The rapid development of artificial intelligence (AI), especially generative AI (GenAI), has already brought, and will continue to bring, revolutionary changes to our daily production and life, as well as create new opportunities and challenges for diagnostic and therapeutic practices in the medical field. Haihe Hospital of Tianjin University collaborates with the National Supercomputer Center in Tianjin, Tianjin University, and other institutions to carry out research in areas such as smart healthcare, smart services, and smart management. We have conducted research and development of a full-process disease diagnosis and treatment assistance system based on GenAI in the field of smart healthcare. The development of this project is of great significance. The first goal is to upgrade and transform the hospital's information center, organically integrate it with existing information systems, and provide the necessary computing power storage support for intelligent services within the hospital. We have implemented the localized deployment of three models: Tianhe "Tianyuan", WiNGPT, and DeepSeek. The second is to create a digital avatar of the chief physician/chief physician's voice and image by integrating multimodal intelligent interaction technology. With generative intelligence as the core, this solution provides patients with a visual medical interaction solution. The third is to achieve deep adaptation between generative intelligence and the entire process of patient medical treatment. In this project, we have developed assistant tools such as intelligent inquiry, intelligent diagnosis and recognition, intelligent treatment plan generation, and intelligent assisted medical record generation to improve the safety, quality, and efficiency of the diagnosis and treatment process. This study introduces the content of a full-process disease diagnosis and treatment assistance system, aiming to provide references and insights for the digital transformation of the healthcare industry.
Artificial Intelligence ; Humans ; Delivery of Health Care ; Generative Artificial Intelligence

Objective:To discuss the effects of kallikrein 5(KLK5)overexpression on the proliferation,invasion and cisplatin(DDP)sensitivity of cervical cancer cells,and to clarify its mechanism.Methods:Western blotting method was used to verify the stable transfection and overexpression of KLK5 in the cervical cancer cell(ME180-OE-KLK5).The cervical cancer ME180-NC-KLK5 and ME180-OE-KLK5 cells in logarithmic growth phase were subcutaneously inoculated into the nude mice to establish the subcutaneous xenograft models.After successful modeling,the mice were randomly divided into normal saline control group(NC-KLK5+0.9％NaCl group),DDP treatment group(NC-KLK5+DDP group),KLK5 overexpression group(OE-KLK5+0.9％NaCl group)and KLK5 overexpression combined with DDP group(OE-KLK5+DDP group),with 5 mice in each group.The nude mice in NC-KLK5+DDP group and OE-KLK5+DDP group were given intraperitoneal injection of DDP at a dose of 5 mng·kg-1;the nude mice in NC-KLK5+0.9％NaCl group and OE-KLK5+0.9％NaCl group were given intraperitoneal injection of normal saline at a dose of 0.01 mL·g-1.The body weights of nude mice were measured every 2 d,and the long diameter and short diameter of the tumors were recorded to calculate the tumor volume and plot the tumor growth curve.At 24 h after the last administration on day 14,the nude mice were sacrificed,and the tumors were dissected and weighed.HE staining method was used to observe the pathomorphology of tumor tissue in the nude mice in various groups;immunohistochemistry staining method was used to observe the expression levels of KLK5,Ki67 and matrix metalloproteinase-9(MMP-9)proteins in the