Objective To evaluate the clinical application value of the half-Fourier acquisition single-shot turbo spin echo(HASTE)sequence based on deep learning(DL)in pancreatic T2WI.Methods Data were collected from 41 patients who un-derwent both BLADE and DL-HASTE sequence scans during pancreatic T2WI at some hospital from February to July 2023.Qualitative assessments were made regarding overall image quality,pancreatic edge sharpness,pancreatic duct edge sharp-ness,pancreatic duct visua-lization(proximal,middle and distal segments)and lesion visibility of BLADE-sequence and DL-HASTE-sequence images.Quantitative assessments were carried out in terms of scan time,signal-to-noise ratio(SNR)and contrast-to-noise ratio(CNR).Statistical analyses were performed using SPSS 24.0.Results DL-HASTE sequence behaved significantly better than BLADE in pancreatic duct edge sharpness,pancreatic duct visualization,lesion visibility,scan time and CNR,while worse in pane-reatic edge sharpness(all P＜0.05).There were significant differences between DL-HASTE and BLADE sequences in overall image quality and SNR(all P＞0.05).Conclusion The DL-HASTE sequence maintains image quality while significantly shor-tening scan time,making it suitable for patients with irregular respiratory rates.[Chinese Medical Equipment Journal,2025,46(3):59-63]

Objective To investigate the efficacy and safety of domestic RECO flow restoration device in endovascular treatment of acute ischemic stroke(AIS)patients in a real-world setting.Methods From January 2019 to June 2021,consecutive patients with acute intracranial vessel occlusion treated with RECO device from 8 stroke centers in Jiangsu Province were analyzed retrospectively.Baseline and clinical data were collected,including age,gender,baseline modified Rankin scale(mRS)scores,National Institutes of Health stroke scale(NIHSS)score on admission,trial of Org 10172 in acute stroke treatment(TOAST)classification,responsible location of occlusion,wake-up stroke,and medical history(hypertension,diabetes mellitus,hyperlipidemia,atrial fibrillation,coronary heart disease,peripheral arterial disease),smoking,and alcohol consumption.Furthermore,surgical parameters were collected,including time indicators(intervals between symptom onset,admission,puncture and recanalization),preoperative intravenous thrombolysis,general anesthesia,combination of aspiration,number of passes,first pass effect(modified thrombolysis in cerebral infarction[mTICI]grade 3 achieved with s single stent-based thrombectomy),rescue therapy(including thrombectomy with other stents,intra-arterial urokinase thrombolysis,intra-arterial application of tirofiban,emergency angioplasty[stent implantation,balloon dilatation,balloon dilatation combined with stent implantation]),balloon guided catheter and NIHSS score at discharge.The effectiveness indicators included immediate successful recanalization after the operation(mTICI grade ≥ 2b),complete recanalization(mTICI grade 3),and a good prognosis at 90 d after the operation(mRS score ≤2).The safety indicators included symptomatic intracranial hemorrhage(sICH)within 24 h after the operation,device-related intraoperative complications(such as thrombus escape,iatrogenic dissection,bleeding at the surgical site),and all-cause mortality within 90 days after the operation.All patients were divided into the anterior circulation occlusion group and the posterior circulation occlusion group according to the location of the responsible occluded vessel,and the effectiveness and safety indexes were analyzed.Results A total of 366 patients with AIS caused by intracranial vessel occlusion who underwent mechanical thrombectomy with the domestic RECO thrombectomy stent were included.The average age was(69±11)years,with 54 patients(14.8％)over 80 years old and 221 patients(60.4％)male.There were 296 patients in the anterior circulation occlusion group and 70 patients in the posterior circulation occlusion group.(1)Immediate successful recanalization(mTICI grade≥2b)was achieved in 337 patients(92.1％),and complete recanalization was achieved in 282 patients(77.0％)immediately after the operation.The average number of thrombectomies was(1.9±1.0)times,and 141 patients(38.5％)achieved recanalization on the first attempt.9 patients(2.5％)used other stents during the operation,and 65 patients(17.8％)underwent emergency angioplasty.The incidence of sICH within 24 h after the operation was 10.9％(40/366),the good prognosis rate at 90 d after the operation was 53.6％(196/366),and the all-cause mortality rate at 90 d after the operation was 23.0％(84/366).The incidence of device-related intraoperative complications was 3.6％(13/366).The median time from arterial puncture to recanalization was 75(52,110)min,and the median time from onset to recanalization was 370(280,488)min.