This paper realized a portable brain-computer interface (BCI) system tailored for smart healthcare. Through the decoding of steady-state visual evoked potential (SSVEP), this system can rapidly and accurately identify the intentions of subjects, thereby meeting the practical demands of daily medical scenarios. Firstly, an SSVEP stimulation interface and an electroencephalogram (EEG) signal acquisition software were designed, which enable the system to execute multi-target and multi-task operations while also incorporating data visualization functionality. Secondly, the EEG signals recorded from the occipital region were decomposed into eight sub-frequency bands using filter bank canonical correlation analysis (FBCCA). Subsequently, the similarity between each sub-band signal and the reference signals was computed to achieve efficient SSVEP decoding. Finally, 15 subjects were recruited to participate in the online evaluation of the system. The experimental results indicated that in real-world scenarios, the system achieved an average accuracy of 85.19% in identifying the intentions of the subjects, and an information transfer rate (ITR) of 37.52 bit/min. This system was awarded third prize in the Visual BCI Innovation Application Development competition at the 2024 World Robot Contest, validating its effectiveness. In conclusion, this study has developed a portable, multifunctional SSVEP online decoding system, providing an effective approach for human-computer interaction in smart healthcare.
Brain-Computer Interfaces ; Humans ; Evoked Potentials, Visual/physiology* ; Electroencephalography ; Signal Processing, Computer-Assisted ; Software ; Adult ; Male

Objective To summarize the imaging characteristics of occult rib fracture(ORF),analyze the causes of missed diagnosis and misdiagnosis of ORF,and explore strategies to improve the detection rate of ORF.Methods A total of 142 patients with rib fractures who underwent multi spiral computed tomography(MSCT)were selected.The initial examination was conducted within 1 week after the injury,and follow-up examinations were performed at multiple time points after 1 week post-injury.A retrospective analysis was conducted to review the fracture detection and locations during the follow-up period.The time of fracture edge sclerosis or callus growth was observed in the young group(17 cases),middle-aged group(64 cases),and elderly group(61 cases).Results The anterior segment of the ribs was the predilection site for occult fractures,with 199 cases(53.4％).The missed diagnosis rates of fracture were higher for fractures near the costal cartilage segment and the posterior segment of the ribs,with missed diagnosis rates of 49.4％and 58.8％,respectively.Compared with the number of rib fractures identified in the initial examination,there was a statistically significant difference in the number of rib fractures at 3-6 weeks after injury(P＜0.05).The time of local sclerosis or callus growth in the young,middle-aged and elderly groups was(18.76±3.849)d,(26.14±6.597)d,and(37.69±5.726)d,respectively,with statistically significantl differences between the groups(P＜0.05).Conclusion MSCT has certain limits in diagnosing ORF in the short term after injury.Primarily observing the predilection sites and missed sites of occult fractures,systematically recognizing the imaging characteristics of ORF,and adopting the optimal detection-time window for patients of different age groups can reduce the missed diagnosis rate and misdiagnosis rate of ORF and improve the detection rate of fractures.This provides accurate and objective basis for clinical and forensic identification,with significant clinical importance and application value.

Objective To summarize the imaging characteristics of occult rib fracture(ORF),analyze the causes of missed diagnosis and misdiagnosis of ORF,and explore strategies to improve the detection rate of ORF.Methods A total of 142 patients with rib fractures who underwent multi spiral computed tomography(MSCT)were selected.The initial examination was conducted within 1 week after the injury,and follow-up examinations were performed at multiple time points after 1 week post-injury.A retrospective analysis was conducted to review the fracture detection and locations during the follow-up period.The time of fracture edge sclerosis or callus growth was observed in the young group(17 cases),middle-aged group(64 cases),and elderly group(61 cases).Results The anterior segment of the ribs was the predilection site for occult fractures,with 199 cases(53.4％).The missed diagnosis rates of fracture were higher for fractures near the costal cartilage segment and the posterior segment of the ribs,with missed diagnosis rates of 49.4％and 58.8％,respectively.Compared with the number of rib fractures identified in the initial examination,there was a statistically significant difference in the number of rib fractures at 3-6 weeks after injury(P＜0.05).The time of local sclerosis or callus growth in the young,middle-aged and elderly groups was(18.76±3.849)d,(26.14±6.597)d,and(37.69±5.726)d,respectively,with statistically significantl differences between the groups(P＜0.05).Conclusion MSCT has certain limits in diagnosing ORF in the short term after injury.Primarily observing the predilection sites and missed sites of occult fractures,systematically recognizing the imaging characteristics of ORF,and adopting the optimal detection-time window for patients of different age groups can reduce the missed diagnosis rate and misdiagnosis rate of ORF and improve the detection rate of fractures.This provides accurate and objective basis for clinical and forensic identification,with significant clinical importance and application value.

