Stroke ranks as the third leading cause of death and the fourth leading cause of disability worldwide. Its high disability rate and prolonged recovery period not only severely impact patients' quality of life but also impose a significant burden on families and society. Primary prevention is the cornerstone of stroke control, as early intervention on risk factors can effectively reduce its incidence. Therefore, the development of predictive models for first-ever stroke risk holds substantial clinical value. In recent years, advancements in big data and artificial intelligence technologies have opened new avenues for stroke risk prediction. This article reviews the current research status of traditional methods and machine learning models in predicting first-ever stroke risk and outlines future development trends from three perspectives: First, emphasis should be placed on technological innovation by incorporating advanced algorithms such as deep learning and large models to further enhance the accuracy of predictive models. Second, there is a need to diversify data types and optimize model architectures to construct more comprehensive and precise predictive models. Lastly, particular attention should be given to the clinical validation of models in real-world settings. This not only enhances the robustness and generalizability of the models but also promotes physicians' understanding of predictive models, which is crucial for their application and dissemination.

Objective To investigate the effect of preoperative dexmedetomidine(DEX)combined with fascia iliac compartment block(FICB)analgesia on perioperative sleep quality and delirium in elderly patients with hip fracture.Methods A total of 90 elderly patients who received total hip replacement(THA)for hip fracture in our hospital from January 2021 to June 2023 were selectively included,and all patients were randomly divided into control group(n=30),FICB group(n=30)and combination group(n=30).Patients in control group were prepared according to routine surgical procedures before surgery.Patients in combination group and FICB group were given continuous ultrasus-guided iliofascial space block and analgesia two days before surgery after admission.Patients in combination group were given dexmedetomidine nose drops on the night before surgery,the day after surgery and the night after surgery.Visual analogue pain(VAS)scores were recorded at admission(Tl),30 minutes after nasal drops(T2),immediately after entry to the operating table(T3),and at the position of intraspinal anesthesia(T4).Hamilton Anxiety(HAM-A)score and Athens Insomnia Scale(AIS)score were recorded 1 day before surgery,1 day after surgery and 1 day after surgery.Adverse reactions and postoperative delirium(POD)were recorded one week after surgery.Results There were no significant differences in age,sex,body mass index(BMI),fracture type,anesthesia duration,operation time,blood loss and adverse reactions(except daytime sleepiness)among all groups(P＞0.05).The VAS scores of T2,T3 and T4 in the combination group were significantly lower than those in the other two groups.HAM-A and AIS scores were significantly lower than those of the other two groups(P＜0.05).The incidence and duration of postoperative delirium were significantly lower than those in the other two groups(P＜0.05).Conclusion Prospective randomized controlled trials show that FICB combined with DEX can relieve pain,improve perioperative sleep quality and relieve postoperative delirium in patients with THA.

Objective To investigate the application value of ultrasonic measurement of optic nerve sheath diameter (ONSD) in patients with craniocerebral trauma. Methods A total of 100 patients with craniocerebral trauma were selected as research subjects and randomly divided into control group and study group, with 50 patients in each group. Patients in the control group received invasive intracranial pressure (ICP) monitoring, while patients in the study group received invasive ICP monitoring combined with ultrasonic measurement of ONSD. Both groups were treated according to their actual conditions. The general information and treatment status of the two groups were observed, and the general information, ICP monitoring results, and ONSD ultrasonic measurement results of different ICP patients in the study group were compared. The correlation between ONSD and ICP in patients with craniocerebral trauma was analyzed, and the diagnostic efficacy of ONSD for ICP elevation in patients with craniocerebral trauma was also analyzed. Results At 28 days after treatment, the mean arterial pressure of the study group was higher than that of the control group, while the heart rate and respiratory rate were lower than those of the control group(P < 0.05). The mechanical ventilation time and ICU stay of the study group were shorter than those of the control group, the amount of mannitol used was less than that of the control group, and the ICP and 28-day mortality rate after treatment were lower than those of the control group (P < 0.05). Patients with ICP≥22 mmHg had higher ICP than those with ICP < 22 mmHg, and ONSD before and after the use of mannitol in different positions was greater than that in the ICP < 22 mmHg group (P < 0.05). There was a significant positive correlation between ONSD and ICP in patients with craniocerebral trauma (r=0.723, P < 0.001). The results of receiver operating characteristic curve analysis showed that the optimal cutoff value of ONSD for diagnosing ICP elevation was 5.25 mm, and the area under the curve was 0.879. Conclusion The combination of ICP monitoring and ultrasonic measurement of ONSD in the treatment of patients with craniocerebral trauma can effectively improve patients' vital signs, shorten the duration of mechanical ventilation and ICU stay, reduce the amount of mannitol used, and reduce the 28-day mortality rate. There is a significant positive correlation between ONSD and ICP in patients with craniocerebral trauma, and ONSD has a high diagnostic efficacy for ICP elevation.