(2)The good prognosis rates at 90 d after the operation in the anterior and posterior circulation occlusion groups were 55.1％(163/296)and 47.1％(33/70),respectively.The immediate successful recanalization rates were 93.2％(276/296)and 87.1％(61/70),respectively.The immediate complete recanalization rates were 79.1％(234/296)and 68.6％(48/70),respectively.The incidence of sICH within 24h after the operation was 12.2％(36/296)and 5.7％(4/70),respectively.The incidence of device-related intraoperative complications was 3.7％(11/296)and 2.9％(2/70),respectively.The all-cause mortality rate within 90 d after the operation was 21.6％(64/296)and 28.6％(20/70),respectively.There were no statistically significant differences between the two groups in the above aspects(all P＞0.05).Conclusions The application of the domestic RECO thrombectomy stent in the treatment of AIS caused by intracranial vessel occlusion can effectively and safely achieve vascular recanalization.The results of this study still need to be further verified by prospective controlled studies.

Objective To evaluate the clinical application value of the half-Fourier acquisition single-shot turbo spin echo(HASTE)sequence based on deep learning(DL)in pancreatic T2WI.Methods Data were collected from 41 patients who un-derwent both BLADE and DL-HASTE sequence scans during pancreatic T2WI at some hospital from February to July 2023.Qualitative assessments were made regarding overall image quality,pancreatic edge sharpness,pancreatic duct edge sharp-ness,pancreatic duct visua-lization(proximal,middle and distal segments)and lesion visibility of BLADE-sequence and DL-HASTE-sequence images.Quantitative assessments were carried out in terms of scan time,signal-to-noise ratio(SNR)and contrast-to-noise ratio(CNR).Statistical analyses were performed using SPSS 24.0.Results DL-HASTE sequence behaved significantly better than BLADE in pancreatic duct edge sharpness,pancreatic duct visualization,lesion visibility,scan time and CNR,while worse in pane-reatic edge sharpness(all P＜0.05).There were significant differences between DL-HASTE and BLADE sequences in overall image quality and SNR(all P＞0.05).Conclusion The DL-HASTE sequence maintains image quality while significantly shor-tening scan time,making it suitable for patients with irregular respiratory rates.[Chinese Medical Equipment Journal,2025,46(3):59-63]

Objective To investigate the efficacy and safety of domestic RECO flow restoration device in endovascular treatment of acute ischemic stroke(AIS)patients in a real-world setting.Methods From January 2019 to June 2021,consecutive patients with acute intracranial vessel occlusion treated with RECO device from 8 stroke centers in Jiangsu Province were analyzed retrospectively.Baseline and clinical data were collected,including age,gender,baseline modified Rankin scale(mRS)scores,National Institutes of Health stroke scale(NIHSS)score on admission,trial of Org 10172 in acute stroke treatment(TOAST)classification,responsible location of occlusion,wake-up stroke,and medical history(hypertension,diabetes mellitus,hyperlipidemia,atrial fibrillation,coronary heart disease,peripheral arterial disease),smoking,and alcohol consumption.Furthermore,surgical parameters were collected,including time indicators(intervals between symptom onset,admission,puncture and recanalization),preoperative intravenous thrombolysis,general anesthesia,combination of aspiration,number of passes,first pass effect(modified thrombolysis in cerebral infarction[mTICI]grade 3 achieved with s single stent-based thrombectomy),rescue therapy(including thrombectomy with other stents,intra-arterial urokinase thrombolysis,intra-arterial application of tirofiban,emergency angioplasty[stent implantation,balloon dilatation,balloon dilatation combined with stent implantation]),balloon guided catheter and NIHSS score at discharge.The effectiveness indicators included immediate successful recanalization after the operation(mTICI grade ≥ 2b),complete recanalization(mTICI grade 3),and a good prognosis at 90 d after the operation(mRS score ≤2).The safety indicators included symptomatic intracranial hemorrhage(sICH)within 24 h after the operation,device-related intraoperative complications(such as thrombus escape,iatrogenic dissection,bleeding at the surgical site),and all-cause mortality within 90 days after the operation.All patients were divided into the anterior circulation occlusion group and the posterior circulation occlusion group according to the location of the responsible occluded vessel,and the effectiveness and safety indexes were analyzed.Results A total of 366 patients with AIS caused by intracranial vessel occlusion who underwent mechanical thrombectomy with the domestic RECO thrombectomy stent were included.The average age was(69±11)years,with 54 patients(14.8％)over 80 years old and 221 patients(60.4％)male.There were 296 patients in the anterior circulation occlusion group and 70 patients in the posterior circulation occlusion group.