The American College of Gastroenterology Guidelines:Management of Acute Pancreatitis(referred to as the"2024 guidelines"),released in March 2024,presents 11 recommendations and 23 key concepts for the management of acute pancreatitis(AP)based on different levels of evidence quality.The 2024 guidelines provide detailed explanations regarding the diagnostic criteria,etiology,initial assessment,severity stratification,initial management,endoscopic retrograde cholangiopancreatography,antibiotic use,nutritional support,and surgical interventions for AP.Compared to the 2023 edition of the American College of Gastroenterology Guidelines,the 2024 edition offers more detailed recommendations and comprehensive evidence-based medical data,which is of great significance in optimizing the diagnosis and treatment process for AP patients and improving patient outcomes.

Objective:To investigate the relationship between metabolic syndrome and 1-year poor outcome in elderly patients with acute cerebral infarction (ACI).Methods:The clinical data of elderly patients with ACI admitted to Renqiu Kangjixintu Hospital from January 2014 to November 2018 were selected and divided into metabolic syndrome group (931 cases) and non-metabolic syndrome group (1 851 cases). The clinical data of the two groups of elderly patients with ACI were compared, and the effect of metabolic syndrome on poor outcome (modified Rankin scale>2 scores) of elderly patients with ACI in 1 year was analyzed by multivariate Logistic regression.Results:The proportion of female, hypertension, diabetes, hyperlipidemia, coronary heart disease, smoking, excessive alcohol consumption and antiplatelet drug use in the metabolic syndrome group were higher than those in the non-metabolic syndrome group: 52.74%(491/931) vs. 32.58%(603/1 851), 79.16%(737/931) vs. 64.29% (1 190/1 851), 42.32% (394/931) vs. 6.43% (119/1 851), 17.19% (160/931) vs. 11.62% (215/1 851), 18.90% (176/931) vs. 14.10% (261/1 851), 62.73% (584/931) vs. 50.89% (942/1 851), 3.73% (69/931) vs. 1.61% (15/1 851), 19.23% (179/931) vs. 15.51% (287/1 851), the levels of body mass index, systolic blood pressure, diastolic blood pressure, fasting plasma glucose (FPG), fasting plasma glucose (TG), total cholesterol (TC), platelet (PLT), fibrinogen (FIB), fall score were higher than those in non-metabolic syndrome group: 26.67 (25.31, 28.60) kg/m 2 vs. 23.30 (21.48, 24.91) kg/m 2, (167.17 ± 22.96) mmHg (1 mmHg = 0.133 kPa) vs. (164.21 ± 24.90) mmHg, (87.06 ± 13.10) mmHg vs. (85.76 ± 12.99) mmHg, (7.33 ± 2.64) mmol/L vs. (5.35 ± 1.38) mmol/L, (2.12 ± 1.51) mmol/L vs. (1.13 ± 0.78) mmol/L, (4.97 ± 1.31) mmol/L vs. (4.65 ± 0.99) mmol/L, 213.00 (179.00, 256.00) × 10 9/L vs. 203.00 (172.00, 241.00) × 10 9/L, 3.07 (2.63, 3.52) g/L vs. 2.94 (2.55, 3.37) g/L, (6.12 ± 1.70) scores vs. (5.93±1.74) scores, the levels of age, high density lipoprotein cholesterol (HDL-C), homocysteine (Hcy) and pressure ulcer score were lower than those of non-metabolic syndrome group: (69.29 ± 6.96) years vs. (71.28 ± 7.66) years, (0.98 ± 0.34) mmol/L vs. (1.31 ± 0.88) mmol/L, (18.93 ± 13.07) mmol/L vs. (21.66 ± 16.39) mmol/L, (18.55 ± 2.42) vs. (19.02 ± 2.43), with statistical significance ( P<0.05). After 1-year follow-up, the proportion of poor outcomes in the metabolic syndrome group was higher than that in the non-metabolic syndrome group: 21.70%(202/931) vs. 18.69% (346/1 851), with statistical significance ( P<0.05). Multivariate Logistic regression analysis showed that age, stroke, national institutes of health stroke scale (NIHSS) score at admission, systolic blood pressure, Hcy, pressure ulcer score, fall score, metabolic syndrome were independent risk factors for poor outcome of ACI in 1 year ( OR = 1.056, 1.309, 1.138, 1.005, 1.006, 0.882, 1.076 and 1.285; 95% CI 1.040 to 1.072, 1.037 to 1.652, 1.097 to 1.180, 1.000 to 1.010, 1.000 to 1.013, 0.834 to 0.933, 1.004 to 1.152 and 1.001 to 1.657; P<0.05). Conclusions:Multiple risk factors for stroke are closely related to poor outcome of ACI in the elderly. And metabolic syndrome is an independent risk factor for poor outcome of ACI in the elderly in 1 year.

Objective:To explore the application value of artificial intelligence (AI) model based on deep learning in breast nodules classification of Breast Imaging Reporting and Data System of ultrasound (BI-RADS-US).Methods:The ultrasound images of 2 426 breast nodules from 1 558 female patients with breast diseases at Beijing Tongren Hospital, Capital Medical University between December 2006 and December 2019 were collected . The image data sets were divided into training (63%), verification (7%), and test (30%) subsets for the construction of AI model. The diagnostic efficiencies of AI model, doctors' arbitration results and doctors' diagnosis with or without AI model assistance were analyzed by using receiver operating characteristic (ROC) curve. The Cohen weighted Kappa statistic was used to compare the consistency of BI-RADS-US classification among 5 ultrasound doctors' diagnosis with or without AI model assistance. And the changes of BI-RADS-US classification were analyzed before and after each doctor adopted AI model assistance.Results:The differences in diagnostic efficiencies of AI model, doctors' arbitration results and doctors' diagnosis with or without AI model assistance were statistically significant (all P > 0.05). The consistency among 5 ultrasound doctors was improved due to AI model assistance and Kappa value was increased from 0.433 (category 3), 0.600 (category 4a), 0.614 (category 4b), 0.570 (category 4c) and 0.495 (category 5) to 0.812, 0.704, 0.823, 0.690 and 0.509 (all P < 0.05), respectively. The upgrade and downgrade of BI-RADS-US classification occurred in 5 doctors after the classification of AI model assistance. Downgrade from category 4 to 3 in benign nodules of 56.6% (47/76) and upgrade from category 4 to 5 in malignant nodules of 69.4% (34/49) were mostly observed. Conclusions:AI-assisted BI-RADS-US classification can effectively improve the consistency of classification among the doctors without reducing the diagnostic efficiency. AI model shows clinical values in reducing unnecessary biopsy of partial benign lesions and increasing diagnostic accuracy of partial malignant lesions through the adjustment of breast nodule classification.

