10.13±1.43)min,and the control group were(14.57±2.28)min,(13.55±2.76)min,(73.44±4.52)min,(14.26±2.25)min,all of which were shorter in the observation group than in the control group(P＜0.05).The Ramsay sedation score at the immediate moment of extubation was(4.16±0.22)in the observation group,and(3.21±0.10)in the control group;the standardized(Aldrete)score in the awakening room of the observation group at the immediate moment of extubation,and 15 min after extubation were(9.56±0.12)and(9.77±0.20),respectively,and the control group was(9.02±0.13),respectively,(9.05±0.17)points;the scores of the brief mental state examination(MMSE)scale in the observation group were(26.23±1.12)points and(25.17±0.98)points in the control group in the 1 d postoperative period,which were higher than those of the control group(P＜0.05).The heart rate(HR)at the moment of intubation and at the end of operation in the observation group were(73.08±4.10)beats/min,(75.27±6.03)beats/min,and the mean arterial pressure(MAP)was(81.56±4.49)mmHg and(86.07±5.48)mmHg,respectively,and in the control group the HR was(75.47±5.78)beats/min,(77.91±6.79)beats/min,and the MAP was(85.22±5.08)mmHg and(88.25±6.01)mmHg in the observation group,respectively,which were lower than those in the control group(P＜0.05).The whole blood natural killer(NK)cells,CD4+and CD4+/CD8+in the observation group at 1 d postoperatively were(35.62±5.54)％,(50.09±3.32)％,and(1.42±0.25),the control group were(24.12±4.09)％,(43.17±4.20)％,and(1.20±0.19),the observation group was higher than the control group(P＜0.05);whole blood CD8+was(26.55±3.02)％in the observation group and(28.71±4.45)％in the control group,the observation group was lower than the control group(P＜0.05).The total incidence of adverse reactions during the observation period was 16.67％in the observation group and 5.00％in the control group,which was higher than the control group(P＜0.05).Conclusion Compared with 0.5 MAC sevoflurane combined with propofol target-controlled infusion anesthesia,1.0 MAC sevoflurane combined with propofol target-controlled infusion anesthesia had less effect on hemodynamics and immune function in patients undergoing resection for primary hepatocellular carcinoma,and it could improve the quality of patients'awakening,cognitive function,and promote postoperative recovery,and the anesthesia was more effective,but it had more adverse effects.

Objective:To analyze the association between inflammation-related dietary patterns and the risk for cognitive impairment in older adults aged ≥65 years in longevity areas in China by using reduced rank regression (RRR) analysis.Methods:This study used cross-sectional data from the 2021 Healthy Aging and Biomarkers Cohort Study, including the information about study participants' demographic characteristics, lifestyles, daily life activities, and disease histories. Dietary intake was obtained by using a simplified food frequency questionnaire. Cognitive impairment was evaluated based on the Mini-Mental State Examination Scale combined with years of education. Fasting venous blood samples were collected to detect inflammatory markers, especially high-sensitivity C-reactive protein (hs-CRP) and the platelet-to-lymphocyte ratio (PLR). RRR analysis was used to obtain inflammation-related dietary patterns using hs-CRP and PLR as response variables. Multivariate logistic regression model was used to analyze the association between dietary pattern score and the risk for cognitive impairment. Restricted cubic spline was used to explore the dose response relationship, and mediation analysis was used to quantify the mediating effects of hs-CRP and PLR.Results:Two dietary patterns were identified with RRR. The primary pattern was characterized by higher intakes of flour, red meat, and dairy products, and lower intake of fresh vegetables, explaining 6.84% of the variance in food intake and 0.50% of the variance in inflammatory markers. Compared with the T1 group, the T3 group had significantly higher risk for cognitive impairment ( OR=1.242, 95% CI: 1.034-1.491). Each one standard deviation increase in the dietary pattern score was associated with an 8.7% increase in the risk for cognitive impairment ( OR=1.087, 95% CI: 1.008-1.172), with a significant linear trend (overall-model P<0.001, non-linear P=0.295). Mediation analysis indicated that hs-CRP mediated 6.2% of the association between the dietary pattern and the risk for cognitive impairment. Conclusion:The inflammation- related dietary pattern characterized by higher consumption of flour, red meat, and dairy products and lower consumption of fresh vegetables is associated with an increased risk for cognitive impairment in older adults, and hs-CRP partially mediates this association.