Objective:The investigation and research on the application status of Hepatic Venous Pressure Gradient (HVPG) is very important to understand the real situation and future development of this technology in China.Methods:This study comprehensively investigated the basic situation of HVPG technology in China, including hospital distribution, hospital level, annual number of cases, catheters used, average cost, indications and existing problems.Results:According to the survey, there were 70 hospitals in China carrying out HVPG technology in 2021, distributed in 28 provinces (autonomous regions and municipalities directly under the central Government). A total of 4 398 cases of HVPG were performed in all the surveyed hospitals in 2021, of which 2 291 cases (52.1%) were tested by HVPG alone. The average cost of HVPG detection was (5 617.2±2 079.4) yuan. 96.3% of the teams completed HVPG detection with balloon method, and most of the teams used thrombectomy balloon catheter (80.3%).Conclusion:Through this investigation, the status of domestic clinical application of HVPG has been clarified, and it has been confirmed that many domestic medical institutions have mastered this technology, but it still needs to continue to promote and popularize HVPG technology in the future.

Electroencephalogram (EEG) is the super-imposed electrical signals at the scalp electrodes generated from neuronal activity. The combined signals of EEG and electromyogram (EMG) can be used to identify sleep and wake states. Therefore, factors affecting the neuronal activity could possibly modulate the state of sleep and wake. It has been well-defined in the past decades that postsynaptic neuronal activity is mediated by neurotransmitters release from presynaptic neurons. Neural circuits have been proposed to be the structural basis and functional system that regulate sleep-wake. Beside presynaptic inputs, neuronal activity can also be mediated by extracellular environment. All cellular elements of the central nervous system (CNS) are consistently exposed to the interstitial milieu. The interstitial ion compositions can affect action potential firings, neurotransmitter release, and synaptic transmission. The super-imposed single neuronal electrical activity will eventually integrate the whole brain state shift. Frontier studies suggest that the interstitial ion compositions could mirror or drive state transitions, such as, sleep, wakefulness and locomotion. Here we provide an literature review of the roles of interstitial ions in regulating neuronal activity, as well as sleep and wake state maintenances and transitions.

Objective:To investigate the microsurgical anatomy of thoracodorsal artery perforators, and the clinical effect in repairing the soft tissue defect of hand with the thoracodorsal artery perforator flap (TAP).Methods:From October, 2014 to November, 2014, the axillary arteries in 10 thoracodorsal specimens were perfused with red latex. The number and diameter of the perforators of the thoracodorsal arteries were mearsured. From January, 2015 to February, 2019, 52 cases of soft tissue defects in hand combined with bone and extensor tendon exposure were repaired with TAP. The patients were followed-up in outpatient department to observe the clinical efficacy.Results:The number of perforators of thoracodorsal artery was 2-4 mostly, and 3 perforators was the most. The diameter of perforators was 0.22-0.68 mm, and the distance between the perforating point and the posterior axillary wall was 5.2-11.8 cm. All the operations were completed successfully, and the donor sites were closed directly. In 52 cases, 48 flaps survived, 2 had partially necrosis, and 2 had completely necrosis. The patients were followed-up for 5 to 24 months. The blood supply of the flaps was good with soft texture and good appearance.Conclusion:The TAP is an ideal flap because of its thin in thickness, concealed donor area and no obvious scar after direct suture.

Objective To explore whether MiR-129-5p participates in radiosensitivity of medullary thyroid cell MZ-CRC-1 by inhibiting the gene expression of high mobility group protein B1 ( HMGB1) . Methods The radioresistant cell line MZ-CRC-1/R was established from MZ-CRC-1. Cell survival fraction was analyzed by colony formation assay. The expressions of miR-129-5p in MZ-CRC-1 and MZ-CRC-1/R cells were detected by qRT-PCR. Cell viability was determined by MTT assay. Cell apoptosis was measured by flow cytometry. Dual-luciferase reporter assay was performed to confirm the relationship between miR-129-5p and HMGB1. Besides, the protein expressions of HMGB1 and p-AKt were evaluated by western blot. Results Compared with that of MZ-CRC-1 cells, the survival fraction of MZ-CRC-1/R cells was significantly increased (t=3. 038, 4. 330, 4. 885, 4. 568, P<0. 05), the cell viability of MZ-CRC-1/R cells was also increased ( t=3. 637, 7. 734, 11. 896, 14. 522, P<0. 05) , and the expression of miR-129-5p(0.26±0.03) was significantly decreased in MZ-CRC-1/R cells(1.00±0.06) (t=19. 107, P<0. 05) . Compared with miR-NC-inhibitor group, cell viability was promoted and cell apoptosis was blocked in the miR-129-5p-inhibitor group ( t=5. 156, 6. 005, 9. 649, 8. 659, P<0. 05) . Moreover, miR-129-5p mimic suppressed cell viability and enhanced cell apoptosis after irradiation ( t=3. 118, 5. 034, 6. 005, 7. 488, 6. 362, P<0. 05) . Overexpression of miR-129-5p inhibited the protein expressions of HMGB1 and p-AKt (t=9. 325, 10. 614, P<0. 05). In addition, HMGB1 depletion rescued cell apoptosis that was reduced by miR-129-5p inhibitor in MZ-CRC-1 cells ( t=6. 700, P<0. 05) , while HMGB1 overexpression attenuated the effect of miR-129-5p upregulation on MZ-CRC-1/R cells ( t=7. 073,P<0. 05) . Conclusions miR-129-5p increased the radiosensitivity of medullary thyroid-like cell MZ-CRC-1 by inhibiting HMGB1.