Objective:To study the effiacious based on our experience of precise anatomical hemi-hepatectomy strictly guided by the middle hepatic vein (MHV) for regional to treat intrahepatic hepatolithiasis.Methods:A retrospective analysis was conducted on the data of 47 patients with regional hepatolithiasis treated with hemihepatectomy from July 2015 to July 2019 at the Department of Hepatobiliary and Pancreatic Surgery, The University of Hong Kong-Shenzhen Hospital. The study included 15 males and 32 females, aged (42±15) years. The exposure and preservation of the MHV was included in the precision surgery group ( n=26), and failure to fully expose the MHV or damage to the MHV was included in the control group ( n=21). The operation time, intraoperative blood loss and other surgical data and postoperative complications of the two groups were compared. Results:All patients successfully completed the operation. There was no patient who developed liver failure, and no patient died 90 days after the operations. The operation time (5.2±1.8) h and intraoperative blood loss (620.5±450.8) ml of the precision surgery group were not significantly different from those of the control group (4.9±2.3) h and intraoperative blood loss (760.5±540.2) ml ( P>0.05). A total of 19 patients (40.4%) (7 in the precision surgery group and 12 in the control group) developed 36 post operative complications of various types. The postoperative complication rate in the control group was higher than that in the precision surgery group [47.6%(10/21) vs 19.2% (5/26)], the difference was significant ( P<0.05). All 47 patients were followed-up for 6 to 30 months. For postoperative long-term complications: 5 patients in the control group had residual stones, biliary tract infection, liver abscess, and biliary-enteric anastomosis stenosis with recurrence of stones, and only 2 patients in the precision surgery group were found to have residual stones and biliary-enteric anastomotic stenosis. Stone recurrence, (the incidence of long-term complication) in the control group was significantly higher than that in the precision surgery group [23.8% (5/21) vs 7.7% (2/26)], ( P<0.05). Conclusions:Precise anatomical hemi-hepatectomy strictly guided by MHV for regional hepatolithiasis could more fully remove stones and lesions, and reduced the rate of stone recurrence. It was safe and feasible with favorable efficacy.

Objective:To compare the effects of the fracture line direction in the sagittal profile on the Gartland type Ⅲ supracondylar humerus fractures in children.Methods:A total of 153 cases of Gartland type Ⅲ supracondylar humerus fractures treated in the Department of Pediatric Orthopedics, Qilu Hospital of Shandong University (Qingdao) from January 2017 to April 2019 were retrospectively analyzed.They were categorized into the traditional oblique type (the fracture line went downward in the front and upward in the back), transverse type (the fracture line went horizontally) and reverse oblique type (the fracture line went upward in the front and downward in the back). Gender, age, injury side, cause of injury, ecchymosis before elbow, preoperative neurological symptoms, operation time, incision ratio, and Flynn scores of the elbow joint at the last follow-up were compared among the 3 groups.Results:Patients were followed up for (8.65±2.47) months (6-15 months). There were 60, 64 and 29 patients in the traditional oblique type, transverse type and reserve oblique type groups, respectively.There were no differences in the gender, injury side, and injury causes among the 3 groups (all P>0.05). The age of the traditional oblique type, transverse type and reverse oblique type group were (4.76±2.51) years, (4.71±2.09) years and (6.32±1.98) years, respectively, which was significant different among the 3 groups ( F=5.826, P<0.05). There were 10, 7 and 11 cases of preoperative elbow ecchymosis occurred in children of the traditional oblique type, transverse type and reverse oblique type groups, respectively, which was significant different ( χ2=9.902, P<0.05). No significant differences were found in preoperative neurological symptoms of the 3 groups ( P>0.05). The operative time for the traditional oblique type, transverse type and reverse oblique type group were (43.28±24.25) min, (40.95±27.41) min and (58.66±34.08) min, which was significant different ( F=4.337, P<0.05). The traditional oblique type and transverse type groups had 1 failure case of closed reduction, respectively, and the incision was performed during the operation.There were 4 cases in the reverse oblique type group who underwent the open reduction.The reduction rate was significantly different among 3 groups ( χ2=6.883, P<0.05). There was no significant difference in the excellent to good rate of traditional oblique type (96.67%, 58/60 cases), transverse type(95.31%, 61/64 cases)and reserve oblique type (93.10%, 27/29 cases) among 3 groups ( P>0.05). Conclusions:The reverse oblique Gartland type Ⅲ supracondylar humerus fractures are relatively rare in clinical practice, which involves more severe soft tissue damages and more obvious antecubital ecchymosis.The conventional reduction methods seem to be ineffectual for the reverse oblique supracondylar humerus fractures.