tumor tissues of the nude mice in various groups.Results:Compared with ME180-NC-KLK5 cells,the expression level of KLK5 protein in ME180-OE-KLK5 cells was increased(P＜0.05).In the first week after subcutaneous xenograft inoculation,the nude mice in various groups showed good feeding and activity status,and their body weights gradually increased.The drug administration phase started from the second week.During the drug treatment period,the feeding and activity status as well as body weight of the nude mice in NC-KLK5+0.9％NaCl group showed no significant changes compared with the first week;compared with NC-KLK5+0.9％NaCl group,the nude mice in NC-KLK5+DDP group began to show loss of appetite,no increase in body weight,and decreased activity.During the drug treatment period in the third week,the feeding and activity status of the nude mice in NC-KLK5+0.9％NaCl group showed no significant changes compared with the second week,while they began to show no increase in body weight;compared with NC-KLK5+0.9％NaCl group,the feeding and activity status of the nude mice in NC-KLK5+DDP group were significantly weakened,and their body weights decreased.Compared with NC-KLK5+0.9％NaCl group,the volume of xenograft tumor in NC-KLK5+DDP group was decreased(P＜0.01);compared with NC-KLK5+DDP group,the volume of xenograft tumor OE-KLK5+DDP group was significantly increased(P＜0.001);compared with NC-KLK5+0.9％NaCl group,the volume of xenograft tumor of the nude mice in OE-KLK5+0.9％NaCl group was increased(P＜0.001);compared with OE-KLK5+0.9％NaCl group,the volume of xenograft tumors in the nude mice in OE-KLK5+DDP group showed no statistically significant difference(P＞0.05).Compared with NC-KLK5+0.9％NaCl group,the weight of xenograft tumor of the nude mice in NC-KLK5+DDP group was decreased(P＜0.05);compared with NC-KLK5+DDP group,the weight of xenograft tumors of the nude mice in OE-KLK5+DDP group was significantly increased(P＜0.001);compared with NC-KLK5+0.9％NaCl group,the weight of xenograft tumor of the nude mice in OE-KLK5+0.9％NaCl group was increased(P＜0.001);compared with OE-KLK5+0.9％NaCl group,the weight of xenograft tumors of the nude mice in OE-KLK5+DDP group showed no statistically significant difference(P＞0.05).Compared with NC-KLK5+0.9％NaCl group,the xenograft tumor cells of the nude mice in OE-KLK5+0.9％NaCl group showed greater nuclear heterogeneity;the xenograft tumor cells of the nude mice in OE-KLK5+DDP group and NC-KLK5+DDP group showed cytomorphological changes,manifested as nuclear pyknosis and fragmentation,reduced cell volume,and the appearance of necrosis and apoptosis.Compared with NC-KLK5+DDP group,the degree of necrosis in xenograft tumor of the nude mice in OE-KLK5+DDP group was more pronounced.Compared with NC-KLK5+0.9％NaCl group,the expression levels of KLK5,Ki67 and MMP-9 proteins in xenograft tumor tissue of the nude mice in NC-KLK5+DDP group were decreased(P＜0.05);compared with NC-KLK5+DDP group,the expression levels of KLK5,Ki67,and MMP-9 proteins in xenograft tumor tissue of the nude mice in OE-KLK5+DDP group were increased(P＜0.001);compared with NC-KLK5+0.9％NaCl group,the expression levels of KLK5,Ki67 and MMP-9 proteins in xenograft tumor tissue of the nude mice in OE-KLK5+0.9％NaCl group were increased(P＜0.001);compared with OE-KLK5+0.9％NaCl group,the expression levels of KLK5,Ki67 and MMP-9 in xenograft tumor tissue of the nude mice in OE-KLK5+DDP group showed no statistically significant differences(P＞0.05).Conclusion:KLK5 overexpression can promote the growth of subcutaneous xenograft tumors of cervical cancer ME 180 cells treated with DDP,up-regulate the expressions of Ki67 and MMP-9 in the xenograft tumor tissue,and reduce the sensitivity of the xenograft tumor to DDP.