(1)Immediate successful recanalization(mTICI grade≥2b)was achieved in 337 patients(92.1％),and complete recanalization was achieved in 282 patients(77.0％)immediately after the operation.The average number of thrombectomies was(1.9±1.0)times,and 141 patients(38.5％)achieved recanalization on the first attempt.9 patients(2.5％)used other stents during the operation,and 65 patients(17.8％)underwent emergency angioplasty.The incidence of sICH within 24 h after the operation was 10.9％(40/366),the good prognosis rate at 90 d after the operation was 53.6％(196/366),and the all-cause mortality rate at 90 d after the operation was 23.0％(84/366).The incidence of device-related intraoperative complications was 3.6％(13/366).The median time from arterial puncture to recanalization was 75(52,110)min,and the median time from onset to recanalization was 370(280,488)min.(2)The good prognosis rates at 90 d after the operation in the anterior and posterior circulation occlusion groups were 55.1％(163/296)and 47.1％(33/70),respectively.The immediate successful recanalization rates were 93.2％(276/296)and 87.1％(61/70),respectively.The immediate complete recanalization rates were 79.1％(234/296)and 68.6％(48/70),respectively.The incidence of sICH within 24h after the operation was 12.2％(36/296)and 5.7％(4/70),respectively.The incidence of device-related intraoperative complications was 3.7％(11/296)and 2.9％(2/70),respectively.The all-cause mortality rate within 90 d after the operation was 21.6％(64/296)and 28.6％(20/70),respectively.There were no statistically significant differences between the two groups in the above aspects(all P＞0.05).Conclusions The application of the domestic RECO thrombectomy stent in the treatment of AIS caused by intracranial vessel occlusion can effectively and safely achieve vascular recanalization.The results of this study still need to be further verified by prospective controlled studies.

People frequently struggle to juggle their work, family, and social life in today’s fast-paced environment, which can leave them exhausted and worn out. The development of technologies for detecting fatigue while driving is an important field of research since driving when fatigued poses concerns to road safety. In order to throw light on the most recent advancements in this field of research, this paper provides an extensive review of fatigue driving detection approaches based on electroencephalography (EEG) data. The process of fatigue driving detection based on EEG signals encompasses signal acquisition, preprocessing, feature extraction, and classification. Each step plays a crucial role in accurately identifying driver fatigue. In this review, we delve into the signal acquisition techniques, including the use of portable EEG devices worn on the scalp that capture brain signals in real-time. Preprocessing techniques, such as artifact removal, filtering, and segmentation, are explored to ensure that the extracted EEG signals are of high quality and suitable for subsequent analysis. A crucial stage in the fatigue driving detection process is feature extraction, which entails taking pertinent data out of the EEG signals and using it to distinguish between tired and non-fatigued states. We give a thorough rundown of several feature extraction techniques, such as topology features, frequency-domain analysis, and time-domain analysis. Techniques for frequency-domain analysis, such wavelet transform and power spectral density, allow the identification of particular frequency bands linked to weariness. Temporal patterns in the EEG signals are captured by time-domain features such autoregressive modeling and statistical moments. Furthermore, topological characteristics like brain area connection and synchronization provide light on how the brain’s functional network alters with weariness. Furthermore, the review includes an analysis of different classifiers used in fatigue driving detection, such as support vector machine (SVM), artificial neural network (ANN), and Bayesian classifier. We discuss the advantages and limitations of each classifier, along with their applications in EEG-based fatigue driving detection. Evaluation metrics