To address the challenges in blood cell recognition caused by diverse morphology, dense distribution, and the abundance of small target information, this paper proposes a blood cell detection algorithm - the "You Only Look Once" model based on hybrid mixing attention and deep over-parameters (HADO-YOLO). First, a hybrid attention mechanism is introduced into the backbone network to enhance the model's sensitivity to detailed features. Second, the standard convolution layers with downsampling in the neck network are replaced with deep over-parameterized convolutions to expand the receptive field and improve feature representation. Finally, the detection head is decoupled to enhance the model's robustness for detecting abnormal cells. Experimental results on the Blood Cell Counting Dataset (BCCD) demonstrate that the HADO-YOLO algorithm achieves a mean average precision of 90.2% and a precision of 93.8%, outperforming the baseline YOLO model. Compared with existing blood cell detection methods, the proposed algorithm achieves state-of-the-art detection performance. In conclusion, HADO-YOLO offers a more efficient and accurate solution for identifying various types of blood cells, providing valuable technical support for future clinical diagnostic applications.
Algorithms ; Humans ; Blood Cells/cytology* ; Blood Cell Count/methods* ; Neural Networks, Computer ; Deep Learning ; Detection Algorithms

In-depth study of the components of polymyxins is the key to controlling the quality of this class of antibiotics. Similarities and variations of components present significant analytical challenges. A two-dimensional (2D) liquid chromatography-mass spectrometr (LC-MS) method was established for screening and comprehensive profiling of compositions of the antibiotic colistimethate sodium (CMS). A high concentration of phosphate buffer mobile phase was used in the first-dimensional LC system to get the components well separated. For efficient and high-accuracy screening of CMS, a targeted method based on a self-constructed high resolution (HR) mass spectrum database of CMS components was established. The database was built based on the commercial MassHunter Personal Compound Database and Library (PCDL) software and its accuracy of the compound matching result was verified with six known components before being applied to genuine sample screening. On this basis, the unknown peaks in the CMS chromatograms were deduced and assigned. The molecular formula, group composition, and origins of a total of 99 compounds, of which the combined area percentage accounted for more than 95% of CMS components, were deduced by this 2D-LC-MS method combined with the MassHunter PCDL. This profiling method was highly efficient and could distinguish hundreds of components within 3 h, providing reliable results for quality control of this kind of complex drugs.

OBJECTIVE To test and compare the median effective dose(ED50) of ciprofol for gastroscope in patients of different genders and ages. METHODS Patients who planed to undergo gastroscope examination and treatment from March 2023 to April 2023 were selected, and divided into four groups according to stratified random method: N1 group(non-elderly male patients), N2 group(non-elderly female patients), N3 group(elderly male patients), and N4 group(elderly female patients). All patients received intravenous injection of 0.1 μg·kg−1 sufentanil followed by injection of the test dose of ciprofol according to Dixon’s modified sequential method. Gastroscope was performed after the disappearance of the eyelash reflex. The initial dose of ciprofol in all four groups was 0.4 mg·kg−1, and the ratio of adjacent doses was 1∶1.1. The next patient would receive a 10% increase in the dose of ciprofol if the patient experienced positive reactions such as coughing, frowning, and body movements during the endoscopy process. Otherwise, it would be judged as a negative reaction, and the next patient would receive a 10% decrease in the dose of ciprofol. The transition from a positive reaction to a negative reaction was defined as a turning point, and the study was terminated when seven turning points occurred. Hemodynamic parameters, oxygen saturation and adverse reactions were recorded at different time points. The Probit regression analysis method was used to calculate the ED50 of ciprofol for four groups. RESULTS The ED50 of ciprofol combined with 0.1 μg·kg−1 sufentanil for gastroscope in the non-elderly men, non-elderly women, elderly men, and elderly women were 0.409, 0.373, 0.356, 0.327 mg·kg−1, respectively. The ED50 of ciprofol in the N1 group was significantly higher compared with the N2 group and N3 group(P<0.05). The ED50 of ciprofol in the N4 group was significantly lower compared with the N2 group and N3 group(P<0.05). CONCLUSION The ED50 of ciprofol is significantly different among gastroscope patients of different genders and ages, which is lower in female patients than in male patients, and is lower in older patients than in non-elderly patients.