Objective:To evaluate the outcomes of stroke treatment in neurology and rehabilitation departments using the International Classification of Functioning, Disability and Health′s Rehabilitation Set (ICF-RS).Method:The functional status of stroke survivors before and after treatment in the neurology and rehabilitation departments was evaluated using the ICF-RS (30 items). Each patient′s functioning was graded (normal, mild, moderate or severe dysfunction) by an experienced clinical evaluator and also by the intelligent evaluation model in the ICF-RS app. Medical expenditure data during hospitalization were extracted from the hospital′s case records. Rank sum tests compared the functional changes in a patient before and after their rehabilitation. Kappa coefficients were computed to evaluate the consistency of the functional grades assigned by the evaluators and the app.Results:Before the rehabilitation treatment, all 30 items of the ICF-RS were abnormal for all of the patients from the neurology and rehabilitation departments. After their rehabilitation treatment, 25 items had improved significantly for the neurology patients and 8 had improved significantly for those from the rehabilitation department. After their rehabilitation treatment, the average functional improvement among the neurology patients was 25%. For the rehabilitation patients it was 13%. The total expenditure for every 1% improvement in function was Y977 for the neurology patients (including Y143 for rehabilitation) and Y1, 481 for the rehabilitation patients (including Y862 of actual rehabilitation). The proportions of rehabilitation expenditure were thus 14% and 58% respectively. The kappa coefficients quantifying overall consistency were both greater than 0.8.Conclusion:The national standard ICF-RS can be used to evaluate functional changes, rehabilitation efficacy and the composition of stroke patients′ medical expenditures in the early stage of neurology and the recovery period in the rehabilitation department. The consistency of the functional level evaluations between the app and human evaluators is good.

Objective:To evaluate the outcomes of stroke treatment in neurology and rehabilitation departments using the International Classification of Functioning, Disability and Health′s Rehabilitation Set (ICF-RS).Method:The functional status of stroke survivors before and after treatment in the neurology and rehabilitation departments was evaluated using the ICF-RS (30 items). Each patient′s functioning was graded (normal, mild, moderate or severe dysfunction) by an experienced clinical evaluator and also by the intelligent evaluation model in the ICF-RS app. Medical expenditure data during hospitalization were extracted from the hospital′s case records. Rank sum tests compared the functional changes in a patient before and after their rehabilitation. Kappa coefficients were computed to evaluate the consistency of the functional grades assigned by the evaluators and the app.Results:Before the rehabilitation treatment, all 30 items of the ICF-RS were abnormal for all of the patients from the neurology and rehabilitation departments. After their rehabilitation treatment, 25 items had improved significantly for the neurology patients and 8 had improved significantly for those from the rehabilitation department. After their rehabilitation treatment, the average functional improvement among the neurology patients was 25%. For the rehabilitation patients it was 13%. The total expenditure for every 1% improvement in function was Y977 for the neurology patients (including Y143 for rehabilitation) and Y1, 481 for the rehabilitation patients (including Y862 of actual rehabilitation). The proportions of rehabilitation expenditure were thus 14% and 58% respectively. The kappa coefficients quantifying overall consistency were both greater than 0.8.Conclusion:The national standard ICF-RS can be used to evaluate functional changes, rehabilitation efficacy and the composition of stroke patients′ medical expenditures in the early stage of neurology and the recovery period in the rehabilitation department. The consistency of the functional level evaluations between the app and human evaluators is good.

Objective    To evaluate the safety and efficacy of mitral valve surgery and cryoablation in elderly patients with mitral valve disease and persistent or long-term persistent atrial fibrillation. Methods    From May 2014 to July 2018, 144 patients with mitral valve diseases combined with persistent or long-term persistent atrial fibrillation in the Department of Cardiothoracic Surgery, General Hospital of Northern Theater Command were selected. Among them, there were 69 patients in a non-elderly group (<60 years) including 18 males and 51 females aged 52.07±5.56 years, and 75 patients in an elderly group (≥60 years) including 32 males and 43 females aged 65.23±4.29 years. A propensity-score matching (PSM) study was conducted to eliminate confounding factors. Both groups underwent mitral valve surgery and cryoablation at the same time. A 2-year follow-up was conducted after discharge from the hospital, and the perioperative and postoperative efficacy indexes were compared between the two groups. Results    After PSM analysis, there were 56 patients in each group. The sinus rhythm conversion rate of the two groups at each follow-up time point was above 85%, and the cardiac function was graded asⅠorⅡ, which was significantly improved compared with that before the surgery, but there was no statistical difference between the two groups (P>0.05). Among the perioperative indicators of the two groups, the elderly group had more coronary artery bypass graft surgeries and longer postoperative ICU stay time compared with the non-elderly group (P<0.05), and the differences in other indicators were not statistically different (P>0.05). Conclusion    The mitral valve surgery and cryoablation in elderly patients with mitral valve diseases combined with persistent or long-term persistent atrial fibrillation are safe, and the short-term outcome is satisfactory.