and performance assessment are crucial aspects of any detection system. We discuss the commonly used evaluation criteria, including accuracy, sensitivity, specificity, and receiver operating characteristic (ROC) curves. Comparative analyses of existing models are conducted, highlighting their strengths and weaknesses. Additionally, we emphasize the need for a standardized data marking protocol and an increased number of test subjects to enhance the robustness and generalizability of fatigue driving detection models. The review also discusses the challenges and potential solutions in EEG-based fatigue driving detection. These challenges include variability in EEG signals across individuals, environmental factors, and the influence of different driving scenarios. To address these challenges, we propose solutions such as personalized models, multi-modal data fusion, and real-time implementation strategies. In conclusion, this comprehensive review provides an extensive overview of the current state of fatigue driving detection based on EEG signals. It covers various aspects, including signal acquisition, preprocessing, feature extraction, classification, performance evaluation, and challenges. The review aims to serve as a valuable resource for researchers, engineers, and practitioners in the field of driving safety, facilitating further advancements in fatigue detection technologies and ultimately enhancing road safety.

Objective To apply a COMSOL-based finite element analysis method to investigating the electric field effects produced by the human lower limb musculoskeletal system under the synergistic effects of stress field and electromagnetic field.Methods Firstly,a 3D human body model was constructed by Maxon Cinema 4D R21 software,and then imported into COMSOL 6.1 software in STL format.Secondly,an electromagnetic field intervention and stress loading model for the left lower limb of the human body was designed and constructed,in which 15 Hz quasi-pulse group current signals were used for electromagnetic field excitation and the stress field was realized by applying a vibration load with an average compressive force of about 90 N/cm2 to the left foot of the human body.Finally,the electromagnetic properties of human tissue were simulated by numerical simulation,and then the effects of stress field or elecromagnetic field or combined stress field and electromagnetic field on human bioelectric field were compared.Results Simulation results showed that the electric field intensity peaked at the leg joints under both electromagnetic and stress fields acting alone or synergistically,the bioelectric field intensity generated by the human body was related to the distance from the exogenous excitation loading location,and the electric field generated under synergistic action was equivalent to the linear superposition of the bioelectric field in the tissue induced by the electromagnetic field and the stress field acting alone.Conclusion Data supplement is provided for predicting bioelectric field changes within the musculoskeletal tissue,and theoretical foundation is laid for the development and application of multi-physics field synergistic intervention therapy for treating the disorders of the lower limb musculos-keletal system.[Chinese Medical Equipment Journal,2024,45(9):21-26]

Objective·To establish a mouse model with dormant cancer and no obvious metastasis by combining the preimmune strategy with the mVenus-p27K-cell G0 phase indicator system,the DTR-HSV/TK suicide gene system,and the Luc2-tdTomato tracer system.Methods·The KPC1199 mouse pancreatic cancer cell line was transfected with the mVenus-p27K-cell G0 phase indicator system,the DTR-HSV/TK suicide gene system,and the Luc2-tdTomato tracer system to construct a stable expression cell line,KPC1199-PDL.After being cultured in the serum-free condition,KPC1199-PDL cells were sorted into mVenus(+)cells and mVenus(-)cells by flow cytometry,and the expression of G0 phase-related genes was verified by real-time fluorescence quantitative PCR(qPCR).Sensitivity of KPC1199-PDL cells to diphtheria toxin(DTX)and ganciclovir(GCV)was evaluated by CCK-8 assay.A transsplenic portal vein-hepatic metastasis model was constructed in wild-type C57BL/6 mice to validate the function of KPC1199-PDL cells in vivo by immunofluorescence technology.The KPC1199-PDL cells were injected subcutaneously into C57BL/6 mice,followed by in situ injection of DTX and GCV to ablate subcutaneous tumors 5 d later,to obtain preimmunized mice.The transsplenic portal vein-hepatic metastasis models were constructed in these mice.Bioluminescence imaging was used to evaluate subcutaneous