Objective:To investigate the effects of of anti tumor necrosis factor-α (TNF-α) in adjuvant treatment of strangulated intestinal obstruction combined with ischemic intestinal necrosis.Methods:From February 2011 to August 2016 in Huadu District People′s Hospital Affiliated with Southern Medical University, 122 patients with strangulated intestinal obstruction combined with ischemic intestinal necrosis were selected and were equally divided into the experimental group and control group with 61 cases in each group according to the random draw envelope principle. Conventional surgical resection and anastomosis was used in control group, the postoperative anti TNF-α therapy was given for 2 weeks based on the treatment in control group.Results:All patients completed surgery and there were no serious complications during operation.The postoperative anal exhaust time and symptom remission time in experimental group were significantly lower than those in control group: (2.14 ± 0.41) d vs. (6.24 ± 1.28) d and (3.54 ± 0.77) d vs. (6.99 ± 0.91) d ( P<0.05). The incidence of postoperative 14 d complications such as anastomotic leakage, wound infection, anastomotic stenosis and pulmonary infection in the experimental group was 4.9%(3/61), and that of the control group was 18%(11/61), and the incidence of postoperative complications in the experimental group was significantly lower than that in the control group ( P<0.05). The postoperative 1d and 7 d serum TNF-α content in the experimental group was significantly lower than that in the control group ( P<0.05). The postoperative 14 d anal function in the experimental group was significantly better than that in the control group ( P<0.05). MRASP and MSP of postoperative 14 d in experimental group were all significantly higher than those in the control group: (80.24 ± 11.39) mmHg (1 mmHg=0.133 kPa) vs. (76.24 ± 12.11) mmHg, (231.98 ± 45.29) mmHg vs. (226.39 ± 41.87) mmHg ( P<0.05). Conclusions:The anti TNF-α in adjuvant treatment of strangulated intestinal obstruction combined with ischemic intestinal necrosis can promote the recovery of clinical symptoms and inhibit the release of TNF-α. It also can reduce the incidence of postoperative complications and improve gastrointestinal motility of patients.

Objective: To investigate the incidence of postoperative pancreatic fistula (POPF) and its risk factors after radical gastrectomy. Methods: The prospective study was conducted. The clinicopathological data of 2 089 patients who underwent radical gastrectomy in 22 medical centers between December 2017 and November 2018 were collected, including 380 in the Zhongshan Hospital of Fudan University, 351 in the Renji Hospital of Shanghai Jiaotong University School of Medicine, 130 in the Ruijin Hospital of Shanghai Jiaotong University School of Medicine, 139 in the Peking University Cancer Hospital, 128 in the Fujian Provincial Cancer Hospital, 114 in the First Hospital Affiliated to Army Medical University, 104 in the First Affiliated Hospital of Nanchang University, 104 in the Affiliated Hospital of Qinghai University, 103 in the Weifang People′s Hospital, 102 in the Fujian Medical University Union Hospital, 99 in the First Affiliated Hospital of Air Force Medical University, 97 in the Sir Run Run Shaw Hospital Affiliated to Zhejiang University School of Medicine, 60 in the Hangzhou First People′s Hospital Affiliated to Zhejiang University School of Medicine, 48 in the Fudan University Shanghai Cancer Center, 29 in the First Affiliated Hospital of Xi′an Jiaotong University, 26 in the Lishui Municipal Central Hospital, 26 in the Guangdong Provincial People′s Hospital, 23 in the Jiangsu Province Hospital, 13 in the First Affiliated Hospital of Sun Yat-Sen University, 7 in the Second Hospital of Jilin University, 4 in the First Affiliated Hospital of Xinjiang Medical University, 2 in the Beijing Chao-Yang Hospital of Capital Medical University. Observation indicators: (1) the incidence of POPF after radical gastrectomy; (2) treatment of grade B POPF after radical gastrectomy; (3) analysis of clinicopathological data; (4) analysis of surgical data; (5) risk factors for grade B POPF after radical gastrectomy. Measurement data with normal distribution were represented as Mean±SD, and comparison between groups was