Objective To set up a computer-assisted polyp detection system under colonoscopy,and to preliminarily verify its effectiveness.Methods Based on Faster R-CNN algorithm and the open source implementation of the open source framework tensorflow and Faster R-CNN,a computer-assisted polyp detection system under colonoscopy was constructed.According to the size and difficulty of the training set,five test groups were set up:test group one,two,three and four contained 1 000,2 000,4 000 and 6 000 training samples,respectively.Test group five increased the probability of selecting the difficult samples based on 6 000 training samples.In different training sets,the sensitivity,specificity,other classification evaluation parameters,and the evaluation parameters of target detection such as recall and precision of this polyps detection system were calculated.Results Classification evaluation parameters showed that the sensitivities of test group one,two,three,four and five were 90.1％,93.3％,93.3％,93.3 ％ and 93.5 ％,respectively,and the difference was statistically significant (x2 =25.324,P＜0.01).The sensitivities of test group two,three,four and five were all higher than that of test group one,and the differences were statistically significant (x2 =13.964,13.508,13.508 and 13.386,all P＜ 0.006 25).There were no significant differences in specificity and positive predictive value among test groups (both P＞0.05).The negative predictive values of test group one,two,three,four and five were 90.4％,93.3％,93.3％,93.3％ and 93.5％,respectively,and the differences were statistically significant (x2 =21.862,P＜0.01).The negative predictive values of test group two,three,four and five were higher than that of test group one,and the differences were statistically significant (x2=11.447,11.564,11.755,13.760;all P＜0.006 25).As the training sample size increased from 1 000 to 2 000,the area under curve (AUC) increased by 2％,and further increased the sample size to 6 000,AUC increased by less than 1 ％.At this point maintaining the same sample size while increasing the proportion of difficult samples,AUC increased by 0.4％.The results of evaluation parameters of target detection showed that the recall rate of each test group was 73.6％,79.8％,79.5％,79.8％ and 83.3％,respectively,and the differences were statistically significant (x2 =71.936,P＜0.01).Among them,the recall rates of test group two,three and four were higher than that of test group one,and the differences were statistically significant (x2 =25.960,23.492 and 25.960,all P＜0.006 25),and the recall rate of test group five was higher than those of test group one,two,three and four,and the differences were statistically significant (x2=67.361,9.899,11.527 and 9.899;all P＜0.006 25).In addition,the precision rates of test group one,two,three,four and five were 87.9％,85.3％,90.2％,91.4％ and 89.2％,respectively,and the difference was statistically significant (x2=48.194,P＜0.01).The precision rates of test group three and five were higher than that of test group two,and the differences were statistically significant (x2 =24.508 and 15.223,both P＜0.006 25),and the precision rate of test group four was higher than those of test group one and two,and the differences were statistically significant (x2=13.524 and 39.120,both P＜0.006 25).As samples size and training difficulty increased,the values of F1-score and mean average precision increased steadily.Conclusions This study initially constructed a computer-assisted polyp detection system under colonoscopy.Currently the maximum sensitivity reached 93.5％,and the maximum recall rate reached 83.3％.Increasing the training set size may improve the polyp detection result to a certain degree,however it will reach a bottleneck.At this time,increasing the training difficulty can further improve the detection scores,especially the recall rate.

Objective To observe ultrasonographic features and significance of scoring of the lung in preterm infants.Methods Totally 37 preterm infants (preterm group) and 33 term infants (term group) without cardiopulmonary disease nor hypoproteinemia were enrolled,and infants in each group were divided into＜1 week,1-4 weeks and ＞4 weeks subgroup,respectively.All the infants underwent lung ultrasonography and scoring.The ultrasonography scores were compared between preterm infants and term infants among different ages.Results The main ultrasonic manifestations of the lung in preterm infants were diffuse distribution of dense B-lines,with or without " falls sign" suggesting alveolar effusion.The ultrasonographic score of the lung in preterm infants and term infants was (15.24± 2.76) and (12.21 ±3.62),respectively (t=3.962,P＜0.001).There was no statistical difference of ultrasonographyic scores in ＜1 week subgroups between preterm infants and term infants (t =-0.669,P =0.513).There were statistical differences of ultrasonographic scores in 1-4 weeks subgroups and ＞4 weeks subgroups between preterm group and term group (both P＜0.05).In preterm group,the ultrasonographic scores demonstrated no statistical difference among 3 subgroups (F=0.960,P=0.393),whereas statistical difference was found among 3 subgroups in term group (F =4.277,P =0.023).The ultrasonographic score of preterm infants showed negative correlation with gestational age (r=-0.352,P=0.033),and the linear regressive equation was Y=33.805-0.548X.Conclusion The main ultrasonic manifestations of the lung in preterm infants were diffuse distribution of dense B-lines,some with "falls sign" suggesting alveolar effusion,which are more significant in smaller gestational age infants.