tumor ablation and hepatic metastasis in the mice,and immunofluorescence assay was used to detect the distribution and dormant state of tumor cells in the livers of preimmunize mice.Results·The three tool systems were stably expressed in KPC1199-PDL cells,and their proliferative ability was not affected.In the serum starving condition,some KPC1199-PDL cells expressed the mVenus protein,indicating entry into the G0 phase;the mVenus(+)cells sorted out by flow cytometry exhibited significantly higher expression of G0 phase-related genes(all P<0.05)and significantly lower expression of the proliferation-related gene compared with mVenus(-)cells(P<0.05).The CCK-8 assay demonstrated high sensitivity of KPC1199-PDL cells to DTX and GCV.In vivo experiments confirmed that KPC1199-PDL cells could be effectively traced through tdTomato protein expression,and could indicate entry into the G0 phase through mVenus protein expression.Following subcutaneous tumor implantation and drug ablation,preimmunized mice were successfully obtained.In the subsequent transsplenic portal vein-hepatic metastasis model,no metastatic signals were observed in the liver by bioluminescence imaging,but single or small clusters of G0 phase tumor cells expressing both mVenus and tdTomato,not expressing the proliferation marker Ki67,were detected in liver tissue sections by immunofluorescence analysis.Conclusions·A recognizable and traceable dormant cancer model is constructed with the combination of the preimmune mouse model of pancreatic cancer,the mVeneus-p27K-indicator system,the DTR-HSV/TK suicide gene system,and the Luc2-tdTomato tracer system.

Objective: To understand the current status of diagnosis and treatment of chronic lymphocytic leukemia (CLL) /small lymphocytic lymphoma (SLL) among hematologists, oncologists, and lymphoma physicians from hospitals of different levels in China. Methods: This multicenter questionnaire survey was conducted from March 2021 to July 2021 and included 1,000 eligible physicians. A combination of face-to-face interviews and online questionnaire surveys was used. A standardized questionnaire regarding the composition of patients treated for CLL/SLL, disease diagnosis and prognosis evaluation, concomitant diseases, organ function evaluation, treatment selection, and Bruton tyrosine kinase (BTK) inhibitor was used. Results: ①The interviewed physicians stated that the proportion of male patients treated for CLL/SLL is higher than that of females, and the age is mainly concentrated in 61-70 years old. ②Most of the interviewed physicians conducted tests, such as bone marrow biopsies and immunohistochemistry, for patient diagnosis, in addition to the blood test. ③Only 13.7% of the interviewed physicians fully grasped the initial treatment indications recommended by the existing guidelines. ④In terms of cognition of high-risk prognostic factors, physicians' knowledge of unmutated immunoglobulin heavy-chain variable and 11q- is far inferior to that of TP53 mutation and complex karyotype, which are two high-risk prognostic factors, and only 17.1% of the interviewed physicians fully mastered CLL International Prognostic Index scoring system. ⑤Among the first-line treatment strategy, BTK inhibitors are used for different types of patients, and physicians have formed a certain understanding that BTK inhibitors should be preferentially used in patients with high-risk factors and elderly patients, but the actual use of BTK inhibitors in different types of patients is not high (31.6%-46.0%). ⑥BTK inhibitors at a reduced dose in actual clinical treatment were used by 69.0% of the physicians, and 66.8% of the physicians had interrupted the BTK inhibitor for >12 days in actual clinical treatment. The use of BTK inhibitors is reduced or interrupted mainly because of adverse reactions, such as atrial fibrillation, severe bone marrow suppression, hemorrhage, and pulmonary infection, as well as patients' payment capacity and effective disease progression control. ⑦Some differences were found in the perceptions and behaviors of hematologists and oncologists regarding the prognostic assessment of CLL/SLL, the choice of treatment options, the clinical use of BTK inhibitors, etc. Conclusion: At present, a gap remains between the diagnosis and treatment of CLL/SLL among Chinese physicians compared with the recommendations in the guidelines regarding the diagnostic criteria, treatment indications, prognosis assessment, accompanying disease assessment, treatment strategy selection, and rational BTK inhibitor use, especially the proportion of dose reduction or BTK inhibitor discontinuation due to high adverse events.