Objective: To explore the relationship between the level of mental stimulation and the suicide attempts of rural residents in Shandong Province. Methods: A 1:1 matched case-control study was designed to collect 1 200 cases from a survey of three suicide attempts in rural areas of Shandong Province. Controls were selected according to the following matched factors: age difference within 3 years, same gender, same village or neighboring village, no blood relationship, no suicide history. The basic characteristics of all subjects were collected through the questionnaire, and the level of mental stimulation of life events was measured. Multivariate conditional logistic regression model was used to analyze the relationship between the level of mental stimulation of life events and suicide attempts. Results: The mean age of the case group and the control group was both (36.6±0.3) years old, and 35.8% (430/1 200) were males in each group. The low-medium level of mental stimulation of negative life events in the case group was 16.7% (200/1 200) and 61.7% (740/1 200), respectively, which was higher than that in the control group, about 2.5% (30/1 200) and 29.3% (352/1 200) (all P values <0.05), respectively. A total of 11.1% (133/1 200) of the case group had positive life events, which was lower than that of the control group [16.8% (201/1 200)] (all P values<0.05). Multivariate logistic regression model analysis showed that after the adjustment of gender, age, place of residence, education level, marital status, occupation, family income, somatic disease, mental disorders, family history of suicide, and opposite life events, the low-medium and high level of mental stimulation of negative life events were risk factors for suicide attempts, with OR (95%CI) as 5.88 (4.53-7.64) and 13.94 (8.15-23.86), respectively. Mental stimulation of positive life events was protective factor of suicide attempts, with OR (95%CI) as 0.58 (0.41-0.82). Conclusion Mental stimulation of negative and positive life events were risk and protective factors for suicide attempts.

Objective To explore the relationship between the level of mental stimulation and the suicide attempts of rural residents in Shandong Province. Methods A 1:1 matched case?control study was designed to collect 1 200 cases from a survey of three suicide attempts in rural areas of Shandong Province. Controls were selected according to the following matched factors: age difference within 3 years, same gender, same village or neighboring village, no blood relationship, no suicide history. The basic characteristics of all subjects were collected through the questionnaire, and the level of mental stimulation of life events was measured. Multivariate conditional logistic regression model was used to analyze the relationship between the level of mental stimulation of life events and suicide attempts. Results The mean age of the case group and the control group was both (36.6±0.3) years old, and 35.8% (430/1 200) were males in each group. The low?medium level of mental stimulation of negative life events in the case group was 16.7% (200/1 200) and 61.7% (740/1 200), respectively, which was higher than that in the control group, about 2.5% (30/1 200) and 29.3% (352/1 200) (all P values<0.05), respectively. A total of 11.1% (133/1 200) of the case group had positive life events, which was lower than that of the control group [16.8% (201/1 200)] (all P values<0.05). Multivariate logistic regression model analysis showed that after the adjustment of gender, age, place of residence, education level, marital status, occupation, family income, somatic disease, mental disorders, family history of suicide, and opposite life events, the low?medium and high level of mental stimulation of negative life events were risk factors for suicide attempts, with OR (95%CI) as 5.88 (4.53-7.64) and 13.94 (8.15-23.86), respectively. Mental stimulation of positive life events was protective factor of suicide attempts, with OR (95%CI) as 0.58 (0.41-0.82). Conclusion Mental stimulation of negative and positive life events were risk and protective factors for suicide attempts.