analyzed using ANOVA. Count data were described as absolute numbers or percentages, and comparison between groups was analyzed using the chi-square test. Univariate analysis was conducted using the t test or chi-square test based on data excluding missing data of clinico-pathological and surgical data. Multivariate analysis was conducted using the Logistic regression model based on factors with P<0.20 in univariate analysis. Results: There were 2 089 patients screened for eligibility, including 1 512 males, 576 females and 1 without sex information, aged (62±11)years. The body mass index (BMI) was (23±3)kg/m². (1) The incidence of POPF after radical gastrectomy: the total incidence rate of POPF in the 2 089 patients was 20.728%(433/2 089). The incidence rates of biochemical fistula, grade B pancreatic fistula, and grade C pancreatic fistula were 19.627%(410/2 089), 1.101%(23/2 089), 0, respectively. (2) Treatment of grade B POPF after radical gastrectomy: 2 of 23 patients with grade B POPF after radical gastrectomy had drainage tube placed for more than 21 days and received anti-infective therapy. Four of 23 patients with grade B POPF after radical gastrectomy had ascites detected by imaging examination, of which 2 received peritoneal drainage guided by ultrasound, 1 received failed puncture drainage, 1 received no puncture drainage, and they were given anti-infective therapy. Eleven of 23 patients with grade B POPF after radical gastrectomy had no ascites detected by imaging examinations, and they were given anti-infective therapy and inhibitors of pancreas secretion for clinical manifestation as fever or elevated white blood cells. Six patients with no typical clinical manifestations were given somatostatin to inhibite pancreas secretion and prolonged duration of abdominal drainage tube placement (with a median time of 7 days). All the 23 patients recovered well after treatment, without reoperation. (3) Analysis of clinicopathological data: for the 2 089 patients, BMI, cases with or without neoadjuvant therapy were (23±3)kg/m^2, 1 487, 160 of patients without pancreatic fistula, (23±3)kg/m^2, 386, 22 of patients with biochemical fistula, and (24±3)kg/m^2, 22, 1 of patents with grade B pancreatic fistula, showing significant differences between the three groups (F=5.787, χ²=8.269, P<0.05). (4) Analysis of surgical data: for the 2 089 patients, cases with open surgery, laparoscopic assisted surgery, totally laparoscopic surgery (surgical method), cases with D₁ lymph lode dissection, D₂ lymph lode dissection, and other lymph lode dissection (range of lymph lode dissection), cases with no omentectomy, partial omentectomy, and total omentectomy (range of omentectomy), cases with no usage of energy facility, usage of CUSA, LigaSure, LigaSure+ CUSA as energy facility, cases with or without biological glue, the number of lymph node dissection were 737, 624, 292, 24, 1 580, 51, 418, 834, 381, 63, 1 530, 23, 16, 1 431, 201, 33±14 of patients without pancreatic fistula, 146, 189, 74, 11, 389, 9, 110, 171, 128, 35, 359, 6, 9, 378, 31, 31±14 of patients with biochemical fistula, and 14, 5, 4, 0, 20, 3, 6, 13, 4, 2, 18, 1, 2, 22, 1, 37±16 of patients with grade B pancreatic fistula, showing significant differences between the three groups (χ²=15.578, 9.397, 15.023, 28.245, 8.359, F=4.945, P<0.05). (5) Risk factors for grade B POPF after radical gastrectomy: results of univariate analysis showed that usage of energy facility was a related factor for grade B POPF after radical gastrectomy (χ²=9.914, P<0.05). Results of multivariate analysis showed that laparoscopic assisted surgery, combined evisceration, application of LigaSure + CUSA, the number of lymph lode dissection were independent factors for for grade B POPF after radical gastrectomy (odds ratio=0.168, 3.922, 9.250, 1.030, 95% confidence interval: 0.036-0.789, 1.031-14.919, 1.036-82.602, 1.001-1.059, P<0.05). Conclusions The incidence of grade B POPF after radical gastrectomy is relatively low. Laparoscopic assisted surgery, combined evisceration, application of LigaSure + CUSA, and the number of lymph lode dissection are independent risk factors for grade B POPF. Trial Registration: This study was registrated at ClinicalTrial.gov in United States with the registration number of NCT03391687.