Objective:To retrospectively analyze and compare the clinical effects of rigid neuroendoscopic hematoma removal and drilling irrigation drainage in the treatment of chronic subdural hematomas with mixed density on head CT, and explore the appropriate surgical methods for chronic subdural hematomas with mixed density.Methods:A retrospective case-control study was conducted to analyze the clinical data of 80 patients with CSDH with mixed density CT findings admitted to the Department of Neurosurgery of Guizhou Medical University Affiliated Hospital from January 2021 to November 2023. There were 57 males and 23 females. According to the surgical method, patients were divided into endoscopic group ( n=36) and drilling group ( n=44). Patients in the endoscopic group underwent hard neuroendoscopic hematoma removal surgery, while patients in the drilling group underwent drilling flushing and drainage surgery. Compared the surgical time, drainage time, hematoma clearance rate, length of hospital stay, markwalder neurological function grading, and activities of daily living (ADL) score between two groups 30 days after surgery. Followed up for 3 months to record the recurrence situation.Measurement data with a normal distribution were expressed as mean±standard deviation ( ± s), and t-test was used for inter-group comparison. Measurement data with a non-normal distribution were expressed as M( Q1, Q3), and rank sum test was used for inter-group comparison. Chi-square test or Fisher′s exact test was used for inter-group comparison of count data. Rank sum test was used for inter-group comparison of ordinal data. Results:The operation time, postoperative drainage time, 24-hour hematoma clearance rate, midline deviation distance and hospital stay in the endoscopic group respectively were (77.50±8.15) min, 1.00(1.00, 2, 00) d, (95.00±2.66)%, 1.00(0.00, 2.00) mm, (9.47±2.52) d. The drilling group were (44.77±6.56) min, 3.00(2.25, 3.00) d, (87.86±3.43)%, 3.00(2.00, 3.00) mm, (11.84±3.28) d, the difference was statistically significant between the two groups ( P<0.05). Comparison of long-term efficacy in the endoscopic group, the hematoma clearance rate at 30 days after operation, the ADL score at 30 days after operation, and the number of recurrence cases at 3 months after operation respectively were 99.00(97.25, 100.00)%, (88.06±7.86) points, and 1 case. The drilling group were 93.50(91.25, 95.75)%, (83.29±9.58) points and 10 cases, with statistical difference between the two groups( P<0.05). 30 day postoperative Markwalder neurological functional grading, there were 27 cases grades 0, 9 cases of grade I, and 0 cases of grade II in endoscopic surgery. In the drilling group, there were 24 cases, 15 cases, and 5 cases, respectively. The difference between the two groups was statistically significant ( P<0.05). Conclusions:Compared with drilling and drainage irrigation surgery, neuroendoscopic treatment of mixed density chronic subdural hematoma takes a relatively long time, but the hematoma clearance rate is higher, the hospitalization time is shorter, the postoperative recovery is faster and the recurrence rate is lower. Neuroendoscopic therapy has unique advantages and may be more suitable for the treatment of mixed density CSDH.

Objective To investigate the anesthesia effects of different concentrations of sevoflurane combined with propofol during primary liver cancer resection surgery,as well as the changes in immune function in patients.Methods Using single-blind method,120 cases of primary hepatocellular carcinoma admitted to the Third Affiliated Hospital of Naval Military Medical University from January 2023 to September 2023 were prospectively selected as the study subjects,and the patients were randomly(using the randomized numerical table method)included in the control group(60 cases)and the observation group(60 cases).During hepatic cancer resection,the control group was given 0.5 alveolar minimum effective concentration(MAC)sevoflurane combined with propofol target-controlled infusion anesthesia,and the observation group was given 1.0 MAC sevoflurane combined with propofol target-controlled infusion anesthesia,and both groups were observed for 3 d postoperatively.The perioperative related indexes,the sedation and quality of awakening in the immediate moment of extubation,15 min after extubation,and 30 min after extubation,the cognitive function before and at 1 and 3 d postoperatively,vital signs before induction of anesthesia,after induction of anesthesia,at the moment of intubation,at the end of surgery,immune function before and 1 d postoperative,and adverse reactions during the observation period were compared between the two groups.Results The time for extubation,recovery of spontaneous respiration,recovery of orientation,and awakening in the observation group were(11.25±1.69)min,(9.76±1.34)min,(69.23±3.35)min,and(10.13±1.43)min,and the control group were(14.57±2.28)min,(13.55±2.76)min,(73.44±4.52)min,(14.26±2.25)min,all of which were shorter in the observation group than in the control group(P＜0.05).The Ramsay sedation score at the immediate moment of extubation was(4.16±0.22)in the observation group,and(3.21±0.10)in the control group;the standardized(Aldrete)score in the awakening room of the observation group at the immediate moment of extubation,and 15 min after extubation were(9.56±0.12)and(9.77±0.20),respectively,and the control group was(9.02±0.13),respectively,(9.05±0.17)points;the scores of the brief mental state examination(MMSE)scale in the observation group were(26.23±1.12)points and(25.17±0.98)points in the control group in the 1 d postoperative period,which were higher than those of the control group(P＜0.05).The heart rate(HR)at the moment of intubation and at the end of operation in the observation group were(73.08±4.10)beats/min,(75.27±6.03)beats/min,and the mean arterial pressure(MAP)was(81.56±4.49)mmHg and(86.07±5.48)mmHg,respectively,and in the control group the HR was(75.47±5.78)beats/min,(77.91±6.79)beats/min,and the MAP was(85.22±5.08)mmHg and(88.25±6.01)mmHg in the observation group,respectively,which were lower than those in the control group(P＜0.05).The whole blood natural killer(NK)cells,CD4+and CD4+/CD8+in the observation group at 1 d postoperatively were(35.62±5.54)％,(50.09±3.32)％,and(1.42±0.25),the control group were(24.12±4.09)％,(43.17±4.20)％,and(1.20±0.19),the observation group was higher than the control group(P＜0.05);whole blood CD8+was(26.55±3.02)％in the observation group and(28.71±4.45)％in the control group,the observation group was lower than the control group(P＜0.05).The total incidence of adverse reactions during the observation period was 16.67％in the observation group and 5.00％in the control group,which was higher than the control group(P＜0.05).Conclusion Compared with 0.5 MAC sevoflurane combined with propofol target-controlled infusion anesthesia,1.0 MAC sevoflurane combined with propofol target-controlled infusion anesthesia had less effect on hemodynamics and immune function in patients undergoing resection for primary hepatocellular carcinoma,and it could improve the quality of patients'awakening,cognitive function,and promote postoperative recovery,and the anesthesia was more effective,but it had more adverse effects.