Objective To explore the relationship between the level of mental stimulation and the suicide attempts of rural residents in Shandong Province. Methods A 1:1 matched case?control study was designed to collect 1 200 cases from a survey of three suicide attempts in rural areas of Shandong Province. Controls were selected according to the following matched factors: age difference within 3 years, same gender, same village or neighboring village, no blood relationship, no suicide history. The basic characteristics of all subjects were collected through the questionnaire, and the level of mental stimulation of life events was measured. Multivariate conditional logistic regression model was used to analyze the relationship between the level of mental stimulation of life events and suicide attempts. Results The mean age of the case group and the control group was both (36.6±0.3) years old, and 35.8% (430/1 200) were males in each group. The low?medium level of mental stimulation of negative life events in the case group was 16.7% (200/1 200) and 61.7% (740/1 200), respectively, which was higher than that in the control group, about 2.5% (30/1 200) and 29.3% (352/1 200) (all P values<0.05), respectively. A total of 11.1% (133/1 200) of the case group had positive life events, which was lower than that of the control group [16.8% (201/1 200)] (all P values<0.05). Multivariate logistic regression model analysis showed that after the adjustment of gender, age, place of residence, education level, marital status, occupation, family income, somatic disease, mental disorders, family history of suicide, and opposite life events, the low?medium and high level of mental stimulation of negative life events were risk factors for suicide attempts, with OR (95%CI) as 5.88 (4.53-7.64) and 13.94 (8.15-23.86), respectively. Mental stimulation of positive life events was protective factor of suicide attempts, with OR (95%CI) as 0.58 (0.41-0.82). Conclusion Mental stimulation of negative and positive life events were risk and protective factors for suicide attempts.

Objective To explore the factors associated with delayed defecation in long-term ventilated patients in intensivecare unit (ICU) and their potential effect on prognosis.Methods A prospective observational cohort study was conducted. The patients admitted to general ICU of the Affiliated Hospital of Qingdao University from October 1st in 2013 to September 30th in 2015 who underwent mechanical ventilation (MV) for ≥6 days were enrolled, and they were divided into early defecation group (< 6 days) and late defecation group (≥6 days). At admission, clinical nutritional support were given as usual, and gender, age, acute physiology and chronic health evaluation Ⅱ (APACHEⅡ) score, admission reasons, MV reasons, the usage of morphine and epinephrine/norepinephrine, the highest positive end-expiratory pressure (PEEP), the lowest oxygenation index (PaO2/FiO2) and the lowest systolic blood pressure were collected. Logistic regression analysis was used to analyze the influencing factors of the first defecation time. ICU mortality, the length of ICU stay, central venous catheter (CVC) indwelling time, duration of MV, ICU acquired bacterial infection rate, and the incidence of ventilator associated pneumonia (VAP) were compared between early defecation group and late defecation group. Logisticorgan dysfunction system (LOD) scores and gastric residual volume per day were recorded at the different time of MV.Results Totally 189 patients were enrolled, 39 patients did not satisfied the inclusion criteria and 13 patients gave up treatment or referrals were excluded. Finally 137 patients were enrolled in the analysis, 83 patients in late defecation group and 54 in early defecation group. There were no significant differences in the baseline characteristics such as gender, age, APACHE Ⅱ score, LOD score at 1 day of MV, admission reasons, MV reasons, disgorging and gastric residual volume per day during the first 5 days of MV, enteral nutrition, lactulose treatment in patients with hepatic encephalopathy during the first 5 days of MV, and blood purification treatment between the two groups (allP > 0.05). Compared with the early defecation group, late defecation group had less patients with loose stools or watery stool at first time [15.7% (13/83) vs. 33.3% (18/54)], more patients using morphine and the usage of epinephrine/norepinephrine more than 24 hours [48.2% (40/83) vs. 