Objective     To identify the heart sounds of aortic stenosis by deep learning model based on DenseNet121 architecture, and to explore its application potential in clinical screening aortic stenosis. Methods      We prospectively collected heart sounds and clinical data of  patients with aortic stenosis in Tianjin Chest Hospital, from June 2021 to February 2022. The collected heart sound data were used to train, verify and test a deep learning model. We evaluated the performance of the model by drawing receiver operating characteristic curve and precision-recall curve.  Results     A total of 100 patients including 11 asymptomatic patients were included. There were 50 aortic stenosis patients with 30 males and 20 females at an average age of 68.18±10.63 years in an aortic stenosis group (stenosis group). And 50 patients without aortic valve disease were in a negative group, including 26 males and 24 females at an average age of 45.98±12.51 years. The model had an excellent ability to distinguish heart sound data collected from patients with aortic stenosis in clinical settings: accuracy at 91.67%, sensitivity at 90.00%, specificity at 92.50%, and area under receiver operating characteristic curve was 0.917.   Conclusion     The model of heart sound diagnosis of aortic stenosis based on deep learning has excellent application prospects in clinical screening, which can provide a new idea for the early identification of patients with aortic stenosis.

Objective:To explore the effects of retroperitoneal laparoscopic ureterolithotomy (RLU) and urethral ureteroscopic lithotripsy (URL) on renal function, oxidative stress, and immunoglobulin levels in patients with upper ureteral calculi.Methods:The clinical data of 78 patients with upper ureteral calculi, who received treatment in Yiwu Central Hospital from June 2017 to April 2020, were collected for this study. The patients were divided into URL group ( n = 38, URL treatment) and RLU group ( n = 40, RLU treatment) according to different surgical methods. Renal function (creatinine, urea nitrogen, neutrophil gelatinase-associated lipocalin), oxidative stress (superoxide dismutase, malondialdehyde), immunoglobulin (Ig) (IgA, IgM, IgG), and complications were compared between the two groups. Results:At 1 day after surgery, creatinine, urea nitrogen, neutrophil gelatinase-associated lipocalin in the RLU group were (79.59 ± 6.02) μmol/L,(6.93±1.17) mmol/L,(4.78±0.61) μg/L, respectively, which were significantly lower than those in the URL group [(86.98 ± 8.27) μmol/L, (7.62 ± 1.24) mmol/L, (6.03 ± 0.79) μg/L, t = 4.53, 2.53, 7.85, P < 0.001, P = 0.014, P < 0.001). At 1 day after surgery, IgA, IgM, and IgG in the RLU group were (1.94 ± 0.25) g/L, (1.55 ± 0.24) g/L, (6.59 ± 1.25) g/L, respectively, which were significantly lower than those in the URL group [(2.38 ± 0.23) g/L, (1.82 ± 0.27) g/L, (7.89 ± 1.36) g/L, t = 8.08, 4.67, 4.40, P < 0.001, 0.001, 0.001]. At 1 day after surgery, malondialdehyde level was significantly lower in the RLU group than in the URL group [(7.49 ± 1.26) mmol/L vs. (8.93 ± 1.38) mmol/L, t = 4.817, P < 0.001]. At 1 day after surgery, superoxide dismutase level was significantly higher in the RLU group than in the URL group [(72.18 ± 7.55) mg/L vs. (63.49 ± 6.69) mg/L, t = 5.37, P < 0.001). There was no significant difference in the incidence of postoperative complications [15.79% (6/38) vs. 7.50% (3/40), χ2 = 1.31, P = 0.252]. Conclusion:RLU for the treatment of upper ureteral calculi has fewer effects on renal function, oxidative stress, and immunoglobulin level in patients with upper ureteral calculi compared with URL and does not increase the incidence of complications.