Female ; Humans ; Male ; Aged ; Middle Aged ; Leukemia, Lymphocytic, Chronic, B-Cell/drug therapy* ; Prognosis ; Lymphoma, B-Cell ; Immunohistochemistry ; Immunoglobulin Heavy Chains/therapeutic use*

Objective: To explore the relationship between low density lipoprotein cholesterol (LDL-C)/high density lipoprotein cholesterol (HDL-C) ratio with the severity of coronary artery disease and 2-yeat outcome in patients with premature coronary heart disease. Methods: This prospective, multicenter, observational cohort study is originated from the PROMISE study. Eighteen thousand seven hundred and one patients with coronary heart disease (CHD) were screened from January 2015 to May 2019. Three thousand eight hundred and sixty-one patients with premature CHD were enrolled in the current study. According to the median LDL-C/HDL-C ratio (2.4), the patients were divided into two groups: low LDL-C/HDL-C group (LDL-C/HDL-C≤2.4, n=1 867) and high LDL-C/HDL-C group (LDL-C/HDL-C>2.4, n=1 994). Baseline data and 2-year major adverse cardiovascular and cerebrovascular events (MACCE) were collected and analyzed in order to find the differences between premature CHD patients at different LDL-C/HDL-C levels, and explore the correlation between LDL-C/HDL-C ratio with the severity of coronary artery disease and MACCE. Results: The average age of the low LDL-C/HDL-C ratio group was (48.5±6.5) years, 1 154 patients were males (61.8%); the average age of high LDL-C/HDL-C ratio group was (46.5±6.8) years, 1 523 were males (76.4%). The number of target lesions, the number of coronary artery lesions, the preoperative SNYTAX score and the proportion of three-vessel coronary artery disease in the high LDL-C/HDL-C group were significantly higher than those in the low LDL-C/HDL-C group (1.04±0.74 vs. 0.97±0.80, P=0.002; 2.04±0.84 vs. 1.85±0.84, P<0.001; 13.81±8.87 vs. 11.70±8.05, P<0.001; 36.2% vs. 27.4%, respectively, P<0.001). Correlation analysis showed that there was a significant positive correlation between LDL-C/HDL-C ratio and preoperative SYNTAX score, the number of coronary artery lesions, the number of target lesions and whether it was a three-vessel coronary artery disease (all P<0.05). The 2-year follow-up results showed that the incidence of MACCE was significantly higher in the high LDL-C/HDL-C group than that in the low LDL-C/HDL-C group (6.9% vs. 9.1%, P=0.011). There was no significant difference in the incidence of all-cause death, cardiac death, myocardial infarction, stroke, revascularization and bleeding between the two groups. Cox multivariate regression analysis showed that the LDL-C/HDL-C ratio has no correlation with 2-year MACCE, death, myocardial infarction, revascularization, stroke and bleeding events above BARC2 in patients with premature CHD. Conclusion: High LDL-C/HDL-C ratio is positively correlated with the severity of coronary artery disease in patients with premature CHD. The incidence of MACCE of patients with high LDL-C/HDL-C ratio is significantly higher during 2 years follow-up; LDL-C/HDL-C ratio may be an indicator for evaluating the severity of coronary artery disease and long-term prognosis in patients with premature CHD.
Male ; Humans ; Adult ; Middle Aged ; Female ; Coronary Artery Disease/complications* ; Cholesterol, HDL ; Cholesterol, LDL ; Prospective Studies ; Myocardial Infarction/etiology* ; Stroke ; Risk Factors

Humans ; Mycobacterium tuberculosis/genetics* ; Microspheres ; Antitubercular Agents/pharmacology* ; Mutation ; Microbial Sensitivity Tests ; Fluoroquinolones ; Drug Resistance, Bacterial/genetics* ; Tuberculosis, Multidrug-Resistant/microbiology*