40.7% (22/54), 42.2%(35/83) vs. 29.6% (16/54)], higher the maximum PEEP level [cmH2O (1 cmH2O = 0.098 kPa): 7.9±3.7 vs. 6.7±3.5], lower the minimal systolic blood pressure [mmHg (1 mmHg = 0.133 kPa): 74.8±28.1 vs. 88.9±30.2] and more severe of hypoxemia [PaO2/FiO2 < 150 mmHg, 54.2% (5/83) vs. 44.4% (24/53)], all of which had significant differences (allP < 0.05). Factors found statistical significances by single factor analysis were enrolled in the multiple regression analysis, which showed that PaO2/FiO2 < 150 mmHg and systolic blood pressure < 90 mmHg were independently associated with a delay in defecation in patients undergoing long-term MV [PaO2/FiO2 < 150 mmHg: adjusted hazard rate: 1.415, 95% confidence interval (95%CI) = 1.061-1.590,P = 0.026; systolic blood pressure 70-89 mmHg:HR = 1.461, 95%CI = 1.164-1.788, P = 0.002; systolic blood pressure ≤ 69 mmHg: adjusted hazard rate= 1.273, 95%CI = 1.010-1.587,P = 0.034). ICU mortality, the length of ICU stay, CVC indwelling time, duration of MV, ICU acquired bacterial infection rate, and the incidence of VAP at 7 days of MV in late defecation group were significantly higher than those of early defecation group [ICU mortality rate: 15.7% (13/83) vs. 7.4% (4/54), the length of ICU stay (day): 17.0 (14.0, 23.0) vs. 15.0 (13.8, 20.0), CVC indwelling time (days): 12.0 (10.0, 14.0) vs. 10.0 (9.0, 11.3), duration of MV (days): 14.0 (10.0, 20.0) vs. 11.0 (9.8, 15.3), ICU acquired bacterial infections rate: 60.2% (50/83) vs. 14.8% (8/54), the incidence of VAP: 32.5% (27/83) vs. 14.8% (8/54); allP < 0.05]. There was no significant difference in LOD score between both groups. The LOD scores at 4 days and 9 days of MV in late defecation group were significantly higher than those of early defecation group (6.41±4.37 vs. 5.21±3.12, 4.33±2.20 vs. 3.50±2.90, bothP < 0.01).Conclusions PaO2/FiO2 < 150 mmHg and systolic blood pressure < 90 mmHg during the first 5 days of MV were independently associated with a delay in defecation in patients undergoing long-term MV. The results suggest that constipation is associated with adverse outcomes in long-term ventilated patients.

Objective To investigate the value of continuous renal replacement therapy (CRRT) coupled with minimally invasive ultrasound-guided percutaneous transhepatic gallbladder drainage (PTGD) for the treatment of severe acute biliary pancreatitis.Methods Hospitalized patients with severe acute biliary pancreatitis were recruited from the intensive care unit (ICU) of the Mfiliated Hospital of Qingdao University from June 2010 to June 2015,and divided into conventional CRRT alone group (n =30) and CRRT + PTGD group (n =30).Comparisons of postoperatively symptoms (time required for abdominal pain relief,time consumed for,gastrointestinal decompression),laboratory findings (WBC,PLT,PCT,CRP,AMS,TBIL,ALT,ALB,Lac) and acute physiology and chronic health evaluation score (APACHE Ⅱ,Balthazar CT,MODS) were carried out between two groups.The occurrence of complications (ARDS,abdominal infection,bile leakage,abdominal hemorrhage,intestinal injury,catheter translocation,catheter dislocation) was observed.The differences in duration of ventilator support,the length of stay in ICU,and fatality rate were compared between the two groups.Results Compared with the conventional CRRT alone group,the postoperative symptoms were significantly relieved,and time required for abdominal pain relief and time consumed for gastrointestinal decompression were evidently shortened in the CRRT + PTGD group (P ＜ 0.05).There were statistically significant differences in laboratory findings (WBC,PLT,PCT,CRP,AMS,TBIL,ALT) between two groups (P ＜ 0.05).The differences in APACHE Ⅱ,Balthazar CT and MODS score between the two groups also presented statistical significance (P ＜ 0.05).The comparisons of the duration of ventilator support [(6.1 ± 1.3) d vs.(9.5 ± 1.4) d] andthe length of stay [(15.7 ± 1.1) dvs.(21.1 ± 2.5) d] between thetwo groups revealed statistical significance (P ＜ 0.05).Conclusions CRRT coupled with PTGD for the treatment of severe acute biliary pancreatitis can effectively eliminate the inflammatory mediators and toxins from patients.On this basis,the coupled therapy with gallbladder puncture and drainage is capable of decompressing the biliary tract,improving liver function,effectively relieving clinical symptoms,minimizing the changes of laboratory findings an,d APACHE Ⅱ score,and thereby optimizing the prognosis of patients.