Objective: To observe the clinical efficacy and safety of Q-modulated laser combined with compound repair of oligosaccharides in the treatment of melasma. Methods: From January 2017 to December 2018, 90 patients with chloasma were divided into Q-switched laser treatment group (control group) and Q-switched laser combined repair oligopeptide treatment group (experimental group) according to random number table method. In the experimental group, the interval between microneedle introduction of oligopeptide and Q-switched laser therapy was 2 weeks, and the treatment was carried out alternately. Each treatment lasted for 4 months, with a total of 8 treatments completed. The control group was treated with Q-switched laser only. Each patient was treated four times, once a month for four months. All patients were evaluated before treatment and 1 month after treatment. Evaluation indicators: (1) Macular severity index (MASI), calculating its decline rate, analyzing the improvement of chloasma; (2) Applying Visia skin analyzer to evaluate the characteristic count of brown spots, calculating its decline rate; (3) Doctors Subjectively Evaluate Patient Pigmentation Legacy; (4) Patient self-evaluation. Measuring data were tested by t-test and counting data by Chi square test. Results: All subjects completed the treatment. Most of the chloasma in the two groups improved significantly after treatment. In the control group, the MASI decreased by 75.61%, 1 case of inefficiency, 13 cases of improvement, 28 cases of marked improvement and 3 cases of recovery. In the experimental group, the MASI decreased by 85.25%, 0 cases of inefficiency, 6 cases of improvement, 27 cases of significant improvement and 12 cases of recovery. Comparing the improvement of the two groups, the experimental group was better than the control group, the difference was statistically significant (χ²=9.00, P=0.03). After treatment, the number of chloasma brown spots in the two groups improved significantly. In the control group, the decrease rate of chloasma brown spots was (1.59 ± 1.33)% and in the trial experiment was (3.45± 1.54)%. The experimental group was better than the control group, and the difference between the two groups was statistically significant (P=0.01). The overall evaluation of therapeutic effect by doctors showed that 95.56% (43/45) of the patients in the experimental group had clearance rate greater than 75%, which was better than 86.67% (39/45) of the control group. There was a significant difference between the two groups (P<0.05). The self-evaluation result showed that the improvement rate of the experimental group was 66.67% (30/45) which was more than 75%, which was better than 37.78% (17/45) of the control group. The difference was statistically significant (P=0.04). Conclusions Q-switched laser combined with compound repair oligopeptide can effectively treat chloasma with less adverse reactions.

Objective To evaluate the clinical efficiency of posterior unilateral open-door laminoplasty and leverage titanium plate internal fixation in the treatment of cervical spondylotic myelopathy ( CSM ) with multi-segmental spinal stenosis.Methods Between Mar 2011 and May 2015, 25 patients with multi-segmental CSM with multi-segmental spinal stenosis were treated by posterior unilateral open-door laminoplasty and leverage fixation .There were 16 males and 9 females, whose mean age was 60.6 ±9.9 years during the surgery.The change of clinical symptoms and signs was recorded during follow-up,and they all received X-ray and MRI.In all the patients, the preoperative and postoperative neurological function, the cervical curvature,cervical vertebra tube volume and axial symptoms were measured , recorded and analyzed. There was statistically significant difference (P<0.05) in the mean Japanese Orthopaedic Association (JOA) score, and Visual Analogue Scale ( VAS) .Results All the 25 patients were followed up for more than 6 months ( 6-24 months ) .No symptoms of C5 nerve root were found in our series .According to the JOA score and VSA score ,the neurological functions of each patient were significantly improved .The preoperative JOA score was 10.16 ±1.35 and the improvement rate 61.24%. There was statistically significant difference between the preoperative VSA score and the postoperative one (6.68 ±1.12 vs 2.32 ±0.84) ( P<0.05).The preoperative and postoperative meansurement of the spinal vertebrai canal diameter was (9.22 ±2.01) and (15.64 ±2.08) mm, respectively,so there was statistically significant difference (P <0.05), indicating that the cavical spinal canal was increased after operation .Conclusion Leverage titanium plate internal fixation can effectively help maintain the expanded vertebral canal after unilateral open -door laminoplasty ,reduce the incidence of postoperative axial symptoms , and maintain the cervical physical curvature .

ObjectiveTo explore the mechanism of extracorporeal shock wave (ESW) in treating osteogenic disorders and the ideal energy level. MethodsAfter success in marrow aspiration from patients' iliac crest, hMSCs were isolated by Percoll density gradient centrifugation and cultured in Dulbecco's modified Eagle's medium in a 5% CO2 and 37 ℃ incubator. Optimal ESW dose was determined by MTT of kinase-marked cytobiology. After hMSCs were exposed to ESW, their morphocytologic change, rate of adherence and doubling time were observed with IPCM. Enzyme cytochemistry reaction for the activity of alkaline phosphatase was also examined. ResultsESW of 5 kV and 100 times could increase cells' viability and proliferation (P<0.01), but higher than 7 kV would inhibit them. Rate of adherence of hMSCs in exposure group of passage 5 reached to 61.54%, which was significantly different from control group(P<0.05). Compared with control group, the MSCs' doubling time was short for 1.72 d (P<0.05). The curve of normal alkaline phosphatase activity of hMSCs was like type S, but ESW shortened its latent period, and promoted its peak time, which was significantly different from control group.ConclusionESW of 5 kV and 100 times can optimally promote the proliferation and activity of osteogen of hMSCs in vitro.